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Research Methodology Best Practices for Rigorous, Credible, and Impactful Research
- Herman Aguinis - The George Washington University
- Description
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This is an interesting, fresh approach, describing the development of research methodologies throughout the years… Much better than my current textbook.
This book is easy to read and teach. Students can understand the language and be able to use it with their own research. It is both modern and has history of research within it. Overall, students would benefit in early research to using this book.
I can think of no other research methods book I've recently used that devotes this much attention to theory and I think this attention is well-deserved.
The discussion or parsimony, falsification, and precision within this book are particularly welcomed and map precisely how I teach these topics.
I like that there is a chapter devoted to making connections to theory. This is novel. I have not seen such a chapter in similar texts, and it is important. Often junior scholars ask questions for the sake of simplicity or curiosity but lack the skills to link their inquiries to theory. This chapter is a useful contribution!
A high-level but readable textbook presenting research design and methods in an approachable way. The text would be appropriate for graduate level psychology, organizational behavior, or decision sciences courses in research methods.
I would describe this book as a long-form publication that provides knowledge on methodological best practices in social and behavioral science disciplines. The writing is explicit and bridges the gap between knowledge and applicability and presents a comprehensive review of the research process from beginning to end.
The text combines research methods and statistics and could work very well for graduate-level programs with combined coursework.
- Comprehensive, ground-breaking coverage of research methods from start to finish by renowned author, editor, and researcher Herman Aguinis.
- Research Methods "Best Practices" , synthesized from decades of work on methodological research, help students and researchers conduct rigorous and impactful research, from picking research topics to disseminating research.
- Systemic chapter formats throughout detail why the particular methodological topic is important and demonstrate that the best-practice recommendations are actionable and implementable.
- Core chapter topics—such as contributing to theory, planning your research, and sampling and measurement— clearly explain basic steps while offering cutting-edge information for experienced researchers .
- Unique chapters on Transparency, Reproducibility, and Replication and Enhancing the Impact of Your Research give time-tested advice on how to best contribute to the body of knowledge in the social and behavioral science.
- Checklists and tables throughout the book help students see best practices at each stage of the research process at a glance.
- The modular approach of this text ensures instructors and readers can cover only the topics most relevant to their students and to themselves, saving time while strengthening their research.
Sample Materials & Chapters
Chapter 1 How to Understand the Current Methodological Landscape
Chapter 2 How to Conduct Ethical Research
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10 Best Research Books For Qualitative And Quantitative Research
Are you looking for the best research books? Take a look at some of the best books on research methods below.
Research methodology comes in many shapes and forms. Regardless of whether you are interested in qualitative or quantitative research, it is essential to find a book that can help you plan your research project adequately. Research design can vary from hard sciences to social sciences, but data analysis following a case study is usually similar. Therefore, you need a practical guide that can help you complete a research project and finish your research paper.
1. Qualitative Research: A Guide To Design And Implementation, 4th Edition
2. research design: qualitative, quantitative, and mixed methods approaches, 4th edition, 3. the research methods knowledge base, 3rd edition, 4. the craft of research, 5. doing your research project: open up study skills, 5th edition, 6. qualitative inquiry and research design: choosing among five approaches, 3rd edition, 7. the essential guide to doing your research project, 2nd edition, 8. introducing research methodology: a beginner’s guide to doing a research project, 2nd edition, 9. the sage handbook of qualitative research, 5th edition, 10. research methods in education, 7th edition, the final word on the best research books, what is the difference between quantitative research and qualitative research, how do i figure out which academic journal to publish my research in, further reading.
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When someone talks about qualitative research in academia, they refer to research that focuses on overall concepts and takeaways instead of complex numbers. For those conducting academic research, understanding the basics of this process is critical. Qualitative Research: A Guide to Design and Implementation, by Sharan B. Merriam and Elizabeth J. Tisdell, 4th edition, is one of the best books available because it focuses on action research, mixed methods, online data sources, and some of the latest technology that people can use to complete their projects.
A significant portion of this book focuses on data analysis software packages, which have become critically important in an era where publishing in the best academic journals is critical for every successful researcher. Finally, this book explains topics so that nearly everyone can understand.
