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ResearchMethodology
Rushdi Shams, PhD
Machine Learning Lead, DistillerSR
rushdecoder@gmail.com
Outline
What IS and IS
NOT research
Research
Methodology
Propose a
research
Do a
research
Document
a research
Propose a
research
Research
question
Literature
review
Research
proposal
Document a
research
Thesis
Tipsfor
outstanding
research
2
About Myself
3
Whatis Research
• The systematic process of
collecting and analyzing
information
• It involves interpretation
of data to draw
conclusions
Whatis NOT Research
• Are you presenting other peoples’ work in
a stylish well-understood manner?
• Are you searching new knowledge for
information?
• Are you seeking knowledge on the
architecture of cars by buying a car?
Characteristicsof Research
• Originates with a question or problem.
• Requires a clear articulation of a goal.
• Follows a specific plan of procedure.
• Critical thinking.
• Guided by the specific research problem,
question, or hypothesis.
• Accepts certain critical assumptions.
• Requires the collection and interpretation of
data
• Builds on previous research.
Research Methodology Types
Quantitative
Research
Qualitative
Research
Experimental
Research
Case Study Mixed-Method
7
Research Steps
• Propose a research
• Review literatures.
• Conduct a research.
• Take action, do analysis, generate
results
• Document your work.
• This documentation will be the stem
to produce
• Conference papers for sharing
knowledge with scholars
• Journalpapers for archiving
Propose a Research
• Research Question
• Literature Review
• Research Proposal
Research Question
Start witha broad
topic that you’re
interestedin
Do some preliminary
readingaboutthe current
state of the field.
Narrowyour focus
to a specific area
Developaquestion
Suitablycomplex
Relevanttoyourfieldof
studyand/orsociety,
Researchable using
primaryand/orsecondary
sources,
Feasible toanswerwithin
the timeframe
Refine andmake
sure it is clear,
concise, and
unambiguous.
Use different
approaches to
address your
researchquestion,
such as feasibility
study, case study,
comparative study,
literature survey,
etc.
Use tools and
techniques to
support your
researchquestion
development, such
as SWOTanalysis,
and SMARTcriteria
10
Why will you review
Literature?
• The literature review is a critical
look at the existing research that is
significant to your project.
• You should evaluate what has
already been done, show
the relationships between different
work, and show how it relates
to your project.
• It is not supposed to be just a
summary of other people's work.
Whatshould Literature
ReviewAnswer?
• What do we already know in the area
concerned?
• What are the existing theories?
• Are there any inconsistenciesor other
shortcomings?
• What views need to be (further) tested?
• What evidence is lacking, inconclusive,
contradictory or too limited?
• Why study (further) the research
problem?
Know the Difference
LITERATURE REVIEW ANNOTATED
BIBLIOGRAPHY
SYSTEMATIC REVIEW
13
Research
Proposal
• After reviewing the relevant literature, you should begin
thinking about your proposal
• Your proposal will communicate your intentions to your
committee,
• It will serve as a plan for yourself and the committee, and
• Connects yourself with the committee
• It should indicate that-
• You have identified a problem
• You read enough literature to discuss the subject
intelligently,
• You developed a strategyfor completing the research.
Research Proposal
• A Research Proposal will generally containfollowing
sections-
• Problem Statement
• Which area the problem belongs to
• What has been done so far
• What problems are still not solved
• Why are those problems need to be solved
• Motivation
• What problem are you particularly interested of
• What is your motive to solve that
• Narrower description of your research
Research Proposal
• Approach
• Brief description of your research
• How will you solve the problems
• What are the steps to accomplishyour goal?
• Are you aware of the upcoming problems?
• Challenges
• Difference with other work
• How yourresearch will contribute
• Applications
• Where your findingscan be applied
Document a
Research
• Title
• Authors
• Abstract
• IMRAD
• Acknowledgment
• References
Thesis
Your thesis should meet the following criteria-
• Evidence of an original investigationor the testing
of ideas.
• Competence in independent work or
experimentation.
• An understanding of appropriate techniques.
• Ability to make critical use of published work and
source material.
• Appreciation of the relationship of the special
theme to the wider field of knowledge.
• Originality as shown by the topic researched or the
methodology employed.
• Distinct contribution to knowledge.
