Academic Research
Complete research lifecycle: project setup, literature review, writing, publication, and defense.
Project Structure
research-project/
├── .github/
│ └── copilot-instructions.md # Research context for Alex
├── docs/
│ ├── RESEARCH-PLAN.md # Questions, timeline, milestones
│ ├── METHODOLOGY.md # Design decisions
│ └── DECISION-LOG.md # Key decisions with rationale
├── data/
│ ├── raw/ # Untouched source data
│ ├── processed/ # Cleaned/transformed
│ └── DATA-DICTIONARY.md # Variable definitions
├── analysis/
│ ├── scripts/ # Analysis code
│ └── outputs/ # Figures, tables
├── writing/
│ ├── drafts/ # Work in progress
│ └── submissions/ # Submitted versions
├── references/
│ ├── LITERATURE-MATRIX.md # Systematic tracking
│ └── notes/ # Reading notes
└── README.md
Quick Setup
mkdir -p .github docs data/{raw,processed} analysis/{scripts,outputs} writing/{drafts,submissions} references/notes
touch docs/RESEARCH-PLAN.md docs/METHODOLOGY.md references/LITERATURE-MATRIX.md .github/copilot-instructions.md
Research Project Types
| Type |
Duration |
Output |
Review |
| Master's Thesis |
1-2 years |
80-150 pages |
Committee defense |
| PhD Dissertation |
3-7 years |
150-300+ pages |
Committee + external |
| Journal Article |
3-12 months |
5,000-10,000 words |
Peer review |
| Conference Paper |
2-6 months |
4,000-8,000 words |
Peer review |
Research Question Development
PICO Framework
- Population — Who is being studied?
- Intervention — What is being tested?
- Comparison — Against what?
- Outcome — What is measured?
FINER Criteria
| Criterion |
Question |
| Feasible |
Can it be done with available resources? |
| Interesting |
Does anyone care? |
| Novel |
Does it add new knowledge? |
| Ethical |
Can it be done ethically? |
| Relevant |
Does it matter to the field? |
Literature Review
Synthesis Approaches
| Approach |
When to Use |
| Thematic |
Organize by concepts across sources |
| Chronological |
Show field evolution |
| Methodological |
Compare research approaches |
| Concept Matrix |
Map concepts to sources in table |
Gap Types
- Empirical — No studies in specific context
- Theoretical — Theory not applied to domain
- Methodological — New methods could reveal insights
- Population — Understudied demographic
Literature Matrix Template
| Citation | Year | Method | Findings | Gaps | Relevance |
|----------|------|--------|----------|------|-----------|
| Author1 et al. | 2024 | RCT | X | Y | ⭐⭐⭐ |
Methodology
Qualitative Methods
| Method |
Best For |
Sample |
| Interviews |
Deep understanding |
10-30 |
| Focus Groups |
Group dynamics |
4-8/group |
| Case Study |
Detailed exploration |
1-10 |
| Grounded Theory |
Theory generation |
Until saturation |
Quantitative Methods
| Method |
Best For |
Sample |
| Survey |
Breadth, generalization |
100-1000+ |
| Experiment |
Causation |
Power analysis |
| Quasi-experiment |
No randomization |
Varies |
Mixed Methods
- Convergent — Qual + quant simultaneously
- Explanatory Sequential — Quant → Qual
- Exploratory Sequential — Qual → Quant
Thesis/Dissertation Structure
- Introduction — Problem, significance, research questions
- Literature Review — Framework, prior work, gaps
- Methodology — Design, collection, analysis
- Results — Data without interpretation
- Discussion — Interpret, connect to literature
- Conclusion — Summary, contributions, limitations
Discipline Variations
| Discipline |
Variation |
| Sciences |
Methods-heavy |
| Humanities |
Multiple thematic chapters |
| Social Sciences |
Separate theoretical framework |
| Engineering |
Implementation + Evaluation chapters |
Academic Writing
Hedging Language
| Strong |
Hedged |
| "This proves..." |
"This suggests..." |
| "Always causes" |
"May contribute to" |
| "Definitely shows" |
"Evidence indicates" |
CARS Model (Introductions)
