methodology of proposal

• Resources Home 🏠
• Try SciSpace Copilot
• Search research papers
• Add Copilot Extension
• Try AI Detector
• Try Paraphraser
• Try Citation Generator
• April Papers
• June Papers
• July Papers

Here's What You Need to Understand About Research Methodology

Table of Contents

Research methodology involves a systematic and well-structured approach to conducting scholarly or scientific inquiries. Knowing the significance of research methodology and its different components is crucial as it serves as the basis for any study.

Typically, your research topic will start as a broad idea you want to investigate more thoroughly. Once you’ve identified a research problem and created research questions , you must choose the appropriate methodology and frameworks to address those questions effectively.

What is the definition of a research methodology?

Research methodology is the process or the way you intend to execute your study. The methodology section of a research paper outlines how you plan to conduct your study. It covers various steps such as collecting data, statistical analysis, observing participants, and other procedures involved in the research process

The methods section should give a description of the process that will convert your idea into a study. Additionally, the outcomes of your process must provide valid and reliable results resonant with the aims and objectives of your research. This thumb rule holds complete validity, no matter whether your paper has inclinations for qualitative or quantitative usage.

Studying research methods used in related studies can provide helpful insights and direction for your own research. Now easily discover papers related to your topic on SciSpace and utilize our AI research assistant, Copilot , to quickly review the methodologies applied in different papers.

The need for a good research methodology

While deciding on your approach towards your research, the reason or factors you weighed in choosing a particular problem and formulating a research topic need to be validated and explained. A research methodology helps you do exactly that. Moreover, a good research methodology lets you build your argument to validate your research work performed through various data collection methods, analytical methods, and other essential points.

Just imagine it as a strategy documented to provide an overview of what you intend to do.

While undertaking any research writing or performing the research itself, you may get drifted in not something of much importance. In such a case, a research methodology helps you to get back to your outlined work methodology.

A research methodology helps in keeping you accountable for your work. Additionally, it can help you evaluate whether your work is in sync with your original aims and objectives or not. Besides, a good research methodology enables you to navigate your research process smoothly and swiftly while providing effective planning to achieve your desired results.

What is the basic structure of a research methodology?

Usually, you must ensure to include the following stated aspects while deciding over the basic structure of your research methodology:

1. Your research procedure

Explain what research methods you’re going to use. Whether you intend to proceed with quantitative or qualitative, or a composite of both approaches, you need to state that explicitly. The option among the three depends on your research’s aim, objectives, and scope.

2. Provide the rationality behind your chosen approach

Based on logic and reason, let your readers know why you have chosen said research methodologies. Additionally, you have to build strong arguments supporting why your chosen research method is the best way to achieve the desired outcome.

3. Explain your mechanism

The mechanism encompasses the research methods or instruments you will use to develop your research methodology. It usually refers to your data collection methods. You can use interviews, surveys, physical questionnaires, etc., of the many available mechanisms as research methodology instruments. The data collection method is determined by the type of research and whether the data is quantitative data(includes numerical data) or qualitative data (perception, morale, etc.) Moreover, you need to put logical reasoning behind choosing a particular instrument.

4. Significance of outcomes

The results will be available once you have finished experimenting. However, you should also explain how you plan to use the data to interpret the findings. This section also aids in understanding the problem from within, breaking it down into pieces, and viewing the research problem from various perspectives.

5. Reader’s advice

Anything that you feel must be explained to spread more awareness among readers and focus groups must be included and described in detail. You should not just specify your research methodology on the assumption that a reader is aware of the topic.  

All the relevant information that explains and simplifies your research paper must be included in the methodology section. If you are conducting your research in a non-traditional manner, give a logical justification and list its benefits.

6. Explain your sample space

Include information about the sample and sample space in the methodology section. The term "sample" refers to a smaller set of data that a researcher selects or chooses from a larger group of people or focus groups using a predetermined selection method. Let your readers know how you are going to distinguish between relevant and non-relevant samples. How you figured out those exact numbers to back your research methodology, i.e. the sample spacing of instruments, must be discussed thoroughly.

For example, if you are going to conduct a survey or interview, then by what procedure will you select the interviewees (or sample size in case of surveys), and how exactly will the interview or survey be conducted.

7. Challenges and limitations

This part, which is frequently assumed to be unnecessary, is actually very important. The challenges and limitations that your chosen strategy inherently possesses must be specified while you are conducting different types of research.

The importance of a good research methodology

You must have observed that all research papers, dissertations, or theses carry a chapter entirely dedicated to research methodology. This section helps maintain your credibility as a better interpreter of results rather than a manipulator.

A good research methodology always explains the procedure, data collection methods and techniques, aim, and scope of the research. In a research study, it leads to a well-organized, rationality-based approach, while the paper lacking it is often observed as messy or disorganized.

You should pay special attention to validating your chosen way towards the research methodology. This becomes extremely important in case you select an unconventional or a distinct method of execution.

Curating and developing a strong, effective research methodology can assist you in addressing a variety of situations, such as:

• When someone tries to duplicate or expand upon your research after few years.
• If a contradiction or conflict of facts occurs at a later time. This gives you the security you need to deal with these contradictions while still being able to defend your approach.
• Gaining a tactical approach in getting your research completed in time. Just ensure you are using the right approach while drafting your research methodology, and it can help you achieve your desired outcomes. Additionally, it provides a better explanation and understanding of the research question itself.
• Documenting the results so that the final outcome of the research stays as you intended it to be while starting.

Instruments you could use while writing a good research methodology

As a researcher, you must choose which tools or data collection methods that fit best in terms of the relevance of your research. This decision has to be wise.

There exists many research equipments or tools that you can use to carry out your research process. These are classified as:

a. Interviews (One-on-One or a Group)

An interview aimed to get your desired research outcomes can be undertaken in many different ways. For example, you can design your interview as structured, semi-structured, or unstructured. What sets them apart is the degree of formality in the questions. On the other hand, in a group interview, your aim should be to collect more opinions and group perceptions from the focus groups on a certain topic rather than looking out for some formal answers.

In surveys, you are in better control if you specifically draft the questions you seek the response for. For example, you may choose to include free-style questions that can be answered descriptively, or you may provide a multiple-choice type response for questions. Besides, you can also opt to choose both ways, deciding what suits your research process and purpose better.

c. Sample Groups

Similar to the group interviews, here, you can select a group of individuals and assign them a topic to discuss or freely express their opinions over that. You can simultaneously note down the answers and later draft them appropriately, deciding on the relevance of every response.

d. Observations

If your research domain is humanities or sociology, observations are the best-proven method to draw your research methodology. Of course, you can always include studying the spontaneous response of the participants towards a situation or conducting the same but in a more structured manner. A structured observation means putting the participants in a situation at a previously decided time and then studying their responses.

Of all the tools described above, it is you who should wisely choose the instruments and decide what’s the best fit for your research. You must not restrict yourself from multiple methods or a combination of a few instruments if appropriate in drafting a good research methodology.

Types of research methodology

A research methodology exists in various forms. Depending upon their approach, whether centered around words, numbers, or both, methodologies are distinguished as qualitative, quantitative, or an amalgamation of both.

1. Qualitative research methodology

When a research methodology primarily focuses on words and textual data, then it is generally referred to as qualitative research methodology. This type is usually preferred among researchers when the aim and scope of the research are mainly theoretical and explanatory.

The instruments used are observations, interviews, and sample groups. You can use this methodology if you are trying to study human behavior or response in some situations. Generally, qualitative research methodology is widely used in sociology, psychology, and other related domains.

2. Quantitative research methodology

If your research is majorly centered on data, figures, and stats, then analyzing these numerical data is often referred to as quantitative research methodology. You can use quantitative research methodology if your research requires you to validate or justify the obtained results.

In quantitative methods, surveys, tests, experiments, and evaluations of current databases can be advantageously used as instruments If your research involves testing some hypothesis, then use this methodology.

3. Amalgam methodology

As the name suggests, the amalgam methodology uses both quantitative and qualitative approaches. This methodology is used when a part of the research requires you to verify the facts and figures, whereas the other part demands you to discover the theoretical and explanatory nature of the research question.

The instruments for the amalgam methodology require you to conduct interviews and surveys, including tests and experiments. The outcome of this methodology can be insightful and valuable as it provides precise test results in line with theoretical explanations and reasoning.

The amalgam method, makes your work both factual and rational at the same time.

Final words: How to decide which is the best research methodology?

If you have kept your sincerity and awareness intact with the aims and scope of research well enough, you must have got an idea of which research methodology suits your work best.

Before deciding which research methodology answers your research question, you must invest significant time in reading and doing your homework for that. Taking references that yield relevant results should be your first approach to establishing a research methodology.

Moreover, you should never refrain from exploring other options. Before setting your work in stone, you must try all the available options as it explains why the choice of research methodology that you finally make is more appropriate than the other available options.

You should always go for a quantitative research methodology if your research requires gathering large amounts of data, figures, and statistics. This research methodology will provide you with results if your research paper involves the validation of some hypothesis.

Whereas, if  you are looking for more explanations, reasons, opinions, and public perceptions around a theory, you must use qualitative research methodology.The choice of an appropriate research methodology ultimately depends on what you want to achieve through your research.

Frequently Asked Questions (FAQs) about Research Methodology

1. how to write a research methodology.

You can always provide a separate section for research methodology where you should specify details about the methods and instruments used during the research, discussions on result analysis, including insights into the background information, and conveying the research limitations.

2. What are the types of research methodology?

There generally exists four types of research methodology i.e.

• Observation
• Experimental
• Derivational

3. What is the true meaning of research methodology?

The set of techniques or procedures followed to discover and analyze the information gathered to validate or justify a research outcome is generally called Research Methodology.

4. Where lies the importance of research methodology?

Your research methodology directly reflects the validity of your research outcomes and how well-informed your research work is. Moreover, it can help future researchers cite or refer to your research if they plan to use a similar research methodology.

You might also like

Consensus GPT vs. SciSpace GPT: Choose the Best GPT for Research

Literature Review and Theoretical Framework: Understanding the Differences

Using AI for research: A beginner’s guide

• Locations and Hours
• UCLA Library
• Research Guides
• Research Tips and Tools

Advanced Research Methods

• Writing a Research Proposal
• What Is Research?
• Library Research

What Is a Research Proposal?

Reference books.

