introduction methodology conclusion

• SpringerLink shop

Introduction, Methods and Results

Introduction.

The Introduction should provide readers with the background information needed to understand your study, and the reasons why you conducted your experiments. The Introduction should answer the question: what question/problem was studied?

While writing the background, make sure your citations are:

• Well balanced:  If experiments have found conflicting results on a question, have you cited studies with both kinds of results?
• Current:  Every field is different, but you should aim to cite references that are not more than 10 years old if possible. Although be sure to cite the first discovery or mention in the literature even if it older than 10 years.
• Relevant:  This is the most important requirement. The studies you cite should be strongly related to your research question.

TIP: Do not write a literature review in your Introduction, but do cite reviews where readers can find more information if they want it.

Once you have provided background material and stated the problem or question for your study, tell the reader the purpose of your study. Usually the reason is to fill a gap in the knowledge or to answer a previously unanswered question. For example, if a drug is known to work well in one population, but has never been tested in a different population, the purpose of a study could be to test the efficacy and safety of the drug in the second population.

The final thing to include at the end of your Introduction is a clear and exact statement of your study aims. You might also explain in a sentence or two how you conducted the study.

Materials and Methods

This section provides the reader with all the details of how you conducted your study. You should:

• Use  subheadings  to separate different methodologies
• Describe what you did in the  past tense
• Describe new methods in enough detail that another researcher can reproduce your experiment
• Describe established methods briefly, and simply cite a reference where readers can find more detail
• State  all  statistical tests and parameters

TIP: Check the ‘Instructions for Authors’ for your target journal to see how manuscripts should present the Materials and Methods. Also, as another guide, look at previously published papers in the journal or sample reports on the journal website.

In the Results section, simply state what you found, but  do not interpret the results or discuss their implications.

• As in the Materials and Methods section, use subheadings  to separate the results of different experiments.
• Results should be presented in a  logical order . In general this will be in order of importance, not necessarily the order in which the experiments were performed. Use the  past tense  to describe your results; however, refer to figures and tables in the present tense.
• Do not duplicate data  among figures, tables, and text. A common mistake is to re-state much of the data from a table in the text of the manuscript. Instead, use the text to summarize what the reader will find in the table, or mention one or two of the most important data points. It is usually much easier to read data in a table than in the text.
• Include  the results of statistical analyses  in the text, usually by providing p values wherever statistically significant differences are described.

TIP: There is a famous saying in English: “A picture is worth a thousand words.” This means that, sometimes, an image can explain your findings far better than text could. So make good use of figures and tables in your manuscript! However, avoid including redundant figures and tables (e.g. two showing the same thing in a different format), or using figures and tables where it would be better to just include the information in the text (e.g. where there is not enough data for a table or figure).

Back │ Next

How To Write The Methodology Chapter

The what, why & how explained simply (with examples).

By: Jenna Crossley (PhD) | Reviewed By: Dr. Eunice Rautenbach | September 2021 (Updated April 2023)

So, you’ve pinned down your research topic and undertaken a review of the literature – now it’s time to write up the methodology section of your dissertation, thesis or research paper . But what exactly is the methodology chapter all about – and how do you go about writing one? In this post, we’ll unpack the topic, step by step .

Overview: The Methodology Chapter

• The purpose  of the methodology chapter
• Why you need to craft this chapter (really) well
• How to write and structure the chapter
• Methodology chapter example
• Essential takeaways

What (exactly) is the methodology chapter?

The methodology chapter is where you outline the philosophical underpinnings of your research and outline the specific methodological choices you’ve made. The point of the methodology chapter is to tell the reader exactly how you designed your study and, just as importantly, why you did it this way.

Importantly, this chapter should comprehensively describe and justify all the methodological choices you made in your study. For example, the approach you took to your research (i.e., qualitative, quantitative or mixed), who  you collected data from (i.e., your sampling strategy), how you collected your data and, of course, how you analysed it. If that sounds a little intimidating, don’t worry – we’ll explain all these methodological choices in this post .

Why is the methodology chapter important?

The methodology chapter plays two important roles in your dissertation or thesis:

Firstly, it demonstrates your understanding of research theory, which is what earns you marks. A flawed research design or methodology would mean flawed results. So, this chapter is vital as it allows you to show the marker that you know what you’re doing and that your results are credible .

Secondly, the methodology chapter is what helps to make your study replicable. In other words, it allows other researchers to undertake your study using the same methodological approach, and compare their findings to yours. This is very important within academic research, as each study builds on previous studies.

The methodology chapter is also important in that it allows you to identify and discuss any methodological issues or problems you encountered (i.e., research limitations ), and to explain how you mitigated the impacts of these. Every research project has its limitations , so it’s important to acknowledge these openly and highlight your study’s value despite its limitations . Doing so demonstrates your understanding of research design, which will earn you marks. We’ll discuss limitations in a bit more detail later in this post, so stay tuned!

Need a helping hand?

How to write up the methodology chapter

First off, it’s worth noting that the exact structure and contents of the methodology chapter will vary depending on the field of research (e.g., humanities, chemistry or engineering) as well as the university . So, be sure to always check the guidelines provided by your institution for clarity and, if possible, review past dissertations from your university. Here we’re going to discuss a generic structure for a methodology chapter typically found in the sciences.

Before you start writing, it’s always a good idea to draw up a rough outline to guide your writing. Don’t just start writing without knowing what you’ll discuss where. If you do, you’ll likely end up with a disjointed, ill-flowing narrative . You’ll then waste a lot of time rewriting in an attempt to try to stitch all the pieces together. Do yourself a favour and start with the end in mind .

Section 1 – Introduction

As with all chapters in your dissertation or thesis, the methodology chapter should have a brief introduction. In this section, you should remind your readers what the focus of your study is, especially the research aims . As we’ve discussed many times on the blog, your methodology needs to align with your research aims, objectives and research questions. Therefore, it’s useful to frontload this component to remind the reader (and yourself!) what you’re trying to achieve.

In this section, you can also briefly mention how you’ll structure the chapter. This will help orient the reader and provide a bit of a roadmap so that they know what to expect. You don’t need a lot of detail here – just a brief outline will do.

Section 2 – The Methodology

The next section of your chapter is where you’ll present the actual methodology. In this section, you need to detail and justify the key methodological choices you’ve made in a logical, intuitive fashion. Importantly, this is the heart of your methodology chapter, so you need to get specific – don’t hold back on the details here. This is not one of those “less is more” situations.

Let’s take a look at the most common components you’ll likely need to cover. 

Methodological Choice #1 – Research Philosophy

Research philosophy refers to the underlying beliefs (i.e., the worldview) regarding how data about a phenomenon should be gathered , analysed and used . The research philosophy will serve as the core of your study and underpin all of the other research design choices, so it’s critically important that you understand which philosophy you’ll adopt and why you made that choice. If you’re not clear on this, take the time to get clarity before you make any further methodological choices.

While several research philosophies exist, two commonly adopted ones are positivism and interpretivism . These two sit roughly on opposite sides of the research philosophy spectrum.

Positivism states that the researcher can observe reality objectively and that there is only one reality, which exists independently of the observer. As a consequence, it is quite commonly the underlying research philosophy in quantitative studies and is oftentimes the assumed philosophy in the physical sciences.

Contrasted with this, interpretivism , which is often the underlying research philosophy in qualitative studies, assumes that the researcher performs a role in observing the world around them and that reality is unique to each observer . In other words, reality is observed subjectively .

These are just two philosophies (there are many more), but they demonstrate significantly different approaches to research and have a significant impact on all the methodological choices. Therefore, it’s vital that you clearly outline and justify your research philosophy at the beginning of your methodology chapter, as it sets the scene for everything that follows.

Methodological Choice #2 – Research Type

The next thing you would typically discuss in your methodology section is the research type. The starting point for this is to indicate whether the research you conducted is inductive or deductive .

Inductive research takes a bottom-up approach , where the researcher begins with specific observations or data and then draws general conclusions or theories from those observations. Therefore these studies tend to be exploratory in terms of approach.

Conversely , d eductive research takes a top-down approach , where the researcher starts with a theory or hypothesis and then tests it using specific observations or data. Therefore these studies tend to be confirmatory in approach.

Related to this, you’ll need to indicate whether your study adopts a qualitative, quantitative or mixed  approach. As we’ve mentioned, there’s a strong link between this choice and your research philosophy, so make sure that your choices are tightly aligned . When you write this section up, remember to clearly justify your choices, as they form the foundation of your study.

Methodological Choice #3 – Research Strategy

Next, you’ll need to discuss your research strategy (also referred to as a research design ). This methodological choice refers to the broader strategy in terms of how you’ll conduct your research, based on the aims of your study.

Several research strategies exist, including experimental , case studies , ethnography , grounded theory, action research , and phenomenology . Let’s take a look at two of these, experimental and ethnographic, to see how they contrast.

Experimental research makes use of the scientific method , where one group is the control group (in which no variables are manipulated ) and another is the experimental group (in which a specific variable is manipulated). This type of research is undertaken under strict conditions in a controlled, artificial environment (e.g., a laboratory). By having firm control over the environment, experimental research typically allows the researcher to establish causation between variables. Therefore, it can be a good choice if you have research aims that involve identifying causal relationships.

Ethnographic research , on the other hand, involves observing and capturing the experiences and perceptions of participants in their natural environment (for example, at home or in the office). In other words, in an uncontrolled environment.  Naturally, this means that this research strategy would be far less suitable if your research aims involve identifying causation, but it would be very valuable if you’re looking to explore and examine a group culture, for example.

As you can see, the right research strategy will depend largely on your research aims and research questions – in other words, what you’re trying to figure out. Therefore, as with every other methodological choice, it’s essential to justify why you chose the research strategy you did.

Methodological Choice #4 – Time Horizon

The next thing you’ll need to detail in your methodology chapter is the time horizon. There are two options here: cross-sectional and longitudinal . In other words, whether the data for your study were all collected at one point in time (cross-sectional) or at multiple points in time (longitudinal).

The choice you make here depends again on your research aims, objectives and research questions. If, for example, you aim to assess how a specific group of people’s perspectives regarding a topic change over time , you’d likely adopt a longitudinal time horizon.

Another important factor to consider is simply whether you have the time necessary to adopt a longitudinal approach (which could involve collecting data over multiple months or even years). Oftentimes, the time pressures of your degree program will force your hand into adopting a cross-sectional time horizon, so keep this in mind.

