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Systematic review article, research competencies to develop academic reading and writing: a systematic literature review.

• Tecnologico de Monterrey, Escuela de Humanidades y Educación, Monterrey, Mexico

Rationale: The development of research skills in the higher education environment is a necessity because universities must be concerned about training professionals who use the methods of science to transform reality. Furthermore, within research competencies, consideration must be given to those that allow for the development of academic reading and writing in university students since this is a field that requires considerable attention from the educational field at the higher level.

Objective: This study aims to conduct a systematic review of the literature that allows the analysis of studies related to the topics of research competencies and the development of academic reading and writing.

Method: The search was performed by considering the following quality criteria: (1) Is the context in which the research is conducted at higher education institutions? (2) Is the development of academic reading and writing considered? (3) Are innovation processes related to the development of academic reading and writing considered? The articles analyzed were published between 2015 and 2019.

Results: Forty-two papers were considered for analysis after following the quality criterion questions. Finally, the topics addressed in the analysis were as follows: theoretical–conceptual trends in educational innovation studies, dominant trends and methodological tools, findings in research competencies for innovation in academic literacy development, types of innovations related to the development of academic reading and writing, recommendations for future studies on research competencies and for the processes of academic reading and writing and research challenges for the research competencies and academic reading and writing processes.

Conclusion: It was possible to identify the absence of studies about research skills to develop academic literacy through innovative models that effectively integrate the analysis of these three elements.

Introduction

Research skills today must be developed in such a way that students in higher education will be enabled to make them their own for good. This type of competencies is given fundamentally in the aspects of methodological domain, information gathering and the management of document-writing norms and technological tools. Furthermore, the usefulness of the existence of mediating didactics is recognized ( Aguirre, 2016 ). The competencies considered by the Organization for Economic Cooperation and Development in its skills strategy are the following: the development of relevant competencies, the activation of those competencies in the labor market and the use of those competencies effectively for the economy and society ( OECD, 2017 ). The research competences established by Mogonea and Remus Mogonea (2019) from the implementation of a pedagogical research project are as follows: the acquisition of new knowledge, the identification of educational problems, synthesis and argumentation, metacognition, knowledge of new research methods, the possibility of developing research tools and the interpretation and dissemination of results. Research skills work for various disciplines and can even link them. Some studies have affirmed the value of facilitating interactions between researchers from different research fields within a discipline ( Hills and Richards, 2013 ). Therefore, research competencies are approached from distinct perspectives. In this study, the focus is on those that allow for the development of academic reading and writing, because it is an area that requires a boost because it is basic for undergraduate students to be able to understand texts of different kinds and to be able to write with academic rigor.

Academic writing is one aspect that has been focussed on in the educational context. It is a multiple construction that unites such essential elements as the understanding of the scientific field and the understanding of scientific research methodology, statistical knowledge and the understanding of the culture of native and foreign languages ( Lamanauskas, 2019 ). Currently, a change in expectations has emerged around academic writing, and it has become increasingly evident that a much longer and gradual orientation in the process of research and information gathering is desirable to better meet the needs of contemporary students ( Hamilton, 2018 ). On the basis of historical emphasis on writing instruction, five approaches are illustrated, namely, skills, creative writing, process, social practice, and socio-cultural perspective ( Kwak, 2017 ). Academic writing is thus conceived as a way in which young people can construct their own according to elements that provide academic rigor through an efficient interaction with texts.

Academic reading and writing are a fundamental part of the context of higher education. Academic reading and writing also includes the learning of foreign languages as the gender-based approach to the teaching of writing has been found to be useful in promoting the development of literacy through the explicit teaching of characteristics, functions, and options of grammar and vocabulary that are available to interpret and produce various specific genres ( Trojan, 2016 ). Young university students come from a system of basic and upper secondary education in which the fundamental thing was to learn through the repetition of texts, but now their ideas, knowledge, capacity for analysis and critical thinking are a central aspect ( Bazerman, 2014 ). Understanding reading practices and needs in the context of information seeking can refine our understanding of the choices and preferences of users for information sources (such as textbooks, articles, and multimedia content) and media (such as printed and digital tools used for reading) ( Carlino, 2013 ; Lopatovska and Sessions, 2016 ). In this sense, it is useful to consider academic literacy, a name that Carlino (2013) has given to teaching process that may (or may not) be put in place to facilitate students' access to the different written cultures of the disciplines (p. 370). Currently, the many ways in which students perform the process of academic reading and writing must be addressed so that an improvement in the process can be attained.

Within the study of research competencies for the development of academic reading and writing, theoretical–conceptual trends and methodological designs play an important role. Ramírez-Montoya and Valenzuela (2019) considered psychopedagogical, socio-cultural, use and development of technology, disciplinary and educational management studies as theoretical–conceptual trends. According to Harwell (2014) , for methodological analysis, the categories of experimental design, quasi-experimental design, pre-experimental design, and within quantitative methods are used, and for qualitative methods, phenomenological, narrative and case studies, grounded theory and ethnography are contemplated. Documentary research is also added because there are studies on this type related to the subject, which are considered to be excluded.

In the research field, the findings and innovation that are increasingly present are a fundamental part. For the area of findings, the classification contemplated by Ramírez-Montoya and Lugo-Ocando (2020) must be considered. The author commented that innovation can create a new process (organization, method, strategy, development, procedure, training, and technique), a new product (technology, article, instrument, material, device, application, manufacture, result, object, and prototype), a new service (attention, provision, assistance, action, function, dependence, and benefit) or new knowledge (transformation, impact, evolution, cognition, discernment, knowledge, talent, patent, model, and system). Various types of innovation are available, such as those addressed by Valenzuela and Valencia (2017) which consider the following: (a) continuous innovation: when small deviations in educational practices accumulate, they translate into profound changes; (b) systematic: it is methodical and ordered like the innovation of continuous improvement, but the scope and novelty of its changes may vary and even lead to substantial changes; and (c) disruptive: they are new contributions to the world and generate fundamental changes in the activities, structure and functioning of organizations. Another type of innovation is open innovation, which is defined by Chesbrough (2006) as the deliberate use of knowledge inputs and outputs to accelerate internal innovation and expand it for the external use of innovation in markets. Educational purposes and divergent contexts can determine the type of innovation applied.

Many factors converge in the development of academic reading and writing. Digital skills are essential elements in enriching academic reading and writing. In the framework for the development and understanding of digital competences in Europe, five areas of digital competences exist, namely, (a) information: judging its relevance and purpose through identifying, locating, retrieving, storing, organizing, and analyzing digital information; (b) communication: taking place in digital environments or using digital tools to link to others and interacting in networked communities; (c) content creation: some elements include creating and editing new content and enforcing intellectual property rights and licenses; (d) security: personal protection, protection of digital identity, and safe and sustainable use and (e) problem solving: some aspects include making informed decisions about which digital tools are best suited for which purpose or need, creatively using technologies and updating the skills of individuals ( Ferrari, 2013 ). The changing environment of higher education offers an uncertain information ecosystem that requires greater responsibility on the part of students to create new knowledge and to select and use information appropriately ( Association of College Research Libraries, 2000 ). The Association of College and Research Libraries 2016 includes some key information literacy (IL) concepts: information creation as a process, information as value, research as inquiry and search as strategic exploration. Academic literacy can be better developed if IL and digital competencies are considered.

Research studies have presented challenges that must be considered for future research. Within the research gaps addressed in the classification of Kroll et al. (2018) for the study of research competencies, some of the categories are appropriate: Research Topic (RT) 1: Collaboration, RT2: Feasibility, RT3: Knowledge Sharing, RT4: Research Opportunities and RT6: Skill Differences. Critical thinking and academic literacy are considered amongst the challenges for developing academic writing from research skills. The first is considered as the process that involves conceptualization, application, analysis, synthesis, and evaluation of the information collected from observation and experience as a guide for belief and action ( Sellars et al., 2018 ). Academic literacy according to Solimine and Garcia-Quismondo (2020) grows within a competency-based educational model, in which competencies are recognized as the developments in the learners of informational behaviors and attitudes that make them expert evaluators of digital and virtual web contents to obtain knowledge and know-how. Reflection and critical thinking are basic elements for an adequate interaction in digital media.

Several items were identified from mapping and systematic literature reviews related to the topics of research skills and academic literacy development. Abu and Alheet (2019) conducted a study to identify those competencies that an individual must possess to be a good researcher. A competency-based assessment throughout the research training process to more objectively evaluate the development of doctoral students and early career scientists is proposed by Verderame et al. (2018) . Moreover, Zetina et al. (2017) concluded that designing strategies for the adequate development of research competencies with the purpose of training sufficiently qualified young researchers is crucial. Walton and Cleland (2017) also presented qualitative research with the purpose of establishing whether students as part of a degree module can demonstrate through their online textual publications their IL skills as a discursive competence and social practice. Lopatovska and Sessions (2016) conducted a study examining reading strategies in relation to information-seeking stages, tasks and reading media in an academic setting.

This study aims to determine how the three elements present in the quality criteria (research skills, academic reading and writing and innovation processes) of this systematic review of the literature can be linked so that they can serve as a basis for identifying which research skills can be used to develop academic reading and writing in higher education contexts through innovative models. IL is presented as a fundamental competence because for the adequate development of academic reading and writing, university students must be able to perform efficiently in the search, selection and treatment of information.

The method followed for the present research was the systematic review of literature [based on Kitchenham and Charters (2007) ], which considers within the phases to follow the review of a protocol to specify the research question. The search started with the articles that emerged from a systematic mapping of literature that was previously carried out; subsequently, quality criteria were defined that allowed refining the selection of articles for the systematic literature review, inclusion and exclusion criteria were also determined, and six research questions were also established for the analysis of the articles.

Research Questions

The starting point was to locate themes that were of interest for investigating writing processes within the framework of research skills and educational innovation to establish research questions. Six questions were located, and possible systems for classifying answers were studied on the basis of the literature. Table 1 lists the questions that guided the study.

Table 1 . Research questions and kind of answers in the systematic literature review.

Search Strategy

In a systematic mapping of literature (SML) that was previously conducted, the search strings shown in Table 2 were used. The search criteria are explained below.

Table 2 . Search strings in Scopus and WOS.

On the basis of the 345 articles that emerged from the search process that was conducted for the previous SML, the following quality criteria were considered for the selection of the articles to be included in this SLR: (a) Is the context in which the study is conducted in higher education institutions, (b) Is the development of academic reading and writing considered?, and (c) Are innovation processes related to the development of academic reading and writing considered? It was contemplated that they would cover at least two of three points to define the articles that would remain for the analysis. In the first instance, 52 articles were left, but those whose language was different from English and Spanish were later excluded, given the poor representativeness of articles written in other languages. Therefore, only 42 papers were finally analyzed.

Inclusion, Exclusion, and Quality Criteria

The inclusion and exclusion criteria must capture and incorporate the questions that the SLR seeks to answer, and the criteria must also be practical to apply. If they are too detailed, then the selection may be excessively complicated and lengthy. For the systematic mapping, the disciplinary areas that had the highest number of articles were Education (40%) and Medicine (36%). For the systematic review of the literature, it was considered that the context for the selection of articles should be limited to higher education institutions. Table 3 shows the inclusion and exclusion criteria for the SML and the quality criteria for article selection.

Table 3 . Inclusion, exclusion, and quality criteria.

Finally, after applying the quality criteria, there were 42 articles left to be analyzed in the SLR, which are shown in Table 4 below.

Table 4 . Articles that were analyzed.

RQ1 What are the theoretical–conceptual trends in educational innovation studies observed in the research skill articles?

The 42 articles analyzed the disciplinary approaches according to the Library of Congress Classification, which made it possible to place them in the six disciplines referred to in this study and allowed their correspondence with the theoretical–conceptual trends of educational innovation (psychopedagogical, socio-cultural, disciplinary, use and development of technology and educational management), where a greater preponderance was found in articles under the heading of Psychopedagogical Studies (1, 2, 7, 8, 16–18, 20, 22, 24, 29, 30, 32, 34–36, 38), as shown in Figure 2 .

The disciplinary approach allows for the consideration of which areas the research topic has the greatest influence on and is generating the most interest for study. In carrying out systematic literature mappings, identifying the disciplinary areas that have a greater presence is highly useful because it serves as a basis for determining which area or areas can be focussed on for future systematic literature reviews.

RQ2 What are the dominant trends and methodological tools observed in the research skill articles?

The study addressed the different research methods: quantitative, qualitative and mixed method. The classification used is shown in Figure 3 and allows identifying that in the experimental design the quantitative method predominated (4, 5, 10, 14, 21, 27, 30, 31), on the other hand in the documentary research there was a predominance of the qualitative method (6–8, 18, 26, 36–38, 41, 42).

To have a more detailed idea of the trend of the methods used in the articles that deal with the analysis of research skills for academic literacy development, starting only from the three main methods is insufficient. Having a sub-classification that allows us to know the types of research designs that are performed in each method is a must. Presenting the specific research design allows for more detailed information, especially if the entire process followed in the research method is clearly explained.