- Merriam, Sharan B. (Author)
- English (Publication Language)
- 368 Pages - 08/24/2015 (Publication Date) - John Wiley & Sons (Publisher)
Suppose you are looking for a book that can teach you the best research methodology. In that case, you will want to check out Research Design: Qualitative, Quantitative, and Mixed Methods Approaches by John W. Creswell, 4th edition. John Creswell is one of the most well-respected writers in case study research.
As books on how to research go, this one on quantitative and qualitative research methods is a great tool that will help you learn the basics of forming a research project in every field. This book covers philosophical assumptions and research projects, theory and research approaches, and conducts an effective literature review. These elements are also crucial in helping you form a step-by-step guide for your upcoming research project, and this book will teach you the basics of data analysis.
- Research Design
- Creswell, John W. (Author)
- 273 Pages - 04/22/2024 (Publication Date) - SAGE Publications, Inc (Publisher)
The first two editions were already solid, but the third edition of The Research Methods Knowledge Base, by William M.K. Trochim and James P. Donnelly, features many updates to quantitative and qualitative research methods, teaching graduate students the basics of data collection before diving into the details for more advanced learners.
One of the significant advantages of this text is that it is a comprehensive tool that can be used for both undergraduate and graduate-level courses. It has a relatively informal style and conversational feel, which means readers will not be intimidated by walls of text. The research methods it teaches are straightforward, applicable, and relevant to anyone looking to complete a research project in the current era.
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The Craft of Research, by Wayne C. Booth, Gregory C. Colomb, and Joseph M. Williams, covers various research approaches that teach everyone the basics of forming a solid research project. In particular, this book focuses on what to do with the data after it has been collected.
People need to think about how their readers will interpret the structure of the paper, proactively anticipating questions they might have. By answering the reader’s questions in the initial version of the paper, it is easier to hold their attention from start to finish.
Of course, one of the most critical questions that must be asked when writing a research paper is, “so, what? Why does this information matter?” Researchers can keep this in mind while writing the introduction and conclusion of the paper so they will have an easier time constructing a powerful academic manuscript that is more likely to be accepted into the top academic journals.
- Booth, Wayne C. (Author)
- 336 Pages - 10/18/2016 (Publication Date) - University of Chicago Press (Publisher)
Doing Your Research Project: Open Up Study Skills, by Judith Bell, is a must-read for new researchers looking to make their way in academic research. This book is helpful because it teaches people how to conduct a research project using step-by-step advice. A research project can be daunting for new learners because it’s easy to focus on the final project and feel intimidated before taking the first step.
This book is indispensable because it teaches people everything they need to know to develop a research project, draft a hypothesis, carry out the project, and finalize a research paper after conducting detailed data analysis. Furthermore, this text will dive into common mistakes, pitfalls, and obstacles researchers need to overcome. Time is your most valuable resource, and nobody wants to spend time on trials that will not be relevant to the final project.
- Bell, Judith (Author)
- 296 Pages - 05/01/2010 (Publication Date) - Open University Press (Publisher)
Qualitative Inquiry And Research Design: Choose Among Five Approaches, 3rd Edition, Is The Latest In A Line Of Best-Selling Research Books From Creswell. This Book Ties Into People’s Philosophical Underpinnings When Developing A Research Project. It Also Looks At The History Of Various Research Projects, Which Serve As An Example For The Reader.
Overall, there are five traditions in qualitative research; grounded theory, phenomenology, narrative research, case study, and ethnography. Creswell uses an accessible writing style to help the reader understand when to use each of these narratives. Then, he dives into strategies for writing research papers using each of these approaches.
- Used Book in Good Condition
- 472 Pages - 03/14/2012 (Publication Date) - SAGE Publications, Inc (Publisher)
The Essential Guide To Doing Your Research Project by Zina O’Leary is geared more toward young learners. As books on how to research, it focuses on how to develop a research project, analyze data, and write up the results. Every stage of the book is clearly explained, with the author specifying why it is essential to carry out that step correctly.
It also focuses on practical tips and tricks that learners can use to successfully carry out their research projects. The book includes helpful chapter summaries, a complete glossary, and boxed definitions for essential terms that should not be overlooked. The author also has a variety of suggestions for further reading, which is helpful for more advanced learners who may want to pick up a text that is a bit more detailed. Finally, the book also comes with access to a companion website. The website includes journal articles, real projects, worksheets, and podcasts.