Methodological Choice #5 – Sampling Strategy

Next, you’ll need to discuss your sampling strategy . There are two main categories of sampling, probability and non-probability sampling.

Probability sampling involves a random (and therefore representative) selection of participants from a population, whereas non-probability sampling entails selecting participants in a non-random  (and therefore non-representative) manner. For example, selecting participants based on ease of access (this is called a convenience sample).

The right sampling approach depends largely on what you’re trying to achieve in your study. Specifically, whether you trying to develop findings that are generalisable to a population or not. Practicalities and resource constraints also play a large role here, as it can oftentimes be challenging to gain access to a truly random sample. In the video below, we explore some of the most common sampling strategies.

Methodological Choice #6 – Data Collection Method

Next up, you’ll need to explain how you’ll go about collecting the necessary data for your study. Your data collection method (or methods) will depend on the type of data that you plan to collect – in other words, qualitative or quantitative data.

Typically, quantitative research relies on surveys , data generated by lab equipment, analytics software or existing datasets. Qualitative research, on the other hand, often makes use of collection methods such as interviews , focus groups , participant observations, and ethnography.

So, as you can see, there is a tight link between this section and the design choices you outlined in earlier sections. Strong alignment between these sections, as well as your research aims and questions is therefore very important.

Methodological Choice #7 – Data Analysis Methods/Techniques

The final major methodological choice that you need to address is that of analysis techniques . In other words, how you’ll go about analysing your date once you’ve collected it. Here it’s important to be very specific about your analysis methods and/or techniques – don’t leave any room for interpretation. Also, as with all choices in this chapter, you need to justify each choice you make.

What exactly you discuss here will depend largely on the type of study you’re conducting (i.e., qualitative, quantitative, or mixed methods). For qualitative studies, common analysis methods include content analysis , thematic analysis and discourse analysis . In the video below, we explain each of these in plain language.

For quantitative studies, you’ll almost always make use of descriptive statistics , and in many cases, you’ll also use inferential statistical techniques (e.g., correlation and regression analysis). In the video below, we unpack some of the core concepts involved in descriptive and inferential statistics.

In this section of your methodology chapter, it’s also important to discuss how you prepared your data for analysis, and what software you used (if any). For example, quantitative data will often require some initial preparation such as removing duplicates or incomplete responses . Similarly, qualitative data will often require transcription and perhaps even translation. As always, remember to state both what you did and why you did it.

Section 3 – The Methodological Limitations

With the key methodological choices outlined and justified, the next step is to discuss the limitations of your design. No research methodology is perfect – there will always be trade-offs between the “ideal” methodology and what’s practical and viable, given your constraints. Therefore, this section of your methodology chapter is where you’ll discuss the trade-offs you had to make, and why these were justified given the context.

Methodological limitations can vary greatly from study to study, ranging from common issues such as time and budget constraints to issues of sample or selection bias . For example, you may find that you didn’t manage to draw in enough respondents to achieve the desired sample size (and therefore, statistically significant results), or your sample may be skewed heavily towards a certain demographic, thereby negatively impacting representativeness .

In this section, it’s important to be critical of the shortcomings of your study. There’s no use trying to hide them (your marker will be aware of them regardless). By being critical, you’ll demonstrate to your marker that you have a strong understanding of research theory, so don’t be shy here. At the same time, don’t beat your study to death . State the limitations, why these were justified, how you mitigated their impacts to the best degree possible, and how your study still provides value despite these limitations .

Section 4 – Concluding Summary

Finally, it’s time to wrap up the methodology chapter with a brief concluding summary. In this section, you’ll want to concisely summarise what you’ve presented in the chapter. Here, it can be a good idea to use a figure to summarise the key decisions, especially if your university recommends using a specific model (for example, Saunders’ Research Onion ).

Importantly, this section needs to be brief – a paragraph or two maximum (it’s a summary, after all). Also, make sure that when you write up your concluding summary, you include only what you’ve already discussed in your chapter; don’t add any new information.

Methodology Chapter Example

In the video below, we walk you through an example of a high-quality research methodology chapter from a dissertation. We also unpack our free methodology chapter template so that you can see how best to structure your chapter.

Wrapping Up

And there you have it – the methodology chapter in a nutshell. As we’ve mentioned, the exact contents and structure of this chapter can vary between universities , so be sure to check in with your institution before you start writing. If possible, try to find dissertations or theses from former students of your specific degree program – this will give you a strong indication of the expectations and norms when it comes to the methodology chapter (and all the other chapters!).

Also, remember the golden rule of the methodology chapter – justify every choice ! Make sure that you clearly explain the “why” for every “what”, and reference credible methodology textbooks or academic sources to back up your justifications.

If you need a helping hand with your research methodology (or any other component of your research), be sure to check out our private coaching service , where we hold your hand through every step of the research journey. Until next time, good luck!

Psst... there’s more!

This post was based on one of our popular Research Bootcamps . If you're working on a research project, you'll definitely want to check this out ...

You Might Also Like:

51 Comments

highly appreciated.

This was very helpful!

This was helpful

Thanks ,it is a very useful idea.

Thanks ,it is very useful idea.

Thank you so much, this information is very useful.

Thank you very much. I must say the information presented was succinct, coherent and invaluable. It is well put together and easy to comprehend. I have a great guide to create the research methodology for my dissertation.

Highly clear and useful.

I understand a bit on the explanation above. I want to have some coach but I’m still student and don’t have any budget to hire one. A lot of question I want to ask.

Thank you so much. This concluded my day plan. Thank you so much.

Thanks it was helpful

Great information. It would be great though if you could show us practical examples.

Thanks so much for this information. God bless and be with you

Thank you so so much. Indeed it was helpful

This is EXCELLENT!

I was totally confused by other explanations. Thank you so much!.

justdoing my research now , thanks for the guidance.

Thank uuuu! These contents are really valued for me!

This is powerful …I really like it

Highly useful and clear, thank you so much.

Highly appreciated. Good guide

That was helpful. Thanks

This is very useful.Thank you

Very helpful information. Thank you

This is exactly what I was looking for. The explanation is so detailed and easy to comprehend. Well done and thank you.

Great job. You just summarised everything in the easiest and most comprehensible way possible. Thanks a lot.

Thank you very much for the ideas you have given this will really help me a lot. Thank you and God Bless.

Such great effort …….very grateful thank you

Please accept my sincere gratitude. I have to say that the information that was delivered was congruent, concise, and quite helpful. It is clear and straightforward, making it simple to understand. I am in possession of an excellent manual that will assist me in developing the research methods for my dissertation.

Thank you for your great explanation. It really helped me construct my methodology paper.

thank you for simplifieng the methodoly, It was realy helpful

Very helpful!

Thank you for your great explanation.

The explanation I have been looking for. So clear Thank you

Thank you very much .this was more enlightening.

helped me create the in depth and thorough methodology for my dissertation

Thank you for the great explaination.please construct one methodology for me

I appreciate you for the explanation of methodology. Please construct one methodology on the topic: The effects influencing students dropout among schools for my thesis

This helped me complete my methods section of my dissertation with ease. I have managed to write a thorough and concise methodology!

its so good in deed

wow …what an easy to follow presentation. very invaluable content shared. utmost important.

Peace be upon you, I am Dr. Ahmed Khedr, a former part-time professor at Al-Azhar University in Cairo, Egypt. I am currently teaching research methods, and I have been dealing with your esteemed site for several years, and I found that despite my long experience with research methods sites, it is one of the smoothest sites for evaluating the material for students, For this reason, I relied on it a lot in teaching and translated most of what was written into Arabic and published it on my own page on Facebook. Thank you all… Everything I posted on my page is provided with the names of the writers of Grad coach, the title of the article, and the site. My best regards.

A remarkably simple and useful guide, thank you kindly.

I real appriciate your short and remarkable chapter summary

Bravo! Very helpful guide.

Only true experts could provide such helpful, fantastic, and inspiring knowledge about Methodology. Thank you very much! God be with you and us all!

highly appreciate your effort.

This is a very well thought out post. Very informative and a great read.

THANKS SO MUCH FOR SHARING YOUR NICE IDEA

I love you Emma, you are simply amazing with clear explanations with complete information. GradCoach really helped me to do my assignment here in Auckland. Mostly, Emma make it so simple and enjoyable

Submit a Comment Cancel reply

Your email address will not be published. Required fields are marked *

Save my name, email, and website in this browser for the next time I comment.

• Print Friendly

• Communicating in STEM Disciplines
• Features of Academic STEM Writing
• STEM Writing Tips
• Academic Integrity in STEM
• Strategies for Writing
• Science Writing Videos – YouTube Channel
• Educator Resources
• Lesson Plans, Activities and Assignments
• Strategies for Teaching Writing
• Grading Techniques

IMRAD (Introduction, Methods, Results and Discussion)

Academic research papers in STEM disciplines typically follow a well-defined I-M-R-A-D structure: Introduction, Methods, Results And Discussion (Wu, 2011). Although not included in the IMRAD name, these papers often include a Conclusion.

Introduction

The Introduction typically provides everything your reader needs to know in order to understand the scope and purpose of your research. This section should provide:

• Context for your research (for example, the nature and scope of your topic)
• A summary of how relevant scholars have approached your research topic to date, and a description of how your research makes a contribution to the scholarly conversation
• An argument or hypothesis that relates to the scholarly conversation
• A brief explanation of your methodological approach and a justification for this approach (in other words, a brief discussion of how you gather your data and why this is an appropriate choice for your contribution)
• The main conclusions of your paper (or the “so what”)
• A roadmap, or a brief description of how the rest of your paper proceeds

The Methods section describes exactly what you did to gather the data that you use in your paper. This should expand on the brief methodology discussion in the introduction and provide readers with enough detail to, if necessary, reproduce your experiment, design, or method for obtaining data; it should also help readers to anticipate your results. The more specific, the better!  These details might include:

• An overview of the methodology at the beginning of the section
• A chronological description of what you did in the order you did it
• Descriptions of the materials used, the time taken, and the precise step-by-step process you followed
• An explanation of software used for statistical calculations (if necessary)
• Justifications for any choices or decisions made when designing your methods

Because the methods section describes what was done to gather data, there are two things to consider when writing. First, this section is usually written in the past tense (for example, we poured 250ml of distilled water into the 1000ml glass beaker). Second, this section should not be written as a set of instructions or commands but as descriptions of actions taken. This usually involves writing in the active voice (for example, we poured 250ml of distilled water into the 1000ml glass beaker), but some readers prefer the passive voice (for example, 250ml of distilled water was poured into the 1000ml beaker). It’s important to consider the audience when making this choice, so be sure to ask your instructor which they prefer.