RQ3 What are the findings in research skills for innovation in academic literacy development?

The findings focussed on four categories: (1) new knowledge (1, 3, 7, 9, 15, 20, 21, 24, 27, 29, 30, 32, 34–36) which were stated in this category when referring to transformation, impact, evolution, cognition, dissent, knowledge, talent, patent, model or system. For instance, Article 1 was considered because it talks about how students acquired knowledge about the choice of an appropriate research instrument and learned to articulate their identity as researchers, and Article 20 was considered in this category because the study investigated whether the teaching of communicative languages helps develop the critical thinking of students; (2) new process (2, 4–6, 8, 12, 14, 16, 18, 19, 22, 23, 25, 28, 37–42), the findings in this category considered an organization, a method, a strategy, a development, a procedure, a training or a technique, e.g., Article 2, were considered as the students who participated in the process of becoming good scholars by using appropriate online publications to create valid arguments by evaluating the work of others and Article 22, as this study analyses the strategies activated by a group of 36 Portuguese university students when faced with an academic writing practice in Spanish as a foreign language; (3) new product (10), findings were considered in this category when considering a technology, an article, a tool, a material, a device, an application, a manufacture, a result, an object or a prototype, e.g., Article 10 was integrated because the document illustrates the development of an online portal and a mobile application aimed at promoting student motivation and engagement; (4) new service (11, 13, 17, 26, 31, 33), the findings were stated in this category when considering elements, such as attention, provision, assistance, action, function, dependence or benefit, e.g., Article 17 that presents the Summer Science Program in México, which aims to provide university students with research competence and Article 33, as it states that online academic networks have been established as spaces for academics from all countries and as outlets for their insight and literacy. Below are the key words that appeared most often in each category in Figure 4 .

Innovation is present in the findings found in the articles through the idea that it starts from something existing to generate something new, gives a new meaning and a new idea through elements, such as those considered in the classification used in this systematic review of literature. Innovative elements do not necessarily have to contemplate technology, innovating can consist of providing new solutions that respond to specific needs, which can be useful not only in economic and social scenarios but also in the educational context.

RQ4 What types of innovations related to the development of academic reading and writing emerge from the studies consulted?

The categories on which the classification of the types of innovation focussed were the following: continuous, systematic, disruptive and open. In continuous innovation, the keywords change, competency, improve, solution and training were placed. In systematic innovation, the keywords were competency, development, explore, needs, self-perception, skills, and solution. In disruptive innovation, the keywords were online courses and organizational support. In open innovation, the keywords global, links and ICTS were located. In the systematic category, more articles were about development (2, 5–7, 11, 13, 14, 16, 21–23, 27, 28, 32, 35, 42), as shown in Figure 5 .

The distinct types of innovation allow us to know at what level an innovation is being conducted to know how much emphasis is given to the part of generating innovation within research if it is considered something that occurs gradually or if, on the contrary, it is considered that it requires drastic changes that can be generated even immediately. Moreover, nowadays, open innovation has become increasingly important, especially in the field of higher education where knowledge repositories are now considered open spaces.

RQ5 What are the recommendations that the authors give for future studies on research skills and for the processes of academic reading and writing?

The study first identified the recommendations that the authors made for future studies in the framework of research skills and academic literacy processes. Subsequently, the categories presented in Figure 6 were established. The item that had the most presence around the category of Information was the digital element because it was considered in some studies that learning had a positive effect through the use of digital resources (6, 11, 13, 15, 29, 31, 41, 42).

Today, in the digital economy, the role of knowledge production in information systems is increasing dramatically. The same is true in the field of education; therefore, making appropriate use of these digital resources in accordance with the stated research purposes is necessary. The digital era is complex and requires flexible education that enhances new skills, and higher education students must be trained to efficiently use the wide diversity of digital resources now available to them and to perform well in virtual environments.

RQ6 What are the research challenges for the research skills and academic reading and writing processes?

The challenges were analyzed, and the following were located: collaboration (support), feasibility (contexts, technological, training, and support), knowledge sharing (literacy, thinking, creativity and adapted), research opportunities (reflection, scientific, method, sample, formative process, and skills) and differences (literacy and linguistic). Amongst the challenges shown in the studies that were addressed in this study, those related to research opportunities (1, 4–6, 9, 11–14, 16, 17, 19, 30, 33, 34, 36, 39) stand out, followed by learning sharing (2, 8, 18, 20, 26, 27, 31, 42) and viability (7, 10, 15, 25, 29, 32, 38, 40, 41), as can be seen in Figure 7 .

The challenges in research allow us to identify on which topics the researcher should concentrate to be able to give solutions to problems posed around a research topic because knowing which obstacles have been presented in a specific research process is interesting so that they can serve as a basis for further studies. The challenges presented in research can be of various kinds, from questions such as the financial support required according to the type and time of research to the viability related to aspects such as the necessary skills or the mastery of the use of technology to make research feasible.

Amongst the theoretical–conceptual trends, the one corresponding to Psychopedagogical Studies has turned out to be the one that has focussed more on the analysis of research skills for the development of academic writing. Figure 1 depicts that there was a greater trend of articles in psychopedagogical matters and that they were distributed in various disciplinary areas. Psychopedagogical studies focus on cognitive elements and on social–emotional elements and improvements in academic achievement ( Ramírez-Montoya and Valenzuela, 2019 ). In this review, the psychopedagogical approach is framed mainly in the application of didactic techniques, educational programmes, forms of evaluation and training and capacity building.

Figure 1 . Quality criteria for papers selection for SLR.

Experimental studies are a frequently used method in the topic of research skills. Figure 2 shows that the most commonly used research design in the articles consulted is the experimental design. However, methodological designs are available in the studies analyzed. The older categorisations of experimental designs tend to use the language of the analysis of variance to describe these arrangements ( Harwell, 2014 ). In this study, the approach of that type of design was considered because randomization was sought for the selection of the sample to be investigated. Nonetheless, various methodological designs were used in the review, and it was even decided to consider research of a documentary nature to guide the present study.

Figure 2 . Theoretical–conceptual trends in educational innovation studies.

New processes are identified with greater emphasis on the analysis of research toward the development of academic reading and writing within the framework of research competencies. Figure 3 illustrates that according to the classification addressed, the category of new processes is the one that received the most mention in the analysis. Ramírez-Montoya and Lugo-Ocando (2020) validated that a new process is characterized amongst its elements by an organization, a method, a technique, and a procedure. In this analysis, it was possible to observe that to a great extent, the findings are based on processes that imply a follow-up to determine how the evolution to reach the proposed objectives occurs.

Figure 3 . Trends and methodological tools.

Systematic and continuous innovations have a strong presence in the area of innovation in research skill studies. Figure 4 shows the trend in these types of innovation. In terms of systematic innovation, there was a greater presence of the development aspect, whilst continuous innovation had a greater presence of the competence aspect. Continuous innovation is something that has to do with small changes that can make a difference, and systematic innovation is methodical and orderly like continuous improvement innovation. However, the scope and novelty of its changes can vary and even lead to substantial changes ( Valenzuela and Valencia, 2017 ). The innovations must be based on the objectives to be achieved and always with a view to achieving substantial improvement.

Figure 4 . Findings in research skills for academic literacy development.

Digital resources and skills present a valuable opportunity to enhance academic literacy development through research skills. Figure 5 shows that the digital aspect had a greater presence in the area of Information that was presented for the categorization of Recommendations for Future Studies. The digital competencies according to Ferrari (2013) are focussed on Information, Communication, Content Creation, Problem Solving and Security, but the latter was not present in the studies analyzed. Interacting through digital tools or in digital environments is a reality we are currently facing; therefore, students must be prepared to have digital competences, which allow them to have a better performance in general and enrich the framework in which they develop their academic reading and writing.

Figure 5 . Types of innovations related to the development of academic reading and writing.

Challenges in research skill studies show various themes, such as collaboration, sharing of learning, difference in skills or feasibility, and no single line is to be addressed. The categories corresponding to the challenges that have the greatest presence according to Figure 6 are the following: research opportunities and knowledge sharing. However, there is variety in the keywords that are derived from these. However, critical thinking and literacy (academic and information) are considered relevant by the subject matter. IL has important advantages for the proper selection and use of information ( Association of College Research Libraries, 2016 ), and academic literacy is now closely linked to the competencies for evaluating digital content and producing knowledge ( Solimine and Garcia-Quismondo, 2020 ). What is important is the acquisition of skills so that students in higher education can be effective in research and can adequately develop the process of academic reading and writing.

Figure 6 . Recommendations for future studies on research skills and processes of academic reading and writing.

Figure 7 . Research challenges for the research skills and academic reading and writing processes.

Limitations

Only the Web of Science and Scopus databases were used for the selection of articles for analysis in this systematic literature review. Although they are amongst the most important, other articles that could be relevant to the topic addressed in this study were left out. By including only studies that had higher education institutions as their context, we excluded studies conducted in extra-school contexts that could be significant. The three quality criteria that were used reduced the selection to 42 articles, which may be a small number, but they are the articles that are related to the specific objective of the research, which is to identify research skills that allow for the development of academic reading and writing.

Conclusions

Research competencies can work for several disciplines. In this systematic review of literature, the articles analyzed correspond to the disciplinary areas of Education; Language and Literature; Medicine; Library Science; Philosophy, Psychology and religion and Science, which implies that there is a multidisciplinary character to address the issues of research competencies and the development of academic literacy. Nevertheless, the discipline with the greatest presence is education, which allows us to identify that there is an increasing concern to promote the culture of research in this area, as well as to seek that students acquire the skills necessary for the better development of academic literacy.

Academic literacy is indeed a fundamental part of the higher education environment. The types of innovation to develop academic literacy that have the greatest presence are systematic and continuous innovation, the aspect that stands out from the first is development, and from the second are competition and change. Competencies are thus identified as a key element to be considered to achieve the development of academic literacy.

Research competencies for the development of academic reading and writing imply not only taking care of methodological aspects. It is not enough to take care of elements such as the formulation of the research question, the selection of the research method and design, the selection of instruments and the evaluation system. Crucial competencies, such as academic and information literacy (IL), must be considered because in this information society, which is not necessarily a knowledge society, one must be literate to be able to use information for the proposed purposes and to develop quality academic texts that can subsequently disseminate and support the expansion of knowledge in the various areas of higher education.

The aim of this research is to identify studies that address research competencies and those that address academic literacy through innovative elements, so that it can be determined how these three elements can be linked to each other to benefit university students in the sense of serving as a basis for generating initiatives to promote research competencies that can be used to develop academic literacy in higher education contexts through innovative models. It is intended that with the development of these competencies, university students can develop research skills, search for information efficiently in different environments and platforms, understand specialized texts in their area of study, and finally generate quality writing that can be published.

Data Availability Statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Author Contributions

IC-M carried out the systematic review of literature, carried out the analysis of the articles considered to be integrated in the present study, investigated and integrated the theoretical part, made the graphs and tables, wrote the article, and took care of form and content. MR-M reviewed in detail the form and content of the article, suggested authors for theoretical support, checked that the paragraphs had an adequate structure, and that the references were current, consistent, and correctly cited. All authors contributed to the article and approved the submitted version.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

The study was conducted within the framework of the doctoral studies corresponding to the Ph.D. programme in Educational Innovation. Special thanks are due to the scholarships granted by CONACYT and Tecnologico de Monterrey. The authors would like to acknowledge the financial support of Writing Lab, TecLabs, Tecnologico de Monterrey, Mexico, in the production of this work.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/feduc.2020.576961/full#supplementary-material

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Keywords: educational innovation, higher education, research competencies, academic reading and writing, systematic literature review, research skills

Citation: Castillo-Martínez IM and Ramírez-Montoya MS (2021) Research Competencies to Develop Academic Reading and Writing: A Systematic Literature Review. Front. Educ. 5:576961. doi: 10.3389/feduc.2020.576961

Received: 27 June 2020; Accepted: 14 December 2020; Published: 18 January 2021.

Reviewed by:

Copyright © 2021 Castillo-Martínez and Ramírez-Montoya. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Isolda Margarita Castillo-Martínez, isoldamcm@hotmail.com

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1.2 Developing Study Skills

Learning objectives.

• Use strategies for managing time effectively as a college student.
• Understand and apply strategies for taking notes efficiently.
• Determine the specific time-management, study, and note-taking strategies that work best for you individually.

By now, you have a general idea of what to expect from your college courses. You have probably received course syllabi, started on your first few assignments, and begun applying the strategies you learned about in Section 1.1 “Reading and Writing in College” .

At the beginning of the semester, your work load is relatively light. This is the perfect time to brush up on your study skills and establish good habits. When the demands on your time and energy become more intense, you will have a system in place for handling them.

This section covers specific strategies for managing your time effectively. You will also learn about different note-taking systems that you can use to organize and record information efficiently.

As you work through this section, remember that every student is different. The strategies presented here are tried and true techniques that work well for many people. However, you may need to adapt them slightly to develop a system that works well for you personally. If your friend swears by her smartphone, but you hate having to carry extra electronic gadgets around, then using a smartphone will not be the best organizational strategy for you.