- O′Leary, Zina (Author)
- 384 Pages - 12/20/2013 (Publication Date) - SAGE Publications Ltd (Publisher)
Introducing Research Methodology: A Beginner’s Guide to doing a research project, by Uwe Flick is ideal for new researchers. the author guides readers through the fundamentals that underpin a strong research project. He focuses on essential steps, common mistakes, and ways to expedite the research process.
Then, the author dives into some of the most critical skills readers need to have if they want to collect and analyze data properly. he goes into basic organizational tactics that make data easier to interpret, explains how to shorten the analytical process, and dives into real-life quantitative and qualitative research methods. He uses his research as an example, explaining to people how to pull out the essential parts of the research project before writing them up.
- Flick, Uwe (Author)
- 320 Pages - 04/14/2015 (Publication Date) - SAGE Publications Ltd (Publisher)
The SAGE Handbook of Qualitative Research by Norman K. Denzin and Yvonna S. Lincoln focuses on global research. this text teaches readers how to synthesize existing literature, identify current research, and focus on caps that can be filled. the authors gather contributions from some of the most well-renowned researchers, addressing issues in research projects today. this text focuses more on research regarding social justice. therefore, this is better for people in the social sciences.
- Hardcover Book
- 992 Pages - 02/15/2017 (Publication Date) - SAGE Publications, Inc (Publisher)
Research Methods in Education, by Louis Cohen, Lawrence Manon, and Keith Morrison, is essential for students and professional researchers who want to learn how to create a comprehensive research project. It’s broken up into helpful chapters wrapped up by a convenient summary at the end, explaining to readers how to hit the high points.
Research Methods in Education also comes with a helpful companion website that contains PowerPoint slides for every chapter. This book can be read independently and discussed with a classroom full of students. The book has been written at a level that is accessible even to high school students, but the basics can be a helpful review for graduate researchers.
- Cohen, Louis (Author)
- 944 Pages - 10/27/2017 (Publication Date) - Routledge (Publisher)
Academic research comes in many shapes and forms, with qualitative and quantitative research having high points; however, the basics are the same across all fields. Researchers need to learn how to develop a hypothesis, put together a research methodology, collect their data, interpret it, and write up their findings.
It can be helpful to use the books about research above to refine your research methods . Each book focuses on a slightly different facet of academic research, so readers need to find the right book to meet their needs. With a substantial text, readers can avoid common mistakes, follow in the footsteps of successful researchers, and increase their chances of writing a solid research paper for school or getting their paper accepted into an academic journal.
Books About Research FAQs
Quantitative research focuses more on numbers and statistics. This type of research is more common in hard sciences such as biology, chemistry, and physics.
Qualitative research focuses more on overall meanings and concepts. This type of research is more common in social sciences such as anthropology, archaeology, and research topics focusing on social justice.
It would help compare prior articles in that academic journal to the article you have written. Most academic journals focus on a specific field, and you need to submit your article to a publication that shares research articles similar to your own. Be sure to consider the prestige of the journal before submitting your paper.
If you enjoyed this round-up of the best research books, you might also like our top 11 essay writing tips for students .
You might also find our guide on essay topics for students helpful.
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Serendipity Science
An Emerging Field and its Methods
- © 2023
- Samantha Copeland ORCID: https://orcid.org/0000-0002-6946-7165 0 ,
- Wendy Ross ORCID: https://orcid.org/0000-0002-0461-7660 1 ,
- Martin Sand ORCID: https://orcid.org/0000-0001-8167-4581 2
Ethics and Philosophy of Technology Section, Delft University of Technology, Delft, The Netherlands
You can also search for this editor in PubMed Google Scholar
Department of Psychology, London Metropolitan University, London, UK
- Unique focus on the scientific study of serendipity
- Only book dealing with the science of serendipity from the perspective of the researcher
- Will encourage debate on what the ‘sagacity’ involved in serendipity is
2631 Accesses
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Table of contents (13 chapters)
Front matter, introduction—a science of serendipity.
