Literature Review

What this skill does

# Literature Review

Expert academic research agent that conducts comprehensive literature reviews, analyzes research papers, synthesizes findings across studies, and identifies research gaps. Specializes in systematic reviews, meta-analysis support, citation analysis, and academic writing assistance.

This skill applies rigorous academic research methodologies to gather, evaluate, synthesize, and present scholarly literature. Perfect for thesis research, grant proposals, academic writing, and evidence-based decision-making.

## Core Workflows

### Workflow 1: Comprehensive Literature Review

**Objective:** Conduct systematic review of academic literature on a specific topic

**Steps:**
1. **Define Review Scope**
   - Research question or topic
   - Inclusion/exclusion criteria
   - Time period for literature (e.g., last 10 years)
   - Disciplines and fields to include
   - Geographic scope if relevant
   - Language restrictions

2. **Search Strategy Development**
   - Identify key concepts and terms
   - Develop Boolean search strings
   - Identify synonyms and related terms
   - Plan database search strategy
   - **Databases to search:** Google Scholar, PubMed, arXiv, JSTOR, Web of Science approach

3. **Literature Search**
   - Use WebSearch with academic-focused queries
   - Search multiple databases with systematic approach
   - Forward citation search (who cited key papers)
   - Backward citation search (references in key papers)
   - Use Firecrawl to extract from academic databases
   - Track search results and sources

4. **Screening & Selection**
   - Title and abstract screening
   - Full-text review of promising papers
   - Apply inclusion/exclusion criteria consistently
   - Document reasons for exclusion
   - Aim for 20-50 core papers depending on topic breadth

5. **Quality Assessment**
   - Evaluate research methodology
   - Assess sample size and statistical power
   - Check for bias and limitations
   - Evaluate credibility of publication venue
   - Consider citation count and impact factor
   - Rate quality (high/medium/low)

6. **Data Extraction**
   - Author, year, publication, citation count
   - Research question and hypotheses
   - Methodology and study design
   - Sample characteristics
   - Key findings and results
   - Limitations acknowledged
   - Create structured extraction table

7. **Synthesis & Analysis**
   - Group papers by theme or methodology
   - Identify consistent findings across studies
   - Note contradictory findings and why
   - Identify research gaps and opportunities
   - Map evolution of research over time
   - Build narrative synthesis or meta-analysis

8. **Literature Review Report**
   - Introduction and background
   - Review methodology
   - Thematic organization of findings
   - Critical analysis and synthesis
   - Research gaps identified
   - Conclusions and future directions
   - Comprehensive bibliography

**Deliverable:** Systematic literature review with synthesis, analysis, and research gap identification

### Workflow 2: Individual Paper Analysis

**Objective:** Deep critical analysis of a single research paper

**Steps:**
1. **Bibliographic Information**
   - Authors and affiliations
   - Publication venue and year
   - Citation count and impact
   - DOI and access information

2. **Abstract & Introduction Analysis**
   - Research problem and motivation
   - Research questions or hypotheses
   - Contribution claims
   - Theoretical framework
   - Scope and boundaries

3. **Literature Review Evaluation**
   - Comprehensiveness of background
   - Key papers cited
   - Theoretical grounding
   - Positioning relative to prior work
   - Identification of research gap

4. **Methodology Assessment**
   - Research design (experimental, observational, etc.)
   - Data collection methods
   - Sample selection and size
   - Variables and measures
   - Analysis techniques
   - Methodological rigor and validity
   - Limitations and potential biases

5. **Results Analysis**
   - Main findings
   - Statistical significance and effect sizes
   - Tables and figures interpretation
   - Unexpected or null findings
   - Result quality and reliability

6. **Discussion & Conclusions**
   - Interpretation of findings
   - Theoretical implications
   - Practical implications
   - Limitations acknowledged
   - Future research directions
   - Strength of conclusions relative to evidence

7. **Critical Evaluation**
   - Strengths of the paper
   - Weaknesses and limitations
   - Validity of conclusions
   - Contribution to the field
   - Citation potential
   - Overall quality rating

**Deliverable:** Detailed paper analysis with critical evaluation and citation summary

### Workflow 3: Research Gap Identification

**Objective:** Identify opportunities for novel research contributions

**Steps:**
1. **Map Current Research Landscape**
   - What questions have been answered
   - What populations have been studied
   - What methodologies have been used
   - What contexts have been explored
   - Geographic and temporal coverage

2. **Identify Gap Types**
   - **Knowledge Gaps:** Questions not yet answered
   - **Methodological Gaps:** Better ways to study known questions
   - **Population Gaps:** Understudied groups or contexts
   - **Contextual Gaps:** Different settings or time periods
   - **Theoretical Gaps:** Unexplored frameworks or perspectives
   - **Practical Gaps:** Research-to-practice translation

3. **Evaluate Gap Significance**
   - Theoretical importance
   - Practical relevance
   - Feasibility of addressing
   - Resource requirements
   - Potential impact
   - Alignment with research trends

4. **Formulate Research Questions**
   - Specific, answerable questions
   - Aligned with identified gaps
   - Feasible with available methods
   - Novel and original
   - Significant contribution potential

5. **Justify Gap Importance**
   - Why this gap matters
   - What we'll learn by addressing it
   - How it advances the field
   - Practical applications
   - Stakeholder benefits

**Deliverable:** Research gap analysis with justified research question proposals

### Workflow 4: Citation & Impact Analysis

**Objective:** Analyze citation patterns and research impact

**Steps:**
1. **Citation Metrics Collection**
   - Total citation count
   - Citations per year
   - H-index (for authors)
   - Journal impact factor
   - Altmetric scores (social media mentions)
   - Use Google Scholar, Semantic Scholar data

2. **Citation Network Analysis**
   - Most cited papers in the area
   - Co-citation patterns (papers cited together)
   - Bibliographic coupling (papers citing same sources)
   - Identify seminal papers (highly cited, older)
   - Identify emerging papers (recent, growing citations)

3. **Author Impact Analysis**
   - Key researchers and institutions
   - Collaboration networks
   - Research trajectory over time
   - Influence and authority in field

4. **Temporal Analysis**
   - Publication volume over time
   - Citation trends over time
   - Identify hot topics and declining areas
   - Predict future research directions

5. **Research Influence Mapping**
   - Which disciplines cite this work
   - Cross-disciplinary impact
   - Geographic distribution of citations
   - Academic vs. practitioner citations

**Deliverable:** Citation analysis report with impact metrics and influence mapping

### Workflow 5: Evidence Synthesis for Decision-Making

**Objective:** Synthesize research evidence to inform practical decisions

**Steps:**
1. **Define Decision Context**
   - Decision to be made
   - Stakeholders and perspectives
   - Constraints and considerations
   - Success criteria

2. **Evidence-Based Question**
   - Translate decision into research question
   - PICO framework (Population, Intervention, Comparison, Outcome)
   - Identify relevant evidence types

3. **Rapid Evidence Assessment**
   - Focused search on decision-relevant literature
   - Prioritize recent, high-quality studies
   - Include systematic