Read with an open mind, and consider what techniques have been effective (or ineffective) for you in the past. Which habits from your high school years or your work life could help you succeed in college? Which habits might get in your way? What changes might you need to make?

Understanding Yourself as a Learner

To succeed in college—or any situation where you must master new concepts and skills—it helps to know what makes you tick. For decades, educational researchers and organizational psychologists have examined how people take in and assimilate new information, how some people learn differently than others, and what conditions make students and workers most productive. Here are just a few questions to think about:

• What is your learning style? For the purposes of this chapter, learning style refers to the way you prefer to take in new information, by seeing, by listening, or through some other channel. For more information, see the section on learning styles.
• What times of day are you most productive? If your energy peaks early, you might benefit from blocking out early morning time for studying or writing. If you are a night owl, set aside a few evenings a week for schoolwork.
• How much clutter can you handle in your work space? Some people work fine at a messy desk and know exactly where to find what they need in their stack of papers; however, most people benefit from maintaining a neat, organized space.
• How well do you juggle potential distractions in your environment? If you can study at home without being tempted to turn on the television, check your e-mail, fix yourself a snack, and so on, you may make home your work space. However, if you need a less distracting environment to stay focused, you may be able to find one on your college’s campus or in your community.
• Does a little background noise help or hinder your productivity? Some people work better when listening to background music or the low hum of conversation in a coffee shop. Others need total silence.
• When you work with a partner or group, do you stay on task? A study partner or group can sometimes be invaluable. However, working this way takes extra planning and effort, so be sure to use the time productively. If you find that group study sessions turn into social occasions, you may study better on your own.
• How do you manage stress? Accept that at certain points in the semester, you will feel stressed out. In your day-to-day routine, make time for activities that help you reduce stress, such as exercising, spending time with friends, or just scheduling downtime to relax.

Learning Styles

Most people have one channel that works best for them when it comes to taking in new information. Knowing yours can help you develop strategies for studying, time management, and note taking that work especially well for you.

To begin identifying your learning style, think about how you would go about the process of assembling a piece of furniture. Which of these options sounds most like you?

• You would carefully look over the diagrams in the assembly manual first so you could picture each step in the process.
• You would silently read the directions through, step by step, and then look at the diagrams afterward.
• You would read the directions aloud under your breath. Having someone explain the steps to you would also help.
• You would start putting the pieces together and figure out the process through trial and error, consulting the directions as you worked.

Now read the following explanations. Again, think about whether each description sounds like you.

• If you chose (a), you may be a visual learner . You understand ideas best when they are presented in a visual format, such as a flowchart, a diagram, or text with clear headings and many photos or illustrations.
• If you chose (b), you may be a verbal learner . You understand ideas best through reading and writing about them and taking detailed notes.
• If you chose (c), you may be an auditory learner . You understand ideas best through listening. You learn well from spoken lectures or books on tape.
• If you chose (d), you may be a kinesthetic learner . You learn best through doing and prefer hands-on activities. In long lectures, fidgeting may help you focus.

Your learning style does not completely define you as a student. Auditory learners can comprehend a flow chart, and kinesthetic learners can sit still long enough to read a book. However, if you do have one dominant learning style, you can work with it to get the most out of your classes and study time. Table 1.3 “Learning Style Strategies” lists some tips for maximizing your learning style.

Table 1.3 Learning Style Strategies

The material presented here about learning styles is just the tip of the iceberg. There are numerous other variations in how people learn. Some people like to act on information right away while others reflect on it first. Some people excel at mastering details and understanding concrete, tried and true ideas while others enjoy exploring abstract theories and innovative, even impractical ideas. For more information about how you learn, visit your school’s academic resource center.

Time Management

In college you have increased freedom to structure your time as you please. With that freedom comes increased responsibility. High school teachers often take it upon themselves to track down students who miss class or forget assignments. College instructors, however, expect you to take full responsibility for managing yourself and getting your work done on time.

Getting Started: Short- and Long-Term Planning

At the beginning of the semester, establish a weekly routine for when you will study and write. A general guideline is that for every hour spent in class, students should expect to spend another two to three hours on reading, writing, and studying for tests. Therefore, if you are taking a biology course that meets three times a week for an hour at a time, you can expect to spend six to nine hours per week on it outside of class. You will need to budget time for each class just like an employer schedules shifts at work, and you must make that study time a priority.

That may sound like a lot when taking multiple classes, but if you plan your time carefully, it is manageable. A typical full-time schedule of fifteen credit hours translates into thirty to forty-five hours per week spent on schoolwork outside of class. All in all, a full-time student would spend about as much time on school each week as an employee spends on work. Balancing school and a job can be more challenging, but still doable.

In addition to setting aside regular work periods, you will need to plan ahead to handle more intense demands, such as studying for exams and writing major papers. At the beginning of the semester, go through your course syllabi and mark all major due dates and exam dates on a calendar. Use a format that you check regularly, such as your smartphone or the calendar feature in your e-mail. (In Section 1.3 “Becoming a Successful College Writer” you will learn strategies for planning out major writing assignments so you can complete them on time.)

The two- to three-hour rule may sound intimidating. However, keep in mind that this is only a rule of thumb. Realistically, some courses will be more challenging than others, and the demands will ebb and flow throughout the semester. You may have trouble-free weeks and stressful weeks. When you schedule your classes, try to balance introductory-level classes with more advanced classes so that your work load stays manageable.

Crystal knew that to balance a job, college classes, and a family, it was crucial for her to get organized. For the month of September, she drew up a week-by-week calendar that listed not only her own class and work schedules but also the days her son attended preschool and the days her husband had off from work. She and her husband discussed how to share their day-to-day household responsibilities so she would be able to get her schoolwork done. Crystal also made a note to talk to her supervisor at work about reducing her hours during finals week in December.

Now that you have learned some time-management basics, it is time to apply those skills. For this exercise, you will develop a weekly schedule and a semester calendar.

• Working with your class schedule, map out a week-long schedule of study time. Try to apply the “two- to three-hour” rule. Be sure to include any other nonnegotiable responsibilities, such as a job or child care duties.
• Use your course syllabi to record exam dates and due dates for major assignments in a calendar (paper or electronic). Use a star, highlighting, or other special marking to set off any days or weeks that look especially demanding.

Staying Consistent: Time Management Dos and Don’ts

Setting up a schedule is easy. Sticking with it, however, may create challenges. A schedule that looked great on paper may prove to be unrealistic. Sometimes, despite students’ best intentions, they end up procrastinating or pulling all-nighters to finish a paper or study for an exam.

Keep in mind, however, that your weekly schedule and semester calendar are time-management tools. Like any tools, their effectiveness depends on the user: you. If you leave a tool sitting in the box unused (e.g., if you set up your schedule and then forget about it), it will not help you complete the task. And if, for some reason, a particular tool or strategy is not getting the job done, you need to figure out why and maybe try using something else.

With that in mind, read the list of time-management dos and don’ts. Keep this list handy as a reference you can use throughout the semester to “troubleshoot” if you feel like your schoolwork is getting off track.

• Set aside time to review your schedule or calendar regularly and update or adjust them as needed.
• Be realistic when you schedule study time. Do not plan to write your paper on Friday night when everyone else is out socializing. When Friday comes, you might end up abandoning your plans and hanging out with your friends instead.
• Be honest with yourself about where your time goes. Do not fritter away your study time on distractions like e-mail and social networking sites.
• Accept that occasionally your work may get a little off track. No one is perfect.
• Accept that sometimes you may not have time for all the fun things you would like to do.
• Recognize times when you feel overextended. Sometimes you may just need to get through an especially demanding week. However, if you feel exhausted and overworked all the time, you may need to scale back on some of your commitments.
• Have a plan for handling high-stress periods, such as final exam week. Try to reduce your other commitments during those periods—for instance, by scheduling time off from your job. Build in some time for relaxing activities, too.
• Do not procrastinate on challenging assignments. Instead, break them into smaller, manageable tasks that can be accomplished one at a time.
• Do not fall into the trap of “all-or-nothing” thinking: “There is no way I can fit in a three-hour study session today, so I will just wait until the weekend.” Extended periods of free time are hard to come by, so find ways to use small blocks of time productively. For instance, if you have a free half hour between classes, use it to preview a chapter or brainstorm ideas for an essay.
• Do not fall into the trap of letting things slide and promising yourself, “I will do better next week.” When next week comes, the accumulated undone tasks will seem even more intimidating, and you will find it harder to get them done.
• Do not rely on caffeine and sugar to compensate for lack of sleep. These stimulants may temporarily perk you up, but your brain functions best when you are rested.

The key to managing your time effectively is consistency. Completing the following tasks will help you stay on track throughout the semester.

• Establish regular times to “check in” with yourself to identify and prioritize tasks and plan how to accomplish them. Many people find it is best to set aside a few minutes for this each day and to take some time to plan at the beginning of each week.
• For the next two weeks, focus on consistently using whatever time-management system you have set up. Check in with yourself daily and weekly, stick to your schedule, and take note of anything that interferes. At the end of the two weeks, review your schedule and determine whether you need to adjust it.
• Review the preceeding list of dos and don’ts.

Writing at Work

If you are part of the workforce, you have probably established strategies for accomplishing job-related tasks efficiently. How could you adapt these strategies to help you be a successful student? For instance, you might sync up your school and work schedules on an electronic calendar. Instead of checking in with your boss about upcoming work deadlines, establish a buddy system where you check in with a friend about school projects. Give school the same priority you give to work.

Note-Taking Methods

One final valuable tool to have in your arsenal as a student is a good note-taking system. Just the act of converting a spoken lecture to notes helps you organize and retain information, and of course, good notes also help you review important concepts later. Although taking good notes is an essential study skill, many students enter college without having received much guidance about note taking.

These sections discuss different strategies you can use to take notes efficiently. No matter which system you choose, keep the note-taking guidelines in mind.

General Note-Taking Guidelines

• Before class, quickly review your notes from the previous class and the assigned reading. Fixing key terms and concepts in your mind will help you stay focused and pick out the important points during the lecture.
• Come prepared with paper, pens, highlighters, textbooks, and any important handouts.
• Come to class with a positive attitude and a readiness to learn. During class, make a point of concentrating. Ask questions if you need to. Be an active participant.
• During class, capture important ideas as concisely as you can. Use words or phrases instead of full sentences and abbreviate when possible.
• Visually organize your notes into main topics, subtopics, and supporting points, and show the relationships between ideas. Leave space if necessary so you can add more details under important topics or subtopics.
• Record the following:
• Review your notes regularly throughout the semester, not just before exams.

Organizing Ideas in Your Notes

A good note-taking system needs to help you differentiate among major points, related subtopics, and supporting details. It visually represents the connections between ideas. Finally, to be effective, your note-taking system must allow you to record and organize information fairly quickly. Although some students like to create detailed, formal outlines or concept maps when they read, these may not be good strategies for class notes, because spoken lectures may not allow time for elaborate notes.

Instead, focus on recording content simply and quickly to create organized, legible notes. Try one of the following techniques.

Modified Outline Format

A modified outline format uses indented spacing to show the hierarchy of ideas without including roman numerals, lettering, and so forth. Just use a dash or bullet to signify each new point unless your instructor specifically presents a numbered list of items.

The first example shows Crystal’s notes from a developmental psychology class about an important theorist in this field. Notice how the line for the main topic is all the way to the left. Subtopics are indented, and supporting details are indented one level further. Crystal also used abbreviations for terms like development and example .

Idea Mapping

If you discovered in this section that you learn best with visual presentations, you may prefer to use a more graphic format for notes, such as an idea map. The next example shows how Crystal’s lecture notes could be set up differently. Although the format is different, the content and organization are the same.

If the content of a lecture falls into a predictable, well-organized pattern, you might choose to use a chart or table to record your notes. This system works best when you already know, either before class or at the beginning of class, which categories you should include. The next figure shows how this system might be used.

The Cornell Note-Taking System

In addition to the general techniques already described, you might find it useful to practice a specific strategy known as the Cornell note-taking system. This popular format makes it easy not only to organize information clearly but also to note key terms and summarize content.

To use the Cornell system, begin by setting up the page with these components:

• The course name and lecture date at the top of the page
• A narrow column (about two inches) at the left side of the page
• A wide column (about five to six inches) on the right side of the page
• A space of a few lines marked off at the bottom of the page

During the lecture, you record notes in the wide column. You can do so using the traditional modified outline format or a more visual format if you prefer.

Then, as soon as possible after the lecture, review your notes and identify key terms. Jot these down in the narrow left-hand column. You can use this column as a study aid by covering the notes on the right-hand side, reviewing the key terms, and trying to recall as much as you can about them so that you can mentally restate the main points of the lecture. Uncover the notes on the right to check your understanding. Finally, use the space at the bottom of the page to summarize each page of notes in a few sentences.

Using the Cornell system, Crystal’s notes would look like the following:

Often, at school or in the workplace, a speaker will provide you with pregenerated notes summarizing electronic presentation slides. You may be tempted not to take notes at all because much of the content is already summarized for you. However, it is a good idea to jot down at least a few notes. Doing so keeps you focused during the presentation, allows you to record details you might otherwise forget, and gives you the opportunity to jot down questions or reflections to personalize the content.