The Results section outlines the data gathered through the methods described above and explains what the data show. This usually involves a combination of tables and/or figures and prose. In other words, the results section gives your reader context for interpreting the data. The results section usually includes:

• A presentation of the data obtained through the means described in the methods section in the form of tables and/or figures
• Statements that summarize or explain what the data show
• Highlights of the most important results

Tables should be as succinct as possible, including only vital information (often summarized) and figures should be easy to interpret and be visually engaging. When adding your written explanation to accompany these visual aids, try to refer your readers to these in such a way that they provide an additional descriptive element, rather than simply telling people to look at them. This can be especially helpful for readers who find it hard to see patterns in data.

The Discussion section explains why the results described in the previous section are meaningful in relation to previous scholarly work and the specific research question your paper explores. This section usually includes:

• Engagement with sources that are relevant to your work (you should compare and contrast your results to those of similar researchers)
• An explanation of the results that you found, and why these results are important and/or interesting

Some papers have separate Results and Discussion sections, while others combine them into one section, Results and Discussion. There are benefits to both. By presenting these as separate sections, you’re able to discuss all of your results before moving onto the implications. By presenting these as one section, you’re able to discuss specific results and move onto their significance before introducing another set of results.

The Conclusion section of a paper should include a brief summary of the main ideas or key takeaways of the paper and their implications for future research. This section usually includes:

• A brief overview of the main claims and/or key ideas put forth in the paper
• A brief discussion of potential limitations of the study (if relevant)
• Some suggestions for future research (these should be clearly related to the content of your paper)

Sample Research Article

Resource Download

Wu, Jianguo. “Improving the writing of research papers: IMRAD and beyond.” Landscape Ecology 26, no. 10 (November 2011): 1345–1349. http://dx.doi.org/10.1007/s10980-011-9674-3.

Further reading:

• Organization of a Research Paper: The IMRAD Format by P. K. Ramachandran Nair and Vimala D. Nair
• George Mason University Writing Centre’s guide on Writing a Scientific Research Report (IMRAD)
• University of Wisconsin Writing Centre’s guide on Formatting Science Reports

Scientific and Scholarly Writing

• Literature Searches
• Tracking and Citing References

Parts of a Scientific & Scholarly Paper

Introduction.

• Writing Effectively
• Where to Publish?
• Capstone Resources

Different sections are needed in different types of scientific papers (lab reports, literature reviews, systematic reviews, methods papers, research papers, etc.). Projects that overlap with the social sciences or humanities may have different requirements. Generally, however, you'll need to include:

INTRODUCTION (Background)

METHODS SECTION (Materials and Methods)

What is a title

Titles have two functions: to identify the main topic or the message of the paper and to attract readers.

The title will be read by many people. Only a few will read the entire paper, therefore all words in the title should be chosen with care. Too short a title is not helpful to the potential reader. Too long a title can sometimes be even less meaningful. Remember a title is not an abstract. Neither is a title a sentence.

What makes a good title?

A good title is accurate, complete, and specific. Imagine searching for your paper in PubMed. What words would you use?

• Use the fewest possible words that describe the contents of the paper.
• Avoid waste words like "Studies on", or "Investigations on".
• Use specific terms rather than general.
• Use the same key terms in the title as the paper.
• Watch your word order and syntax.

The abstract is a miniature version of your paper. It should present the main story and a few essential details of the paper for readers who only look at the abstract and should serve as a clear preview for readers who read your whole paper. They are usually short (250 words or less).

The goal is to communicate:

•  What was done?
•  Why was it done?
•  How was it done?
•  What was found?

A good abstract is specific and selective. Try summarizing each of the sections of your paper in a sentence two. Do the abstract last, so you know exactly what you want to write.

• Use 1 or more well developed paragraphs.
• Use introduction/body/conclusion structure.
• Present purpose, results, conclusions and recommendations in that order.
• Make it understandable to a wide audience.
• << Previous: Tracking and Citing References
• Next: Writing Effectively >>
• Last Updated: Apr 17, 2024 3:27 PM
• URL: https://libraryguides.umassmed.edu/scientific-writing

404 Not found

An official website of the United States government

The .gov means it’s official. Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

• Publications
• Account settings

Preview improvements coming to the PMC website in October 2024. Learn More or Try it out now .

• Advanced Search
• Journal List
• Turk J Urol
• v.39(Suppl 1); 2013 Sep

How to write an introduction section of a scientific article?

An article primarily includes the following sections: introduction, materials and methods, results, discussion, and conclusion. Before writing the introduction, the main steps, the heading and the familiarity level of the readers should be considered. Writing should begin when the experimental system and the equipment are available. The introduction section comprises the first portion of the manuscript, and it should be written using the simple present tense. Additionally, abbreviations and explanations are included in this section. The main goal of the introduction is to convey basic information to the readers without obligating them to investigate previous publications and to provide clues as to the results of the present study. To do this, the subject of the article should be thoroughly reviewed, and the aim of the study should be clearly stated immediately after discussing the basic references. In this review, we aim to convey the principles of writing the introduction section of a manuscript to residents and young investigators who have just begun to write a manuscript.

Introduction

When entering a gate of a magnificent city we can make a prediction about the splendor, pomposity, history, and civilization we will encounter in the city. Occasionally, gates do not give even a glimpse of the city, and it can mislead the visitors about inner sections of the city. Introduction sections of the articles are like gates of a city. It is a presentation aiming at introducing itself to the readers, and attracting their attention. Attractiveness, clarity, piquancy, and analytical capacity of the presentation will urge the reader to read the subsequent sections of the article. On the other hand as is understood from the motto of antique Greek poet Euripides “a bad beginning makes a bad ending”, ‘Introduction’ section of a scientific article is important in that it can reveal the conclusion of the article. [ 1 ]

It is useful to analyze the issues to be considered in the ‘Introduction’ section under 3 headings. Firstly, information should be provided about the general topic of the article in the light of the current literature which paves the way for the disclosure of the objective of the manuscript. Then the specific subject matter, and the issue to be focused on should be dealt with, the problem should be brought forth, and fundamental references related to the topic should be discussed. Finally, our recommendations for solution should be described, in other words our aim should be communicated. When these steps are followed in that order, the reader can track the problem, and its solution from his/her own perspective under the light of current literature. Otherwise, even a perfect study presented in a non-systematized, confused design will lose the chance of reading. Indeed inadequate information, inability to clarify the problem, and sometimes concealing the solution will keep the reader who has a desire to attain new information away from reading the manuscript. [ 1 – 3 ]

First of all, explanation of the topic in the light of the current literature should be made in clear, and precise terms as if the reader is completely ignorant of the subject. In this section, establishment of a warm rapport between the reader, and the manuscript is aimed. Since frantic plunging into the problem or the solution will push the reader into the dilemma of either screening the literature about the subject matter or refraining from reading the article. Updated, and robust information should be presented in the ‘Introduction’ section.

Then main topic of our manuscript, and the encountered problem should be analyzed in the light of the current literature following a short instance of brain exercise. At this point the problems should be reduced to one issue as far as possible. Of course, there might be more than one problem, however this new issue, and its solution should be the subject matter of another article. Problems should be expressed clearly. If targets are more numerous, and complex, solutions will be more than one, and confusing.

Finally, the last paragraphs of the ‘Introduction’ section should include the solution in which we will describe the information we generated, and related data. Our sentences which arouse curiosity in the readers should not be left unanswered. The reader who thinks to obtain the most effective information in no time while reading a scientific article should not be smothered with mysterious sentences, and word plays, and the readers should not be left alone to arrive at a conclusion by themselves. If we have contrary expectations, then we might write an article which won’t have any reader. A clearly expressed or recommended solutions to an explicitly revealed problem is also very important for the integrity of the ‘Introduction’ section. [ 1 – 5 ]

We can summarize our arguments with the following example ( Figure 1 ). The introduction section of the exemplary article is written in simple present tense which includes abbreviations, acronyms, and their explanations. Based on our statements above we can divide the introduction section into 3 parts. In the first paragraph, miniaturization, and evolvement of pediatric endourological instruments, and competitions among PNL, ESWL, and URS in the treatment of urinary system stone disease are described, in other words the background is prepared. In the second paragraph, a newly defined system which facilitates intrarenal access in PNL procedure has been described. Besides basic references related to the subject matter have been given, and their outcomes have been indicated. In other words, fundamental references concerning main subject have been discussed. In the last paragraph the aim of the researchers to investigate the outcomes, and safety of the application of this new method in the light of current information has been indicated.

An exemplary introduction section of an article

Apart from the abovementioned information about the introduction section of a scientific article we will summarize a few major issues in brief headings

Important points which one should take heed of:

• Abbreviations should be given following their explanations in the ‘Introduction’ section (their explanations in the summary does not count)
• Simple present tense should be used.
• References should be selected from updated publication with a higher impact factor, and prestigous source books.
• Avoid mysterious, and confounding expressions, construct clear sentences aiming at problematic issues, and their solutions.
• The sentences should be attractive, tempting, and comjprehensible.
• Firstly general, then subject-specific information should be given. Finally our aim should be clearly explained.

Get science-backed answers as you write with Paperpal's Research feature

How to Write a Research Paper Introduction (with Examples)

The research paper introduction section, along with the Title and Abstract, can be considered the face of any research paper. The following article is intended to guide you in organizing and writing the research paper introduction for a quality academic article or dissertation.

The research paper introduction aims to present the topic to the reader. A study will only be accepted for publishing if you can ascertain that the available literature cannot answer your research question. So it is important to ensure that you have read important studies on that particular topic, especially those within the last five to ten years, and that they are properly referenced in this section. 1 What should be included in the research paper introduction is decided by what you want to tell readers about the reason behind the research and how you plan to fill the knowledge gap. The best research paper introduction provides a systemic review of existing work and demonstrates additional work that needs to be done. It needs to be brief, captivating, and well-referenced; a well-drafted research paper introduction will help the researcher win half the battle.