Scientific
Writing: IMRAD
• Every scientific writing
generally will have four sections
having an acronym of IMRAD-
• Introduction
• Methods
• Results and
• Discussion
Title
• Title is a label- not sentence
• Fewest possible words that adequately
describe the contentsof the thesis
• Indexing and abstracting services
depend heavily on the accuracy of the
title
• Avoid abbreviations
Authors
• Alphabetical order or order of importance
• Persons who actively contributed to the overall
design and execution of the experiments
• First name, middle name, last name
• Address of institution where the research is done
• Address in same serial to the authors
Abstract
• Precise summary of the content
• Brief summary of each of the sections
• Should not exceed 250 words though there is no
hard and fast rule
• States the principal objectives and scope of the
investigation
• Describes the methodologies employed
• Summarize the results
• State the principal conclusions
Introduction
• Enough background information so that reader can
understand results
• Reader should not need to refer to previous
publications on the topic
• Introduction should describe
• Nature and scope of the problem investigated
• Review of related literature
• Method of the investigation
• Principal results
• Principal conclusions
Methods
• Describe the experimental design
• Provide enough detail so that others can repeat the
experiment
• Use past tense
Results
• Overall description of experiment
• Present the data
• Results are presented in past tense
• Avoid redundancy
Discussions
• Try to present principles, relationships,
and generalizations shown by the results
• Point out any exceptions or any lack of
correlation and define unsettled points
• Show how your results and
interpretationsagree with previously
published work
• Don't be shy; discuss theoretical
implication of your work as well as
practical applications
• State your conclusionsas clearly as
possible
• Summarize your evidence for each
conclusion
Acknowledgment
• Acknowledge any significant technical help,
etc.
• Acknowledge any outside financial assistance
• Grants, contracts, or fellowships
References
• List only significant, published references
• Check all parts of every reference against the
original copy the publications
• You can find Reference styles
• IEEE Editorial Style Manual - IEEE Computer
Society
• References (apa.org)
• Citation Style and Reference Formats (acm.org)
Research Key Insights
Reproducibility
Publication Bias
Causal Inference
Interdisciplinary Nature
Researcher Dilemma
Researcher Bias
29
Tips for Outstanding Research
Select a research topic
that interestsyou!
Develop a clear and
focused research
question.
Plan your research
process.
Use a variety of sources
to gather relevant and
reliable information.
Learn how to use
effective search
techniques
30
Tips for Outstanding Research
Evaluateyoursources
critically
Keep track of your
sources and cite them
properly to avoid
plagiarism
Organize your data and
notes in a systematic and
logical way, using tools
such as outlines, mind
maps, or software.
Analyze your data and
synthesize your
findings
Communicateyour
research results clearly
and convincingly
31
Handy Tools
• Timer / Alarm
• Calendar
• Notification Snoozer
• Mendeley / Zotero
• Google Keep
• Browser Tab Management
• Excel
• Latex
32
Handy Tools for
Researchers (and for all)
• Mind Map
• Cloud Sharing
• Github
• Google Task
• Pareto Principle
• Trello
• ChatGPT/ Gemini / Bing Co-pilot
• Stylistics
• Others
33
Q&A
34

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Research Methodology and Tips on Better Research

  • 1. ResearchMethodology Rushdi Shams, PhD Machine Learning Lead, DistillerSR rushdecoder@gmail.com
  • 2. Outline What IS and IS NOT research Research Methodology Propose a research Do a research Document a research Propose a research Research question Literature review Research proposal Document a research Thesis Tipsfor outstanding research 2
  • 4. Whatis Research • The systematic process of collecting and analyzing information • It involves interpretation of data to draw conclusions
  • 5. Whatis NOT Research • Are you presenting other peoples’ work in a stylish well-understood manner? • Are you searching new knowledge for information? • Are you seeking knowledge on the architecture of cars by buying a car?
  • 6. Characteristicsof Research • Originates with a question or problem. • Requires a clear articulation of a goal. • Follows a specific plan of procedure. • Critical thinking. • Guided by the specific research problem, question, or hypothesis. • Accepts certain critical assumptions. • Requires the collection and interpretation of data • Builds on previous research.
  • 8. Research Steps • Propose a research • Review literatures. • Conduct a research. • Take action, do analysis, generate results • Document your work. • This documentation will be the stem to produce • Conference papers for sharing knowledge with scholars • Journalpapers for archiving
  • 9. Propose a Research • Research Question • Literature Review • Research Proposal
  • 10. Research Question Start witha broad topic that you’re interestedin Do some preliminary readingaboutthe current state of the field. Narrowyour focus to a specific area Developaquestion Suitablycomplex Relevanttoyourfieldof studyand/orsociety, Researchable using primaryand/orsecondary sources, Feasible toanswerwithin the timeframe Refine andmake sure it is clear, concise, and unambiguous. Use different approaches to address your researchquestion, such as feasibility study, case study, comparative study, literature survey, etc. Use tools and techniques to support your researchquestion development, such as SWOTanalysis, and SMARTcriteria 10
  • 11. Why will you review Literature? • The literature review is a critical look at the existing research that is significant to your project. • You should evaluate what has already been done, show the relationships between different work, and show how it relates to your project. • It is not supposed to be just a summary of other people's work.