Over the next few weeks, establish a note-taking system that works for you.

• If you are not already doing so, try using one of the aforementioned techniques. (Remember that the Cornell system can be combined with other note-taking formats.)
• It can take some trial and error to find a note-taking system that works for you. If you find that you are struggling to keep up with lectures, consider whether you need to switch to a different format or be more careful about distinguishing key concepts from unimportant details.
• If you find that you are having trouble taking notes effectively, set up an appointment with your school’s academic resource center.

Key Takeaways

• Understanding your individual learning style and preferences can help you identify the study and time-management strategies that will work best for you.
• To manage your time effectively, it is important to look at the short term (daily and weekly schedules) and the long term (major semester deadlines).
• To manage your time effectively, be consistent about maintaining your schedule. If your schedule is not working for you, make adjustments.
• A good note-taking system must differentiate among major points, related subtopics, and supporting details, and it must allow you to record and organize information fairly quickly. Choose the format that is most effective for you.

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How to study effectively

Alexander fowler.

a Guy’s and St Thomas’ NHS Foundation Trust

Katharine Whitehurst

b Royal Devon and Exeter Hospital

Yasser Al Omran

c East Anglia NHS Deanery

Shivanchan Rajmohan

d Imperial College London

Yagazie Udeaja

e UCL Medical School, University College London

Kiron Koshy

f Brighton and Sussex University Hospitals

Buket Gundogan

g University College London Medical School, UK

The ability to study effectively is an essential part of completing a medical degree. To cope with the vast amount of information and skills needed to be acquired, it is necessary develop effective study techniques. In this article we outline the various methods students can use to excel in upcoming examinations.

The ability to study effectively is essential in a medical degree. Firstly, having an effective way of learning is key to completing medical school, to cope with the vast volume of information taught. Secondly, medicine and surgery are careers that require constant learning; best practice is ever changing and it is important to be able to integrate these changes into your clinical practice. Thirdly, setting up efficient learning techniques while at medical school will be beneficial to you as and when you approach membership examinations, where study must be fitted around clinical commitments.

Studying effectively depends upon 2 factors: the content you intend to study and how you learn. Learning styles classically fall into 4 groups according to the VARK model (Visual, Aural, Read/Write, and Kinesthetic) but medical students seem to be multimodal in their learning style 1 . This implies that different learning techniques typically ascribed to certain learning styles may be beneficial to students of other learning styles and thus attempting to determine your unique learning style may help to consolidate your methods of study.

Broadly, study is divided into “Book Work” and “Practical Work.” As a medical student, this translates to “Written Papers” and “Clinical Exams,” respectively, although there is often significant overlap. Irrespective of what is to be studied, a plan must be considered first. A solid plan and revision timetable are critical to success upon examination. First, find the date of your examination/s, then work back to deduce how long you have to prepare. At this time, you must also consider the format of the examination, either by reading supplementary material offered by the medical school or by asking for first-hand accounts from students in the years above you who have experienced the examination and can provide extra tips and information. These quick tasks ensure that your preparation and prospective study is well suited to the examination you will do.

Some like to dedicate specific days of the week to certain topics and others, different times in a day and this will vary from person to person. It is possibly best to implement a mixture of the 2, where there is an initial block session to establish the basics, followed by a number of consolidation periods over time to go over and reinforce your learning 2 . For big topics, it is often easier and more time efficient to try and establish a pattern of learning that involves regular, small periods of work. Switching between topics when studying may also aid in effective learning 2 .

Chunking is essentially breaking a big topic into smaller components, which are more manageable with regards to study. Depending on the topic, it may be appropriate to break it down in different ways, for example, anatomy may be broken down by location (pelvis/upper limb), whereas pediatrics may be broken down by body system (gastrointestinal/genitourinary). Emergencies can be divided according to the dysfunctional body system or the symptoms that the patient may present with. Chunking allows you to move swiftly between topics. Making links between these different topics or ideas consolidates them within your mind, which also makes information recall easier, a skill much desired for examinations.

It is not unusual to see medical students with small medical pocketbooks on the wards and clinical placements. There are many books that have been made for this intention—to be read when you have a few minutes spare, enough time to read a few key facts but not enough to have a “revision session.” Apps on smart phones also offer a means for this opportunistic learning. It may also be worth carrying some notes with some static points you have to learn, for example, drug doses. Carrying allows you to consolidate your learning around clinical commitments, some of which are often considerably delayed.

Learning techniques

There is a wide range of techniques people use for their learning:

• Studying in different or new locations—Students often have an ideal location where they feel comfortable to study. However, it is proposed that studying in different locations can aid in memory recall and learning 3 , 4 . This could be different areas in the same building or completely separate locations but changing location may reap significant benefits.
• Working in groups—Each person may learn a different topic to teach to the student group later. The preparation involved in teaching and the interaction you have with your fellow students can help to consolidate your learning 3 .
• Stick men—A simple outline of a stick man can be used and arrows drawn to demonstrate various signs and symptoms of disease. These can aid pattern recognition associated with making diagnoses.
• Spider diagrams/mind maps—Mind maps are a revision technique often not utilized by medical students yet they are a good revision technique for enabling factual recall compared with other study methods 5 .
• Flash cards—These can be made to cover systems/diseases or specific questions. They are very easy to carry around and can be used alone or as part of a group. There are a number of web programs that create flashcards based on the content you are learning, some of which allow flashcards to be distributed electronically between fellow students 2 , 6 .
• Post-it-notes—Around examination times, some students have found sticking post it notes, on which key facts are written, on their walls, desks, or places where they will view them regularly, which may be around the home.

It is important that your learning is derived from a range of resources, including past papers. Past papers should be used early to gauge where you are before your revision and then used later when you have covered most of the required material to identify your unique areas of weakness. Online test services and question banks have exploded in recent years. They now enable you to test your knowledge by domain and even by question type (for example, extended matching questions and singe best answers, which each require a different examination technique). Some question banks even offer practice questions outside of the medical degree curriculum but integral for your medical career, such as the examinations, which are done when applying for your foundation post.

It is imperative that the any books and websites you use are up to date with current medical guidelines and best practice. Most medical students use online resources as much, if not more, than book-based resources. Social media, such as Facebook and Instagram, is also rapidly becoming a platform by which you can access medical resources.

Practical work

The practical examinations of medical school require a slightly different approach to the written examinations. That said, they exist symbiotically, such that a solid basis from your book work will set you up really well for practical examinations. The key to learning for practical examinations (which includes communication history taking, long cases, short cases, clinical examination, and practical procedures) is knowing the format for your examination, and recurrent practice. Recently, practical examinations in medical schools have taken place as OSCEs (Objective Structured Clinical Examination). OSCE practice sessions between students is invaluable and have been shown to provide high-quality feedback when compared with feedback from the senior tutors but it is imperative that the feedback is constructive, recognizing faults with immediate suggestions for improvement 7 , 8 . There are many textbooks available that provide clinical scenarios and mock OSCE stations in order for students to practice among themselves.

Planning how to approach your examinations is critical. You should be aware of what you are expected to know, and how you’re going to be assessed on it. The best way to pass practical examinations is to have actually done what they are expecting you to be able to do and receive feedback. For example, if your first time placing a cannula is the week before your examination, you’re unlikely to be as confident as someone doing 5 a week throughout the year during clinical placements. In the lead up to examinations, sketch out a structure of what you need to practice, and how you’re going to do it. It really helps to have a senior colleague who can practice with you—observing and advising as you go.

Practical skills

This is all practice based so it is best to watch an expert doing it, or access online resources explaining how to do it, then continually practice. Many medical schools will have dedicated teaching sessions run by clinical skill tutors, allowing you learn from a professional approved by the medical school and an opportunity to practice between yourselves, a method found to be very effective 7 . Upon examination, your marks will be based on your technique but also your manner with the supposed patient. You have to be prepared to talk to a mannequin like it is a real patient with the same level of respect.

Communication skills

There are a number of books detailing how communication skills are examined (the best and most appropriate to use are those written for PACES preparation). The key here is knowing the structures of communication stations, key facts, and practice. Practice with friends going through the scenarios provided. Communication stations take many forms: focused history, explaining a procedure, gaining consent, establishing capacity, explaining a diagnosis, and many others. For history stations, ensure that you have a good structure for your history and key headings, making sure you show empathy for the patient as you go. All communication stations run on a backbone of a clear introduction, good rapport with the patient, and checking for any ideas, concerns, or expectations they may have throughout the consultation.

Examinations

You must practice examinations with close observation by someone who either examines final year examinations or has recently completed finals/membership examinations. Ideally, set it up so you have short, regular sessions to enable you to develop your technique. Practice needs to be in the time you have allocated, on real patients, with real signs, and with a following presentation/viva as appropriate. Rigorous questioning after each examination regarding patient presentation, diagnosis, investigation, and management can really set you up for any difficult questions that may come up in your end of year OSCE. Around this dedicated practice time, you should be examining every major organ system at least once a week in the build up to finals, and ideally once a month when you are on firms (though this is heavily firm dependent). Some medical schools offer simulation training especially for ABCDE training, a method by which students may feel better prepared for examinations involving problem-solving decisions 9 .

Looking after yourself

Examination performance, irrespective of the preparation you may have done, is optimized by staying healthy. For many students, examination time translates to prolonged periods of erratic sleep patterns, reduced exercise, poor diet options, and copious amounts of caffeine.

Sleep is key for examination preparation as sleep deprivation reduces the effectiveness of study and can considerably hinder your performance on the day 10 . It is recommended that regular sleep patterns are adopted, aiming for 6 hours of sleep or more daily. Naps in-between study sessions may also aid in effective study. Alongside sleep deprivation, reduced recreational exercise has also been shown to hinder examination performance 11 . It is essential that you keep a schedule of exercise during examination season. Exercising reduces stress, prevents burnout, and delays the onset of mental health conditions such as depression 10 .

A balanced diet must be maintained during examination season. A “bad” diet can affect your energy levels and thus can be detriment to the amount of time you are capable of efficient study. A bad diet may constitute as high energy, high fat with a reduction in protein consumption and this has been shown to correlate to reduced academic performance 12 . Eating a nonbalanced diet may also actually reduce the number of hours of effective study 13 . A balanced diet will also maintain your immune system, to stop you from acquiring an illness, which may slow or effectively halt study and revision times. You must remain hydrated. Being dehydrated is linked to reduced concentration, tiredness, and headaches, none of which constitute to an effective study session.

Finally if you are feeling stressed, you must talk to someone about it. It is most likely that there are numerous other students feeling the same way. You need to ensure you have a robust support network during medical school, particularly around examination time. This network can be made up of family members, fellow students, or friends or the welfare office at your medical school or university. There is a wide range of services that can be offered to you and some of which you can access independently.

• Know your examination dates and the amount of time you have to prepare.
• Use a range of learning techniques and study in chunks to ensure effective study sessions.
• Practise for your practical examinations, either with fellow colleagues or sessions run by your medical school.
• Sleep well, exercise, and maintain a healthy, balanced diet especially during examination season.
• Have a robust support network, which can be relied on during periods of stress.

Sponsorships or competing interests that may be relevant to content are disclosed at the end of this article.

Published online 15 June 2017

Conflict of interest statement

The authors declare that they have no financial conflict of interest with regard to the content of this report.

How to Write a Research Paper

Use the links below to jump directly to any section of this guide:

Research Paper Fundamentals

How to choose a topic or question, how to create a working hypothesis or thesis, common research paper methodologies, how to gather and organize evidence , how to write an outline for your research paper, how to write a rough draft, how to revise your draft, how to produce a final draft, resources for teachers .

It is not fair to say that no one writes anymore. Just about everyone writes text messages, brief emails, or social media posts every single day. Yet, most people don't have a lot of practice with the formal, organized writing required for a good academic research paper. This guide contains links to a variety of resources that can help demystify the process. Some of these resources are intended for teachers; they contain exercises, activities, and teaching strategies. Other resources are intended for direct use by students who are struggling to write papers, or are looking for tips to make the process go more smoothly.

The resources in this section are designed to help students understand the different types of research papers, the general research process, and how to manage their time. Below, you'll find links from university writing centers, the trusted Purdue Online Writing Lab, and more.

What is an Academic Research Paper?

"Genre and the Research Paper" (Purdue OWL)

There are different types of research papers. Different types of scholarly questions will lend themselves to one format or another. This is a brief introduction to the two main genres of research paper: analytic and argumentative. 

"7 Most Popular Types of Research Papers" (Personal-writer.com)

This resource discusses formats that high school students commonly encounter, such as the compare and contrast essay and the definitional essay. Please note that the inclusion of this link is not an endorsement of this company's paid service.

How to Prepare and Plan Out Writing a Research Paper

Teachers can give their students a step-by-step guide like these to help them understand the different steps of the research paper process. These guides can be combined with the time management tools in the next subsection to help students come up with customized calendars for completing their papers.

