Install
$ agentstack add skill-muhammad1438-academic-writer-skills-literature-review ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Literature Review
A literature review is not a summary parade — it is a critical, synthesising argument that demonstrates your command of the existing discourse and carves out the intellectual space your own research will occupy.
Types of Literature Reviews
| Type | Purpose | Structure | |---|---|---| | Narrative Review | Broad synthesis and critical discussion of a field | Thematic or chronological; author-led | | Systematic Review | Exhaustive, reproducible survey of all evidence on a question | PRISMA protocol; strict inclusion/exclusion | | Scoping Review | Map the breadth of a topic; identify gaps | PRISMA-ScR; broader scope than systematic | | Literature Review Chapter (Dissertation) | Contextualise your own study; establish the gap | Funnel structure: broad → specific | | Integrative Review | Synthesise diverse methodologies | Theory-building focus | | Critical Review | Evaluate quality and contribution of a body of work | Argumentative; includes critique of methods |
Narrative Literature Review — Structure
The Funnel Model (Standard Dissertation Chapter)
┌─────────────────────────────────────┐
│ Broad theoretical context │ (What does the field broadly know?)
├─────────────────────────────────────┤
│ Key themes and debates │ (What are the major arguments?)
├─────────────────────────────────────┤
│ Specific studies relevant to you │ (What evidence exists closest to your topic?)
├─────────────────────────────────────┤
│ Research gap │ (What is still unknown or contested?)
└─────────────────────────────────────┘
│ Your study's positioning │ (How does your study address this gap?)
└─────────────────────────────────────┘
Thematic Organisation (Preferred over Chronological)
Organise sources by theme/concept, not by author or publication date:
- Group sources that agree with each other
- Group sources that disagree or complicate each other
- Each theme = one section with its own mini-argument
Avoid the "annotated bibliography" mistake: writing a paragraph per source in isolation. Synthesis means showing how sources talk to each other.
Systematic Review — PRISMA Framework
Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) is the international standard for systematic reviews.
PRISMA Phases
- Identification: Search all relevant databases (PubMed, Web of Science, Scopus, JSTOR, etc.) using pre-defined search strings
- Screening (Title & Abstract): Remove duplicates; screen by title and abstract for relevance
- Eligibility (Full Text): Assess remaining papers against formal inclusion/exclusion criteria
- Included: Final set of papers that meet all criteria
Documentation Requirements
- Search strategy: Must be fully reproducible — list every database, every search term, Boolean operators used, date range
- PRISMA Flow Diagram: Visual representation of papers at each stage (required in most journals)
- Inclusion criteria: Population, Intervention/exposure, Comparison, Outcome (PICO framework)
- Exclusion criteria: State why papers were excluded (wrong population, methodology, date, language)
- Data extraction table: Standardised extraction of key variables from each included study
The Synthesis vs. Summary Distinction
| Summary | Synthesis | |---|---| | Reports what one source says | Connects what multiple sources say to each other | | Source-by-source structure | Theme-by-theme structure | | "Smith (2019) found that X" | "While Smith (2019) found X, Jones (2021) complicates this by demonstrating Y, a tension also observed by Lee (2022)" | | Descriptive | Analytical and evaluative |
The test: Can you remove any one source from your paragraph without breaking the logic? If yes — you are summarising, not synthesising.
Identifying and Writing the Research Gap
The research gap is the most important sentence in your literature review — it justifies your entire study.
Types of Research Gaps
- Empirical gap: Topic has not been studied in a specific population, context, or time period
- Methodological gap: Prior studies use weak or limited methods; a more rigorous approach is needed
- Theoretical gap: Existing theories do not explain a particular phenomenon
- Geographical gap: Research exists in Western contexts but not in your regional context
- Temporal gap: The field has not been updated since significant changes occurred
Gap-Signalling Phrases
- "To date, there has been little agreement on..."
- "Previous studies have failed to specify..."
- "What is not yet clear is the impact of X on..."
- "No study has examined X in the context of..."
- "While X has been extensively studied, Y remains largely unexplored..."
- "Existing research is limited by its reliance on..."
- "There remains a paucity of longitudinal evidence on..."
Critical Analysis in the Literature Review
Do NOT simply report findings — evaluate them:
- Sample limitations: Small samples, unrepresentative populations, self-selected groups
- Methodological weaknesses: Lack of control group, self-report bias, cross-sectional design
- Theoretical limitations: Assumes Western frameworks that may not apply universally
- Temporal issues: Research is outdated; conditions have changed significantly
- Conflicting evidence: Sources contradict each other — note the conflict and analyse why
Critical Verbs for Evaluation
- challenges, problematises, overlooks, neglects, fails to account for, is limited by, underestimates, overgeneralises, does not distinguish between
Synthesis Paragraph Structure
Topic sentence → State the theme or argument this paragraph addresses
Evidence 1 → Introduce first source and its finding (paraphrase + cite)
Evidence 2 → Introduce contrasting or supporting source (paraphrase + cite)
Analysis → What does this tension or agreement reveal? Why does it matter?