• Writing the Research Paper
• Presenting the Research Paper

When applying for a research grant or scholarship, or, just before you start a major research project, you may be asked to write a preliminary document that includes basic information about your future research. This is the information that is usually needed in your proposal:

• The topic and goal of the research project.
• The kind of result expected from the research.
• The theory or framework in which the research will be done and presented.
• What kind of methods will be used (statistical, empirical, etc.).
• Short reference on the preliminary scholarship and why your research project is needed; how will it continue/justify/disprove the previous scholarship.
• How much will the research project cost; how will it be budgeted (what for the money will be spent).
• Why is it you who can do this research and not somebody else.

Most agencies that offer scholarships or grants provide information about the required format of the proposal. It may include filling out templates, types of information they need, suggested/maximum length of the proposal, etc.

Research proposal formats vary depending on the size of the planned research, the number of participants, the discipline, the characteristics of the research, etc. The following outline assumes an individual researcher. This is just a SAMPLE; several other ways are equally good and can be successful. If possible, discuss your research proposal with an expert in writing, a professor, your colleague, another student who already wrote successful proposals, etc.

Author, author's affiliation

Introduction:

• Explain the topic and why you chose it. If possible explain your goal/outcome of the research . How much time you need to complete the research?

Previous scholarship:

• Give a brief summary of previous scholarship and explain why your topic and goals are important.
• Relate your planned research to previous scholarship. What will your research add to our knowledge of the topic.

Specific issues to be investigated:

• Break down the main topic into smaller research questions. List them one by one and explain why these questions need to be investigated. Relate them to previous scholarship.
• Include your hypothesis into the descriptions of the detailed research issues if you have one. Explain why it is important to justify your hypothesis.

Methodology:

• This part depends of the methods conducted in the research process. List the methods; explain how the results will be presented; how they will be assessed.
• Explain what kind of results will justify or  disprove your hypothesis. 
• Explain how much money you need.
• Explain the details of the budget (how much you want to spend for what).

Conclusion:

• Describe why your research is important.

References:

• List the sources you have used for writing the research proposal, including a few main citations of the preliminary scholarship.

• << Previous: Library Research
• Next: Writing the Research Paper >>
• Last Updated: Jan 4, 2024 12:24 PM
• URL: https://guides.library.ucla.edu/research-methods

Thesis, major paper, and major project proposals

• Definitions
• Introductory section
• Literature review

Methodology

• Schedule/work plan
• Other potential elements
• Proposal references
• Ask for help

The methodology section can include (but isn't limited to):

• A description of the research design and methods
• A description of data-gathering instruments
• Methods of data collection
• Ethical considerations
• Analysis strategies and techniques
• Potential participants
• Rationale for your choice of methodological choices
• How the methodology is appropriate for the organization or participants
• The advantages and disadvantages of the methodology
• References to scholarly literature that support the chosen research design and methods

If you are unsure if including the methodology is required in your thesis, major project, or research paper proposal, please consult with your instructor or advisor.

This information regarding the methodology section of a proposal was gathered from RRU thesis and major project handbooks, current in 2020, from programs in the Faculty of Social and Applied Sciences, the Faculty of Management, and the College of Interdisciplinary Studies. If the details here differ from the information provided in the handbook for your project, please follow the handbook's directions.

Image credit: Image by Gerd Altmann from Pixabay

• In SAGE Research Methods Project Planner ; access via this link requires a RRU username and password.

Data Collection

How Do I Write About Theory?

• In SAGE Research Methods: Writing Up ; look for the How Do I Write About Theory? drop down option. Access via this link requires a RRU username and password.

How Do I Write My Methodology Section?

• In SAGE Research Methods: Writing Up ; look for the How Do I Write My Methodology Section? drop down option. Access via this link requires a RRU username and password.

Research Ethics

Image credit: Image by Mohamed Assan from Pixabay

• << Previous: Literature review
• Next: Schedule/work plan >>
• Last Updated: Jan 8, 2024 12:29 PM
• URL: https://libguides.royalroads.ca/proposals

What (Exactly) Is A Research Proposal?

A simple explainer with examples + free template.

By: Derek Jansen (MBA) | Reviewed By: Dr Eunice Rautenbach | June 2020 (Updated April 2023)

Whether you’re nearing the end of your degree and your dissertation is on the horizon, or you’re planning to apply for a PhD program, chances are you’ll need to craft a convincing research proposal . If you’re on this page, you’re probably unsure exactly what the research proposal is all about. Well, you’ve come to the right place.

Overview: Research Proposal Basics

• What a research proposal is
• What a research proposal needs to cover
• How to structure your research proposal
• Example /sample proposals
• Proposal writing FAQs
• Key takeaways & additional resources

What is a research proposal?

Simply put, a research proposal is a structured, formal document that explains what you plan to research (your research topic), why it’s worth researching (your justification), and how  you plan to investigate it (your methodology). 

The purpose of the research proposal (its job, so to speak) is to convince  your research supervisor, committee or university that your research is  suitable  (for the requirements of the degree program) and  manageable  (given the time and resource constraints you will face). 

The most important word here is “ convince ” – in other words, your research proposal needs to  sell  your research idea (to whoever is going to approve it). If it doesn’t convince them (of its suitability and manageability), you’ll need to revise and resubmit . This will cost you valuable time, which will either delay the start of your research or eat into its time allowance (which is bad news). 

What goes into a research proposal?

A good dissertation or thesis proposal needs to cover the “ what “, “ why ” and” how ” of the proposed study. Let’s look at each of these attributes in a little more detail:

Your proposal needs to clearly articulate your research topic . This needs to be specific and unambiguous . Your research topic should make it clear exactly what you plan to research and in what context. Here’s an example of a well-articulated research topic:

An investigation into the factors which impact female Generation Y consumer’s likelihood to promote a specific makeup brand to their peers: a British context

As you can see, this topic is extremely clear. From this one line we can see exactly:

• What’s being investigated – factors that make people promote or advocate for a brand of a specific makeup brand
• Who it involves – female Gen-Y consumers
• In what context – the United Kingdom

So, make sure that your research proposal provides a detailed explanation of your research topic . If possible, also briefly outline your research aims and objectives , and perhaps even your research questions (although in some cases you’ll only develop these at a later stage). Needless to say, don’t start writing your proposal until you have a clear topic in mind , or you’ll end up waffling and your research proposal will suffer as a result of this.

Need a helping hand?

As we touched on earlier, it’s not good enough to simply propose a research topic – you need to justify why your topic is original . In other words, what makes it  unique ? What gap in the current literature does it fill? If it’s simply a rehash of the existing research, it’s probably not going to get approval – it needs to be fresh.

But,  originality  alone is not enough. Once you’ve ticked that box, you also need to justify why your proposed topic is  important . In other words, what value will it add to the world if you achieve your research aims?

As an example, let’s look at the sample research topic we mentioned earlier (factors impacting brand advocacy). In this case, if the research could uncover relevant factors, these findings would be very useful to marketers in the cosmetics industry, and would, therefore, have commercial value . That is a clear justification for the research.

So, when you’re crafting your research proposal, remember that it’s not enough for a topic to simply be unique. It needs to be useful and value-creating – and you need to convey that value in your proposal. If you’re struggling to find a research topic that makes the cut, watch  our video covering how to find a research topic .

It’s all good and well to have a great topic that’s original and valuable, but you’re not going to convince anyone to approve it without discussing the practicalities – in other words:

• How will you actually undertake your research (i.e., your methodology)?
• Is your research methodology appropriate given your research aims?
• Is your approach manageable given your constraints (time, money, etc.)?

While it’s generally not expected that you’ll have a fully fleshed-out methodology at the proposal stage, you’ll likely still need to provide a high-level overview of your research methodology . Here are some important questions you’ll need to address in your research proposal:

• Will you take a qualitative , quantitative or mixed -method approach?
• What sampling strategy will you adopt?
• How will you collect your data (e.g., interviews, surveys, etc)?
• How will you analyse your data (e.g., descriptive and inferential statistics , content analysis, discourse analysis, etc, .)?
• What potential limitations will your methodology carry?

So, be sure to give some thought to the practicalities of your research and have at least a basic methodological plan before you start writing up your proposal. If this all sounds rather intimidating, the video below provides a good introduction to research methodology and the key choices you’ll need to make.

How To Structure A Research Proposal

Now that we’ve covered the key points that need to be addressed in a proposal, you may be wondering, “ But how is a research proposal structured? “.

While the exact structure and format required for a research proposal differs from university to university, there are four “essential ingredients” that commonly make up the structure of a research proposal:

• A rich introduction and background to the proposed research
• An initial literature review covering the existing research
• An overview of the proposed research methodology
• A discussion regarding the practicalities (project plans, timelines, etc.)

In the video below, we unpack each of these four sections, step by step.

Research Proposal Examples/Samples

In the video below, we provide a detailed walkthrough of two successful research proposals (Master’s and PhD-level), as well as our popular free proposal template.

Proposal Writing FAQs

How long should a research proposal be.

This varies tremendously, depending on the university, the field of study (e.g., social sciences vs natural sciences), and the level of the degree (e.g. undergraduate, Masters or PhD) – so it’s always best to check with your university what their specific requirements are before you start planning your proposal.

As a rough guide, a formal research proposal at Masters-level often ranges between 2000-3000 words, while a PhD-level proposal can be far more detailed, ranging from 5000-8000 words. In some cases, a rough outline of the topic is all that’s needed, while in other cases, universities expect a very detailed proposal that essentially forms the first three chapters of the dissertation or thesis.

The takeaway – be sure to check with your institution before you start writing.

How do I choose a topic for my research proposal?

Finding a good research topic is a process that involves multiple steps. We cover the topic ideation process in this video post.

How do I write a literature review for my proposal?

While you typically won’t need a comprehensive literature review at the proposal stage, you still need to demonstrate that you’re familiar with the key literature and are able to synthesise it. We explain the literature review process here.

How do I create a timeline and budget for my proposal?

We explain how to craft a project plan/timeline and budget in Research Proposal Bootcamp .

Which referencing format should I use in my research proposal?

The expectations and requirements regarding formatting and referencing vary from institution to institution. Therefore, you’ll need to check this information with your university.

What common proposal writing mistakes do I need to look out for?

We’ve create a video post about some of the most common mistakes students make when writing a proposal – you can access that here . If you’re short on time, here’s a quick summary:

• The research topic is too broad (or just poorly articulated).
• The research aims, objectives and questions don’t align.
• The research topic is not well justified.
• The study has a weak theoretical foundation.
• The research design is not well articulated well enough.
• Poor writing and sloppy presentation.
• Poor project planning and risk management.
• Not following the university’s specific criteria.

Key Takeaways & Additional Resources

As you write up your research proposal, remember the all-important core purpose:  to convince . Your research proposal needs to sell your study in terms of suitability and viability. So, focus on crafting a convincing narrative to ensure a strong proposal.