The introduction for a research paper is where you set up your topic and approach for the reader. It has several key goals:

• Present your research topic
• Capture reader interest
• Summarize existing research
• Position your own approach
• Define your specific research problem and problem statement
• Highlight the novelty and contributions of the study
• Give an overview of the paper’s structure

The research paper introduction can vary in size and structure depending on whether your paper presents the results of original empirical research or is a review paper. Some research paper introduction examples are only half a page while others are a few pages long. In many cases, the introduction will be shorter than all of the other sections of your paper; its length depends on the size of your paper as a whole.

• Break through writer’s block. Write your research paper introduction with Paperpal Copilot

Table of Contents

What is the introduction for a research paper, why is the introduction important in a research paper, craft a compelling introduction section with paperpal. try now, 1. introduce the research topic:, 2. determine a research niche:, 3. place your research within the research niche:, craft accurate research paper introductions with paperpal. start writing now, frequently asked questions on research paper introduction, key points to remember.

The introduction in a research paper is placed at the beginning to guide the reader from a broad subject area to the specific topic that your research addresses. They present the following information to the reader

• Scope: The topic covered in the research paper
• Context: Background of your topic
• Importance: Why your research matters in that particular area of research and the industry problem that can be targeted

The research paper introduction conveys a lot of information and can be considered an essential roadmap for the rest of your paper. A good introduction for a research paper is important for the following reasons:

• It stimulates your reader’s interest: A good introduction section can make your readers want to read your paper by capturing their interest. It informs the reader what they are going to learn and helps determine if the topic is of interest to them.
• It helps the reader understand the research background: Without a clear introduction, your readers may feel confused and even struggle when reading your paper. A good research paper introduction will prepare them for the in-depth research to come. It provides you the opportunity to engage with the readers and demonstrate your knowledge and authority on the specific topic.
• It explains why your research paper is worth reading: Your introduction can convey a lot of information to your readers. It introduces the topic, why the topic is important, and how you plan to proceed with your research.
• It helps guide the reader through the rest of the paper: The research paper introduction gives the reader a sense of the nature of the information that will support your arguments and the general organization of the paragraphs that will follow. It offers an overview of what to expect when reading the main body of your paper.

What are the parts of introduction in the research?

A good research paper introduction section should comprise three main elements: 2

• What is known: This sets the stage for your research. It informs the readers of what is known on the subject.
• What is lacking: This is aimed at justifying the reason for carrying out your research. This could involve investigating a new concept or method or building upon previous research.
• What you aim to do: This part briefly states the objectives of your research and its major contributions. Your detailed hypothesis will also form a part of this section.

How to write a research paper introduction?

The first step in writing the research paper introduction is to inform the reader what your topic is and why it’s interesting or important. This is generally accomplished with a strong opening statement. The second step involves establishing the kinds of research that have been done and ending with limitations or gaps in the research that you intend to address. Finally, the research paper introduction clarifies how your own research fits in and what problem it addresses. If your research involved testing hypotheses, these should be stated along with your research question. The hypothesis should be presented in the past tense since it will have been tested by the time you are writing the research paper introduction.

The following key points, with examples, can guide you when writing the research paper introduction section:

• Highlight the importance of the research field or topic
• Describe the background of the topic
• Present an overview of current research on the topic

Example: The inclusion of experiential and competency-based learning has benefitted electronics engineering education. Industry partnerships provide an excellent alternative for students wanting to engage in solving real-world challenges. Industry-academia participation has grown in recent years due to the need for skilled engineers with practical training and specialized expertise. However, from the educational perspective, many activities are needed to incorporate sustainable development goals into the university curricula and consolidate learning innovation in universities.

• Reveal a gap in existing research or oppose an existing assumption
• Formulate the research question

Example: There have been plausible efforts to integrate educational activities in higher education electronics engineering programs. However, very few studies have considered using educational research methods for performance evaluation of competency-based higher engineering education, with a focus on technical and or transversal skills. To remedy the current need for evaluating competencies in STEM fields and providing sustainable development goals in engineering education, in this study, a comparison was drawn between study groups without and with industry partners.

• State the purpose of your study
• Highlight the key characteristics of your study
• Describe important results
• Highlight the novelty of the study.
• Offer a brief overview of the structure of the paper.

Example: The study evaluates the main competency needed in the applied electronics course, which is a fundamental core subject for many electronics engineering undergraduate programs. We compared two groups, without and with an industrial partner, that offered real-world projects to solve during the semester. This comparison can help determine significant differences in both groups in terms of developing subject competency and achieving sustainable development goals.

Write a Research Paper Introduction in Minutes with Paperpal

Paperpal Copilot is a generative AI-powered academic writing assistant. It’s trained on millions of published scholarly articles and over 20 years of STM experience. Paperpal Copilot helps authors write better and faster with:

• Real-time writing suggestions
• In-depth checks for language and grammar correction
• Paraphrasing to add variety, ensure academic tone, and trim text to meet journal limits

With Paperpal Copilot, create a research paper introduction effortlessly. In this step-by-step guide, we’ll walk you through how Paperpal transforms your initial ideas into a polished and publication-ready introduction.

How to use Paperpal to write the Introduction section

Step 1: Sign up on Paperpal and click on the Copilot feature, under this choose Outlines > Research Article > Introduction

Step 2: Add your unstructured notes or initial draft, whether in English or another language, to Paperpal, which is to be used as the base for your content.

Step 3: Fill in the specifics, such as your field of study, brief description or details you want to include, which will help the AI generate the outline for your Introduction.

Step 4: Use this outline and sentence suggestions to develop your content, adding citations where needed and modifying it to align with your specific research focus.

Step 5: Turn to Paperpal’s granular language checks to refine your content, tailor it to reflect your personal writing style, and ensure it effectively conveys your message.

You can use the same process to develop each section of your article, and finally your research paper in half the time and without any of the stress.

The purpose of the research paper introduction is to introduce the reader to the problem definition, justify the need for the study, and describe the main theme of the study. The aim is to gain the reader’s attention by providing them with necessary background information and establishing the main purpose and direction of the research.

The length of the research paper introduction can vary across journals and disciplines. While there are no strict word limits for writing the research paper introduction, an ideal length would be one page, with a maximum of 400 words over 1-4 paragraphs. Generally, it is one of the shorter sections of the paper as the reader is assumed to have at least a reasonable knowledge about the topic. 2 For example, for a study evaluating the role of building design in ensuring fire safety, there is no need to discuss definitions and nature of fire in the introduction; you could start by commenting upon the existing practices for fire safety and how your study will add to the existing knowledge and practice.

When deciding what to include in the research paper introduction, the rest of the paper should also be considered. The aim is to introduce the reader smoothly to the topic and facilitate an easy read without much dependency on external sources. 3 Below is a list of elements you can include to prepare a research paper introduction outline and follow it when you are writing the research paper introduction. Topic introduction: This can include key definitions and a brief history of the topic. Research context and background: Offer the readers some general information and then narrow it down to specific aspects. Details of the research you conducted: A brief literature review can be included to support your arguments or line of thought. Rationale for the study: This establishes the relevance of your study and establishes its importance. Importance of your research: The main contributions are highlighted to help establish the novelty of your study Research hypothesis: Introduce your research question and propose an expected outcome. Organization of the paper: Include a short paragraph of 3-4 sentences that highlights your plan for the entire paper

Cite only works that are most relevant to your topic; as a general rule, you can include one to three. Note that readers want to see evidence of original thinking. So it is better to avoid using too many references as it does not leave much room for your personal standpoint to shine through. Citations in your research paper introduction support the key points, and the number of citations depend on the subject matter and the point discussed. If the research paper introduction is too long or overflowing with citations, it is better to cite a few review articles rather than the individual articles summarized in the review. A good point to remember when citing research papers in the introduction section is to include at least one-third of the references in the introduction.

The literature review plays a significant role in the research paper introduction section. A good literature review accomplishes the following: Introduces the topic – Establishes the study’s significance – Provides an overview of the relevant literature – Provides context for the study using literature – Identifies knowledge gaps However, remember to avoid making the following mistakes when writing a research paper introduction: Do not use studies from the literature review to aggressively support your research Avoid direct quoting Do not allow literature review to be the focus of this section. Instead, the literature review should only aid in setting a foundation for the manuscript.

Remember the following key points for writing a good research paper introduction: 4

• Avoid stuffing too much general information: Avoid including what an average reader would know and include only that information related to the problem being addressed in the research paper introduction. For example, when describing a comparative study of non-traditional methods for mechanical design optimization, information related to the traditional methods and differences between traditional and non-traditional methods would not be relevant. In this case, the introduction for the research paper should begin with the state-of-the-art non-traditional methods and methods to evaluate the efficiency of newly developed algorithms.
• Avoid packing too many references: Cite only the required works in your research paper introduction. The other works can be included in the discussion section to strengthen your findings.
• Avoid extensive criticism of previous studies: Avoid being overly critical of earlier studies while setting the rationale for your study. A better place for this would be the Discussion section, where you can highlight the advantages of your method.
• Avoid describing conclusions of the study: When writing a research paper introduction remember not to include the findings of your study. The aim is to let the readers know what question is being answered. The actual answer should only be given in the Results and Discussion section.

To summarize, the research paper introduction section should be brief yet informative. It should convince the reader the need to conduct the study and motivate him to read further. If you’re feeling stuck or unsure, choose trusted AI academic writing assistants like Paperpal to effortlessly craft your research paper introduction and other sections of your research article.

1. Jawaid, S. A., & Jawaid, M. (2019). How to write introduction and discussion. Saudi Journal of Anaesthesia, 13(Suppl 1), S18.

2. Dewan, P., & Gupta, P. (2016). Writing the title, abstract and introduction: Looks matter!. Indian pediatrics, 53, 235-241.

3. Cetin, S., & Hackam, D. J. (2005). An approach to the writing of a scientific Manuscript1. Journal of Surgical Research, 128(2), 165-167.

4. Bavdekar, S. B. (2015). Writing introduction: Laying the foundations of a research paper. Journal of the Association of Physicians of India, 63(7), 44-6.

Paperpal is a comprehensive AI writing toolkit that helps students and researchers achieve 2x the writing in half the time. It leverages 21+ years of STM experience and insights from millions of research articles to provide in-depth academic writing, language editing, and submission readiness support to help you write better, faster.  

Get accurate academic translations, rewriting support, grammar checks, vocabulary suggestions, and generative AI assistance that delivers human precision at machine speed. Try for free or upgrade to Paperpal Prime starting at US$19 a month to access premium features, including consistency, plagiarism, and 30+ submission readiness checks to help you succeed.  