"Ten Steps for Writing Research Papers" (American University)  

This resource from American University is a comprehensive guide to the research paper writing process, and includes examples of proper research questions and thesis topics.

"Steps in Writing a Research Paper" (SUNY Empire State College)

This guide breaks the research paper process into 11 steps. Each "step" links to a separate page, which describes the work entailed in completing it.

How to Manage Time Effectively

The links below will help students determine how much time is necessary to complete a paper. If your sources are not available online or at your local library, you'll need to leave extra time for the Interlibrary Loan process. Remember that, even if you do not need to consult secondary sources, you'll still need to leave yourself ample time to organize your thoughts.

"Research Paper Planner: Timeline" (Baylor University)

This interactive resource from Baylor University creates a suggested writing schedule based on how much time a student has to work on the assignment.

"Research Paper Planner" (UCLA)

UCLA's library offers this step-by-step guide to the research paper writing process, which also includes a suggested planning calendar.

There's a reason teachers spend a long time talking about choosing a good topic. Without a good topic and a well-formulated research question, it is almost impossible to write a clear and organized paper. The resources below will help you generate ideas and formulate precise questions.

"How to Select a Research Topic" (Univ. of Michigan-Flint)

This resource is designed for college students who are struggling to come up with an appropriate topic. A student who uses this resource and still feels unsure about his or her topic should consult the course instructor for further personalized assistance.

"25 Interesting Research Paper Topics to Get You Started" (Kibin)

This resource, which is probably most appropriate for high school students, provides a list of specific topics to help get students started. It is broken into subsections, such as "paper topics on local issues."

"Writing a Good Research Question" (Grand Canyon University)

This introduction to research questions includes some embedded videos, as well as links to scholarly articles on research questions. This resource would be most appropriate for teachers who are planning lessons on research paper fundamentals.

"How to Write a Research Question the Right Way" (Kibin)

This student-focused resource provides more detail on writing research questions. The language is accessible, and there are embedded videos and examples of good and bad questions.

It is important to have a rough hypothesis or thesis in mind at the beginning of the research process. People who have a sense of what they want to say will have an easier time sorting through scholarly sources and other information. The key, of course, is not to become too wedded to the draft hypothesis or thesis. Just about every working thesis gets changed during the research process.

CrashCourse Video: "Sociology Research Methods" (YouTube)

Although this video is tailored to sociology students, it is applicable to students in a variety of social science disciplines. This video does a good job demonstrating the connection between the brainstorming that goes into selecting a research question and the formulation of a working hypothesis.

"How to Write a Thesis Statement for an Analytical Essay" (YouTube)

Students writing analytical essays will not develop the same type of working hypothesis as students who are writing research papers in other disciplines. For these students, developing the working thesis may happen as a part of the rough draft (see the relevant section below). 

"Research Hypothesis" (Oakland Univ.)

This resource provides some examples of hypotheses in social science disciplines like Political Science and Criminal Justice. These sample hypotheses may also be useful for students in other soft social sciences and humanities disciplines like History.

When grading a research paper, instructors look for a consistent methodology. This section will help you understand different methodological approaches used in research papers. Students will get the most out of these resources if they use them to help prepare for conversations with teachers or discussions in class.

"Types of Research Designs" (USC)

A "research design," used for complex papers, is related to the paper's method. This resource contains introductions to a variety of popular research designs in the social sciences. Although it is not the most intuitive site to read, the information here is very valuable. 

"Major Research Methods" (YouTube)

Although this video is a bit on the dry side, it provides a comprehensive overview of the major research methodologies in a format that might be more accessible to students who have struggled with textbooks or other written resources.

"Humanities Research Strategies" (USC)

This is a portal where students can learn about four methodological approaches for humanities papers: Historical Methodologies, Textual Criticism, Conceptual Analysis, and the Synoptic method.

"Selected Major Social Science Research Methods: Overview" (National Academies Press)

This appendix from the book  Using Science as Evidence in Public Policy , printed by National Academies Press, introduces some methods used in social science papers.

"Organizing Your Social Sciences Research Paper: 6. The Methodology" (USC)

This resource from the University of Southern California's library contains tips for writing a methodology section in a research paper.

How to Determine the Best Methodology for You

Anyone who is new to writing research papers should be sure to select a method in consultation with their instructor. These resources can be used to help prepare for that discussion. They may also be used on their own by more advanced students.

"Choosing Appropriate Research Methodologies" (Palgrave Study Skills)

This friendly and approachable resource from Palgrave Macmillan can be used by students who are just starting to think about appropriate methodologies.

"How to Choose Your Research Methods" (NFER (UK))

This is another approachable resource students can use to help narrow down the most appropriate methods for their research projects.

The resources in this section introduce the process of gathering scholarly sources and collecting evidence. You'll find a range of material here, from introductory guides to advanced explications best suited to college students. Please consult the LitCharts  How to Do Academic Research guide for a more comprehensive list of resources devoted to finding scholarly literature.

Google Scholar

Students who have access to library websites with detailed research guides should start there, but people who do not have access to those resources can begin their search for secondary literature here.

"Gathering Appropriate Information" (Texas Gateway)

This resource from the Texas Gateway for online resources introduces students to the research process, and contains interactive exercises. The level of complexity is suitable for middle school, high school, and introductory college classrooms.

"An Overview of Quantitative and Qualitative Data Collection Methods" (NSF)

This PDF from the National Science Foundation goes into detail about best practices and pitfalls in data collection across multiple types of methodologies.

"Social Science Methods for Data Collection and Analysis" (Swiss FIT)

This resource is appropriate for advanced undergraduates or teachers looking to create lessons on research design and data collection. It covers techniques for gathering data via interviews, observations, and other methods.

"Collecting Data by In-depth Interviewing" (Leeds Univ.)

This resource contains enough information about conducting interviews to make it useful for teachers who want to create a lesson plan, but is also accessible enough for college juniors or seniors to make use of it on their own.

There is no "one size fits all" outlining technique. Some students might devote all their energy and attention to the outline in order to avoid the paper. Other students may benefit from being made to sit down and organize their thoughts into a lengthy sentence outline. The resources in this section include strategies and templates for multiple types of outlines. 

"Topic vs. Sentence Outlines" (UC Berkeley)

This resource introduces two basic approaches to outlining: the shorter topic-based approach, and the longer, more detailed sentence-based approach. This resource also contains videos on how to develop paper paragraphs from the sentence-based outline.

"Types of Outlines and Samples" (Purdue OWL)

The Purdue Online Writing Lab's guide is a slightly less detailed discussion of different types of outlines. It contains several sample outlines.

"Writing An Outline" (Austin C.C.)

This resource from a community college contains sample outlines from an American history class that students can use as models.

"How to Structure an Outline for a College Paper" (YouTube)

This brief (sub-2 minute) video from the ExpertVillage YouTube channel provides a model of outline writing for students who are struggling with the idea.

"Outlining" (Harvard)

This is a good resource to consult after completing a draft outline. It offers suggestions for making sure your outline avoids things like unnecessary repetition.

As with outlines, rough drafts can take on many different forms. These resources introduce teachers and students to the various approaches to writing a rough draft. This section also includes resources that will help you cite your sources appropriately according to the MLA, Chicago, and APA style manuals.

"Creating a Rough Draft for a Research Paper" (Univ. of Minnesota)

This resource is useful for teachers in particular, as it provides some suggested exercises to help students with writing a basic rough draft. 

Rough Draft Assignment (Duke of Definition)

This sample assignment, with a brief list of tips, was developed by a high school teacher who runs a very successful and well-reviewed page of educational resources.

"Creating the First Draft of Your Research Paper" (Concordia Univ.)

This resource will be helpful for perfectionists or procrastinators, as it opens by discussing the problem of avoiding writing. It also provides a short list of suggestions meant to get students writing.

Using Proper Citations

There is no such thing as a rough draft of a scholarly citation. These links to the three major citation guides will ensure that your citations follow the correct format. Please consult the LitCharts How to Cite Your Sources guide for more resources.

Chicago Manual of Style Citation Guide

Some call  The Chicago Manual of Style , which was first published in 1906, "the editors' Bible." The manual is now in its 17th edition, and is popular in the social sciences, historical journals, and some other fields in the humanities.

APA Citation Guide

According to the American Psychological Association, this guide was developed to aid reading comprehension, clarity of communication, and to reduce bias in language in the social and behavioral sciences. Its first full edition was published in 1952, and it is now in its sixth edition.

MLA Citation Guide

The Modern Language Association style is used most commonly within the liberal arts and humanities. The  MLA Style Manual and Guide to Scholarly Publishing  was first published in 1985 and (as of 2008) is in its third edition.

Any professional scholar will tell you that the best research papers are made in the revision stage. No matter how strong your research question or working thesis, it is not possible to write a truly outstanding paper without devoting energy to revision. These resources provide examples of revision exercises for the classroom, as well as tips for students working independently.

"The Art of Revision" (Univ. of Arizona)

This resource provides a wealth of information and suggestions for both students and teachers. There is a list of suggested exercises that teachers might use in class, along with a revision checklist that is useful for teachers and students alike.

"Script for Workshop on Revision" (Vanderbilt University)

Vanderbilt's guide for leading a 50-minute revision workshop can serve as a model for teachers who wish to guide students through the revision process during classtime. 

"Revising Your Paper" (Univ. of Washington)

This detailed handout was designed for students who are beginning the revision process. It discusses different approaches and methods for revision, and also includes a detailed list of things students should look for while they revise.

"Revising Drafts" (UNC Writing Center)

This resource is designed for students and suggests things to look for during the revision process. It provides steps for the process and has a FAQ for students who have questions about why it is important to revise.

Conferencing with Writing Tutors and Instructors

No writer is so good that he or she can't benefit from meeting with instructors or peer tutors. These resources from university writing, learning, and communication centers provide suggestions for how to get the most out of these one-on-one meetings.

"Getting Feedback" (UNC Writing Center)

This very helpful resource talks about how to ask for feedback during the entire writing process. It contains possible questions that students might ask when developing an outline, during the revision process, and after the final draft has been graded.

"Prepare for Your Tutoring Session" (Otis College of Art and Design)

This guide from a university's student learning center contains a lot of helpful tips for getting the most out of working with a writing tutor.

"The Importance of Asking Your Professor" (Univ. of Waterloo)

This article from the university's Writing and Communication Centre's blog contains some suggestions for how and when to get help from professors and Teaching Assistants.

Once you've revised your first draft, you're well on your way to handing in a polished paper. These resources—each of them produced by writing professionals at colleges and universities—outline the steps required in order to produce a final draft. You'll find proofreading tips and checklists in text and video form.

"Developing a Final Draft of a Research Paper" (Univ. of Minnesota)

While this resource contains suggestions for revision, it also features a couple of helpful checklists for the last stages of completing a final draft.

Basic Final Draft Tips and Checklist (Univ. of Maryland-University College)

This short and accessible resource, part of UMUC's very thorough online guide to writing and research, contains a very basic checklist for students who are getting ready to turn in their final drafts.

Final Draft Checklist (Everett C.C.)

This is another accessible final draft checklist, appropriate for both high school and college students. It suggests reading your essay aloud at least once.

"How to Proofread Your Final Draft" (YouTube)

This video (approximately 5 minutes), produced by Eastern Washington University, gives students tips on proofreading final drafts.

"Proofreading Tips" (Georgia Southern-Armstrong)

This guide will help students learn how to spot common errors in their papers. It suggests focusing on content and editing for grammar and mechanics.

This final set of resources is intended specifically for high school and college instructors. It provides links to unit plans and classroom exercises that can help improve students' research and writing skills. You'll find resources that give an overview of the process, along with activities that focus on how to begin and how to carry out research. 

"Research Paper Complete Resources Pack" (Teachers Pay Teachers)

This packet of assignments, rubrics, and other resources is designed for high school students. The resources in this packet are aligned to Common Core standards.

"Research Paper—Complete Unit" (Teachers Pay Teachers)

This packet of assignments, notes, PowerPoints, and other resources has a 4/4 rating with over 700 ratings. It is designed for high school teachers, but might also be useful to college instructors who work with freshmen.

"Teaching Students to Write Good Papers" (Yale)

This resource from Yale's Center for Teaching and Learning is designed for college instructors, and it includes links to appropriate activities and exercises.

"Research Paper Writing: An Overview" (CUNY Brooklyn)

CUNY Brooklyn offers this complete lesson plan for introducing students to research papers. It includes an accompanying set of PowerPoint slides.

"Lesson Plan: How to Begin Writing a Research Paper" (San Jose State Univ.)

This lesson plan is designed for students in the health sciences, so teachers will have to modify it for their own needs. It includes a breakdown of the brainstorming, topic selection, and research question process. 

"Quantitative Techniques for Social Science Research" (Univ. of Pittsburgh)

This is a set of PowerPoint slides that can be used to introduce students to a variety of quantitative methods used in the social sciences.