- Establish territory — topic importance
- Establish niche — gap in knowledge
- Occupy niche — your contribution
Citation Density
| Section |
Density |
| Abstract |
None |
| Introduction |
Medium |
| Related Work |
High |
| Methods |
Low-Medium |
| Results |
Low |
| Discussion |
Medium |
Publication Workflow
Venue Selection
| Research Type |
Venue |
| User study with metrics |
ACM CHI |
| Business implications |
Harvard Business Review |
| Cognitive theory |
Cognitive Systems Research |
| Philosophical AI argument |
Minds & Machines |
5-Phase Process
| Phase |
Duration |
Focus |
| Preparation |
1-2 weeks |
Literature, outline, figures |
| Rough Draft |
1-2 weeks |
Write without editing |
| Revision |
1-2 weeks |
Structure → Section → Paragraph → Sentence |
| Feedback |
2-4 weeks |
Advisor, peers |
| Polish |
1 week |
Format, citations, submit |
Responding to Reviews
## Response to Reviewer 1
### R1.1: "[Concern]"
We appreciate this observation. [How addressed].
Changes: Section X, paragraph Y: [new text]
Committee Navigation
Defense Preparation
- Anticipate likely questions
- Prepare 20-30 minute presentation
- Know your limitations
- Have backup slides
- Practice with friendly audience
Common Concerns
| Concern |
Address With |
| "Why this topic?" |
Strong motivation |
| "What's your contribution?" |
Explicit list |
| "How is this valid?" |
Robust methodology |
| "What about X?" |
Scope, future work |
Citation Management
| Style |
Discipline |
| APA 7 |
Psychology, social sciences |
| MLA 9 |
Humanities |
| Chicago |
History |
| IEEE |
Engineering, CS |
| Vancouver |
Medicine |
Refactoring Existing Projects
Audit Checklist
Migration Pattern
git mv old-data.csv data/raw/
git mv cleaned.csv data/processed/
git mv draft.docx writing/drafts/paper-v1.docx
File Templates
RESEARCH-PLAN.md
# Research Plan: [Title]
## Research Questions
1. Primary: [Main question]
2. Secondary: [Supporting questions]
## Timeline
| Phase | Duration | Deliverable |
|-------|----------|-------------|
| Literature | Weeks 1-4 | Matrix complete |
| Collection | Weeks 5-12 | Raw data |
| Analysis | Weeks 13-16 | Results |
| Writing | Weeks 17-20 | Draft |
copilot-instructions.md (Research)
# [Project] - Research Context
## Current Phase
- [x] Literature Review
- [ ] Data Collection
## Alex Guidance
- Add literature to references/LITERATURE-MATRIX.md
- Log decisions in docs/DECISION-LOG.md
- Citation style: APA 7
Pre-Submission Checklist
Tools
| Tool |
Purpose |
| Zotero |
Reference management |
| Overleaf |
LaTeX collaboration |
| Connected Papers |
Literature discovery |
| Pandoc |
Markdown to Word/PDF |
Related Skills
1---2name: academic-research3description: Research project scaffolding, thesis/dissertation writing, literature reviews, publication workflows, and Alex-assisted academic workflows4---56# Academic Research78> Complete research lifecycle: project setup, literature review, writing, publication, and defense.910---1112## Project Structure1314```15research-project/16├── .github/17│ └── copilot-instructions.md # Research context for Alex18├── docs/19│ ├── RESEARCH-PLAN.md # Questions, timeline, milestones20│ ├── METHODOLOGY.md # Design decisions21│ └── DECISION-LOG.md # Key decisions with rationale22├── data/23│ ├── raw/ # Untouched source data24│ ├── processed/ # Cleaned/transformed25│ └── DATA-DICTIONARY.md # Variable definitions26├── analysis/27│ ├── scripts/ # Analysis code28│ └── outputs/ # Figures, tables29├── writing/30│ ├── drafts/ # Work in progress31│ └── submissions/ # Submitted versions32├── references/33│ ├── LITERATURE-MATRIX.md # Systematic tracking34│ └── notes/ # Reading notes35└── README.md36```3738### Quick Setup3940```bash41mkdir -p .github docs data/{raw,processed} analysis/{scripts,outputs} writing/{drafts,submissions} references/notes42touch