At the same time, pay close attention to your university’s requirements. While we’ve covered the essentials here, every institution has its own set of expectations and it’s essential that you follow these to maximise your chances of approval.

By the way, we’ve got plenty more resources to help you fast-track your research proposal. Here are some of our most popular resources to get you started:

• Proposal Writing 101 : A Introductory Webinar
• Research Proposal Bootcamp : The Ultimate Online Course
• Template : A basic template to help you craft your proposal

If you’re looking for 1-on-1 support with your research proposal, be sure to check out our private coaching service , where we hold your hand through the proposal development process (and the entire research journey), step by step.

Psst… there’s more!

This post is an extract from our bestselling short course, Research Proposal Bootcamp . If you want to work smart, you don't want to miss this .

You Might Also Like:

51 Comments

I truly enjoyed this video, as it was eye-opening to what I have to do in the preparation of preparing a Research proposal.

I would be interested in getting some coaching.

I real appreciate on your elaboration on how to develop research proposal,the video explains each steps clearly.

Thank you for the video. It really assisted me and my niece. I am a PhD candidate and she is an undergraduate student. It is at times, very difficult to guide a family member but with this video, my job is done.

In view of the above, I welcome more coaching.

Wonderful guidelines, thanks

This is very helpful. Would love to continue even as I prepare for starting my masters next year.

Thanks for the work done, the text was helpful to me

Bundle of thanks to you for the research proposal guide it was really good and useful if it is possible please send me the sample of research proposal

You’re most welcome. We don’t have any research proposals that we can share (the students own the intellectual property), but you might find our research proposal template useful: https://gradcoach.com/research-proposal-template/

Cheruiyot Moses Kipyegon

Thanks alot. It was an eye opener that came timely enough before my imminent proposal defense. Thanks, again

thank you very much your lesson is very interested may God be with you

I am an undergraduate student (First Degree) preparing to write my project,this video and explanation had shed more light to me thanks for your efforts keep it up.

Very useful. I am grateful.

this is a very a good guidance on research proposal, for sure i have learnt something

Wonderful guidelines for writing a research proposal, I am a student of m.phil( education), this guideline is suitable for me. Thanks

You’re welcome 🙂

Thank you, this was so helpful.

A really great and insightful video. It opened my eyes as to how to write a research paper. I would like to receive more guidance for writing my research paper from your esteemed faculty.

Thank you, great insights

Thank you, great insights, thank you so much, feeling edified

Wow thank you, great insights, thanks a lot

Thank you. This is a great insight. I am a student preparing for a PhD program. I am requested to write my Research Proposal as part of what I am required to submit before my unconditional admission. I am grateful having listened to this video which will go a long way in helping me to actually choose a topic of interest and not just any topic as well as to narrow down the topic and be specific about it. I indeed need more of this especially as am trying to choose a topic suitable for a DBA am about embarking on. Thank you once more. The video is indeed helpful.

Have learnt a lot just at the right time. Thank you so much.

thank you very much ,because have learn a lot things concerning research proposal and be blessed u for your time that you providing to help us

Hi. For my MSc medical education research, please evaluate this topic for me: Training Needs Assessment of Faculty in Medical Training Institutions in Kericho and Bomet Counties

I have really learnt a lot based on research proposal and it’s formulation

Thank you. I learn much from the proposal since it is applied

Your effort is much appreciated – you have good articulation.

You have good articulation.

I do applaud your simplified method of explaining the subject matter, which indeed has broaden my understanding of the subject matter. Definitely this would enable me writing a sellable research proposal.

This really helping

Great! I liked your tutoring on how to find a research topic and how to write a research proposal. Precise and concise. Thank you very much. Will certainly share this with my students. Research made simple indeed.

Thank you very much. I an now assist my students effectively.

Thank you very much. I can now assist my students effectively.

I need any research proposal

Thank you for these videos. I will need chapter by chapter assistance in writing my MSc dissertation

Very helpfull

the videos are very good and straight forward

thanks so much for this wonderful presentations, i really enjoyed it to the fullest wish to learn more from you

Thank you very much. I learned a lot from your lecture.

I really enjoy the in-depth knowledge on research proposal you have given. me. You have indeed broaden my understanding and skills. Thank you

interesting session this has equipped me with knowledge as i head for exams in an hour’s time, am sure i get A++

This article was most informative and easy to understand. I now have a good idea of how to write my research proposal.

Thank you very much.

Wow, this literature is very resourceful and interesting to read. I enjoyed it and I intend reading it every now then.

Thank you for the clarity

Thank you. Very helpful.

Thank you very much for this essential piece. I need 1o1 coaching, unfortunately, your service is not available in my country. Anyways, a very important eye-opener. I really enjoyed it. A thumb up to Gradcoach

What is JAM? Please explain.

Thank you so much for these videos. They are extremely helpful! God bless!

very very wonderful…

thank you for the video but i need a written example

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

• USC Libraries
• Research Guides

Organizing Your Social Sciences Research Paper

• 6. The Methodology
• Purpose of Guide
• Design Flaws to Avoid
• Independent and Dependent Variables
• Glossary of Research Terms
• Reading Research Effectively
• Narrowing a Topic Idea
• Broadening a Topic Idea
• Extending the Timeliness of a Topic Idea
• Academic Writing Style
• Applying Critical Thinking
• Choosing a Title
• Making an Outline
• Paragraph Development
• Research Process Video Series
• Executive Summary
• The C.A.R.S. Model
• Background Information
• The Research Problem/Question
• Theoretical Framework
• Citation Tracking
• Content Alert Services
• Evaluating Sources
• Primary Sources
• Secondary Sources
• Tiertiary Sources
• Scholarly vs. Popular Publications
• Qualitative Methods
• Quantitative Methods
• Insiderness
• Using Non-Textual Elements
• Limitations of the Study
• Common Grammar Mistakes
• Writing Concisely
• Avoiding Plagiarism
• Footnotes or Endnotes?
• Further Readings
• Generative AI and Writing
• USC Libraries Tutorials and Other Guides
• Bibliography

The methods section describes actions taken to investigate a research problem and the rationale for the application of specific procedures or techniques used to identify, select, process, and analyze information applied to understanding the problem, thereby, allowing the reader to critically evaluate a study’s overall validity and reliability. The methodology section of a research paper answers two main questions: How was the data collected or generated? And, how was it analyzed? The writing should be direct and precise and always written in the past tense.

Kallet, Richard H. "How to Write the Methods Section of a Research Paper." Respiratory Care 49 (October 2004): 1229-1232.

Importance of a Good Methodology Section

You must explain how you obtained and analyzed your results for the following reasons:

• Readers need to know how the data was obtained because the method you chose affects the results and, by extension, how you interpreted their significance in the discussion section of your paper.
• Methodology is crucial for any branch of scholarship because an unreliable method produces unreliable results and, as a consequence, undermines the value of your analysis of the findings.
• In most cases, there are a variety of different methods you can choose to investigate a research problem. The methodology section of your paper should clearly articulate the reasons why you have chosen a particular procedure or technique.
• The reader wants to know that the data was collected or generated in a way that is consistent with accepted practice in the field of study. For example, if you are using a multiple choice questionnaire, readers need to know that it offered your respondents a reasonable range of answers to choose from.
• The method must be appropriate to fulfilling the overall aims of the study. For example, you need to ensure that you have a large enough sample size to be able to generalize and make recommendations based upon the findings.
• The methodology should discuss the problems that were anticipated and the steps you took to prevent them from occurring. For any problems that do arise, you must describe the ways in which they were minimized or why these problems do not impact in any meaningful way your interpretation of the findings.
• In the social and behavioral sciences, it is important to always provide sufficient information to allow other researchers to adopt or replicate your methodology. This information is particularly important when a new method has been developed or an innovative use of an existing method is utilized.

Bem, Daryl J. Writing the Empirical Journal Article. Psychology Writing Center. University of Washington; Denscombe, Martyn. The Good Research Guide: For Small-Scale Social Research Projects . 5th edition. Buckingham, UK: Open University Press, 2014; Lunenburg, Frederick C. Writing a Successful Thesis or Dissertation: Tips and Strategies for Students in the Social and Behavioral Sciences . Thousand Oaks, CA: Corwin Press, 2008.

Structure and Writing Style

I.  Groups of Research Methods

There are two main groups of research methods in the social sciences:

• The e mpirical-analytical group approaches the study of social sciences in a similar manner that researchers study the natural sciences . This type of research focuses on objective knowledge, research questions that can be answered yes or no, and operational definitions of variables to be measured. The empirical-analytical group employs deductive reasoning that uses existing theory as a foundation for formulating hypotheses that need to be tested. This approach is focused on explanation.
• The i nterpretative group of methods is focused on understanding phenomenon in a comprehensive, holistic way . Interpretive methods focus on analytically disclosing the meaning-making practices of human subjects [the why, how, or by what means people do what they do], while showing how those practices arrange so that it can be used to generate observable outcomes. Interpretive methods allow you to recognize your connection to the phenomena under investigation. However, the interpretative group requires careful examination of variables because it focuses more on subjective knowledge.

II.  Content

The introduction to your methodology section should begin by restating the research problem and underlying assumptions underpinning your study. This is followed by situating the methods you used to gather, analyze, and process information within the overall “tradition” of your field of study and within the particular research design you have chosen to study the problem. If the method you choose lies outside of the tradition of your field [i.e., your review of the literature demonstrates that the method is not commonly used], provide a justification for how your choice of methods specifically addresses the research problem in ways that have not been utilized in prior studies.

The remainder of your methodology section should describe the following:

• Decisions made in selecting the data you have analyzed or, in the case of qualitative research, the subjects and research setting you have examined,
• Tools and methods used to identify and collect information, and how you identified relevant variables,
• The ways in which you processed the data and the procedures you used to analyze that data, and
• The specific research tools or strategies that you utilized to study the underlying hypothesis and research questions.