Experience the future of academic writing – Sign up to Paperpal and start writing for free!  

Related Reads:

• Scientific Writing Style Guides Explained
• 5 Reasons for Rejection After Peer Review
• Ethical Research Practices For Research with Human Subjects
• 8 Most Effective Ways to Increase Motivation for Thesis Writing 

Practice vs. Practise: Learn the Difference

Academic paraphrasing: why paperpal’s rewrite should be your first choice , you may also like, phd qualifying exam: tips for success , ai in education: it’s time to change the..., is it ethical to use ai-generated abstracts without..., what are journal guidelines on using generative ai..., quillbot review: features, pricing, and free alternatives, what is an academic paper types and elements , should you use ai tools like chatgpt for..., 9 steps to publish a research paper, what are the different types of research papers, how to make translating academic papers less challenging.

• Privacy Policy

Home » Research Report – Example, Writing Guide and Types

Research Report – Example, Writing Guide and Types

Table of Contents

Research Report

Definition:

Research Report is a written document that presents the results of a research project or study, including the research question, methodology, results, and conclusions, in a clear and objective manner.

The purpose of a research report is to communicate the findings of the research to the intended audience, which could be other researchers, stakeholders, or the general public.

Components of Research Report

Components of Research Report are as follows:

Introduction

The introduction sets the stage for the research report and provides a brief overview of the research question or problem being investigated. It should include a clear statement of the purpose of the study and its significance or relevance to the field of research. It may also provide background information or a literature review to help contextualize the research.

Literature Review

The literature review provides a critical analysis and synthesis of the existing research and scholarship relevant to the research question or problem. It should identify the gaps, inconsistencies, and contradictions in the literature and show how the current study addresses these issues. The literature review also establishes the theoretical framework or conceptual model that guides the research.

Methodology

The methodology section describes the research design, methods, and procedures used to collect and analyze data. It should include information on the sample or participants, data collection instruments, data collection procedures, and data analysis techniques. The methodology should be clear and detailed enough to allow other researchers to replicate the study.

The results section presents the findings of the study in a clear and objective manner. It should provide a detailed description of the data and statistics used to answer the research question or test the hypothesis. Tables, graphs, and figures may be included to help visualize the data and illustrate the key findings.

The discussion section interprets the results of the study and explains their significance or relevance to the research question or problem. It should also compare the current findings with those of previous studies and identify the implications for future research or practice. The discussion should be based on the results presented in the previous section and should avoid speculation or unfounded conclusions.

The conclusion summarizes the key findings of the study and restates the main argument or thesis presented in the introduction. It should also provide a brief overview of the contributions of the study to the field of research and the implications for practice or policy.

The references section lists all the sources cited in the research report, following a specific citation style, such as APA or MLA.

The appendices section includes any additional material, such as data tables, figures, or instruments used in the study, that could not be included in the main text due to space limitations.

Types of Research Report

Types of Research Report are as follows:

Thesis is a type of research report. A thesis is a long-form research document that presents the findings and conclusions of an original research study conducted by a student as part of a graduate or postgraduate program. It is typically written by a student pursuing a higher degree, such as a Master’s or Doctoral degree, although it can also be written by researchers or scholars in other fields.

Research Paper

Research paper is a type of research report. A research paper is a document that presents the results of a research study or investigation. Research papers can be written in a variety of fields, including science, social science, humanities, and business. They typically follow a standard format that includes an introduction, literature review, methodology, results, discussion, and conclusion sections.

Technical Report

A technical report is a detailed report that provides information about a specific technical or scientific problem or project. Technical reports are often used in engineering, science, and other technical fields to document research and development work.

Progress Report

A progress report provides an update on the progress of a research project or program over a specific period of time. Progress reports are typically used to communicate the status of a project to stakeholders, funders, or project managers.

Feasibility Report

A feasibility report assesses the feasibility of a proposed project or plan, providing an analysis of the potential risks, benefits, and costs associated with the project. Feasibility reports are often used in business, engineering, and other fields to determine the viability of a project before it is undertaken.

Field Report

A field report documents observations and findings from fieldwork, which is research conducted in the natural environment or setting. Field reports are often used in anthropology, ecology, and other social and natural sciences.

Experimental Report

An experimental report documents the results of a scientific experiment, including the hypothesis, methods, results, and conclusions. Experimental reports are often used in biology, chemistry, and other sciences to communicate the results of laboratory experiments.

Case Study Report

A case study report provides an in-depth analysis of a specific case or situation, often used in psychology, social work, and other fields to document and understand complex cases or phenomena.

Literature Review Report

A literature review report synthesizes and summarizes existing research on a specific topic, providing an overview of the current state of knowledge on the subject. Literature review reports are often used in social sciences, education, and other fields to identify gaps in the literature and guide future research.

Research Report Example

Following is a Research Report Example sample for Students:

Title: The Impact of Social Media on Academic Performance among High School Students

This study aims to investigate the relationship between social media use and academic performance among high school students. The study utilized a quantitative research design, which involved a survey questionnaire administered to a sample of 200 high school students. The findings indicate that there is a negative correlation between social media use and academic performance, suggesting that excessive social media use can lead to poor academic performance among high school students. The results of this study have important implications for educators, parents, and policymakers, as they highlight the need for strategies that can help students balance their social media use and academic responsibilities.

Introduction:

Social media has become an integral part of the lives of high school students. With the widespread use of social media platforms such as Facebook, Twitter, Instagram, and Snapchat, students can connect with friends, share photos and videos, and engage in discussions on a range of topics. While social media offers many benefits, concerns have been raised about its impact on academic performance. Many studies have found a negative correlation between social media use and academic performance among high school students (Kirschner & Karpinski, 2010; Paul, Baker, & Cochran, 2012).

Given the growing importance of social media in the lives of high school students, it is important to investigate its impact on academic performance. This study aims to address this gap by examining the relationship between social media use and academic performance among high school students.

Methodology:

The study utilized a quantitative research design, which involved a survey questionnaire administered to a sample of 200 high school students. The questionnaire was developed based on previous studies and was designed to measure the frequency and duration of social media use, as well as academic performance.

The participants were selected using a convenience sampling technique, and the survey questionnaire was distributed in the classroom during regular school hours. The data collected were analyzed using descriptive statistics and correlation analysis.

The findings indicate that the majority of high school students use social media platforms on a daily basis, with Facebook being the most popular platform. The results also show a negative correlation between social media use and academic performance, suggesting that excessive social media use can lead to poor academic performance among high school students.

Discussion:

The results of this study have important implications for educators, parents, and policymakers. The negative correlation between social media use and academic performance suggests that strategies should be put in place to help students balance their social media use and academic responsibilities. For example, educators could incorporate social media into their teaching strategies to engage students and enhance learning. Parents could limit their children’s social media use and encourage them to prioritize their academic responsibilities. Policymakers could develop guidelines and policies to regulate social media use among high school students.

Conclusion:

In conclusion, this study provides evidence of the negative impact of social media on academic performance among high school students. The findings highlight the need for strategies that can help students balance their social media use and academic responsibilities. Further research is needed to explore the specific mechanisms by which social media use affects academic performance and to develop effective strategies for addressing this issue.

Limitations:

One limitation of this study is the use of convenience sampling, which limits the generalizability of the findings to other populations. Future studies should use random sampling techniques to increase the representativeness of the sample. Another limitation is the use of self-reported measures, which may be subject to social desirability bias. Future studies could use objective measures of social media use and academic performance, such as tracking software and school records.

Implications:

The findings of this study have important implications for educators, parents, and policymakers. Educators could incorporate social media into their teaching strategies to engage students and enhance learning. For example, teachers could use social media platforms to share relevant educational resources and facilitate online discussions. Parents could limit their children’s social media use and encourage them to prioritize their academic responsibilities. They could also engage in open communication with their children to understand their social media use and its impact on their academic performance. Policymakers could develop guidelines and policies to regulate social media use among high school students. For example, schools could implement social media policies that restrict access during class time and encourage responsible use.

References:

• Kirschner, P. A., & Karpinski, A. C. (2010). Facebook® and academic performance. Computers in Human Behavior, 26(6), 1237-1245.
• Paul, J. A., Baker, H. M., & Cochran, J. D. (2012). Effect of online social networking on student academic performance. Journal of the Research Center for Educational Technology, 8(1), 1-19.
• Pantic, I. (2014). Online social networking and mental health. Cyberpsychology, Behavior, and Social Networking, 17(10), 652-657.
• Rosen, L. D., Carrier, L. M., & Cheever, N. A. (2013). Facebook and texting made me do it: Media-induced task-switching while studying. Computers in Human Behavior, 29(3), 948-958.

Note*: Above mention, Example is just a sample for the students’ guide. Do not directly copy and paste as your College or University assignment. Kindly do some research and Write your own.

Applications of Research Report

Research reports have many applications, including:

• Communicating research findings: The primary application of a research report is to communicate the results of a study to other researchers, stakeholders, or the general public. The report serves as a way to share new knowledge, insights, and discoveries with others in the field.
• Informing policy and practice : Research reports can inform policy and practice by providing evidence-based recommendations for decision-makers. For example, a research report on the effectiveness of a new drug could inform regulatory agencies in their decision-making process.
• Supporting further research: Research reports can provide a foundation for further research in a particular area. Other researchers may use the findings and methodology of a report to develop new research questions or to build on existing research.
• Evaluating programs and interventions : Research reports can be used to evaluate the effectiveness of programs and interventions in achieving their intended outcomes. For example, a research report on a new educational program could provide evidence of its impact on student performance.
• Demonstrating impact : Research reports can be used to demonstrate the impact of research funding or to evaluate the success of research projects. By presenting the findings and outcomes of a study, research reports can show the value of research to funders and stakeholders.
• Enhancing professional development : Research reports can be used to enhance professional development by providing a source of information and learning for researchers and practitioners in a particular field. For example, a research report on a new teaching methodology could provide insights and ideas for educators to incorporate into their own practice.