docs/RESEARCH-PLAN.md docs/METHODOLOGY.md references/LITERATURE-MATRIX.md .github/copilot-instructions.md43```4445---4647## Research Project Types4849| Type | Duration | Output | Review |50|------|----------|--------|--------|51| Master's Thesis | 1-2 years | 80-150 pages | Committee defense |52| PhD Dissertation | 3-7 years | 150-300+ pages | Committee + external |53| Journal Article | 3-12 months | 5,000-10,000 words | Peer review |54| Conference Paper | 2-6 months | 4,000-8,000 words | Peer review |5556---5758## Research Question Development5960### PICO Framework6162- **P**opulation — Who is being studied?63- **I**ntervention — What is being tested?64- **C**omparison — Against what?65- **O**utcome — What is measured?6667### FINER Criteria6869| Criterion | Question |70|-----------|----------|71| **F**easible | Can it be done with available resources? |72| **I**nteresting | Does anyone care? |73| **N**ovel | Does it add new knowledge? |74| **E**thical | Can it be done ethically? |75| **R**elevant | Does it matter to the field? |7677---7879## Literature Review8081### Synthesis Approaches8283| Approach | When to Use |84|----------|-------------|85| **Thematic** | Organize by concepts across sources |86| **Chronological** | Show field evolution |87| **Methodological** | Compare research approaches |88| **Concept Matrix** | Map concepts to sources in table |8990### Gap Types9192- **Empirical** — No studies in specific context93- **Theoretical** — Theory not applied to domain94- **Methodological** — New methods could reveal insights95- **Population** — Understudied demographic9697### Literature Matrix Template9899```markdown100| Citation | Year | Method | Findings | Gaps | Relevance |101|----------|------|--------|----------|------|-----------|102| Author1 et al. | 2024 | RCT | X | Y | ⭐⭐⭐ |103```104105---106107## Methodology108109### Qualitative Methods110111| Method | Best For | Sample |112|--------|----------|--------|113| Interviews | Deep understanding | 10-30 |114| Focus Groups | Group dynamics | 4-8/group |115| Case Study | Detailed exploration | 1-10 |116| Grounded Theory | Theory generation | Until saturation |117118### Quantitative Methods119120| Method | Best For | Sample |121|--------|----------|--------|122| Survey | Breadth, generalization | 100-1000+ |123| Experiment | Causation | Power analysis |124| Quasi-experiment | No randomization | Varies |125126### Mixed Methods127128- **Convergent** — Qual + quant simultaneously129- **Explanatory Sequential** — Quant → Qual130- **Exploratory Sequential** — Qual → Quant131132---133134## Thesis/Dissertation Structure1351361. **Introduction** — Problem, significance, research questions1372. **Literature Review** — Framework, prior work, gaps1383. **Methodology** — Design, collection, analysis1394. **Results** — Data without interpretation1405. **Discussion** — Interpret, connect to literature1416. **Conclusion** — Summary, contributions, limitations142143### Discipline Variations144145| Discipline | Variation |146|------------|-----------|147| Sciences | Methods-heavy |148| Humanities | Multiple thematic chapters |149| Social Sciences | Separate theoretical framework |150| Engineering | Implementation + Evaluation chapters |151152---153154## Academic Writing155156### Hedging Language157158| Strong | Hedged |159|--------|--------|160| "This proves..." | "This suggests..." |161| "Always causes" | "May contribute to" |162| "Definitely shows" | "Evidence indicates" |163164### CARS Model (Introductions)1651661. **Establish territory** — topic importance1672. **Establish niche** — gap in knowledge1683. **Occupy niche** — your contribution169170### Citation Density171172| Section | Density |173|---------|---------|174| Abstract | None |175| Introduction | Medium |176| Related Work | High |177| Methods | Low-Medium |178| Results | Low |179| Discussion | Medium |180181---182183## Publication Workflow184185### Venue Selection186187| Research Type | Venue |188|---------------|-------|189| User study with metrics | ACM CHI |190| Business implications | Harvard Business Review |191| Cognitive theory | Cognitive Systems Research |192| Philosophical AI argument | Minds & Machines |193194### 5-Phase Process195196| Phase | Duration | Focus |197|-------|----------|-------|198| Preparation | 1-2 weeks | Literature, outline, figures |199| Rough Draft | 1-2 weeks | Write without editing |200| Revision | 1-2 weeks | Structure → Section → Paragraph → Sentence |201| Feedback | 2-4 weeks | Advisor, peers |202| Polish | 1 week | Format, citations, submit |203204### Responding to Reviews205206```markdown207## Response to Reviewer 1208209### R1.1: "[Concern]"210211We appreciate this observation. [How addressed].212213Changes: Section X, paragraph Y: [new text]214```215216---217218## Committee Navigation219220### Defense Preparation2212221. Anticipate likely questions2232. Prepare 20-30 minute presentation2243. Know your limitations2254. Have backup slides2265. Practice with friendly audience227228### Common Concerns229230| Concern | Address With |231|---------|--------------|232| "Why this topic?" | Strong motivation |233| "What's your contribution?" | Explicit list |234| "How is this valid?" | Robust methodology |235| "What about X?" | Scope, future work |236237---238239## Citation Management240241| Style | Discipline |242|-------|------------|243| APA 7 | Psychology, social sciences |244| MLA 9 | Humanities |245| Chicago | History |246| IEEE | Engineering, CS |247| Vancouver | Medicine |248249---250251## Refactoring Existing Projects252253### Audit Checklist254255- [ ] Has .github/copilot-instructions.md256- [ ] Data separated: raw vs processed257- [ ] Research questions documented258- [ ] Literature systematically tracked259- [ ] Methodology decisions recorded260261### Migration Pattern262263```bash264git mv old-data.csv data/raw/265git mv cleaned.csv data/processed/266git mv draft.docx writing/drafts/paper-v1.docx267```268269---270271## File Templates272273### RESEARCH-PLAN.md274275```markdown276# Research Plan: [Title]277278## Research Questions2791. Primary: [Main question]2802. Secondary: [Supporting questions]281282## Timeline283| Phase | Duration | Deliverable |284|-------|----------|-------------|285| Literature | Weeks 1-4 | Matrix complete |286| Collection | Weeks 5-12 | Raw data |287| Analysis | Weeks 13-16 | Results |288| Writing | Weeks 17-20 | Draft |289```290291### copilot-instructions.md (Research)292293```markdown294# [Project] - Research Context295296## Current Phase297- [x] Literature Review298- [ ] Data Collection299300## Alex Guidance301- Add literature to references/LITERATURE-MATRIX.md302- Log decisions in docs/DECISION-LOG.md303- Citation style: APA 7304```305306---307308## Pre-Submission Checklist309310- [ ] Abstract stands alone311- [ ] Contributions stated explicitly312- [ ] All claims supported313- [ ] Limitations acknowledged314- [ ] References complete315- [ ] Word limit respected316- [ ] Anonymized if required317318---319320## Tools321322| Tool | Purpose |323|------|---------|324| Zotero | Reference management |325| Overleaf | LaTeX collaboration |326| Connected Papers | Literature discovery |327| Pandoc | Markdown to Word/PDF |328329---330331## Related Skills332333- [literature-review](../literature-review/SKILL.md) — Systematic search334- [citation-management](../citation-management/SKILL.md) — APA formatting335- [md-to-word](../md-to-word/SKILL.md) — Document conversion336- [dissertation-defense](../dissertation-defense/SKILL.md) — Defense preparation