In addition, an effectively written methodology section should:

• Introduce the overall methodological approach for investigating your research problem . Is your study qualitative or quantitative or a combination of both (mixed method)? Are you going to take a special approach, such as action research, or a more neutral stance?
• Indicate how the approach fits the overall research design . Your methods for gathering data should have a clear connection to your research problem. In other words, make sure that your methods will actually address the problem. One of the most common deficiencies found in research papers is that the proposed methodology is not suitable to achieving the stated objective of your paper.
• Describe the specific methods of data collection you are going to use , such as, surveys, interviews, questionnaires, observation, archival research. If you are analyzing existing data, such as a data set or archival documents, describe how it was originally created or gathered and by whom. Also be sure to explain how older data is still relevant to investigating the current research problem.
• Explain how you intend to analyze your results . Will you use statistical analysis? Will you use specific theoretical perspectives to help you analyze a text or explain observed behaviors? Describe how you plan to obtain an accurate assessment of relationships, patterns, trends, distributions, and possible contradictions found in the data.
• Provide background and a rationale for methodologies that are unfamiliar for your readers . Very often in the social sciences, research problems and the methods for investigating them require more explanation/rationale than widely accepted rules governing the natural and physical sciences. Be clear and concise in your explanation.
• Provide a justification for subject selection and sampling procedure . For instance, if you propose to conduct interviews, how do you intend to select the sample population? If you are analyzing texts, which texts have you chosen, and why? If you are using statistics, why is this set of data being used? If other data sources exist, explain why the data you chose is most appropriate to addressing the research problem.
• Provide a justification for case study selection . A common method of analyzing research problems in the social sciences is to analyze specific cases. These can be a person, place, event, phenomenon, or other type of subject of analysis that are either examined as a singular topic of in-depth investigation or multiple topics of investigation studied for the purpose of comparing or contrasting findings. In either method, you should explain why a case or cases were chosen and how they specifically relate to the research problem.
• Describe potential limitations . Are there any practical limitations that could affect your data collection? How will you attempt to control for potential confounding variables and errors? If your methodology may lead to problems you can anticipate, state this openly and show why pursuing this methodology outweighs the risk of these problems cropping up.

NOTE :   Once you have written all of the elements of the methods section, subsequent revisions should focus on how to present those elements as clearly and as logically as possibly. The description of how you prepared to study the research problem, how you gathered the data, and the protocol for analyzing the data should be organized chronologically. For clarity, when a large amount of detail must be presented, information should be presented in sub-sections according to topic. If necessary, consider using appendices for raw data.

ANOTHER NOTE : If you are conducting a qualitative analysis of a research problem , the methodology section generally requires a more elaborate description of the methods used as well as an explanation of the processes applied to gathering and analyzing of data than is generally required for studies using quantitative methods. Because you are the primary instrument for generating the data [e.g., through interviews or observations], the process for collecting that data has a significantly greater impact on producing the findings. Therefore, qualitative research requires a more detailed description of the methods used.

YET ANOTHER NOTE :   If your study involves interviews, observations, or other qualitative techniques involving human subjects , you may be required to obtain approval from the university's Office for the Protection of Research Subjects before beginning your research. This is not a common procedure for most undergraduate level student research assignments. However, i f your professor states you need approval, you must include a statement in your methods section that you received official endorsement and adequate informed consent from the office and that there was a clear assessment and minimization of risks to participants and to the university. This statement informs the reader that your study was conducted in an ethical and responsible manner. In some cases, the approval notice is included as an appendix to your paper.

III.  Problems to Avoid

Irrelevant Detail The methodology section of your paper should be thorough but concise. Do not provide any background information that does not directly help the reader understand why a particular method was chosen, how the data was gathered or obtained, and how the data was analyzed in relation to the research problem [note: analyzed, not interpreted! Save how you interpreted the findings for the discussion section]. With this in mind, the page length of your methods section will generally be less than any other section of your paper except the conclusion.

Unnecessary Explanation of Basic Procedures Remember that you are not writing a how-to guide about a particular method. You should make the assumption that readers possess a basic understanding of how to investigate the research problem on their own and, therefore, you do not have to go into great detail about specific methodological procedures. The focus should be on how you applied a method , not on the mechanics of doing a method. An exception to this rule is if you select an unconventional methodological approach; if this is the case, be sure to explain why this approach was chosen and how it enhances the overall process of discovery.

Problem Blindness It is almost a given that you will encounter problems when collecting or generating your data, or, gaps will exist in existing data or archival materials. Do not ignore these problems or pretend they did not occur. Often, documenting how you overcame obstacles can form an interesting part of the methodology. It demonstrates to the reader that you can provide a cogent rationale for the decisions you made to minimize the impact of any problems that arose.

Literature Review Just as the literature review section of your paper provides an overview of sources you have examined while researching a particular topic, the methodology section should cite any sources that informed your choice and application of a particular method [i.e., the choice of a survey should include any citations to the works you used to help construct the survey].

It’s More than Sources of Information! A description of a research study's method should not be confused with a description of the sources of information. Such a list of sources is useful in and of itself, especially if it is accompanied by an explanation about the selection and use of the sources. The description of the project's methodology complements a list of sources in that it sets forth the organization and interpretation of information emanating from those sources.

Azevedo, L.F. et al. "How to Write a Scientific Paper: Writing the Methods Section." Revista Portuguesa de Pneumologia 17 (2011): 232-238; Blair Lorrie. “Choosing a Methodology.” In Writing a Graduate Thesis or Dissertation , Teaching Writing Series. (Rotterdam: Sense Publishers 2016), pp. 49-72; Butin, Dan W. The Education Dissertation A Guide for Practitioner Scholars . Thousand Oaks, CA: Corwin, 2010; Carter, Susan. Structuring Your Research Thesis . New York: Palgrave Macmillan, 2012; Kallet, Richard H. “How to Write the Methods Section of a Research Paper.” Respiratory Care 49 (October 2004):1229-1232; Lunenburg, Frederick C. Writing a Successful Thesis or Dissertation: Tips and Strategies for Students in the Social and Behavioral Sciences . Thousand Oaks, CA: Corwin Press, 2008. Methods Section. The Writer’s Handbook. Writing Center. University of Wisconsin, Madison; Rudestam, Kjell Erik and Rae R. Newton. “The Method Chapter: Describing Your Research Plan.” In Surviving Your Dissertation: A Comprehensive Guide to Content and Process . (Thousand Oaks, Sage Publications, 2015), pp. 87-115; What is Interpretive Research. Institute of Public and International Affairs, University of Utah; Writing the Experimental Report: Methods, Results, and Discussion. The Writing Lab and The OWL. Purdue University; Methods and Materials. The Structure, Format, Content, and Style of a Journal-Style Scientific Paper. Department of Biology. Bates College.

Writing Tip

Statistical Designs and Tests? Do Not Fear Them!

Don't avoid using a quantitative approach to analyzing your research problem just because you fear the idea of applying statistical designs and tests. A qualitative approach, such as conducting interviews or content analysis of archival texts, can yield exciting new insights about a research problem, but it should not be undertaken simply because you have a disdain for running a simple regression. A well designed quantitative research study can often be accomplished in very clear and direct ways, whereas, a similar study of a qualitative nature usually requires considerable time to analyze large volumes of data and a tremendous burden to create new paths for analysis where previously no path associated with your research problem had existed.

To locate data and statistics, GO HERE .

Another Writing Tip

Knowing the Relationship Between Theories and Methods

There can be multiple meaning associated with the term "theories" and the term "methods" in social sciences research. A helpful way to delineate between them is to understand "theories" as representing different ways of characterizing the social world when you research it and "methods" as representing different ways of generating and analyzing data about that social world. Framed in this way, all empirical social sciences research involves theories and methods, whether they are stated explicitly or not. However, while theories and methods are often related, it is important that, as a researcher, you deliberately separate them in order to avoid your theories playing a disproportionate role in shaping what outcomes your chosen methods produce.

Introspectively engage in an ongoing dialectic between the application of theories and methods to help enable you to use the outcomes from your methods to interrogate and develop new theories, or ways of framing conceptually the research problem. This is how scholarship grows and branches out into new intellectual territory.

Reynolds, R. Larry. Ways of Knowing. Alternative Microeconomics . Part 1, Chapter 3. Boise State University; The Theory-Method Relationship. S-Cool Revision. United Kingdom.

Yet Another Writing Tip

Methods and the Methodology

Do not confuse the terms "methods" and "methodology." As Schneider notes, a method refers to the technical steps taken to do research . Descriptions of methods usually include defining and stating why you have chosen specific techniques to investigate a research problem, followed by an outline of the procedures you used to systematically select, gather, and process the data [remember to always save the interpretation of data for the discussion section of your paper].

The methodology refers to a discussion of the underlying reasoning why particular methods were used . This discussion includes describing the theoretical concepts that inform the choice of methods to be applied, placing the choice of methods within the more general nature of academic work, and reviewing its relevance to examining the research problem. The methodology section also includes a thorough review of the methods other scholars have used to study the topic.

Bryman, Alan. "Of Methods and Methodology." Qualitative Research in Organizations and Management: An International Journal 3 (2008): 159-168; Schneider, Florian. “What's in a Methodology: The Difference between Method, Methodology, and Theory…and How to Get the Balance Right?” PoliticsEastAsia.com. Chinese Department, University of Leiden, Netherlands.

• << Previous: Scholarly vs. Popular Publications
• Next: Qualitative Methods >>
• Last Updated: May 2, 2024 4:39 PM
• URL: https://libguides.usc.edu/writingguide

Have a language expert improve your writing

Run a free plagiarism check in 10 minutes, automatically generate references for free.

• Knowledge Base
• Research process
• How to Write a Research Proposal | Examples & Templates

How to Write a Research Proposal | Examples & Templates

Published on 30 October 2022 by Shona McCombes and Tegan George. Revised on 13 June 2023.

A research proposal describes what you will investigate, why it’s important, and how you will conduct your research.

The format of a research proposal varies between fields, but most proposals will contain at least these elements:

Introduction

Literature review.

• Research design

Reference list

While the sections may vary, the overall objective is always the same. A research proposal serves as a blueprint and guide for your research plan, helping you get organised and feel confident in the path forward you choose to take.

Table of contents

Research proposal purpose, research proposal examples, research design and methods, contribution to knowledge, research schedule, frequently asked questions.

Academics often have to write research proposals to get funding for their projects. As a student, you might have to write a research proposal as part of a grad school application , or prior to starting your thesis or dissertation .

In addition to helping you figure out what your research can look like, a proposal can also serve to demonstrate why your project is worth pursuing to a funder, educational institution, or supervisor.

Research proposal length

The length of a research proposal can vary quite a bit. A bachelor’s or master’s thesis proposal can be just a few pages, while proposals for PhD dissertations or research funding are usually much longer and more detailed. Your supervisor can help you determine the best length for your work.

One trick to get started is to think of your proposal’s structure as a shorter version of your thesis or dissertation , only without the results , conclusion and discussion sections.

Download our research proposal template

Prevent plagiarism, run a free check.

Writing a research proposal can be quite challenging, but a good starting point could be to look at some examples. We’ve included a few for you below.