How to write Research Report

Here are some steps you can follow to write a research report:

• Identify the research question: The first step in writing a research report is to identify your research question. This will help you focus your research and organize your findings.
• Conduct research : Once you have identified your research question, you will need to conduct research to gather relevant data and information. This can involve conducting experiments, reviewing literature, or analyzing data.
• Organize your findings: Once you have gathered all of your data, you will need to organize your findings in a way that is clear and understandable. This can involve creating tables, graphs, or charts to illustrate your results.
• Write the report: Once you have organized your findings, you can begin writing the report. Start with an introduction that provides background information and explains the purpose of your research. Next, provide a detailed description of your research methods and findings. Finally, summarize your results and draw conclusions based on your findings.
• Proofread and edit: After you have written your report, be sure to proofread and edit it carefully. Check for grammar and spelling errors, and make sure that your report is well-organized and easy to read.
• Include a reference list: Be sure to include a list of references that you used in your research. This will give credit to your sources and allow readers to further explore the topic if they choose.
• Format your report: Finally, format your report according to the guidelines provided by your instructor or organization. This may include formatting requirements for headings, margins, fonts, and spacing.

Purpose of Research Report

The purpose of a research report is to communicate the results of a research study to a specific audience, such as peers in the same field, stakeholders, or the general public. The report provides a detailed description of the research methods, findings, and conclusions.

Some common purposes of a research report include:

• Sharing knowledge: A research report allows researchers to share their findings and knowledge with others in their field. This helps to advance the field and improve the understanding of a particular topic.
• Identifying trends: A research report can identify trends and patterns in data, which can help guide future research and inform decision-making.
• Addressing problems: A research report can provide insights into problems or issues and suggest solutions or recommendations for addressing them.
• Evaluating programs or interventions : A research report can evaluate the effectiveness of programs or interventions, which can inform decision-making about whether to continue, modify, or discontinue them.
• Meeting regulatory requirements: In some fields, research reports are required to meet regulatory requirements, such as in the case of drug trials or environmental impact studies.

When to Write Research Report

A research report should be written after completing the research study. This includes collecting data, analyzing the results, and drawing conclusions based on the findings. Once the research is complete, the report should be written in a timely manner while the information is still fresh in the researcher’s mind.

In academic settings, research reports are often required as part of coursework or as part of a thesis or dissertation. In this case, the report should be written according to the guidelines provided by the instructor or institution.

In other settings, such as in industry or government, research reports may be required to inform decision-making or to comply with regulatory requirements. In these cases, the report should be written as soon as possible after the research is completed in order to inform decision-making in a timely manner.

Overall, the timing of when to write a research report depends on the purpose of the research, the expectations of the audience, and any regulatory requirements that need to be met. However, it is important to complete the report in a timely manner while the information is still fresh in the researcher’s mind.

Characteristics of Research Report

There are several characteristics of a research report that distinguish it from other types of writing. These characteristics include:

• Objective: A research report should be written in an objective and unbiased manner. It should present the facts and findings of the research study without any personal opinions or biases.
• Systematic: A research report should be written in a systematic manner. It should follow a clear and logical structure, and the information should be presented in a way that is easy to understand and follow.
• Detailed: A research report should be detailed and comprehensive. It should provide a thorough description of the research methods, results, and conclusions.
• Accurate : A research report should be accurate and based on sound research methods. The findings and conclusions should be supported by data and evidence.
• Organized: A research report should be well-organized. It should include headings and subheadings to help the reader navigate the report and understand the main points.
• Clear and concise: A research report should be written in clear and concise language. The information should be presented in a way that is easy to understand, and unnecessary jargon should be avoided.
• Citations and references: A research report should include citations and references to support the findings and conclusions. This helps to give credit to other researchers and to provide readers with the opportunity to further explore the topic.

Advantages of Research Report

Research reports have several advantages, including:

• Communicating research findings: Research reports allow researchers to communicate their findings to a wider audience, including other researchers, stakeholders, and the general public. This helps to disseminate knowledge and advance the understanding of a particular topic.
• Providing evidence for decision-making : Research reports can provide evidence to inform decision-making, such as in the case of policy-making, program planning, or product development. The findings and conclusions can help guide decisions and improve outcomes.
• Supporting further research: Research reports can provide a foundation for further research on a particular topic. Other researchers can build on the findings and conclusions of the report, which can lead to further discoveries and advancements in the field.
• Demonstrating expertise: Research reports can demonstrate the expertise of the researchers and their ability to conduct rigorous and high-quality research. This can be important for securing funding, promotions, and other professional opportunities.
• Meeting regulatory requirements: In some fields, research reports are required to meet regulatory requirements, such as in the case of drug trials or environmental impact studies. Producing a high-quality research report can help ensure compliance with these requirements.

Limitations of Research Report

Despite their advantages, research reports also have some limitations, including:

• Time-consuming: Conducting research and writing a report can be a time-consuming process, particularly for large-scale studies. This can limit the frequency and speed of producing research reports.
• Expensive: Conducting research and producing a report can be expensive, particularly for studies that require specialized equipment, personnel, or data. This can limit the scope and feasibility of some research studies.
• Limited generalizability: Research studies often focus on a specific population or context, which can limit the generalizability of the findings to other populations or contexts.
• Potential bias : Researchers may have biases or conflicts of interest that can influence the findings and conclusions of the research study. Additionally, participants may also have biases or may not be representative of the larger population, which can limit the validity and reliability of the findings.
• Accessibility: Research reports may be written in technical or academic language, which can limit their accessibility to a wider audience. Additionally, some research may be behind paywalls or require specialized access, which can limit the ability of others to read and use the findings.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

You may also like

Data Collection – Methods Types and Examples

Delimitations in Research – Types, Examples and...

Research Process – Steps, Examples and Tips

Research Design – Types, Methods and Examples

Institutional Review Board – Application Sample...

Evaluating Research – Process, Examples and...

• Clerc Center | PK-12 & Outreach
• KDES | PK-8th Grade School (D.C. Metro Area)
• MSSD | 9th-12th Grade School (Nationwide)
• Gallaudet University Regional Centers
• Parent Advocacy App
• K-12 ASL Content Standards
• National Resources
• Youth Programs
• Academic Bowl
• Battle Of The Books
• National Literary Competition
• Youth Debate Bowl
• Bison Sports Camp
• Discover College and Careers (DC²)
• Financial Wizards
• Immerse Into ASL
• Alumni Relations
• Alumni Association
• Homecoming Weekend
• Class Giving
• Get Tickets / BisonPass
• Sport Calendars
• Cross Country
• Swimming & Diving
• Track & Field
• Indoor Track & Field
• Cheerleading
• Winter Cheerleading
• Human Resources
• Plan a Visit
• Request Info

• Areas of Study
• Accessible Human-Centered Computing
• American Sign Language
• Art and Media Design
• Communication Studies
• Data Science
• Deaf Studies
• Early Intervention Studies Graduate Programs
• Educational Neuroscience
• Hearing, Speech, and Language Sciences
• Information Technology
• International Development
• Interpretation and Translation
• Linguistics
• Mathematics
• Philosophy and Religion
• Physical Education & Recreation
• Public Affairs
• Public Health
• Sexuality and Gender Studies
• Social Work
• Theatre and Dance
• World Languages and Cultures
• B.A. in American Sign Language
• B.A. in Art and Media Design
• B.A. in Biology
• B.A. in Communication Studies
• B.A. in Communication Studies for Online Degree Completion Program
• B.A. in Deaf Studies
• B.A. in Deaf Studies for Online Degree Completion Program
• B.A. in Education with a Specialization in Early Childhood Education
• B.A. in Education with a Specialization in Elementary Education
• B.A. in English
• B.A. in Government
• B.A. in Government with a Specialization in Law
• B.A. in History
• B.A. in Interdisciplinary Spanish
• B.A. in International Studies
• B.A. in Interpretation
• B.A. in Mathematics
• B.A. in Philosophy
• B.A. in Psychology
• B.A. in Psychology for Online Degree Completion Program
• B.A. in Social Work (BSW)
• B.A. in Sociology
• B.A. in Sociology with a concentration in Criminology
• B.A. in Theatre Arts: Production/Performance
• B.A. or B.S. in Education with a Specialization in Secondary Education: Science, English, Mathematics or Social Studies
• B.S in Risk Management and Insurance
• B.S. in Accounting
• B.S. in Accounting for Online Degree Completion Program
• B.S. in Biology
• B.S. in Business Administration
• B.S. in Business Administration for Online Degree Completion Program
• B.S. in Information Technology
• B.S. in Mathematics
• B.S. in Physical Education and Recreation
• B.S. In Public Health
• General Education
• Honors Program
• Peace Corps Prep program
• Self-Directed Major
• M.A. in Counseling: Clinical Mental Health Counseling
• M.A. in Counseling: School Counseling
• M.A. in Deaf Education
• M.A. in Deaf Education Studies
• M.A. in Deaf Studies: Cultural Studies
• M.A. in Deaf Studies: Language and Human Rights
• M.A. in Early Childhood Education and Deaf Education
• M.A. in Early Intervention Studies
• M.A. in Elementary Education and Deaf Education
• M.A. in International Development
• M.A. in Interpretation: Combined Interpreting Practice and Research
• M.A. in Interpretation: Interpreting Research
• M.A. in Linguistics
• M.A. in Secondary Education and Deaf Education
• M.A. in Sign Language Education
• M.S. in Accessible Human-Centered Computing
• M.S. in Speech-Language Pathology
• Master of Social Work (MSW)
• Au.D. in Audiology
• Ed.D. in Transformational Leadership and Administration in Deaf Education
• Ph.D. in Clinical Psychology
• Ph.D. in Critical Studies in the Education of Deaf Learners
• Ph.D. in Hearing, Speech, and Language Sciences
• Ph.D. in Linguistics
• Ph.D. in Translation and Interpreting Studies
• Ph.D. Program in Educational Neuroscience (PEN)
• Individual Courses and Training
• Summer On-Campus Courses
• Summer Online Courses
• Certificates
• Certificate in Sexuality and Gender Studies
• Educating Deaf Students with Disabilities (online, post-bachelor’s)
• American Sign Language and English Bilingual Early Childhood Deaf Education: Birth to 5 (online, post-bachelor’s)
• Peer Mentor Training (low-residency/hybrid, post-bachelor’s)
• Early Intervention Studies Graduate Certificate
• Online Degree Programs
• ODCP Minor in Communication Studies
• ODCP Minor in Deaf Studies
• ODCP Minor in Psychology
• ODCP Minor in Writing
• Online Degree Program General Education Curriculum
• University Capstone Honors for Online Degree Completion Program

Quick Links

• PK-12 & Outreach
• NSO Schedule

Guide to Writing Introductions and Conclusions

202.448-7036

First and last impressions are important in any part of life, especially in writing. This is why the introduction and conclusion of any paper – whether it be a simple essay or a long research paper – are essential. Introductions and conclusions are just as important as the body of your paper. The introduction is what makes the reader want to continue reading your paper. The conclusion is what makes your paper stick in the reader’s mind.

