Research Methods Skill
Literature search, source screening, annotated bibliography creation.
🎯 Skill Purpose
Find, evaluate, and organize academic sources for thesis research.
Literature Search Strategy
Phase 1: Query Development
Start with research question → extract keywords → create search queries.
Example:
code
RQ: How should Equinor govern AI deployment? Keywords: - Primary: AI governance, artificial intelligence, energy sector - Secondary: ethics, workforce, sustainability - Specific: Equinor, Norway, oil and gas Queries: - "AI governance" AND "energy sector" - "artificial intelligence" AND "oil and gas" AND ethics - Equinor AND (AI OR "artificial intelligence")
Phase 2: Database Selection
| Database | Best For | Access |
|---|---|---|
| OpenAlex | Broad discovery | Free |
| CrossRef | DOI verification | Free |
| Semantic Scholar | AI/CS/Tech | Free |
| PubMed | Health, Biology | Free |
| arXiv | Preprints (CS, Physics) | Free |
| Web of Science | High-impact journals | Institution |
| Scopus | Citation analysis | Institution |
| JSTOR | Humanities, Social Science | Institution |
| Google Scholar | Everything | Free |
Phase 3: Search Execution
Best Practices:
- •Start broad, then narrow
- •Use Boolean operators (AND, OR, NOT)
- •Apply date filters (last 5 years for empirical)
- •Check cited-by lists for seminal works
- •Check reference lists for related work
Source Evaluation (CRAAP Test)
| Criterion | Questions | Score 1-5 |
|---|---|---|
| Currency | When published? Updated? | |
| Relevance | Does it address your RQ? | |
| Authority | Who wrote it? Credentials? | |
| Accuracy | Supported by evidence? Peer reviewed? | |
| Purpose | Objective or biased? |
Scoring Guide
- •20-25: Excellent source
- •15-19: Good source
- •10-14: Use with caution
- •<10: Avoid or heavily qualify
Source Screening Process
Tier 1: Title & Abstract (30 seconds)
- •Does it relate to research question?
- •Is it the right scope/level?
- •Quick Include/Maybe/Exclude
Tier 2: Skim (3 minutes)
- •Read intro and conclusion
- •Check methodology section
- •Review key figures/tables
- •Confirm relevance
Tier 3: Deep Read (15-30 minutes)
- •Full read for included sources
- •Take notes using annotation template
- •Extract quotes with page numbers
Annotated Bibliography Template
For each source:
markdown
## Author (Year) **Full Citation (APA 7):** [Complete reference] **Summary (2-3 sentences):** What the source argues and how. **Methodology:** How the research was conducted. **Key Findings:** Main results or arguments. **Relevance to Thesis:** How this connects to your RQ. **Quotes to Use:** "Direct quote" (p. X) **Limitations:** Any weaknesses or gaps. **Tags:** #theme1 #theme2
Example Entry
markdown
## Floridi (2019) **Full Citation:** Floridi, L., & Cowls, J. (2019). A unified framework of five principles for AI in society. *Harvard Data Science Review*, 1(1). https://doi.org/10.1162/99608f92.8cd550d1 **Summary:** Synthesizes existing AI ethics frameworks into five principles: beneficence, non-maleficence, autonomy, justice, and explicability. **Methodology:** Comparative analysis of existing frameworks (EU, IEEE, etc.). **Key Findings:** All major AI ethics frameworks reduce to these five principles; tensions between them require contextual navigation. **Relevance:** Provides analytical framework for evaluating Equinor's AI governance approach. **Quotes:** "The ethical use of AI requires not just compliance but active stewardship" (p. 7) **Limitations:** Framework is abstract; limited guidance on implementation. **Tags:** #theoretical-framework #AI-ethics #principles
Source Organization
Recommended Tools
- •Zotero (free, open source)
- •Mendeley (free, owned by Elsevier)
- •EndNote (paid, institutional)
- •Notion/Obsidian (manual)
Folder Structure
code
Sources/ ├── 1_Theoretical/ │ ├── AI_Ethics/ │ └── Governance/ ├── 2_Empirical/ │ ├── Case_Studies/ │ └── Industry_Reports/ ├── 3_Methodology/ └── 4_Background/
Tagging System
- •By theme: #AI-ethics, #governance, #sustainability
- •By use: #framework, #evidence, #background
- •By status: #read, #to-read, #cited
Search Log Template
Track your searches:
markdown
## Search Log ### Search 1 - **Date:** 2026-01-22 - **Database:** OpenAlex - **Query:** "AI governance" AND "energy" - **Filters:** 2020-2025, English - **Results:** 147 - **Screened:** 30 - **Included:** 8 ### Search 2 ...
Finding Seminal Works
Strategies:
- •Check most-cited papers in search results
- •Look at reference lists of recent papers
- •Search for "review" or "meta-analysis"
- •Check textbooks in the field
- •Ask experts (advisor, professors)
Gray Literature
For non-peer-reviewed but credible sources:
| Type | Examples | When to Use |
|---|---|---|
| Government reports | EU Commission, UN | Policy analysis |
| Corporate reports | Annual reports, sustainability | Case studies |
| Working papers | NBER, SSRN | Cutting-edge research |
| Conference proceedings | IEEE, ACM | Technical topics |
| Dissertations | ProQuest | Methodology examples |
Quality Checklist
- • Searched 3+ databases
- • Used Boolean operators
- • Applied date filters appropriately
- • Screened systematically (not cherry-picked)
- • Evaluated with CRAAP criteria
- • Documented search strategy
- • Annotated key sources
- • Organized in reference manager
- • Identified 3-5 seminal works
- • Balanced primary and secondary sources