• Example research proposal #1: ‘A Conceptual Framework for Scheduling Constraint Management’
• Example research proposal #2: ‘ Medical Students as Mediators of Change in Tobacco Use’

Like your dissertation or thesis, the proposal will usually have a title page that includes:

• The proposed title of your project
• Your supervisor’s name
• Your institution and department

The first part of your proposal is the initial pitch for your project. Make sure it succinctly explains what you want to do and why.

Your introduction should:

• Introduce your topic
• Give necessary background and context
• Outline your  problem statement  and research questions

To guide your introduction , include information about:

• Who could have an interest in the topic (e.g., scientists, policymakers)
• How much is already known about the topic
• What is missing from this current knowledge
• What new insights your research will contribute
• Why you believe this research is worth doing

As you get started, it’s important to demonstrate that you’re familiar with the most important research on your topic. A strong literature review  shows your reader that your project has a solid foundation in existing knowledge or theory. It also shows that you’re not simply repeating what other people have already done or said, but rather using existing research as a jumping-off point for your own.

In this section, share exactly how your project will contribute to ongoing conversations in the field by:

• Comparing and contrasting the main theories, methods, and debates
• Examining the strengths and weaknesses of different approaches
• Explaining how will you build on, challenge, or synthesise prior scholarship

Following the literature review, restate your main  objectives . This brings the focus back to your own project. Next, your research design or methodology section will describe your overall approach, and the practical steps you will take to answer your research questions.

To finish your proposal on a strong note, explore the potential implications of your research for your field. Emphasise again what you aim to contribute and why it matters.

For example, your results might have implications for:

• Improving best practices
• Informing policymaking decisions
• Strengthening a theory or model
• Challenging popular or scientific beliefs
• Creating a basis for future research

Last but not least, your research proposal must include correct citations for every source you have used, compiled in a reference list . To create citations quickly and easily, you can use our free APA citation generator .

Some institutions or funders require a detailed timeline of the project, asking you to forecast what you will do at each stage and how long it may take. While not always required, be sure to check the requirements of your project.

Here’s an example schedule to help you get started. You can also download a template at the button below.

Download our research schedule template

If you are applying for research funding, chances are you will have to include a detailed budget. This shows your estimates of how much each part of your project will cost.

Make sure to check what type of costs the funding body will agree to cover. For each item, include:

• Cost : exactly how much money do you need?
• Justification : why is this cost necessary to complete the research?
• Source : how did you calculate the amount?

To determine your budget, think about:

• Travel costs : do you need to go somewhere to collect your data? How will you get there, and how much time will you need? What will you do there (e.g., interviews, archival research)?
• Materials : do you need access to any tools or technologies?
• Help : do you need to hire any research assistants for the project? What will they do, and how much will you pay them?

Once you’ve decided on your research objectives , you need to explain them in your paper, at the end of your problem statement.

Keep your research objectives clear and concise, and use appropriate verbs to accurately convey the work that you will carry out for each one.

I will compare …

A research aim is a broad statement indicating the general purpose of your research project. It should appear in your introduction at the end of your problem statement , before your research objectives.

Research objectives are more specific than your research aim. They indicate the specific ways you’ll address the overarching aim.

A PhD, which is short for philosophiae doctor (doctor of philosophy in Latin), is the highest university degree that can be obtained. In a PhD, students spend 3–5 years writing a dissertation , which aims to make a significant, original contribution to current knowledge.

A PhD is intended to prepare students for a career as a researcher, whether that be in academia, the public sector, or the private sector.

A master’s is a 1- or 2-year graduate degree that can prepare you for a variety of careers.

All master’s involve graduate-level coursework. Some are research-intensive and intend to prepare students for further study in a PhD; these usually require their students to write a master’s thesis . Others focus on professional training for a specific career.

Critical thinking refers to the ability to evaluate information and to be aware of biases or assumptions, including your own.

Like information literacy , it involves evaluating arguments, identifying and solving problems in an objective and systematic way, and clearly communicating your ideas.

Cite this Scribbr article

If you want to cite this source, you can copy and paste the citation or click the ‘Cite this Scribbr article’ button to automatically add the citation to our free Reference Generator.

McCombes, S. & George, T. (2023, June 13). How to Write a Research Proposal | Examples & Templates. Scribbr. Retrieved 29 April 2024, from https://www.scribbr.co.uk/the-research-process/research-proposal-explained/

Is this article helpful?

Shona McCombes

Other students also liked, what is a research methodology | steps & tips, what is a literature review | guide, template, & examples, how to write a results section | tips & examples.

How to Use proposal in a Sentence

• These problems have led to the proposal of a new law.
• They put forth a proposal to sell the company.
• The committee is reviewing the proposal for the new restaurant.
• Everyone thought the proposal made sense.

Some of these examples are programmatically compiled from various online sources to illustrate current usage of the word 'proposal.' Any opinions expressed in the examples do not represent those of Merriam-Webster or its editors. Send us feedback about these examples.

Can you solve 4 words at once?

Word of the day.

See Definitions and Examples »

Get Word of the Day daily email!

Florida Bonneted Bat

The U.S. Fish and Wildlife Service is seeking public comment on a revised proposal to designate critical habitat for the Florida bonneted bat under the Endangered Species Act (ESA).  

The Service is proposing revisions to the designation of critical habitat based on substantial public comment and new information that was received following the Service’s 2020 proposal. The revised proposal includes changes to the physical or biological features and the criteria and methodology used to identify those specific areas that constitute critical habitat.  

“The Service is committed to working with local communities, state and federal agencies, Tribes, conservation groups and private sector partners to ensure they have the tools they need to protect and recover America’s imperiled species,” said Service Regional Director Leopoldo Miranda-Castro. “Revising the proposed critical habitat ensures we incorporate the public’s comments and best science available into protecting Florida bonneted bats.” 

The revised proposal would designate approximately 1.2 million acres of critical habitat across nine units located in 13 central and south Florida counties and marks a 21% reduction in critical habitat from the 2020 proposal while still meeting the Florida bonneted bat’s conservation needs. The counties are Charlotte, Collier, DeSoto, Glades, Hardee, Hendry, Highlands, Lee, Miami-Dade, Monroe, Okeechobee, Osceola and Polk.  

Designating critical habitat under the ESA does not affect private landowners unless they implement an action involving federal funds, permits or activities. Federal agencies must ensure actions they fund, permit or conduct do not destroy or adversely modify designated critical habitats, thereby helping to protect and conserve species for future generations. Critical habitat designations do not affect land ownership or establish a refuge, wilderness, reserve, preserve or other conservation area conservation area A conservation area or wildlife management area is a type of national wildlife refuge that consists primarily or entirely of conservation easements on private lands. These conservation easements support private landowner efforts to protect important habitat for fish and wildlife. There are 13 conservation areas and nine wildlife management areas in the National Wildlife Refuge System. Learn more about conservation area , nor allow the government or public to access private lands. 

The proposed critical habitats fall within the ranges of 42 federally listed species and their existing designated critical habitats; 89% of the proposed designation overlaps existing conservation lands. This proposal would designate approximately 121,500 acres as critical habitats in areas not already designated as critical habitat or within existing conservation lands. A draft economic analysis conducted for the proposed critical habitat designation estimated the total incremental section 7 costs associated with the proposal to be $70,800 per year. While the proposed critical habitat area is relatively large, the costs are comparatively low due to strong baseline protections that already exist for this listed species, a consultation area map already in use by managing agencies, and the presence of other listed species in the area. 

Florida bonneted bats are large insectivorous, nonmigratory tropical bats endemic to Central and South Florida. They are found in forests, wetlands and other natural habitats, and have also been recorded in residential and urban areas. The species was listed as endangered in 2013 and has one of the most restricted distributions of any bat species in the Western Hemisphere. Their exact population size is unknown but estimated to be in the low hundreds to low thousands.  

The bonneted bat reproduces slowly, produces small litters, and has few and relatively isolated populations across a very restricted range. These life history traits make it especially vulnerable to current threats, including the degradation, isolation, or loss of foraging and roosting habitat from development, sea-level rise and agriculture. Based on the expected rates of human population growth and urbanization in southern Florida, nearly all agricultural and private natural lands are predicted to be converted to developed land by 2060. 

The ESA allows the Service to identify areas essential to the conservation of endangered or threatened species. The Secretary of the Interior makes this designation on the basis of the best scientific data available and after taking into consideration the economic impact, the impact on national security, and any other relevant impacts of specifying any particular area as critical habitat. 

The Service will accept comments regarding the revised proposed rule or draft economic analysis. The revised proposed rule, including the draft economic analysis will publish in the Federal Register on November 22, 2022, opening a 60-day comment period. The service will accept comments received or postmarked on or before January 23, 2023. The revised proposal and information on how to submit comments can be found on www.regulations.gov by searching under docket number FWS-R4-ES-2019-0106.  

Requests for a public hearing on the revised proposed rule must be submitted in writing by January 6, 2023, by U.S. mail to: Public Comments Processing, Attn:  FWS–R4–ES–2019–0106; U.S. Fish and Wildlife Service, MS: BPHC; 5275 Leesburg Pike; Falls Church, VA 22041-3803. 

More information about this species is available in our Frequently Asked Questions .  

Media Contacts

Latest press releases.

You are exiting the U.S. Fish and Wildlife Service website

You are being directed to

We do not guarantee that the websites we link to comply with Section 508 (Accessibility Requirements) of the Rehabilitation Act. Links also do not constitute endorsement, recommendation, or favoring by the U.S. Fish and Wildlife Service.

• Privacy Policy

Home » Proposal – Types, Examples, and Writing Guide

Proposal – Types, Examples, and Writing Guide

Table of Contents

Definition:

Proposal is a formal document or presentation that outlines a plan, idea, or project and seeks to persuade others to support or adopt it. Proposals are commonly used in business, academia, and various other fields to propose new initiatives, solutions to problems, research studies, or business ventures.