Introductions

Your introductory paragraph should include:

1) Hook:  Description, illustration, narration or dialogue that pulls the reader into your paper topic. This should be interesting and specific.

2) Transition: Sentence that connects the hook with the thesis.

3) Thesis: Sentence (or two) that summarizes the overall main point of the paper. The thesis should answer the prompt question.

The examples below show are several ways to write a good introduction or opening to your paper. One example shows you how to paraphrase in your introduction. This will help you understand the idea of writing sequences using a hook, transition, and thesis statement.

» Thesis Statement Opening

This is the traditional style of opening a paper. This is a “mini-summary” of your paper.

For example:

» Opening with a Story (Anecdote)

A good way of catching your reader’s attention is by sharing a story that sets up your paper. Sharing a story gives a paper a more personal feel and helps make your reader comfortable.

This example was borrowed from Jack Gannon’s The Week the World Heard Gallaudet (1989):

Astrid Goodstein, a Gallaudet faculty member, entered the beauty salon for her regular appointment, proudly wearing her DPN button. (“I was married to that button that week!” she later confided.) When Sandy, her regular hairdresser, saw the button, he spoke and gestured, “Never! Never! Never!” Offended, Astrid turned around and headed for the door but stopped short of leaving. She decided to keep her appointment, confessing later that at that moment, her sense of principles had lost out to her vanity. Later she realized that her hairdresser had thought she was pushing for a deaf U.S. President. Hook: a specific example or story that interests the reader and introduces the topic.

Transition: connects the hook to the thesis statement

Thesis: summarizes the overall claim of the paper

» Specific Detail Opening

Giving specific details about your subject appeals to your reader’s curiosity and helps establish a visual picture of what your paper is about.

» Open with a Quotation

Another method of writing an introduction is to open with a quotation. This method makes your introduction more interactive and more appealing to your reader.

» Open with an Interesting Statistic

Statistics that grab the reader help to make an effective introduction.

» Question Openings

Possibly the easiest opening is one that presents one or more questions to be answered in the paper. This is effective because questions are usually what the reader has in mind when he or she sees your topic.

Source : *Writing an Introduction for a More Formal Essay. (2012). Retrieved April 25, 2012, from http://flightline.highline.edu/wswyt/Writing91/handouts/hook_trans_thesis.htm

Conclusions

The conclusion to any paper is the final impression that can be made. It is the last opportunity to get your point across to the reader and leave the reader feeling as if they learned something. Leaving a paper “dangling” without a proper conclusion can seriously devalue what was said in the body itself. Here are a few effective ways to conclude or close your paper. » Summary Closing Many times conclusions are simple re-statements of the thesis. Many times these conclusions are much like their introductions (see Thesis Statement Opening).

» Close with a Logical Conclusion

This is a good closing for argumentative or opinion papers that present two or more sides of an issue. The conclusion drawn as a result of the research is presented here in the final paragraphs.

» Real or Rhetorical Question Closings

This method of concluding a paper is one step short of giving a logical conclusion. Rather than handing the conclusion over, you can leave the reader with a question that causes him or her to draw his own conclusions.

» Close with a Speculation or Opinion This is a good style for instances when the writer was unable to come up with an answer or a clear decision about whatever it was he or she was researching. For example:

» Close with a Recommendation

A good conclusion is when the writer suggests that the reader do something in the way of support for a cause or a plea for them to take action.

202-448-7036

At a Glance

• Quick Facts
• University Leadership
• History & Traditions
• Accreditation
• Consumer Information
• Our 10-Year Vision: The Gallaudet Promise
• Annual Report of Achievements (ARA)
• The Signing Ecosystem
• Not Your Average University

Our Community

• Library & Archives
• Technology Support
• Interpreting Requests
• Ombuds Support
• Health and Wellness Programs
• Profile & Web Edits

Visit Gallaudet

• Explore Our Campus
• Virtual Tour
• Maps & Directions
• Shuttle Bus Schedule
• Kellogg Conference Hotel
• Welcome Center
• National Deaf Life Museum
• Apple Guide Maps

Engage Today

• Work at Gallaudet / Clerc Center
• Social Media Channels
• University Wide Events
• Sponsorship Requests
• Data Requests
• Media Inquiries
• Gallaudet Today Magazine
• Giving at Gallaudet
• Financial Aid
• Registrar’s Office
• Residence Life & Housing
• Safety & Security
• Undergraduate Admissions
• Graduate Admissions
• University Communications
• Clerc Center

Gallaudet University, chartered in 1864, is a private university for deaf and hard of hearing students.

Copyright © 2024 Gallaudet University. All rights reserved.

• Accessibility
• Cookie Consent Notice
• Privacy Policy
• File a Report

800 Florida Avenue NE, Washington, D.C. 20002

Want to create or adapt books like this? Learn more about how Pressbooks supports open publishing practices.

2.7 Conclusion

In this chapter, you have learned about the processes involved in planning a research project. The process of research involves identifying a research problem or question, conducting a literature review to understand what is already known about the topic, formulating a hypothesis or research question, designing a study to test the hypothesis or answer the research question, collecting and analysing data, and finally drawing conclusions and sharing the findings with the wider community.

As indicated in the opening scenario, just like a GPS, a research plan is essential for a successful research project. Planning helps to steer the project in the right direction, keep it on track, and ultimately achieve the desired outcome. Here are some of the reasons presented in this chapter about why planning is important in research:

• Clarifies the research question: A clear research question is critical for the success of a research project. Planning helps to define the research question and identify the variables that need to be measured. This ensures that the research is focused and specific.
• Establishes a research design: A research design outlines the methods that will be used to collect and analyse data. Planning helps to establish a research design that is appropriate for the research question and ensures that data will be collected and analysed in a way that is valid and reliable.
• Identifies potential challenges: Planning helps to identify potential challenges and obstacles that may arise during the research project. This allows researchers to anticipate these challenges and take steps to address them.
• Maximizes resources: Planning helps to maximize resources, including time, funding, and personnel. By having a clear plan, researchers can allocate resources more effectively and efficiently.
• Provides a framework for evaluation: Planning provides a framework for evaluating the success of the research project. By having clear objectives and a plan for achieving them, researchers can assess the success of the project and identify areas for improvement.

In conclusion, just like a GPS is crucial for finding our way during a road trip, planning is essential for the success of a research project. It helps to define the research question, establish a research design, identify potential challenges, maximize resources, and provide a framework for evaluation. By taking the time to plan, researchers can increase the likelihood of a successful outcome and avoid feelings of dissatisfaction.

An Introduction to Research Methods for Undergraduate Health Profession Students Copyright © 2023 by Faith Alele and Bunmi Malau-Aduli is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License , except where otherwise noted.

Academia.edu no longer supports Internet Explorer.

To browse Academia.edu and the wider internet faster and more securely, please take a few seconds to  upgrade your browser .

Enter the email address you signed up with and we'll email you a reset link.

• We're Hiring!
• Help Center

Research Methodology-5: Writing The Conclusion

Related Papers

Dr. Khalil A. Agha

Denis Robinson

Writing a succesful a cademic thesis

Raphael Akeyo

This article is a brief guidance on effective writing of academic research thesis with a focus on the results/ findings section/ chapters. It provides step by step highlights on how to present data from the field, interpretation of the findings, corroborating the findings with existing studies as well as the use of theoretical tenets to discuss the findings. The conclusions and recommendations sections are also highlighted.

Scientific Research Publishing: Creative Education

Dr. Qais Faryadi

I have already discussed the PhD introduction and literature review in detail. In this paper, I discuss the PhD methodology, results and how to write a stunning conclusion for your thesis. The main objective of this paper is to help PhD candidates to understand what is a PhD methodology and guide them in writing a systematic and meaningful PhD methodology, results and conclusion. The methodology used in this research is a descriptive method as it deliberates and defines the various parts of PhD methodology, results and conclusion writing process and elucidates the "how to do" in a very unpretentious and understanding manner. As thus, this paper summarises the various steps of thesis methodology, results and conclusion writing to pilot the PhD students. This road map is a useful guidance especially for students of social science studies. Additionally, in this paper, methodology writing techniques , procedures and important strategies are enlightened in a simple manner. This paper adopts a "how-to approach" when discussing a variety of relevant topics such as introduction, formulation of the methodology, variables , research design process, types of sampling, data collection process, interviews, questionnaires, data analysis techniques and so on. Results and conclusions are also discussed in detail, so that PhD candidates can follow the guide clearly. This paper has 5 parts such as Introduction, Literature reviews, Methodology, Results and Conclusion. As such, I discuss Methodology, Results and Conclusion as the final assessment of the PhD thesis writing process.

A Step-by-Step Guide to Conducting an Integrative Review

Coleen Toronto

Jacinta Browne

Basics of Summarizing Research Findings

Dr Saad M Butt

Abdilahi Adam Mohamoud

Pamela Olmos

"The conclusions section of a thesis is the last chapter people read and usually the section that leaves the lasting impression. This study presents a framework for the analysis of thesis conclusions at an undergraduate level in the field of humanities, which –as the literature reveals–, lacks an agenda for its analysis at the undergraduate level. A sevenmove generic organization is proposed as a Framework for Undergraduate Thesis Conclusions (FUTC). This framework sheds a light on the complex construction of the thesis conclusions chapter towards its analysis. Moreover, the FUTC shows potentiality for further research, pedagogic implications and applications for genre and writing studies. Moreover, the FUTC shows potentiality for further research, pedagogic implications and applications for genre and writing studies."