- Samantha Copeland, Wendy Ross, Martin Sand
Exploration of “Serendipity” in the Mongolian Language
- Borchuluun Yadamsuren
Serendipity and Knowledge Organisation
- Toby Burrows, Deb Verhoeven
Serendipity in Management and Organization Studies
- Miguel Pina e Cunha, Marco Berti
Serendipity in Entrepreneurship, Strategy, and Innovation—A Review and Conceptualisation
- Christian Busch, Matthew Grimes
Serendipity and the History of the Philosophy of Science
- Samantha Copeland
Serendipity and Ignorance Studies
- Selene Arfini
Serendipity as a Design Principle of Personalization Systems—Theoretical Distinctions
- Urbano Reviglio
Serendipitous Cognition—The Systematic Consideration of the Accidental Genesis of New Ideas
Serendipity, luck and collective responsibility in medical innovation—the history of vaccination.
- Martin Sand, Luca Chiapperino
Serendipity Across Contexts: From Offices to Post-conflict Settings
- Michael Soto
- Sanda Erdelez
Correction to: Exploration of “Serendipity” in the Mongolian Language
Back matter.
- Serendipity Research
- Innovation Studies
- Information Sciences
- Theory of Science
- Social Sciences and Humanities
- Serendipity
- Interdisciplinarity
- Super-Encounterer
- Ignorance Studies
- Culture and Place
About this book
This volume brings together for the first time the diverse threads within the growing field of serendipity research, to reflect both on the origins of this emerging field within different disciplines as well as its increasing influence as its own field with foundational texts and emerging practices. The phenomenon of serendipity has been described in many ways since Horace Walpole initially coined the term in 1754 to categorize those discoveries that happen by “both accidents and sagacity”. This book offers a sampling of perspectives from experts in serendipity research from organizational studies, management theory, information science and library studies, psychology, literature, computer science, social science, ethics, and the history and philosophy of science. Considerations about the importance and role of serendipity are being raised now across science (both empirical and theoretical) as well as practice (from art and innovation to leadership and governance), with ever more eyes looking closer at its significance in human history and the likelihood it will play a key, while unpredictable, role in forming our future. Serendipity Science represents an emerging, and also important and potentially necessary field of study, if we are to deal well as a society with our complex times and uncertain future.
Editors and Affiliations
Samantha Copeland, Martin Sand
About the editors
Samantha Copeland is an Assistant Professor in Ethics and Philosophy of Technology at Delft University of Technology. Co-founder and continuing co-chair of the Serendipity Society, Copeland has also recently edited The Art of Serendipity (2022, Palgrave-McMillan) with Ross, and has published in philosophy journals such as Synthese, Perspectives on Philosophy of Science , and in collections on the rationality and epistemology of discoveries made by chance, as well as the impact of contingent environments on the success of potential serendipity. Recent work with the Templeton Foundation has focussed on the relationships between ethics, serendipity and possibility.
Martin Sand is an Assistant Professor of Ethics and Philosophy of Technology at TU Delft. In 2020, he was a member of the NIAS-Lorentz theme group on “Accountable and Explainable Medical AI” at the Netherlands Institute for Advanced Study. Before, he undertook a two-year project on the topic“Moral Luck in Science and Innovation” as a Marie Skłodowska-Curie-Fellow. He is a member of the scientific advisory board of the Journal for Technology Assessment in Theory and Practice and an editorial board member of the journal Philosophy of Management.
Wendy Ross studies the role of material serendipity in higher cognitive processes such as insight problem solving and creativity. She draws on a range of methods from eye-tracking and experimental psychology to focused cognitive ethnography. She has recently co-edited the collections on serendipity: The Art of Serendipity (Palgrave). She is Co-Chair of the Serendipity Society and Vice President of the Possibility Studies Network. In 2021 she was awarded the Frank X Barron prize by Division 10 of the APA.
Bibliographic Information
Book Title : Serendipity Science
Book Subtitle : An Emerging Field and its Methods
Editors : Samantha Copeland, Wendy Ross, Martin Sand
DOI : https://doi.org/10.1007/978-3-031-33529-7
Publisher : Springer Cham
eBook Packages : Religion and Philosophy , Philosophy and Religion (R0)
Copyright Information : The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2023
Hardcover ISBN : 978-3-031-33528-0 Published: 15 July 2023
Softcover ISBN : 978-3-031-33531-0 Due: 26 September 2023
eBook ISBN : 978-3-031-33529-7 Published: 14 July 2023
Edition Number : 1
Number of Pages : XVII, 234
Number of Illustrations : 5 b/w illustrations, 4 illustrations in colour
Topics : Epistemology , Knowledge Management , Logic , Philosophy of the Social Sciences , Digital Humanities , Library Science
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RSC Advances
Addressing preliminary challenges in upscaling the recovery of lithium from spent lithium ion batteries by the electrochemical method: a review †.