Proposal Layout

While the specific layout of a proposal may vary depending on the requirements or guidelines provided by the recipient, there are some common sections that are typically included in a standard proposal. Here’s a typical layout for a proposal:

• The title of the proposal.
• Your name or the name of your organization.
• Date of submission.
• A list of sections or headings with corresponding page numbers for easy navigation.
• An overview of the proposal, highlighting its key points and benefits.
• Summarize the problem or opportunity.
• Outline the proposed solution or project.
• Mention the expected outcomes or deliverables.
• Keep it concise and compelling.
• Provide background information about the issue or context.
• Explain the purpose and objectives of the proposal.
• Clarify the problem statement or opportunity that the proposal aims to address.
• Describe in detail the methodology , approach , or plan to achieve the objectives.
• Outline the steps or tasks involved in implementing the proposal.
• Explain how the proposed solution or project will be executed.
• Include a timeline or schedule to demonstrate the project’s timeline.
• Define the specific activities, tasks, or services to be provided.
• Clarify the deliverables and expected outcomes.
• Mention any limitations or exclusions, if applicable.
• Provide a detailed breakdown of the costs associated with the proposal.
• Include itemized expenses such as personnel, materials, equipment, and any other relevant costs.
• If applicable, include a justification for each cost.
• Introduce the individuals or team members involved in the proposal.
• Highlight their qualifications, expertise, and experience relevant to the project.
• Include their roles and responsibilities.
• Specify how the success of the proposal will be measured.
• Define evaluation criteria and metrics to assess the outcomes.
• Explain how progress will be tracked and reported.
• Recap the main points of the proposal.
• Reiterate the benefits and advantages of the proposed solution.
• Emphasize the value and importance of supporting or adopting the proposal.
• Include any additional documents, references, charts, graphs, or data that support your proposal.
• These can include resumes, letters of support, financial projections, or relevant research materials.

Types of Types of Proposals

When it comes to proposals, there are various types depending on the context and purpose. Here are some common types of proposals:

Business Proposal

This type of proposal is used in the business world to present a plan, idea, or project to potential clients, investors, or partners. It typically includes an executive summary, problem statement, proposed solution, timeline, budget, and anticipated outcomes.

Project Proposal

A project proposal is a detailed document that outlines the objectives, scope, methodology, deliverables, and budget of a specific project. It is used to seek approval and funding from stakeholders or clients.

Research Proposal

Research proposals are commonly used in academic or scientific settings. They outline the research objectives, methodology, timeline, expected outcomes, and potential significance of a research study. These proposals are submitted to funding agencies, universities, or research institutions.

Grant Proposal

Non-profit organizations, researchers, or individuals seeking funding for a project or program often write grant proposals. These proposals provide a detailed plan of the project, including goals, methods, budget, and expected outcomes, to convince grant-making bodies to provide financial support.

Sales Proposal

Sales proposals are used by businesses to pitch their products or services to potential customers. They typically include information about the product/service, pricing, features, benefits, and a persuasive argument to encourage the recipient to make a purchase.

Sponsorship Proposal

When seeking sponsorship for an event, sports team, or individual, a sponsorship proposal is created. It outlines the benefits for the sponsor, the exposure they will receive, and the financial or in-kind support required.

Marketing Proposal

A marketing proposal is developed by marketing agencies or professionals to present their strategies and tactics to potential clients. It includes an analysis of the target market, proposed marketing activities, budget, and expected results.

Policy Proposal

In the realm of government or public policy, individuals or organizations may create policy proposals to suggest new laws, regulations, or changes to existing policies. These proposals typically provide an overview of the issue, the proposed solution, supporting evidence, and potential impacts.

Training Proposal

Organizations often create training proposals to propose a training program for their employees. These proposals outline the training objectives, topics to be covered, training methods, resources required, and anticipated outcomes.

Partnership Proposal

When two or more organizations or individuals wish to collaborate or form a partnership, a partnership proposal is used to present the benefits, shared goals, responsibilities, and terms of the proposed partnership.

Event Proposal

Event planners or individuals organizing an event, such as a conference, concert, or wedding, may create an event proposal. It includes details about the event concept, venue, logistics, budget, marketing plan, and anticipated attendee experience.

Technology Proposal

Technology proposals are used to present new technological solutions, system upgrades, or IT projects to stakeholders or decision-makers. These proposals outline the technology requirements, implementation plan, costs, and anticipated benefits.

Construction Proposal

Contractors or construction companies create construction proposals to bid on construction projects. These proposals include project specifications, cost estimates, timelines, materials, and construction methodologies.

Book Proposal

Authors or aspiring authors create book proposals to pitch their book ideas to literary agents or publishers. These proposals include a synopsis of the book, target audience, marketing plan, author’s credentials, and sample chapters.

Social Media Proposal

Social media professionals or agencies create social media proposals to present their strategies for managing social media accounts, creating content, and growing online presence. These proposals include an analysis of the current social media presence, proposed tactics, metrics for success, and pricing.

Training and Development Proposal

Similar to training proposals, these proposals focus on the overall development and growth of employees within an organization. They may include plans for leadership development, skill enhancement, or professional certification programs.

Consulting Proposal

Consultants create consulting proposals to present their services and expertise to potential clients. These proposals outline the problem statement, proposed approach, scope of work, timeline, deliverables, and fees.

Policy Advocacy Proposal

Organizations or individuals seeking to influence public policy or advocate for a particular cause create policy advocacy proposals. These proposals present research, evidence, and arguments to support a specific policy change or reform.

Website Design Proposal

Web designers or agencies create website design proposals to pitch their services to clients. These proposals outline the project scope, design concepts, development process, timeline, and pricing.

Environmental Proposal

Environmental proposals are created to address environmental issues or propose conservation initiatives. These proposals may include strategies for renewable energy, waste management, biodiversity preservation, or sustainable practices.

Health and Wellness Proposal

Proposals related to health and wellness can cover a range of topics, such as wellness programs, community health initiatives, healthcare system improvements, or health education campaigns.

Human Resources (HR) Proposal

HR professionals may create HR proposals to introduce new policies, employee benefits programs, performance evaluation systems, or employee training initiatives within an organization.

Nonprofit Program Proposal

Nonprofit organizations seeking funding or support for a specific program or project create nonprofit program proposals. These proposals outline the program’s objectives, activities, target beneficiaries, budget, and expected outcomes.

Government Contract Proposal

When bidding for government contracts, businesses or contractors create government contract proposals. These proposals include details about the project, compliance with regulations, cost estimates, and qualifications.

Product Development Proposal

Businesses or individuals seeking to develop and launch a new product present product development proposals. These proposals outline the product concept, market analysis, development process, production costs, and marketing strategies.

Feasibility Study Proposal

Feasibility study proposals are used to assess the viability and potential success of a project or business idea. These proposals include market research, financial analysis, risk assessment, and recommendations for implementation.

Educational Program Proposal

Educational institutions or organizations create educational program proposals to introduce new courses, curricula, or educational initiatives. These proposals outline the program objectives, learning outcomes, curriculum design, and resource requirements.

Social Service Proposal

Organizations involved in social services, such as healthcare, community development, or social welfare, create social service proposals to seek funding, support, or partnerships. These proposals outline the social issue, proposed interventions, anticipated impacts, and sustainability plans.

Proposal Writing Guide

Here’s a step-by-step guide to help you with proposal writing:

• Understand the Requirements: Before you begin writing your proposal, carefully review any guidelines, instructions, or requirements provided by the recipient or organization. This will ensure that you meet their expectations and include all necessary information.
• Research and Gather Information: Conduct thorough research on the topic or project you are proposing. Collect relevant data, statistics, case studies, and any supporting evidence that strengthens your proposal. This will demonstrate your knowledge and credibility.
• Define the Problem or Opportunity: Clearly identify and articulate the problem or opportunity that your proposal aims to address. Provide a concise and compelling explanation of why it is important and relevant.
• State Your Objectives: Outline the specific objectives or goals of your proposal. What do you hope to achieve? Make sure your objectives are clear, measurable, and aligned with the needs of the recipient.
• Present Your Solution: Propose your solution or approach to the problem. Describe how your solution is unique, innovative, and effective. Provide a step-by-step plan or methodology, highlighting key activities, deliverables, and timelines.
• Demonstrate Benefits and Impact: Clearly outline the benefits and impact of your proposal. Explain how it will add value, solve the problem, or create positive change. Use evidence and examples to support your claims.
• Develop a Budget: If applicable, include a detailed budget that outlines the costs associated with implementing your proposal. Be transparent and realistic about expenses, and clearly explain how the funding will be allocated.
• Address Potential Risks and Mitigation Strategies: Identify any potential risks, challenges, or obstacles that may arise during the implementation of your proposal. Offer strategies or contingency plans to mitigate these risks and ensure the success of your project.
• Provide Supporting Documentation: Include any supporting documents that add credibility to your proposal. This may include resumes or bios of key team members, letters of support or partnership, relevant certifications, or past success stories.
• Write Clearly and Concisely: Use clear and concise language to communicate your ideas effectively. Avoid jargon or technical terms that may confuse or alienate the reader. Structure your proposal with headings, subheadings, and bullet points to enhance readability.
• Proofread and Edit: Carefully review your proposal for grammar, spelling, and formatting errors. Ensure that it is well-organized, coherent, and flows logically. Consider asking someone else to review it for feedback and suggestions.
• Include a Professional Cover Letter: If appropriate, attach a cover letter introducing your proposal. This letter should summarize the key points, express your enthusiasm, and provide contact information for further discussion.
• Follow Submission Instructions: Follow the specific instructions for submitting your proposal. This may include submitting it electronically, mailing it, or delivering it in person. Pay attention to submission deadlines and any additional requirements.
• Follow Up: After submitting your proposal, consider following up with the recipient to ensure they received it and address any questions or concerns they may have. This shows your commitment and professionalism.

Purpose of Proposal

The purpose of a proposal is to present a plan, idea, project, or solution to a specific audience in a persuasive and compelling manner. Proposals are typically written documents that aim to:

• Convince and Persuade: The primary purpose of a proposal is to convince the recipient or decision-makers to accept and support the proposed plan or idea. It is important to present a strong case, providing evidence, logical reasoning, and clear benefits to demonstrate why the proposal should be approved.
• Seek Approval or Funding: Proposals often seek approval or funding for a project, program, research study, business venture, or initiative. The purpose is to secure the necessary resources, whether financial, human, or technical, to implement the proposed endeavor.
• Solve Problems or Address Opportunities: Proposals are often developed in response to a problem, challenge, or opportunity. The purpose is to provide a well-thought-out solution or approach that effectively addresses the issue or leverages the opportunity for positive outcomes.
• Present a Comprehensive Plan : Proposals outline a comprehensive plan, including objectives, strategies, methodologies, timelines, budgets, and anticipated outcomes. The purpose is to demonstrate the feasibility, practicality, and potential success of the proposed plan.
• Inform and Educate: Proposals provide detailed information and analysis to educate the audience about the subject matter. They offer a thorough understanding of the problem or opportunity, the proposed solution, and the potential impact.
• Establish Credibility: Proposals aim to establish the credibility and expertise of the individual or organization presenting the proposal. They demonstrate the knowledge, experience, qualifications, and track record that make the proposer capable of successfully executing the proposed plan.
• I nitiate Collaboration or Partnerships: Proposals may serve as a means to initiate collaboration, partnerships, or contractual agreements. They present an opportunity for individuals, organizations, or entities to work together towards a common goal or project.
• Provide a Basis for Decision-Making: Proposals offer the information and analysis necessary for decision-makers to evaluate the merits and feasibility of the proposed plan. They provide a framework for informed decision-making, allowing stakeholders to assess the risks, benefits, and potential outcomes.