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Empowering students to develop research skills

February 8, 2021

This post is republished from   Into Practice ,  a biweekly communication of Harvard’s  Office of the Vice Provost for Advances in Learning

Terence D. Capellini, Richard B Wolf Associate Professor of Human Evolutionary Biology, empowers students to grow as researchers in his Building the Human Body course through a comprehensive, course-long collaborative project that works to understand the changes in the genome that make the human skeleton unique. For instance, of the many types of projects, some focus on the genetic basis of why human beings walk on two legs. This integrative “Evo-Devo” project demands high levels of understanding of biology and genetics that students gain in the first half of class, which is then applied hands-on in the second half of class. Students work in teams of 2-3 to collect their own morphology data by measuring skeletons at the Harvard Museum of Natural History and leverage statistics to understand patterns in their data. They then collect and analyze DNA sequences from humans and other animals to identify the DNA changes that may encode morphology. Throughout this course, students go from sometimes having “limited experience in genetics and/or morphology” to conducting their own independent research. This project culminates in a team presentation and a final research paper.

The benefits: Students develop the methodological skills required to collect and analyze morphological data. Using the UCSC Genome browser  and other tools, students sharpen their analytical skills to visualize genomics data and pinpoint meaningful genetic changes. Conducting this work in teams means students develop collaborative skills that model academic biology labs outside class, and some student projects have contributed to published papers in the field. “Every year, I have one student, if not two, join my lab to work on projects developed from class to try to get them published.”

“The beauty of this class is that the students are asking a question that’s never been asked before and they’re actually collecting data to get at an answer.”

The challenges:  Capellini observes that the most common challenge faced by students in the course is when “they have a really terrific question they want to explore, but the necessary background information is simply lacking. It is simply amazing how little we do know about human development, despite its hundreds of years of study.” Sometimes, for instance, students want to learn about the evolution, development, and genetics of a certain body part, but it is still somewhat a mystery to the field. In these cases, the teaching team (including co-instructor Dr. Neil Roach) tries to find datasets that are maximally relevant to the questions the students want to explore. Capellini also notes that the work in his class is demanding and hard, just by the nature of the work, but students “always step up and perform” and the teaching team does their best to “make it fun” and ensure they nurture students’ curiosities and questions.

Takeaways and best practices

• Incorporate previous students’ work into the course. Capellini intentionally discusses findings from previous student groups in lectures. “They’re developing real findings and we share that when we explain the project for the next groups.” Capellini also invites students to share their own progress and findings as part of class discussion, which helps them participate as independent researchers and receive feedback from their peers.
• Assign groups intentionally.  Maintaining flexibility allows the teaching team to be more responsive to students’ various needs and interests. Capellini will often place graduate students by themselves to enhance their workload and give them training directly relevant to their future thesis work. Undergraduates are able to self-select into groups or can be assigned based on shared interests. “If two people are enthusiastic about examining the knee, for instance, we’ll match them together.”
• Consider using multiple types of assessments.  Capellini notes that exams and quizzes are administered in the first half of the course and scaffolded so that students can practice the skills they need to successfully apply course material in the final project. “Lots of the initial examples are hypothetical,” he explains, even grounded in fiction and pop culture references, “but [students] have to eventually apply the skills they learned in addressing the hypothetical example to their own real example and the data they generate” for the Evo-Devo project. This is coupled with a paper and a presentation treated like a conference talk.

Bottom line:  Capellini’s top advice for professors looking to help their own students grow as researchers is to ensure research projects are designed with intentionality and fully integrated into the syllabus. “You can’t simply tack it on at the end,” he underscores. “If you want this research project to be a substantive learning opportunity, it has to happen from Day 1.” That includes carving out time in class for students to work on it and make the connections they need to conduct research. “Listen to your students and learn about them personally” so you can tap into what they’re excited about. Have some fun in the course, and they’ll be motivated to do the work.

Skills and Strategies for Effective Writing

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In addition to study skills, study habits, research, and reading, today’s students need to be able to effectively engage in the process of writing. This chapter explains the significance of effective writing skills on academic performance. There are many different types of academic writing assignments that college and university students are expected to actively participate in to complete various course requirements. Hence, this chapter will explain the most common types of college-level writing assignments. Additionally, there are several different styles of formatting that a student will encounter while engaging in the writing process. This chapter discusses the purpose of writing and formatting styles and provides some information on common styles of formatting. College and universities often provide access to resources to support students with writing assignments or to develop skills and strategies associated with effective writing. Thus, this chapter introduces students to the writing process, including the different types of academic writing tasks students can expect to complete through their courses, and explains the key differences in widely used styles of formatting. Furthermore, this chapter explains the importance of grammar, spelling, punctuation, and mechanics to college-level writing assignments. Technology is one of the tools that students enrolled in online courses will use to produce written assignments. Accordingly, this chapter discusses some advantages and challenges associated with the use of technology for writing assignments, including the use of available tools to avoid plagiarism. Finally, this chapter provides strategies and tips for students on how to improve and develop their writing skills to produce various types of college-level writing assignments.

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Home » Research Paper – Structure, Examples and Writing Guide

Research Paper – Structure, Examples and Writing Guide

Table of Contents

Research Paper

Definition:

Research Paper is a written document that presents the author’s original research, analysis, and interpretation of a specific topic or issue.

It is typically based on Empirical Evidence, and may involve qualitative or quantitative research methods, or a combination of both. The purpose of a research paper is to contribute new knowledge or insights to a particular field of study, and to demonstrate the author’s understanding of the existing literature and theories related to the topic.

Structure of Research Paper

The structure of a research paper typically follows a standard format, consisting of several sections that convey specific information about the research study. The following is a detailed explanation of the structure of a research paper:

The title page contains the title of the paper, the name(s) of the author(s), and the affiliation(s) of the author(s). It also includes the date of submission and possibly, the name of the journal or conference where the paper is to be published.

The abstract is a brief summary of the research paper, typically ranging from 100 to 250 words. It should include the research question, the methods used, the key findings, and the implications of the results. The abstract should be written in a concise and clear manner to allow readers to quickly grasp the essence of the research.

Introduction

The introduction section of a research paper provides background information about the research problem, the research question, and the research objectives. It also outlines the significance of the research, the research gap that it aims to fill, and the approach taken to address the research question. Finally, the introduction section ends with a clear statement of the research hypothesis or research question.

Literature Review

The literature review section of a research paper provides an overview of the existing literature on the topic of study. It includes a critical analysis and synthesis of the literature, highlighting the key concepts, themes, and debates. The literature review should also demonstrate the research gap and how the current study seeks to address it.

The methods section of a research paper describes the research design, the sample selection, the data collection and analysis procedures, and the statistical methods used to analyze the data. This section should provide sufficient detail for other researchers to replicate the study.

The results section presents the findings of the research, using tables, graphs, and figures to illustrate the data. The findings should be presented in a clear and concise manner, with reference to the research question and hypothesis.

The discussion section of a research paper interprets the findings and discusses their implications for the research question, the literature review, and the field of study. It should also address the limitations of the study and suggest future research directions.

The conclusion section summarizes the main findings of the study, restates the research question and hypothesis, and provides a final reflection on the significance of the research.

The references section provides a list of all the sources cited in the paper, following a specific citation style such as APA, MLA or Chicago.

How to Write Research Paper

You can write Research Paper by the following guide:

• Choose a Topic: The first step is to select a topic that interests you and is relevant to your field of study. Brainstorm ideas and narrow down to a research question that is specific and researchable.
• Conduct a Literature Review: The literature review helps you identify the gap in the existing research and provides a basis for your research question. It also helps you to develop a theoretical framework and research hypothesis.
• Develop a Thesis Statement : The thesis statement is the main argument of your research paper. It should be clear, concise and specific to your research question.
• Plan your Research: Develop a research plan that outlines the methods, data sources, and data analysis procedures. This will help you to collect and analyze data effectively.
• Collect and Analyze Data: Collect data using various methods such as surveys, interviews, observations, or experiments. Analyze data using statistical tools or other qualitative methods.
• Organize your Paper : Organize your paper into sections such as Introduction, Literature Review, Methods, Results, Discussion, and Conclusion. Ensure that each section is coherent and follows a logical flow.
• Write your Paper : Start by writing the introduction, followed by the literature review, methods, results, discussion, and conclusion. Ensure that your writing is clear, concise, and follows the required formatting and citation styles.
• Edit and Proofread your Paper: Review your paper for grammar and spelling errors, and ensure that it is well-structured and easy to read. Ask someone else to review your paper to get feedback and suggestions for improvement.
• Cite your Sources: Ensure that you properly cite all sources used in your research paper. This is essential for giving credit to the original authors and avoiding plagiarism.

Research Paper Example

Note : The below example research paper is for illustrative purposes only and is not an actual research paper. Actual research papers may have different structures, contents, and formats depending on the field of study, research question, data collection and analysis methods, and other factors. Students should always consult with their professors or supervisors for specific guidelines and expectations for their research papers.

Research Paper Example sample for Students:

Title: The Impact of Social Media on Mental Health among Young Adults

Abstract: This study aims to investigate the impact of social media use on the mental health of young adults. A literature review was conducted to examine the existing research on the topic. A survey was then administered to 200 university students to collect data on their social media use, mental health status, and perceived impact of social media on their mental health. The results showed that social media use is positively associated with depression, anxiety, and stress. The study also found that social comparison, cyberbullying, and FOMO (Fear of Missing Out) are significant predictors of mental health problems among young adults.

Introduction: Social media has become an integral part of modern life, particularly among young adults. While social media has many benefits, including increased communication and social connectivity, it has also been associated with negative outcomes, such as addiction, cyberbullying, and mental health problems. This study aims to investigate the impact of social media use on the mental health of young adults.

Literature Review: The literature review highlights the existing research on the impact of social media use on mental health. The review shows that social media use is associated with depression, anxiety, stress, and other mental health problems. The review also identifies the factors that contribute to the negative impact of social media, including social comparison, cyberbullying, and FOMO.

Methods : A survey was administered to 200 university students to collect data on their social media use, mental health status, and perceived impact of social media on their mental health. The survey included questions on social media use, mental health status (measured using the DASS-21), and perceived impact of social media on their mental health. Data were analyzed using descriptive statistics and regression analysis.

Results : The results showed that social media use is positively associated with depression, anxiety, and stress. The study also found that social comparison, cyberbullying, and FOMO are significant predictors of mental health problems among young adults.

Discussion : The study’s findings suggest that social media use has a negative impact on the mental health of young adults. The study highlights the need for interventions that address the factors contributing to the negative impact of social media, such as social comparison, cyberbullying, and FOMO.

Conclusion : In conclusion, social media use has a significant impact on the mental health of young adults. The study’s findings underscore the need for interventions that promote healthy social media use and address the negative outcomes associated with social media use. Future research can explore the effectiveness of interventions aimed at reducing the negative impact of social media on mental health. Additionally, longitudinal studies can investigate the long-term effects of social media use on mental health.

Limitations : The study has some limitations, including the use of self-report measures and a cross-sectional design. The use of self-report measures may result in biased responses, and a cross-sectional design limits the ability to establish causality.

Implications: The study’s findings have implications for mental health professionals, educators, and policymakers. Mental health professionals can use the findings to develop interventions that address the negative impact of social media use on mental health. Educators can incorporate social media literacy into their curriculum to promote healthy social media use among young adults. Policymakers can use the findings to develop policies that protect young adults from the negative outcomes associated with social media use.

References :

• Twenge, J. M., & Campbell, W. K. (2019). Associations between screen time and lower psychological well-being among children and adolescents: Evidence from a population-based study. Preventive medicine reports, 15, 100918.
• Primack, B. A., Shensa, A., Escobar-Viera, C. G., Barrett, E. L., Sidani, J. E., Colditz, J. B., … & James, A. E. (2017). Use of multiple social media platforms and symptoms of depression and anxiety: A nationally-representative study among US young adults. Computers in Human Behavior, 69, 1-9.
• Van der Meer, T. G., & Verhoeven, J. W. (2017). Social media and its impact on academic performance of students. Journal of Information Technology Education: Research, 16, 383-398.

Appendix : The survey used in this study is provided below.

Social Media and Mental Health Survey

• How often do you use social media per day?
• Less than 30 minutes
• 30 minutes to 1 hour
• 1 to 2 hours
• 2 to 4 hours
• More than 4 hours
• Which social media platforms do you use?
• Others (Please specify)
• How often do you experience the following on social media?
• Social comparison (comparing yourself to others)
• Cyberbullying
• Fear of Missing Out (FOMO)
• Have you ever experienced any of the following mental health problems in the past month?
• Do you think social media use has a positive or negative impact on your mental health?
• Very positive
• Somewhat positive
• Somewhat negative
• Very negative
• In your opinion, which factors contribute to the negative impact of social media on mental health?
• Social comparison
• In your opinion, what interventions could be effective in reducing the negative impact of social media on mental health?
• Education on healthy social media use
• Counseling for mental health problems caused by social media
• Social media detox programs
• Regulation of social media use

Thank you for your participation!