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* Corresponding authors
a Department of Chemistry, Kulliyyah of Science, International Islamic University Malaysia, Jalan Sultan Ahmad Shah, 25200 Kuantan, Pahang, Malaysia E-mail: [email protected]
b Faculty of Applied Sciences, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia E-mail: [email protected]
c Department of Environment, Faculty of Forestry and Environment, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia
d Kulliyyah of Architecture & Environmental Design, International Islamic University Malaysia, Gombak, 53100 Kuala Lumpur, Selangor, Malaysia
e Faculty of Artificial Intelligence, Universiti Teknologi Malaysia, 54100 Kuala Lumpur, Malaysia
f Group Research and Technology, PETRONAS Research Sdn. Bhd., Bandar Baru Bangi 43000, Selangor, Malaysia
g School of Chemical Engineering, College of Engineering, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia
The paramount importance of lithium (Li) nowadays and the mounting volume of untreated spent LIB have imposed pressure on innovators to tackle the near-term issue of Li resource depletion through recycling. The trajectory of research dedicated to recycling has skyrocketed in this decade, reflecting the global commitment to addressing the issues surrounding Li resources. Although metallurgical methods, such as pyro- and hydrometallurgy, are presently prevalent in Li recycling, they exhibit unsustainable operational characteristics including elevated temperatures, the utilization of substantial quantities of expensive chemicals, and the generation of emissions containing toxic gases such as Cl 2 , SO 2 , and NO x . Therefore, the alternative electrochemical method has gained growing attention, as it involves a more straightforward operation leveraging ion-selective features and employing water as the main reagent, which is seen as more environmentally benign. Despite this, intensive efforts are still required to advance the electrochemical method toward commercialisation. This review highlights the key points in the electrochemical method that demand attention, including the feasibility of a large-scale setup, consideration of the substantial volume of electrolyte consumption, the design of membranes with the desired features, a suitable layout of the membrane, and the absence of techno-economic assessments for the electrochemical method. The perspectives presented herein provide a crucial understanding of the challenges of advancing the technological readiness level of the electrochemical method.
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Addressing preliminary challenges in upscaling the recovery of lithium from spent lithium ion batteries by the electrochemical method: a review
M. A. Kasri, M. Z. Mohd Halizan, I. Harun, F. I. Bahrudin, N. Daud, M. F. Aizamddin, S. N. Amira Shaffee, N. A. Rahman, S. A. Shafiee and M. M. Mahat, RSC Adv. , 2024, 14 , 15515 DOI: 10.1039/D4RA00972J
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Features. Preview. The Second Edition of Introduction to Research Methods: A Hands-On Approach by Bora Pajo continues to make research easy to understand and easy to construct. Covering both quantitative and qualitative methods, this new edition lays out the differences between research approaches so readers can better understand when and how ...
ABSTRACT. Research Methods: The Basics is an accessible, user-friendly introduction to the different aspects of research theory, methods and practice. This second edition provides an expanded resource suitable for students and practitioners in a wide range of disciplines including the natural sciences, social sciences and humanities. Structured ...
Designed with students, for students Eight steps, two pathways, one book. The Fifth Edition of the bestseller Research Methodology has reimagined, redesigned, and fully renovated how a textbook can help students achieve success in their methods course or research project. Eight steps: Foolproof for any beginner researcher, the book breaks the process of designing and doing a research project ...
Research Methodology and Strategy Provides comprehensive coverage of the entire research process, methodologies, strategies and their applications, ideal for final-year undergraduate, Masters and PhD students, academics, researchers and professionals. Research Methodology and Strategy: Theory and Practice is designed to help readers understand the research process and equip them with the ...