When to write a Proposal

Proposals are typically written in various situations when you need to present a plan, idea, or project to a specific audience. Here are some common scenarios when you may need to write a proposal:

• Business Opportunities: When you identify a business opportunity, such as a potential client or partnership, you may write a proposal to pitch your products, services, or collaboration ideas.
• Funding or Grants: If you require financial support for a project, research study, non-profit program, or any initiative, you may need to write a proposal to seek funding from government agencies, foundations, or philanthropic organizations.
• Project Planning: When you plan to undertake a project, whether it’s a construction project, software development, event organization, or any other endeavor, writing a project proposal helps outline the objectives, deliverables, timelines, and resource requirements.
• Research Studies: In academic or scientific settings, researchers write research proposals to present their study objectives, research questions, methodology, anticipated outcomes, and potential significance to funding bodies, universities, or research institutions.
• Business Development: If you’re expanding your business, launching a new product or service, or entering a new market, writing a business proposal helps outline your plans, strategies, market analysis, and financial projections to potential investors or partners.
• Partnerships and Collaborations: When seeking partnerships, collaborations, or joint ventures with other organizations or individuals, writing a partnership proposal helps communicate the benefits, shared goals, responsibilities, and terms of the proposed partnership.
• Policy or Advocacy Initiatives: When advocating for a particular cause, addressing public policy issues, or proposing policy changes, writing a policy proposal helps outline the problem, proposed solutions, supporting evidence, and potential impacts.
• Contract Bidding: If you’re bidding for contracts, whether in government or private sectors, writing a proposal is necessary to present your capabilities, expertise, resources, and pricing to potential clients or procurement departments.
• Consulting or Service Contracts: If you offer consulting services, professional expertise, or specialized services, writing a proposal helps outline your approach, deliverables, fees, and timeline to potential clients.

Importance of Proposal

Proposals play a significant role in numerous areas and have several important benefits. Here are some key reasons why proposals are important:

• Communication and Clarity: Proposals serve as a formal means of communication, allowing you to clearly articulate your plan, idea, or project to others. By presenting your proposal in a structured format, you ensure that your message is conveyed effectively, minimizing misunderstandings and confusion.
• Decision-Making Tool: Proposals provide decision-makers with the necessary information and analysis to make informed choices. They offer a comprehensive overview of the proposal, including objectives, strategies, timelines, budgets, and anticipated outcomes. This enables stakeholders to evaluate the proposal’s feasibility, alignment with goals, and potential return on investment.
• Accountability and Documentation: Proposals serve as a written record of commitments, responsibilities, and expectations. Once a proposal is approved, it becomes a reference point for all parties involved, ensuring that everyone is on the same page and accountable for their roles and obligations.
• Planning and Organization: Writing a proposal requires thorough planning and organization. It compels you to define objectives, outline strategies, consider potential risks, and create a timeline. This process helps you think critically about the proposal, identifying strengths, weaknesses, and areas that require further refinement.
• Persuasion and Influence: Proposals are persuasive documents that aim to convince others to support or approve your plan. By presenting a well-constructed proposal, supported by evidence, logical reasoning, and benefits, you enhance your ability to influence decision-makers and stakeholders.
• Resource Allocation and Funding: Many proposals are written to secure resources, whether financial, human, or technical. A compelling proposal can increase the likelihood of obtaining funding, grants, or other resources needed to execute a project or initiative successfully.
• Partnership and Collaboration Opportunities: Proposals enable you to seek partnerships, collaborations, or joint ventures with other organizations or individuals. By presenting a clear proposal that outlines the benefits, shared goals, responsibilities, and terms, you increase the likelihood of forming mutually beneficial relationships.
• Professionalism and Credibility: A well-written proposal demonstrates professionalism, expertise, and credibility. It showcases your ability to analyze complex issues, develop effective strategies, and present ideas in a concise and persuasive manner. This can enhance your reputation and increase trust among stakeholders.
• Continual Improvement: The process of writing proposals encourages you to refine your ideas, explore alternatives, and seek feedback. It provides an opportunity for reflection and refinement, ultimately leading to continuous improvement in your plans and approaches.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

You may also like

How To Write A Proposal – Step By Step Guide...

Grant Proposal – Example, Template and Guide

How To Write A Business Proposal – Step-by-Step...

Business Proposal – Templates, Examples and Guide

How To Write A Research Proposal – Step-by-Step...

How To Write A Grant Proposal – Step-by-Step...

Dual-path temporal map optimization for make-up temporal video grounding

• Regular Paper
• Published: 03 May 2024
• Volume 30 , article number  140 , ( 2024 )

Cite this article

• Jiaxiu Li 1   na1 ,
• Kun Li 1   na1 ,
• Guoliang Chen 1 ,
• Meng Wang 1 , 2 &
• Dan Guo 1 , 2  

Make-up temporal video grounding (MTVG) aims to localize the target video segment, which is semantically related to a sentence describing a make-up activity in a make-up video. Compared with the general video grounding, MTVG focuses on meticulous actions and changes on the face. The make-up instruction step, usually involving detailed differences in products and facial areas, is more fine-grained than general activities (e.g., cooking activity and furniture assembly). Thus, existing general approaches may not effectively locate the target activity effectually due to the lack of fine-grained semantic cues for the make-up semantic comprehension. To tackle this issue, we propose an effective proposal-based framework named Dual-Path Temporal Map Optimization Network to capture fine-grained multimodal semantic details of make-up activities. We extract both query-agnostic and query-guided features to construct two proposal sets and use specific evaluation methods for the two sets. Different from the commonly used single structure in previous methods, our dual-path structure can mine more semantic information in make-up videos and distinguish fine-grained actions well. These two candidate sets represent the cross-modal makeup video-text similarity and multi-modal fusion relationship, complementing each other. Therefore, the joint prediction of these sets will enhance the accuracy of video timestamp prediction. Comprehensive experiments on the YouMakeup dataset demonstrate our proposed dual structure excels in fine-grained semantic comprehension. The source code will be available at: https://github.com/lijiaxiuHFUT/DPTMO .

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 availibility

The datasets generated and analysed during this study are available from the corresponding author on reasonable request.

https://github.com/AIM3-RUC/Youmakeup_Challenge2022 .

https://huggingface.co/docs/transformers/model_doc/distilbert .

Alayrac, J.B., Bojanowski, P., Agrawal, N., et al.: Unsupervised learning from narrated instruction videos. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 4575–4583 (2016)

Anne Hendricks, L., Wang, O., Shechtman, E., et al.: Localizing moments in video with natural language. In: Proceedings of The IEEE International Conference on Computer Vision, pp. 5803–5812 (2017)

Caesar, H., Bankiti, V., Lang, A.H., et al.: nuscenes: A multimodal dataset for autonomous driving. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 11621–11631 (2020)

Carreira, J., Zisserman, A.: Quo vadis, action recognition? a new model and the kinetics dataset. In: Proceedings of The IEEE Conference on Computer Vision and Pattern Recognition, pp. 6299–6308 (2017)

Chen, J., Chen, X., Ma, L., et al.: Temporally grounding natural sentence in video. In: Proceedings of The 2018 Conference on Empirical Methods in Natural Language Processing, pp. 162–171 (2018)

Chen, L., Lu, C., Tang, S., et al.: Rethinking the bottom-up framework for query-based video localization. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 10551–10558 (2020)

Chen, S., Jiang, Y.G.: Semantic proposal for activity localization in videos via sentence query. In: Proceedings of the AAAI Conference on Artificial Intelligence, pp. 8199–8206 (2019)

Chiu, H.K., Li, J., Ambruş, R., et al.: Probabilistic 3d multi-modal, multi-object tracking for autonomous driving. In: 2021 IEEE International Conference on Robotics and Automation, IEEE, pp. 14227–14233 (2021)

Chu, W.S., Song, Y., Jaimes, A.: Video co-summarization: Video summarization by visual co-occurrence. In: Proceedings of The IEEE Conference on Computer Vision and Pattern Recognition, pp. 3584–3592 (2015)

Fang, Z., Fan, J., Yu, J.: Lpr: learning point-level temporal action localization through re-training. Multimedia Syst. 29 (5), 2545–2562 (2023)

Article   Google Scholar  

Gao, J., Xu, C.: Fast video moment retrieval. In: Proceedings of The IEEE/CVF International Conference on Computer Vision, pp. 1523–1532 (2021)

Gao, J., Sun, C., Yang, Z., et al.: Tall: Temporal activity localization via language query. In: Proceedings of the IEEE International Conference on Computer Vision, pp. 5267–5275 (2017)

Gapon, N., Voronin, V., Semenishchev, E., et al.: Multimodal image inpainting for an autonomous robot navigation application. In: Multimodal Sensing and Artificial Intelligence: Technologies and Applications II, SPIE, pp. 196–203 (2021)

Ge, R., Gao, J., Chen, K., et al.: Mac: Mining activity concepts for language-based temporal localization. In: 2019 IEEE Winter Conference on Applications of Computer Vision, IEEE, pp. 245–253 (2019)

Guo, D., Li, K., Hu, B., et al.: Benchmarking micro-action recognition: Dataset, methods, and applications. IEEE Trans. Circ. Syst. Video Technol. (2024)

He, D., Zhao, X., Huang, J., et al.: Read, watch, and move: Reinforcement learning for temporally grounding natural language descriptions in videos. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 8393–8400 (2019)

Kingma, D.P., Ba, J.: Adam: A method for stochastic optimization. In: International Conference on Learning Representations (2015)

Li, K., Guo, D., Wang, M.: Proposal-free video grounding with contextual pyramid network. In: Proceedings of the AAAI Conference on Artificial Intelligence, pp. 1902–1910 (2021)

Li, K., Guo, D., Wang, M.: Vigt: Proposal-free video grounding with learnable token in transformer. arXiv preprint arXiv:2308.06009 (2023)

Li, K., Li, J., Guo, D., et al.: Transformer-based visual grounding with cross-modality interaction. ACM Trans. Multimed. Comput. Commun. Appl. (2023)

Li, T., Wang, L.: Learning spatiotemporal features via video and text pair discrimination. arXiv preprint arXiv:2001.05691 (2020)