  • 12. Whatshould Literature ReviewAnswer? • What do we already know in the area concerned? • What are the existing theories? • Are there any inconsistenciesor other shortcomings? • What views need to be (further) tested? • What evidence is lacking, inconclusive, contradictory or too limited? • Why study (further) the research problem?
  • 13. Know the Difference LITERATURE REVIEW ANNOTATED BIBLIOGRAPHY SYSTEMATIC REVIEW 13
  • 14. Research Proposal • After reviewing the relevant literature, you should begin thinking about your proposal • Your proposal will communicate your intentions to your committee, • It will serve as a plan for yourself and the committee, and • Connects yourself with the committee • It should indicate that- • You have identified a problem • You read enough literature to discuss the subject intelligently, • You developed a strategyfor completing the research.
  • 15. Research Proposal • A Research Proposal will generally containfollowing sections- • Problem Statement • Which area the problem belongs to • What has been done so far • What problems are still not solved • Why are those problems need to be solved • Motivation • What problem are you particularly interested of • What is your motive to solve that • Narrower description of your research
  • 16. Research Proposal • Approach • Brief description of your research • How will you solve the problems • What are the steps to accomplishyour goal? • Are you aware of the upcoming problems? • Challenges • Difference with other work • How yourresearch will contribute • Applications • Where your findingscan be applied
  • 17. Document a Research • Title • Authors • Abstract • IMRAD • Acknowledgment • References
  • 18. Thesis Your thesis should meet the following criteria- • Evidence of an original investigationor the testing of ideas. • Competence in independent work or experimentation. • An understanding of appropriate techniques. • Ability to make critical use of published work and source material. • Appreciation of the relationship of the special theme to the wider field of knowledge. • Originality as shown by the topic researched or the methodology employed. • Distinct contribution to knowledge.
  • 19. Scientific Writing: IMRAD • Every scientific writing generally will have four sections having an acronym of IMRAD- • Introduction • Methods • Results and • Discussion
  • 20. Title • Title is a label- not sentence • Fewest possible words that adequately describe the contentsof the thesis • Indexing and abstracting services depend heavily on the accuracy of the title • Avoid abbreviations
  • 21. Authors • Alphabetical order or order of importance • Persons who actively contributed to the overall design and execution of the experiments • First name, middle name, last name • Address of institution where the research is done • Address in same serial to the authors
  • 22. Abstract • Precise summary of the content • Brief summary of each of the sections • Should not exceed 250 words though there is no hard and fast rule • States the principal objectives and scope of the investigation • Describes the methodologies employed • Summarize the results • State the principal conclusions
  • 23. Introduction • Enough background information so that reader can understand results • Reader should not need to refer to previous publications on the topic • Introduction should describe • Nature and scope of the problem investigated • Review of related literature • Method of the investigation • Principal results • Principal conclusions
  • 24. Methods • Describe the experimental design • Provide enough detail so that others can repeat the experiment • Use past tense
  • 25. Results • Overall description of experiment • Present the data • Results are presented in past tense • Avoid redundancy
  • 26. Discussions • Try to present principles, relationships, and generalizations shown by the results • Point out any exceptions or any lack of correlation and define unsettled points • Show how your results and interpretationsagree with previously published work • Don't be shy; discuss theoretical implication of your work as well as practical applications • State your conclusionsas clearly as possible • Summarize your evidence for each conclusion
  • 27. Acknowledgment • Acknowledge any significant technical help, etc. • Acknowledge any outside financial assistance • Grants, contracts, or fellowships
  • 28. References • List only significant, published references • Check all parts of every reference against the original copy the publications • You can find Reference styles • IEEE Editorial Style Manual - IEEE Computer Society • References (apa.org) • Citation Style and Reference Formats (acm.org)
  • 29. Research Key Insights Reproducibility Publication Bias Causal Inference Interdisciplinary Nature Researcher Dilemma Researcher Bias 29
  • 30. Tips for Outstanding Research Select a research topic that interestsyou! Develop a clear and focused research question. Plan your research process. Use a variety of sources to gather relevant and reliable information. Learn how to use effective search techniques 30
  • 31. Tips for Outstanding Research Evaluateyoursources critically Keep track of your sources and cite them properly to avoid plagiarism Organize your data and notes in a systematic and logical way, using tools such as outlines, mind maps, or software. Analyze your data and synthesize your findings Communicateyour research results clearly and convincingly 31
  • 32. Handy Tools • Timer / Alarm • Calendar • Notification Snoozer • Mendeley / Zotero • Google Keep • Browser Tab Management • Excel • Latex 32
  • 33. Handy Tools for Researchers (and for all) • Mind Map • Cloud Sharing • Github • Google Task • Pareto Principle • Trello • ChatGPT/ Gemini / Bing Co-pilot • Stylistics • Others 33