Applications of Research Paper

Research papers have several applications in various fields, including:

• Advancing knowledge: Research papers contribute to the advancement of knowledge by generating new insights, theories, and findings that can inform future research and practice. They help to answer important questions, clarify existing knowledge, and identify areas that require further investigation.
• Informing policy: Research papers can inform policy decisions by providing evidence-based recommendations for policymakers. They can help to identify gaps in current policies, evaluate the effectiveness of interventions, and inform the development of new policies and regulations.
• Improving practice: Research papers can improve practice by providing evidence-based guidance for professionals in various fields, including medicine, education, business, and psychology. They can inform the development of best practices, guidelines, and standards of care that can improve outcomes for individuals and organizations.
• Educating students : Research papers are often used as teaching tools in universities and colleges to educate students about research methods, data analysis, and academic writing. They help students to develop critical thinking skills, research skills, and communication skills that are essential for success in many careers.
• Fostering collaboration: Research papers can foster collaboration among researchers, practitioners, and policymakers by providing a platform for sharing knowledge and ideas. They can facilitate interdisciplinary collaborations and partnerships that can lead to innovative solutions to complex problems.

When to Write Research Paper

Research papers are typically written when a person has completed a research project or when they have conducted a study and have obtained data or findings that they want to share with the academic or professional community. Research papers are usually written in academic settings, such as universities, but they can also be written in professional settings, such as research organizations, government agencies, or private companies.

Here are some common situations where a person might need to write a research paper:

• For academic purposes: Students in universities and colleges are often required to write research papers as part of their coursework, particularly in the social sciences, natural sciences, and humanities. Writing research papers helps students to develop research skills, critical thinking skills, and academic writing skills.
• For publication: Researchers often write research papers to publish their findings in academic journals or to present their work at academic conferences. Publishing research papers is an important way to disseminate research findings to the academic community and to establish oneself as an expert in a particular field.
• To inform policy or practice : Researchers may write research papers to inform policy decisions or to improve practice in various fields. Research findings can be used to inform the development of policies, guidelines, and best practices that can improve outcomes for individuals and organizations.
• To share new insights or ideas: Researchers may write research papers to share new insights or ideas with the academic or professional community. They may present new theories, propose new research methods, or challenge existing paradigms in their field.

Purpose of Research Paper

The purpose of a research paper is to present the results of a study or investigation in a clear, concise, and structured manner. Research papers are written to communicate new knowledge, ideas, or findings to a specific audience, such as researchers, scholars, practitioners, or policymakers. The primary purposes of a research paper are:

• To contribute to the body of knowledge : Research papers aim to add new knowledge or insights to a particular field or discipline. They do this by reporting the results of empirical studies, reviewing and synthesizing existing literature, proposing new theories, or providing new perspectives on a topic.
• To inform or persuade: Research papers are written to inform or persuade the reader about a particular issue, topic, or phenomenon. They present evidence and arguments to support their claims and seek to persuade the reader of the validity of their findings or recommendations.
• To advance the field: Research papers seek to advance the field or discipline by identifying gaps in knowledge, proposing new research questions or approaches, or challenging existing assumptions or paradigms. They aim to contribute to ongoing debates and discussions within a field and to stimulate further research and inquiry.
• To demonstrate research skills: Research papers demonstrate the author’s research skills, including their ability to design and conduct a study, collect and analyze data, and interpret and communicate findings. They also demonstrate the author’s ability to critically evaluate existing literature, synthesize information from multiple sources, and write in a clear and structured manner.

Characteristics of Research Paper

Research papers have several characteristics that distinguish them from other forms of academic or professional writing. Here are some common characteristics of research papers:

• Evidence-based: Research papers are based on empirical evidence, which is collected through rigorous research methods such as experiments, surveys, observations, or interviews. They rely on objective data and facts to support their claims and conclusions.
• Structured and organized: Research papers have a clear and logical structure, with sections such as introduction, literature review, methods, results, discussion, and conclusion. They are organized in a way that helps the reader to follow the argument and understand the findings.
• Formal and objective: Research papers are written in a formal and objective tone, with an emphasis on clarity, precision, and accuracy. They avoid subjective language or personal opinions and instead rely on objective data and analysis to support their arguments.
• Citations and references: Research papers include citations and references to acknowledge the sources of information and ideas used in the paper. They use a specific citation style, such as APA, MLA, or Chicago, to ensure consistency and accuracy.
• Peer-reviewed: Research papers are often peer-reviewed, which means they are evaluated by other experts in the field before they are published. Peer-review ensures that the research is of high quality, meets ethical standards, and contributes to the advancement of knowledge in the field.
• Objective and unbiased: Research papers strive to be objective and unbiased in their presentation of the findings. They avoid personal biases or preconceptions and instead rely on the data and analysis to draw conclusions.

Advantages of Research Paper

Research papers have many advantages, both for the individual researcher and for the broader academic and professional community. Here are some advantages of research papers:

• Contribution to knowledge: Research papers contribute to the body of knowledge in a particular field or discipline. They add new information, insights, and perspectives to existing literature and help advance the understanding of a particular phenomenon or issue.
• Opportunity for intellectual growth: Research papers provide an opportunity for intellectual growth for the researcher. They require critical thinking, problem-solving, and creativity, which can help develop the researcher’s skills and knowledge.
• Career advancement: Research papers can help advance the researcher’s career by demonstrating their expertise and contributions to the field. They can also lead to new research opportunities, collaborations, and funding.
• Academic recognition: Research papers can lead to academic recognition in the form of awards, grants, or invitations to speak at conferences or events. They can also contribute to the researcher’s reputation and standing in the field.
• Impact on policy and practice: Research papers can have a significant impact on policy and practice. They can inform policy decisions, guide practice, and lead to changes in laws, regulations, or procedures.
• Advancement of society: Research papers can contribute to the advancement of society by addressing important issues, identifying solutions to problems, and promoting social justice and equality.

Limitations of Research Paper

Research papers also have some limitations that should be considered when interpreting their findings or implications. Here are some common limitations of research papers:

• Limited generalizability: Research findings may not be generalizable to other populations, settings, or contexts. Studies often use specific samples or conditions that may not reflect the broader population or real-world situations.
• Potential for bias : Research papers may be biased due to factors such as sample selection, measurement errors, or researcher biases. It is important to evaluate the quality of the research design and methods used to ensure that the findings are valid and reliable.
• Ethical concerns: Research papers may raise ethical concerns, such as the use of vulnerable populations or invasive procedures. Researchers must adhere to ethical guidelines and obtain informed consent from participants to ensure that the research is conducted in a responsible and respectful manner.
• Limitations of methodology: Research papers may be limited by the methodology used to collect and analyze data. For example, certain research methods may not capture the complexity or nuance of a particular phenomenon, or may not be appropriate for certain research questions.
• Publication bias: Research papers may be subject to publication bias, where positive or significant findings are more likely to be published than negative or non-significant findings. This can skew the overall findings of a particular area of research.
• Time and resource constraints: Research papers may be limited by time and resource constraints, which can affect the quality and scope of the research. Researchers may not have access to certain data or resources, or may be unable to conduct long-term studies due to practical limitations.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

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Jamshidi earns recognition for most influential paper

When someone in academia publishes a research paper, one of the goals is to have the paper cited by other professors and researchers. A paper published 10 years ago by Computer Science and Engineering Assistant Professor Pooyan Jamshidi was recently recognized for its significant impact.

Jamshidi received the Most Influential Paper Award in April at the 19th International Conference on Software Engineering for Adaptive and Self-Managing Systems (SEAMS) in Lisbon, Portugal. Jamshidi’s paper, “ Autonomic Resource Provision for Cloud-based Software ,” was submitted, accepted and published just prior to earning his Ph.D. from Dublin City University in Ireland in 2014. It was presented at the 2014 SEAMS Conference in India.

For the most influential paper award, a select committee considers conference publications published approximately 10 years previously and selects those that have made the most impact according to several criteria, including the number of citations, practical applications and industry adoption, and influence on subsequent research. The most influential award is selected from this short list.

“I wanted to publish the most important part of my Ph.D. research at SEAMS because it was a special community, and their work was close to mine,” Jamshidi says. “Receiving this award is important because this was my first paper with the community. I kept publishing with SEAMS and remained engaged.” 

The paper’s title referred to a groundbreaking approach to fundamentally transform how resources are managed and allocated in cloud environments. The key innovation was to enable multiple tenants to describe their adaptation rules for cloud and multi-cloud resource provisioning using a specific language that enables the incorporation of reasoning, inference and resolution of conflicting adaptation rules.

Since the paper was published, it has received 188 citations according to Google Scholar . In addition, the autonomic resource provision technique has been integrated with Microsoft Azure and OpenStack . The concepts and methods introduced in the paper have also led to follow-up research in cloud autoscaling, Edge-and-Internet of Things resource scaling, and networking and autonomous driving.

The paper has impacted the field of software engineering, especially in the context of adaptive and self-managing systems in the cloud, research, industry practices and the broader technological landscape.

While Jamshidi admits that autonomous autoscaling system for cloud-based software is not as a hot topic as it was when his paper was published, it is still a relevant research area that is leading to new ideas, methods, and approaches.

“The most exciting direction in cloud auto-scaling and resource provisioning overall is sustainability-aware approaches to enable sustainable computer usage for modern applications, such as AI systems,” Jamshidi says. “We plan to continue this line of research. For example, thanks to funds provided by the National Science Foundation and collaborators from Carnegie Mellon University and Rochester Institute of Technology, we are investigating software-driven sustainability.” 

Challenge the conventional. Create the exceptional. No Limits.

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• Published: 06 May 2024

APOE4 homozygozity represents a distinct genetic form of Alzheimer’s disease

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• Laura Videla   ORCID: orcid.org/0000-0002-9748-8465 1 , 2 , 3 ,
• Juan Domingo Gispert 5 , 6 , 7 , 8 , 9 ,
• Marc Suárez-Calvet   ORCID: orcid.org/0000-0002-2993-569X 5 , 6 , 7 , 8 , 9 ,
• Sterling C. Johnson   ORCID: orcid.org/0000-0002-8501-545X 10 ,
• Reisa Sperling   ORCID: orcid.org/0000-0003-1535-6133 11 ,
• Alexandre Bejanin   ORCID: orcid.org/0000-0002-9958-0951 1 , 2 ,
• Alberto Lleó   ORCID: orcid.org/0000-0002-2568-5478 1 , 2 &
• Víctor Montal   ORCID: orcid.org/0000-0002-5714-9282 1 , 2 , 12   na1  

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• Alzheimer's disease
• Predictive markers

This study aimed to evaluate the impact of APOE4 homozygosity on Alzheimer’s disease (AD) by examining its clinical, pathological and biomarker changes to see whether APOE4 homozygotes constitute a distinct, genetically determined form of AD. Data from the National Alzheimer’s Coordinating Center and five large cohorts with AD biomarkers were analyzed. The analysis included 3,297 individuals for the pathological study and 10,039 for the clinical study. Findings revealed that almost all APOE4 homozygotes exhibited AD pathology and had significantly higher levels of AD biomarkers from age 55 compared to APOE3 homozygotes. By age 65, nearly all had abnormal amyloid levels in cerebrospinal fluid, and 75% had positive amyloid scans, with the prevalence of these markers increasing with age, indicating near-full penetrance of AD biology in APOE4 homozygotes. The age of symptom onset was earlier in APOE4 homozygotes at 65.1, with a narrower 95% prediction interval than APOE3 homozygotes. The predictability of symptom onset and the sequence of biomarker changes in APOE4 homozygotes mirrored those in autosomal dominant AD and Down syndrome. However, in the dementia stage, there were no differences in amyloid or tau positron emission tomography across haplotypes, despite earlier clinical and biomarker changes. The study concludes that APOE4 homozygotes represent a genetic form of AD, suggesting the need for individualized prevention strategies, clinical trials and treatments.

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Data availability.

Access to tabular data from ADNI ( https://adni.loni.usc.edu/ ), OASIS ( https://oasis-brains.org/ ), A4 ( https://ida.loni.usc.edu/collaboration/access/appLicense.jsp ) and NACC ( https://naccdata.org/ ) can be requested online, as publicly available databases. All requests will be reviewed by each studyʼs scientific board. Concrete inquiries to access the WRAP ( https://wrap.wisc.edu/data-requests-2/ ) and ALFA + ( https://www.barcelonabeta.org/en/alfa-study/about-the-alfa-study ) cohort data can be directed to each study team for concept approval and feasibility consultation. Requests will be reviewed to verify whether the request is subject to any intellectual property.

Code availability

All statistical analyses and raw figures were generated using R (v.4.2.2). We used the open-sourced R packages of ggplot2 (v.3.4.3), dplyr (v.1.1.3), ggstream (v.0.1.0), ggpubr (v.0.6), ggstatsplot (v.0.12), Rmisc (v.1.5.1), survival (v.3.5), survminer (v.0.4.9), gtsummary (v.1.7), epitools (v.0.5) and statsExpression (v.1.5.1). Rscripts to replicate our findings can be found at https://gitlab.com/vmontalb/apoe4-asdad (ref. 32 ). For neuroimaging analyses, we used Free Surfer (v.6.0) and ANTs (v.2.4.0).