Description. Research Methods: The Basics is an accessible, user-friendly introduction to the different aspects of research theory, methods and practice. This third edition provides an expanded and fully updated resource suitable for students and practitioners in a wide range of disciplines including the natural sciences, social sciences and ...
The Second Edition of Bora Pajo's Introduction to Research Methods: A Hands-on Approach makes research easy to understand and do by balancing quantitative with qualitative methods in clear and compelling prose. Updates include a new chapter on big data, a revamped chapter on qualitative designs, and citations in APA Style 7th Edition.
Features. Preview. Research Methodology: Best Practices for Rigorous, Credible, and Impactful Research takes a 360-degree view of understanding and doing research, helping readers become expert researchers, reviewers, and consumers of research. Renowned author, journal editor, and researcher Herman Aguinis distills the vast body of work on ...
From an expert team in the research methods field, RESEARCH METHODS: THE ESSENTIAL KNOWLEDGE BASE, 2nd Edition, is written specifically for users who are new to research methods. The book streamlines and clarifies explanations of fundamental, yet difficult, concepts in a familiar, engaging style. Readers learn about the relationship between ...
Dimensions : 7 x 0.5 x 8.75 inches. Best Sellers Rank: #2,037,390 in Books ( See Top 100 in Books) #486 in Popular Experimental Psychology. #632 in Experimental Education Methods (Books) #1,986 in Social Sciences Research. Customer Reviews:
A perennial bestseller since 1997, this updated tenth edition of Understanding Research Methods provides a detailed overview of all the important concepts traditionally covered in a research methods class. It covers the principles of both qualitative and quantitative research, and how to interpret statistics without computations, so is suitable for all students regardless of their math background.
Chapter 4. Finding a Research Question and Approaches to Qualitative Research. Chapter 4. Finding a Research Question and Approaches to Qualitative Research. Developing a Research Question. Developing a Research Question. Developing a Research Question. Choosing an Approach or Tradition. Choosing an Approach or Tradition. Choosing an Approach ...
avg rating 3.91 — 506 ratings — published 2009. Want to Read. Rate this book. 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars. Books shelved as research-methods: Research Design: Qualitative, Quantitative, and Mixed Methods Approaches by John W. Creswell, The Craft of Research by...
The research method used in this literature review involves analyzing various literature sources relevant to the theme of religion and state relations in the context of Islamic perspectives ...
Abstract. Academic research is a relatively simple process when a PhD student knows the methodologies, methods and tools that underpin it. Although it is assumed that students holding a master's ...
Research Methodology. : C. R. Kothari. New Age International, 2004 - Law - 401 pages. About the Book: This second edition has been thoroughly revised and updated and efforts have been made to enhance the usefulness of the book. In this edition a new chapter The Computer: Its Role in Research have been added keeping in view of the fact tha.
3. The Research Methods Knowledge Base, 3rd Edition. The first two editions were already solid, but the third edition of The Research Methods Knowledge Base, by William M.K. Trochim and James P. Donnelly, features many updates to quantitative and qualitative research methods, teaching graduate students the basics of data collection before diving into the details for more advanced learners.
Research methods are specific procedures for collecting and analyzing data. Developing your research methods is an integral part of your research design. When planning your methods, there are two key decisions you will make. First, decide how you will collect data. Your methods depend on what type of data you need to answer your research question:
Learn mixed methods research from a unique socio-ecological framework and explore various perspectives and designs in this comprehensive book.
The book begins by distinguishing between causal and interpretive sciences. It then guides the reader on how to formulate the research question, review the literature, develop the hypothesis or theoretical framework, select a suitable research methodology, and analyze both quantitative and qualitative data. The book emphasizes integration.
This book shows researchers in education, psychology, health, and other social sciences how to mix qualitative and quantitative research methods together with confidence. How can researchers sequence and incorporate data in ways that are meaningful, without simply combining data and hoping it makes sense? This book walks readers through the ...
This book offers a sampling of perspectives from experts in serendipity research from organizational studies, management theory, information science and library studies, psychology, literature, computer science, social science, ethics, and the history and philosophy of science.
The paramount importance of lithium (Li) nowadays and the mounting volume of untreated spent LIB have imposed pressure on innovators to tackle the near-term issue of Li resource depletion through recycling. The trajectory of research dedicated to recycling has skyrocketed in this decade, reflecting the global commi