Link → Connect to the broader argument or bridge to the next theme
Example Synthesis Paragraph
> Organisational commitment has consistently been identified as a key predictor of employee retention (Meyer & Allen, 1991; Mowday et al., 1979). However, more recent empirical work suggests that the relationship is moderated by job autonomy and perceived organisational support (Eisenberger et al., 2020; Rhoades & Eisenberger, 2002). These findings complicate early models, which treated commitment as a relatively stable, individual-level disposition (Allen & Meyer, 1996), by demonstrating that structural and relational workplace factors play a significant role. The implication is that retention strategies focused purely on attitudinal change may be insufficient without corresponding changes to organisational conditions.
Common Literature Review Mistakes
| Mistake | Fix | |---|---| | Annotated bibliography structure (one source per paragraph) | Restructure thematically; make sources speak to each other | | Quoting too heavily instead of synthesising | Paraphrase and attribute; reserve direct quotes for key definitions only | | Including outdated sources without acknowledging it | Note the date and explain why older foundational work is still relevant | | No critical evaluation — just description | Add evaluative language; note limitations of each study | | Missing the research gap | Explicitly state what is unknown; do not leave it implicit | | No clear organisation (sources listed randomly) | Use headings and thematic structure | | Including everything you read | Only include sources relevant to your specific research question |
Review Type Decision Guide
Choosing Your Review Methodology
What is your research question?
├─ Broad overview of a field? → Narrative Review
├─ Specific, answerable PICO question? → Systematic Review
├─ Mapping extent of evidence? → Scoping Review
├─ Quantitative synthesis of effect sizes? → Meta-Analysis
└─ Mixed methods synthesis? → Mixed Methods Review
Narrative Review
When to use: Broad topics, introductory sections, theoretical discussions. Advantages: Flexible, covers wide ground, expert interpretation valued. Limitations: Prone to selection bias; less replicable. Reporting: No formal protocol required; cite key sources; acknowledge limitations.
Systematic Review
When to use: Specific clinical or empirical question; evidence synthesis for policy. Required elements:
- Pre-specified protocol (register on PROSPERO before searching)
- Comprehensive search strategy (multiple databases, grey literature)
- Documented inclusion/exclusion criteria
- Quality assessment of included studies
- PRISMA reporting (flow diagram + 27-item checklist)
Search strategy template:
("keyword 1" OR "synonym 1") AND
("keyword 2" OR "synonym 2") AND
("keyword 3" OR "synonym 3")
Run in: PubMed, Embase, Cochrane Library, PsycINFO (add field-specific databases).
Scoping Review
When to use: Emerging field; map concepts and evidence types; identify research gaps. Different from systematic review: No quality assessment; broader inclusion. Report with: PRISMA-ScR (Scoping Review extension).
Meta-Analysis
When to use: Sufficient homogeneous studies exist; quantitative synthesis appropriate. Required: Effect sizes and variance measures from each study. Report: Pooled effect size with 95% CI, heterogeneity (I², τ²), funnel plot.
Synthesis vs. Summary
The central skill in literature reviewing is synthesis — making meaning across sources, not just describing them.
| Summary | Synthesis | |---------|-----------| | "Smith (2020) found X" | "Studies consistently show X (Smith, 2020; Jones, 2019)" | | Each paragraph = one paper | Each paragraph = one theme/finding | | Papers are described in sequence | Papers compared and contrasted | | Author's perspective is absent | Your analytical voice is present | | "Next, Lee (2021) argued..." | "This debate reflects..." |
Synthesis Sentence Starters
- "Taken together, these studies suggest..."
- "A consistent finding across the literature is..."
- "Contrasting explanations have been offered: [X], while [Y]..."
- "The evidence for X is mixed: [Smith] found Y, while [Jones] found Z..."
- "A gap in the existing research is..."
Research Gap Identification
After synthesising, explicitly identify gaps:
- Population gaps: Studies focus on Western, WEIRD (Western, Educated, Industrialised, Rich, Democratic) samples
- Methodological gaps: Mostly cross-sectional studies; no longitudinal data
- Contextual gaps: No studies in low-income countries
- Theoretical gaps: No studies testing [specific theory]
- Temporal gaps: No studies since [major event]
- Replication gaps: Key findings not independently replicated
Integration with Other Skills
- Register your review on PROSPERO first using
preregistration-guide - Use
statistical-reportingfor meta-analysis reporting - Use
figure-table-checkerfor PRISMA flow diagrams - Use
reference-verifierto validate all included study citations
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: muhammad1438
- Source: muhammad1438/academic-writer-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
Reviews
No reviews yet, be the first.
Write a review
Versions
- v0.1.0 Imported from the upstream source.