Althea Amor Galdo

RELATED PAPERS

Adam Dobrzanski

Journal of Materials Chemistry C

A.G.M. Uiterwijk

Arxiv preprint arXiv:1109.3699

sami cheikh dib

Contabilidad Y Negocios

Jorge Martínez

Cadernos de Comunicação

Jones Machado

Combustion and Flame

Maxime Mense

Maebh Harding

Rezky Oktariawan

International Journal of Geomate

Ee-Meng Cheng

Gastroia: Journal of Gastronomy And Travel Research

Nurhayat Iflazoğlu

Maria Carmem

JURNAL DESTINASI PARIWISATA

made sukana

Jurnal Ilmiah Mahasiswa FEB Universitas Brawijaya

Christian Siauwijaya

Ciencia & saude coletiva

CLELIA LYRA

Revista De La Facultad De Medicina

Julio cesar Berrio ospina

Proceedings of The 21st International Electronic Conference on Synthetic Organic Chemistry

Pravin Naik

Delphine Luquet

Journal of Politics and Law

S.Ghasem Zamani

Applied Sciences

Lynn Boorady

Applied Chemistry for Engineering

Mostafa Gholizadeh

California Agriculture

Makda Asrat

Arthritis &amp; Rheumatism

Annika Burleigh

Iranian Journal of Veterinary Medicine

Lalitha Mareedu

RELATED TOPICS

•   We're Hiring!
•   Help Center
• Find new research papers in:
• Health Sciences
• Earth Sciences
• Cognitive Science
• Mathematics
• Computer Science
• Academia ©2024

Innovation-based Kalman filter fault detection and exclusion method against all-source faults for tightly coupled GNSS/INS/Vision integration

• Original Article
• Published: 23 April 2024
• Volume 28 , article number  108 , ( 2024 )

Cite this article

• Haitao Jiang 1 ,
• Dayu Yan 1 ,
• Jiale Wang 1 &
• Jie Yin 2  

Safety-critical navigation systems often involve multiple sensor types, including global navigation satellite system (GNSS), to enhance positioning accuracy. Additionally, the systems’ reliability has been significantly improved through the application of fault detection and exclusion (FDE) techniques. An enhanced AIME (Autonomous Integrity Monitoring by Extrapolation) method is introduced in our approach to identify faulty satellites. This is accomplished by analyzing the measured Kalman filter (KF) innovations and their covariances within a sliding window. Furthermore, a strategy for fault separation, detection, and exclusion is developed for GNSS and IMU, making use of their relationship within the KF innovation vector derived from the GNSS measurement model. Similarly, the innovation vector derived from the visual measurement model is employed to detect visual faults, with the assumption that the inertial measuring unit (IMU) is fault-free. Upon detecting faults, we proceed to redesign the system noise matrix and measurement noise matrix within the KF using test statistics, effectively excluding measurement faults from satellites and IMU. In order to assess the performance of our proposed method, we conducted a field test utilizing the collected vehicle-mounted dataset. The results demonstrate the effectiveness of our FDE method in accurately identifying faulty satellites, detecting IMU faults of varying magnitudes, and excluding abnormal visual observations. Furthermore, after fault exclusion, the maximum position error during the fault time period decreased by an average of 62%.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price includes VAT (Russian Federation)

Instant access to the full article PDF.

Rent this article via DeepDyve

Institutional subscriptions

Data availability

The datasets analyzed during the current study are available from the corresponding author.

Backén S, Akos D, Chu T, Guo N (2012) Monocular camera/IMU/GNSS integration for ground vehicle navigation in challenging GNSS environments. Sensors 12(3):3162–3185. https://doi.org/10.3390/s120303162

Article   Google Scholar  

Bhatti UI, Ochieng WY, Feng S (2007) Integrity of an integrated GPS/INS system in the presence of slowly growing errors part I: a critical review. GPS Solut 11(3):173–181. https://doi.org/10.1007/s10291-006-0048-2

Bhatti UI, Ochieng WY, Feng S (2012) Performance of rate detector algorithms for an integrated GPS/INS system in the presence of slowly growing error. GPS Solut 16:293–301. https://doi.org/10.1007/s10291-011-0231-y

Blanch J, Ene A, Walter T, Enge P (2007) An optimized multiple hypothesis raim algorithm forvertical guidance. In: Proceedings of the 20th international technical meeting of the satellite division of the institute of navigation, pp 2924–2933.

Blanch J, Walter T, Enge P (2018) A formula for solution separation without subset solutions for advanced RAIM. In: 2018 IEEE/ION position, location and navigation symposium (PLANS), pp 316–326.

Brenner M (1996) Integrated GPS/inertial fault detection availability. Navigation 43(2):111–130. https://doi.org/10.1002/j.2161-4296.1996.tb01920.x

Cao S, Lu X, Shen S (2021) GVINS: tightly coupled GNSS-visual-inertial for smooth and consistent state estimation. IEEE Trans Robot 38(4):2004–2021. https://doi.org/10.48550/arXiv.2103.07899

Chen K, Chang G, Chen C (2021) GINav: a MATLAB-based software for the data processing and analysis of a GNSS/INS integrated navigation system. GPS Solut 25(3):1–7. https://doi.org/10.1007/s10291-021-01144-9

Article   CAS   Google Scholar  

Crispoltoni M, Fravolini M, Balzano F, D’Urso S, Napolitano M (2018) Interval fuzzy model for robust aircraft IMU sensors fault detection. Sensors 18(8):2488. https://doi.org/10.3390/s18082488

Diesel J, Luu S (1995) GPS/IRS AIME: Calculation of thresholds and protection radius using chi-square methods. In: Proceedings of the 8th international technical meeting of the satellite division of the institute of navigation (ION GPS 1995), pp 1959–1964

Groves P (2013) Principles of GNSS, inertial, and multisensor integrated navigation systems–second edition. J Navig 67(1):191–192

Jing H, Gao Y, Shahbeigi S, Dianati M (2022) integrity monitoring of GNSS/INS based positioning systems for autonomous vehicles: state-of-the-art and open challenges. IEEE Trans Intell Transp Syst 23(9):14166–14187. https://doi.org/10.1109/TITS.2022.3149373

Lee J, Kim M, Lee J, Pullen S (2018) Integrity assurance of Kalman-filter based GNSS/IMU integrated systems against IMU faults for UAV applications. In: Proceedings of the 31st international technical meeting of the satellite division of the institute of navigation (ION GNSS+ 2018), pp 2484–2500. https://doi.org/10.33012/2018.15977

Li T, Zhang H, Gao Z, Niu X, El-Sheimy N (2019) Tight fusion of a monocular camera, MEMS-IMU, and single-frequency multi-GNSS RTK for precise navigation in GNSS-challenged environments. Remote Sens 11(6):610. https://doi.org/10.3390/rs11060610

Liu W, Song D, Wang Z, Fang K (2019) Error overboundings of KF-based IMU/GNSS integrated system against IMU faults. Sensors 19(22):4912. https://doi.org/10.3390/s19224912

Misra P, Enge P (2001) Global positioning system: signals, measurements, and performance. In: IEEE aerospace and electronic systems magazine, vol 17, No (10), pp 36–37. https://doi.org/10.1109/MAES.2002.1044515

Mourikis AI, Roumeliotis SI (2007) A multi-state constraint Kalman filter for vision-aided inertial navigation. In: Proceedings 2007 IEEE international conference on robotics and automation pp 3565–3572. https://doi.org/10.1109/ROBOT.2007.364024

Ochieng WY, Feng S (2008) User level integrity monitoring and quality control for high accuracy positioning using GPS/INS measurements. J Glob Position Syst 7(2):104–114. https://doi.org/10.5081/jgps.7.2.104

Pan W, Zhan X, Zhang X, Wang S (2019) A subset-reduced method for FDE ARAIM of tightly-coupled GNSS/INS. Sensors 19(22):4847. https://doi.org/10.3390/s19224847

Pasquale GD, Somà A (2010) Reliability testing procedure for MEMS IMUs applied to vibrating environments. Sensors 10(1):456–474. https://doi.org/10.3390/s100100456

Tanil C, Khanafseh S, Joerger M, Kujur B, Pervan B (2019) Optimal INS/GNSS coupling for autonomous car positioning integrity. In: Proceedings of the 32nd international technical meeting of the satellite division of the institute of navigation (ION GNSS+ 2019), pp 3123–3140. https://doi.org/10.33012/2019.17013

Wang S, Zhan X, Zhai Y, Liu B (2020) Fault detection and exclusion for tightly coupled GNSS/INS system considering fault in state prediction. Sensors. https://doi.org/10.3390/s20030590

Yang L, Li Y, Wu Y, Rizos C (2014) An enhanced MEMS-INS/GNSS integrated system with fault detection and exclusion capability for land vehicle navigation in urban areas. GPS Solut 18(4):593–603. https://doi.org/10.1007/s10291-013-0357-1

Yin J, Li A, Li T, Yu W, Zou D (2021) M2DGR: A multi-sensor and multi-scenario SLAM dataset for ground robots. IEEE Robot Autom Lett 7(2):2266–2273. https://doi.org/10.1109/LRA.2021.3138527

Download references

Acknowledgements

Not applicable

This work was supported by the Science and Technology Project of State Grid Corporation of China (Research and Application of Key Technologies for Autonomous and Controllable Power Beidou High Reliable Space-Time Service, No. 5700-202441237A-1-1-ZN).

Author information

Authors and affiliations.

School of Electronic Information Engineering, Beihang University, 37 Xueyuan Road, Beijing, 100083, China

Haitao Jiang, Dayu Yan & Jiale Wang

Institute for Sensing and Navigation, Shanghai Jiao Tong University, 800 Dongchuan Road, Shanghai, 200240, China

You can also search for this author in PubMed   Google Scholar

Contributions

HJ and DY were involved in conceptualization and methodology; HJ was involved in data acquisition, experiment, and writing—original draft; JW was involved in formal analysis; DY, JW, and JY were involved in supervision; and HJ, DY, JW, and JY were involved in writing—review and editing. All authors have read and agreed to the published version of the manuscript.

Corresponding author

Correspondence to Haitao Jiang .

Ethics declarations

Conflict of interest.

There are no financial conflicts of interest to disclose.

Ethical approval

Not applicable.

Consent to participate

Consent for publication.

We kindly consent for the publication of identifiable information and materials related to the participants involved in this study.

Additional information

Publisher’s note.

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Jiang, H., Yan, D., Wang, J. et al. Innovation-based Kalman filter fault detection and exclusion method against all-source faults for tightly coupled GNSS/INS/Vision integration. GPS Solut 28 , 108 (2024). https://doi.org/10.1007/s10291-024-01623-9

Download citation

Received : 18 May 2023

Accepted : 22 January 2024

Published : 23 April 2024

DOI : https://doi.org/10.1007/s10291-024-01623-9

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

• GNSS/INS/Vision integration
• Kalman filter
• Sensor faults
• Enhanced AIME
• Fault detection and exclusion

Advertisement

• Find a journal
• Publish with us
• Track your research