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Acknowledgements

We acknowledge the contributions of several consortia that provided data for this study. We extend our appreciation to the NACC, the Alzheimer’s Disease Neuroimaging Initiative, The A4 Study, the ALFA Study, the Wisconsin Register for Alzheimer’s Prevention and the OASIS3 Project. Without their dedication to advancing Alzheimer’s disease research and their commitment to data sharing, this study would not have been possible. We also thank all the participants and investigators involved in these consortia for their tireless efforts and invaluable contributions to the field. We also thank the institutions that funded this study, the Fondo de Investigaciones Sanitario, Carlos III Health Institute, the Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas and the Generalitat de Catalunya and La Caixa Foundation, as well as the NIH, Horizon 2020 and the Alzheimer’s Association, which was crucial for this research. Funding: National Institute on Aging. This study was supported by the Fondo de Investigaciones Sanitario, Carlos III Health Institute (INT21/00073, PI20/01473 and PI23/01786 to J.F., CP20/00038, PI22/00307 to A.B., PI22/00456 to M.S.-C., PI18/00435 to D.A., PI20/01330 to A.L.) and the Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas Program 1, partly jointly funded by Fondo Europeo de Desarrollo Regional, Unión Europea, Una Manera de Hacer Europa. This work was also supported by the National Institutes of Health grants (R01 AG056850; R21 AG056974, R01 AG061566, R01 AG081394 and R61AG066543 to J.F., S10 OD025245, P30 AG062715, U54 HD090256, UL1 TR002373, P01 AG036694 and P50 AG005134 to R.S.; R01 AG027161, R01 AG021155, R01 AG037639, R01 AG054059; P50 AG033514 and P30 AG062715 to S.J.) and ADNI (U01 AG024904), the Department de Salut de la Generalitat de Catalunya, Pla Estratègic de Recerca I Innovació en Salut (SLT006/17/00119 to J.F.; SLT002/16/00408 to A.L.) and the A4 Study (R01 AG063689, U24 AG057437 to R.A.S). It was also supported by Fundación Tatiana Pérez de Guzmán el Bueno (IIBSP-DOW-2020-151 o J.F.) and Horizon 2020–Research and Innovation Framework Programme from the European Union (H2020-SC1-BHC-2018-2020 to J.F.; 948677 and 847648 to M.S.-C.). La Caixa Foundation (LCF/PR/GN17/50300004 to M.S.-C.) and EIT Digital (Grant 2021 to J.D.G.) also supported this work. The Alzheimer Association also participated in the funding of this work (AARG-22-923680 to A.B.) and A4/LEARN Study AA15-338729 to R.A.S.). O.D.-I. receives funding from the Alzheimer’s Association (AARF-22-924456) and the Jerome Lejeune Foundation postdoctoral fellowship.

Author information

These authors contributed equally: Juan Fortea, Víctor Montal.

Authors and Affiliations

Sant Pau Memory Unit, Hospital de la Santa Creu i Sant Pau - Biomedical Research Institute Sant Pau, Barcelona, Spain

Juan Fortea, Jordi Pegueroles, Daniel Alcolea, Olivia Belbin, Oriol Dols-Icardo, Lídia Vaqué-Alcázar, Laura Videla, Alexandre Bejanin, Alberto Lleó & Víctor Montal

Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas. CIBERNED, Barcelona, Spain

Juan Fortea, Jordi Pegueroles, Daniel Alcolea, Olivia Belbin, Oriol Dols-Icardo, Laura Videla, Alexandre Bejanin, Alberto Lleó & Víctor Montal

Barcelona Down Medical Center, Fundació Catalana Síndrome de Down, Barcelona, Spain

Juan Fortea & Laura Videla

Department of Medicine, Faculty of Medicine and Health Sciences, Institute of Neurosciences, University of Barcelona, Barcelona, Spain

Lídia Vaqué-Alcázar

Barcelonaβeta Brain Research Center (BBRC), Pasqual Maragall Foundation, Barcelona, Spain

Juan Domingo Gispert & Marc Suárez-Calvet

Neurosciences Programme, IMIM - Hospital del Mar Medical Research Institute, Barcelona, Spain

Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain

Centro de Investigación Biomédica en Red Bioingeniería, Biomateriales y Nanomedicina. Instituto de Salud carlos III, Madrid, Spain

Centro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain

Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin-Madison School of Medicine and Public Health, Madison, WI, USA

Sterling C. Johnson

Brigham and Women’s Hospital Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA

Reisa Sperling

Barcelona Supercomputing Center, Barcelona, Spain

Víctor Montal

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Contributions

J.F. and V.M. conceptualized the research project and drafted the initial manuscript. V.M., J.P. and J.F. conducted data analysis, interpreted statistical findings and created visual representations of the data. O.B. and O.D.-I. provided valuable insights into the genetics of APOE. L.V., A.B. and L.V.-A. meticulously reviewed and edited the manuscript for clarity, accuracy and coherence. J.D.G., M.S.-C., S.J. and R.S. played pivotal roles in data acquisition and securing funding. A.L. and D.A. contributed to the study design, offering guidance and feedback on statistical analyses, and provided critical review of the paper. All authors carefully reviewed the manuscript, offering pertinent feedback that enhanced the study’s quality, and ultimately approved the final version.

Corresponding authors

Correspondence to Juan Fortea or Víctor Montal .

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Competing interests.

S.C.J. has served at scientific advisory boards for ALZPath, Enigma and Roche Diagnostics. M.S.-C. has given lectures in symposia sponsored by Almirall, Eli Lilly, Novo Nordisk, Roche Diagnostics and Roche Farma, received consultancy fees (paid to the institution) from Roche Diagnostics and served on advisory boards of Roche Diagnostics and Grifols. He was granted a project and is a site investigator of a clinical trial (funded to the institution) by Roche Diagnostics. In-kind support for research (to the institution) was received from ADx Neurosciences, Alamar Biosciences, Avid Radiopharmaceuticals, Eli Lilly, Fujirebio, Janssen Research & Development and Roche Diagnostics. J.D.G. has served as consultant for Roche Diagnostics, receives research funding from Hoffmann–La Roche, Roche Diagnostics and GE Healthcare, has given lectures in symposia sponsored by Biogen, Philips Nederlands, Esteve and Life Molecular Imaging and serves on an advisory board for Prothena Biosciences. R.S. has received personal consulting fees from Abbvie, AC Immune, Acumen, Alector, Bristol Myers Squibb, Janssen, Genentech, Ionis and Vaxxinity outside the submitted work. O.B. reported receiving personal fees from Adx NeuroSciences outside the submitted work. D.A. reported receiving personal fees for advisory board services and/or speaker honoraria from Fujirebio-Europe, Roche, Nutricia, Krka Farmacéutica and Esteve, outside the submitted work. A.L. has served as a consultant or on advisory boards for Almirall, Fujirebio-Europe, Grifols, Eisai, Lilly, Novartis, Roche, Biogen and Nutricia, outside the submitted work. J.F. reported receiving personal fees for service on the advisory boards, adjudication committees or speaker honoraria from AC Immune, Adamed, Alzheon, Biogen, Eisai, Esteve, Fujirebio, Ionis, Laboratorios Carnot, Life Molecular Imaging, Lilly, Lundbeck, Perha, Roche and outside the submitted work. O.B., D.A., A.L. and J.F. report holding a patent for markers of synaptopathy in neurodegenerative disease (licensed to Adx, EPI8382175.0). The remaining authors declare no competing interests.

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Fortea, J., Pegueroles, J., Alcolea, D. et al. APOE4 homozygozity represents a distinct genetic form of Alzheimer’s disease. Nat Med (2024). https://doi.org/10.1038/s41591-024-02931-w

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Using ideas from game theory to improve the reliability of language models

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Imagine you and a friend are playing a game where your goal is to communicate secret messages to each other using only cryptic sentences. Your friend's job is to guess the secret message behind your sentences. Sometimes, you give clues directly, and other times, your friend has to guess the message by asking yes-or-no questions about the clues you've given. The challenge is that both of you want to make sure you're understanding each other correctly and agreeing on the secret message.

MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) researchers have created a similar "game" to help improve how AI understands and generates text. It is known as a “consensus game” and it involves two parts of an AI system — one part tries to generate sentences (like giving clues), and the other part tries to understand and evaluate those sentences (like guessing the secret message).

The researchers discovered that by treating this interaction as a game, where both parts of the AI work together under specific rules to agree on the right message, they could significantly improve the AI's ability to give correct and coherent answers to questions. They tested this new game-like approach on a variety of tasks, such as reading comprehension, solving math problems, and carrying on conversations, and found that it helped the AI perform better across the board.

Traditionally, large language models answer one of two ways: generating answers directly from the model (generative querying) or using the model to score a set of predefined answers (discriminative querying), which can lead to differing and sometimes incompatible results. With the generative approach, "Who is the president of the United States?" might yield a straightforward answer like "Joe Biden." However, a discriminative query could incorrectly dispute this fact when evaluating the same answer, such as "Barack Obama."

So, how do we reconcile mutually incompatible scoring procedures to achieve coherent, efficient predictions? 

"Imagine a new way to help language models understand and generate text, like a game. We've developed a training-free, game-theoretic method that treats the whole process as a complex game of clues and signals, where a generator tries to send the right message to a discriminator using natural language. Instead of chess pieces, they're using words and sentences," says Athul Jacob, an MIT PhD student in electrical engineering and computer science and CSAIL affiliate. "Our way to navigate this game is finding the 'approximate equilibria,' leading to a new decoding algorithm called 'equilibrium ranking.' It's a pretty exciting demonstration of how bringing game-theoretic strategies into the mix can tackle some big challenges in making language models more reliable and consistent."

When tested across many tasks, like reading comprehension, commonsense reasoning, math problem-solving, and dialogue, the team's algorithm consistently improved how well these models performed. Using the ER algorithm with the LLaMA-7B model even outshone the results from much larger models. "Given that they are already competitive, that people have been working on it for a while, but the level of improvements we saw being able to outperform a model that's 10 times the size was a pleasant surprise," says Jacob. 

"Diplomacy," a strategic board game set in pre-World War I Europe, where players negotiate alliances, betray friends, and conquer territories without the use of dice — relying purely on skill, strategy, and interpersonal manipulation — recently had a second coming. In November 2022, computer scientists, including Jacob, developed “Cicero,” an AI agent that achieves human-level capabilities in the mixed-motive seven-player game, which requires the same aforementioned skills, but with natural language. The math behind this partially inspired the Consensus Game. 

While the history of AI agents long predates when OpenAI's software entered the chat in November 2022, it's well documented that they can still cosplay as your well-meaning, yet pathological friend. 

The consensus game system reaches equilibrium as an agreement, ensuring accuracy and fidelity to the model's original insights. To achieve this, the method iteratively adjusts the interactions between the generative and discriminative components until they reach a consensus on an answer that accurately reflects reality and aligns with their initial beliefs. This approach effectively bridges the gap between the two querying methods. 

In practice, implementing the consensus game approach to language model querying, especially for question-answering tasks, does involve significant computational challenges. For example, when using datasets like MMLU, which have thousands of questions and multiple-choice answers, the model must apply the mechanism to each query. Then, it must reach a consensus between the generative and discriminative components for every question and its possible answers. 

The system did struggle with a grade school right of passage: math word problems. It couldn't generate wrong answers, which is a critical component of understanding the process of coming up with the right one. 

“The last few years have seen really impressive progress in both strategic decision-making and language generation from AI systems, but we’re just starting to figure out how to put the two together. Equilibrium ranking is a first step in this direction, but I think there’s a lot we’ll be able to do to scale this up to more complex problems,” says Jacob.   

An avenue of future work involves enhancing the base model by integrating the outputs of the current method. This is particularly promising since it can yield more factual and consistent answers across various tasks, including factuality and open-ended generation. The potential for such a method to significantly improve the base model's performance is high, which could result in more reliable and factual outputs from ChatGPT and similar language models that people use daily. 

"Even though modern language models, such as ChatGPT and Gemini, have led to solving various tasks through chat interfaces, the statistical decoding process that generates a response from such models has remained unchanged for decades," says Google Research Scientist Ahmad Beirami, who was not involved in the work. "The proposal by the MIT researchers is an innovative game-theoretic framework for decoding from language models through solving the equilibrium of a consensus game. The significant performance gains reported in the research paper are promising, opening the door to a potential paradigm shift in language model decoding that may fuel a flurry of new applications."

Jacob wrote the paper with MIT-IBM Watson Lab researcher Yikang Shen and MIT Department of Electrical Engineering and Computer Science assistant professors Gabriele Farina and Jacob Andreas, who is also a CSAIL member. They presented their work at the International Conference on Learning Representations (ICLR) earlier this month, where it was highlighted as a "spotlight paper." The research also received a “best paper award” at the NeurIPS R0-FoMo Workshop in December 2023.

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MIT researchers have developed a new procedure that uses game theory to improve the accuracy and consistency of large language models (LLMs), reports Steve Nadis for Quanta Magazine . “The new work, which uses games to improve AI, stands in contrast to past approaches, which measured an AI program’s success via its mastery of games,” explains Nadis. 

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