Liu, D., Qu, X., Liu, X.Y., et al.: Jointly cross-and self-modal graph attention network for query-based moment localization. In: Proceedings of The 28th ACM International Conference on Multimedia, pp. 4070–4078 (2020)

Liu, D., Qu, X., Dong, J., et al.: Context-aware biaffine localizing network for temporal sentence grounding. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 11235–11244 (2021)

Liu, J., Chen, W., Cheng, Y., et al.: Violin: A large-scale dataset for video-and-language inference. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 10900–10910 (2020)

Miech, A., Alayrac, J.B., Laptev, I., et al.: Thinking fast and slow: Efficient text-to-visual retrieval with transformers. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 9826–9836 (2021)

Mun, J., Cho, M., Han, B.: Local-global video-text interactions for temporal grounding. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 10810–10819 (2020)

Ou, Y., Chen, Z., Wu, F.: Multimodal local-global attention network for affective video content analysis. IEEE Trans. Circ. Syst. Video Technol. 31 (5), 1901–1914 (2020)

Rana, A.J., Rawat, Y.S.: We don’t need thousand proposals: Single shot actor-action detection in videos. In: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, pp. 2960–2969 (2021)

Regneri, M., Rohrbach, M., Wetzel, D., et al.: Grounding action descriptions in videos. Trans. Assoc. Comput. Ling. 1 , 25–36 (2013)

Google Scholar  

Sanchez-Cortes, D., Kumano, S., Otsuka, K., et al.: In the mood for vlog: Multimodal inference in conversational social video. ACM Trans. Interact. Intell. Syst. 5 (2), 1–24 (2015)

Sanh, V., Debut, L., Chaumond, J., et al.: Distilbert, a distilled version of bert: smaller, faster, cheaper and lighter. arXiv preprint arXiv:1910.01108 (2019)

Song, Y., Vallmitjana, J., Stent, A., et al.: Tvsum: Summarizing web videos using titles. In: Proceedings of The IEEE Conference on Computer Vision and Pattern Recognition, pp. 5179–5187 (2015)

Tang, S., Guo, D., Hong, R., et al.: Graph-based multimodal sequential embedding for sign language translation. IEEE Trans. Multimedia 24 , 4433–4445 (2021)

Tang, S., Hong, R., Guo, D., et al.: Gloss semantic-enhanced network with online back-translation for sign language production. In: Proceedings of the 30th ACM International Conference on Multimedia, pp. 5630–5638 (2022)

Tang, Y., Ding, D., Rao, Y., et al.: Coin: A large-scale dataset for comprehensive instructional video analysis. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 1207–1216 (2019)

Tellex, S., Kollar, T., Dickerson, S., et al.: Understanding natural language commands for robotic navigation and mobile manipulation. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 1507–1514 (2011)

Toyer, S., Cherian, A., Han, T., et al.: Human pose forecasting via deep markov models. In: 2017 International Conference on Digital Image Computing: Techniques and Applications, IEEE, pp. 1–8 (2017)

Tran, D., Bourdev, L., Fergus, R., et al.: Learning spatiotemporal features with 3d convolutional networks. In: Proceedings of The IEEE International Conference on Computer Vision, pp. 4489–4497 (2015)

Vaswani, A., Shazeer, N., Parmar, N., et al.: Attention is all you need. Adv. Neural Inf. Process. Syst. 30 , 1 (2017)

Wang, F., Guo, D., Li, K., et al.: Eulermormer: Robust eulerian motion magnification via dynamic filtering within transformer. In: Proceedings of the AAAI Conference on Artificial Intelligence, pp. 5345–5353 (2024)

Wang, F., Guo, D., Li, K., et al.: Frequency decoupling for motion magnification via multi-level isomorphic architecture. arXiv preprint arXiv:2403.07347 (2024)

Wang, W., Huang, Y., Wang, L.: Language-driven temporal activity localization: A semantic matching reinforcement learning model. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 334–343 (2019)

Wang, W., Wang, Y., Chen, S., et al.: Youmakeup: A large-scale domain-specific multimodal dataset for fine-grained semantic comprehension. In: Proceedings of The 2019 Conference on Empirical Methods in Natural Language Processing and The 9th International Joint Conference on Natural Language Processing, pp. 5133–5143 (2019)

Wang, Z., Wang, L., Wu, T., et al.: Negative sample matters: A renaissance of metric learning for temporal grounding. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 2613–2623 (2022)

Wei, Y., Zhang, Z., Wang, Y., et al.: Deraincyclegan: Rain attentive cyclegan for single image deraining and rainmaking. IEEE Trans. Image Process. 30 , 4788–4801 (2021)

Wu, J., Kuang, Z., Wang, L., et al.: Context-aware rcnn: A baseline for action detection in videos. In: European Conference on Computer Vision, pp. 440–456 (2020)

Xia, H., Zhan, Y., Cheng, K.: Spatial-temporal correlations learning and action-background jointed attention for weakly-supervised temporal action localization. Multimed. Syst. 28 (4), 1529–1541 (2022)

Xu, H., He, K., Plummer, B.A., et al.: Multilevel language and vision integration for text-to-clip retrieval. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 9062–9069 (2019)

Yu, H., Cheng, S., Ni, B., et al.: Fine-grained video captioning for sports narrative. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 6006–6015 (2018)

Yuan, Y., Ma, L., Wang, J., et al.: Semantic conditioned dynamic modulation for temporal sentence grounding in videos. Adv. Neural Inf. Process. Syst. 32 , 1 (2019)

Yuan, Y., Mei, T., Zhu, W.: To find where you talk: Temporal sentence localization in video with attention based location regression. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 9159–9166 (2019)

Zeng, R., Xu, H., Huang, W., et al.: Dense regression network for video grounding. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 10287–10296 (2020)

Zeng, Y., Cao, D., Wei, X., et al.: Multi-modal relational graph for cross-modal video moment retrieval. In: Proceedings of The IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 2215–2224 (2021)

Zhang, S., Peng, H., Fu, J., et al.: Learning 2d temporal adjacent networks for moment localization with natural language. In: Proceedings of The AAAI Conference on Artificial Intelligence, pp. 12870–12877 (2020)

Zhang, Z., Wei, Y., Zhang, H., et al.: Data-driven single image deraining: A comprehensive review and new perspectives. Pattern Recogn. 109 , 740 (2023)

Zhong, M., Chen, Y., Zhang, H., et al.: Multimodal-enhanced hierarchical attention network for video captioning. Multimedia Syst. 29 (5), 2469–2482 (2023)

Zhou, L., Xu, C., Corso, J.J.: Towards automatic learning of procedures from web instructional videos. In: Thirty-Second AAAI Conference on Artificial Intelligence, pp. 7590—7598 (2018)

Download references

Acknowledgements

This work was supported in part by the National Key R &D Program of China (2022YFB4500600), and the National Natural Science Foundation of China (62272144, 62202139, 72188101, 62020106007, U20A20183), the Major Project of Anhui Province (202203a05020011), and the Anhui Provincial Natural Science Foundation (2208085QF191).

Author information

Jiaxiu Li and Kun Li contributed equally to this work.

Authors and Affiliations

School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, 230601, China

Jiaxiu Li, Kun Li, Jia Li, Guoliang Chen, Meng Wang & Dan Guo

Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, 230026, China

Meng Wang & Dan Guo

You can also search for this author in PubMed   Google Scholar

Contributions

Jiaxiu Li and Kun Li designed the proposed method, and wrote the main manuscript text. All authors reviewed the manuscript.

Corresponding authors

Correspondence to Jia Li or Dan Guo .

Ethics declarations

Conflict of interest.

The authors declare that they have no conflict of interest.

Additional information

Communicated by H. Li.

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

Li, J., Li, K., Li, J. et al. Dual-path temporal map optimization for make-up temporal video grounding. Multimedia Systems 30 , 140 (2024). https://doi.org/10.1007/s00530-024-01340-w

Download citation

Received : 16 November 2023

Accepted : 16 April 2024

Published : 03 May 2024

DOI : https://doi.org/10.1007/s00530-024-01340-w

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

• Video understanding
• Make-up temporal video grounding
• Proposal generation
• 2D temporal map
• Find a journal
• Publish with us
• Track your research

KPMG Personalization

• Rev. Proc. 2024-23: Updated annual list of automatic accounting method changes

Effective immediately for Forms 3115 filed on or after April 30, 2024, for a year of change ending on or after September 30, 2023

Effective immediately for Forms 3115 filed on or after April 30, 2024

• Home ›
• Insights ›

The IRS today released Rev. Proc. 2024-23 , providing an updated annual list of automatic accounting method changes.

Rev. Proc. 2024-23 updates and replaces Rev. Proc. 2023-24, which was the previous list of accounting method changes for which the automatic change procedures of Rev. Proc. 2015-13 apply (the “mass consent procedure”). 

Rev. Proc. 2024-23 is effective immediately for Forms 3115,  Application for Change in Accounting Method , filed on or after April 30, 2024, for a year of change ending on or after September 30, 2023.

The KPMG name and logo are trademarks used under license by the independent member firms of the KPMG global organization. KPMG International Limited is a private English company limited by guarantee and does not provide services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. The information contained herein is of a general nature and is not intended to address the circumstances of any particular individual or entity. Although we endeavor to provide accurate and timely information, there can be no guarantee that such information is accurate as of the date it is received or that it will continue to be accurate in the future. No one should act on such information without appropriate professional advice after a thorough examination of the particular situation. For more information, contact KPMG's Federal Tax Legislative and Regulatory Services Group at: + 1 202 533 3712, 1801 K Street NW, Washington, DC 20006.

Help | Advanced Search

Computer Science > Computer Vision and Pattern Recognition

Title: adversarial examples: generation proposal in the context of facial recognition systems.

Abstract: In this paper we investigate the vulnerability that facial recognition systems present to adversarial examples by introducing a new methodology from the attacker perspective. The technique is based on the use of the autoencoder latent space, organized with principal component analysis. We intend to analyze the potential to craft adversarial examples suitable for both dodging and impersonation attacks, against state-of-the-art systems. Our initial hypothesis, which was not strongly favoured by the results, stated that it would be possible to separate between the "identity" and "facial expression" features to produce high-quality examples. Despite the findings not supporting it, the results sparked insights into adversarial examples generation and opened new research avenues in the area.

Submission history

Access paper:.

• HTML (experimental)
• Other Formats

References & Citations

• Google Scholar
• Semantic Scholar

BibTeX formatted citation

Bibliographic and Citation Tools

Code, data and media associated with this article, recommenders and search tools.

• Institution

arXivLabs: experimental projects with community collaborators

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.

Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.

Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs .