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skills/smithery/ai/Academic Research Skill

Academic Research Skill

SKILL.md

Academic Research Skill

Patterns for thesis writing, dissertations, research papers, literature reviews, and scholarly work.

Research Project Types

Type Duration Output Review Process
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 (2-12 mo)
Conference Paper 2-6 months 4,000-8,000 words Peer review (2-4 mo)
Literature Review 1-6 months 5,000-15,000 words Varies
Grant Proposal 1-3 months 5-50 pages Panel review

Thesis/Dissertation Structure

Standard Chapter Flow

  1. Introduction — Problem, significance, research questions, scope
  2. Literature Review — Theoretical framework, prior work, gaps
  3. Methodology — Research design, data collection, analysis methods
  4. Results/Findings — Present data without interpretation
  5. Discussion — Interpret results, connect to literature
  6. Conclusion — Summary, contributions, limitations, future work

Variations by Discipline

Discipline Structure Variation
Sciences Methods-heavy, often includes "Materials and Methods"
Humanities May have multiple analysis chapters by theme
Social Sciences Often has separate "Theoretical Framework" chapter
Engineering May include "Implementation" and "Evaluation" chapters

Literature Review Strategies

Systematic Review Steps

  1. Define research questions
  2. Establish inclusion/exclusion criteria
  3. Search multiple databases
  4. Screen titles/abstracts
  5. Full-text review
  6. Data extraction
  7. Quality assessment
  8. Synthesis

Synthesis Approaches

Approach When to Use
Thematic Organize by concepts/themes across sources
Chronological Show evolution of field over time
Methodological Compare research approaches
Theoretical Organize by competing frameworks
Concept Matrix Map concepts to sources in a table

Literature Gap Types

  • Empirical gap — No studies in specific context
  • Theoretical gap — Theory not applied to this domain
  • Methodological gap — New methods could reveal new insights
  • Population gap — Understudied demographic
  • Practical gap — Theory exists but not applied

Research Question Development

PICO Framework (Empirical)

  • 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?

Methodology Design

Qualitative Methods

Method Best For Sample Size
Interviews Deep understanding 10-30
Focus Groups Group dynamics 4-8 per group
Ethnography Cultural context 1+ settings
Case Study Detailed exploration 1-10 cases
Grounded Theory Theory generation Until saturation

Quantitative Methods

Method Best For Sample Size
Survey Breadth, generalization 100-1000+
Experiment Causation Power analysis
Quasi-experiment When randomization impossible Varies
Secondary Analysis Large datasets Varies

Mixed Methods Designs

  • Convergent — Qual + quant simultaneously, merge results
  • Explanatory Sequential — Quant → Qual to explain findings
  • Exploratory Sequential — Qual → Quant to test findings

Citation Management

Citation Styles by Discipline

Style Discipline
APA 7 Psychology, social sciences, education
MLA 9 Humanities, literature
Chicago History, some humanities
IEEE Engineering, computer science
Vancouver Medicine, biomedical
Harvard Business, some social sciences

Citation Principles

  • Cite primary sources when possible
  • Acknowledge all borrowed ideas
  • Cite recent and foundational works
  • Balance seminal vs. contemporary
  • Avoid over-relying on single sources

Committee Navigation

Advisor Relationship

  • Meet regularly (weekly/biweekly)
  • Come prepared with specific questions
  • Document agreements in writing
  • Manage expectations early
  • Give drafts with enough lead time

Defense Preparation

  1. Anticipate likely questions
  2. Prepare 20-30 minute presentation
  3. Know your limitations
  4. Have backup slides for deep dives
  5. Practice with friendly audience
  6. Prepare for "So what?" questions

Common Committee Concerns

Concern How to Address
"Why this topic?" Strong motivation section
"What's your contribution?" Explicit contributions list
"How is this valid?" Robust methodology
"What about X?" Acknowledge scope, future work
"How does this connect?" Clear theoretical framework

Academic Writing Quality

Hedging Language

Strong Claim Hedged Version
"This proves..." "This suggests..."
"Always causes" "May contribute to"
"Definitely shows" "The evidence indicates"

Signal Phrases by Purpose

Purpose Phrases
Agreement "Consistent with...", "Similarly..."
Contrast "In contrast...", "However..."
Extension "Building on...", "Extending..."
Gap "Yet to be explored...", "Remains unclear..."

Common Pitfalls

Problem Solution
Scope creep Define boundaries early, revisit often
Literature overwhelm Set search limits, use concept matrix
Perfectionism "Good enough" for drafts, perfect for final
Isolation Join writing groups, find accountability
Imposter syndrome Remember: you're learning, not failing

Synapses

High-Strength Connections

  • [writing-publication] (High, Complements, Bidirectional) — "Academic writing standards"
  • [bootstrap-learning] (High, Uses, Forward) — "Knowledge acquisition methodology"

Medium-Strength Connections

  • [knowledge-synthesis] (Medium, Uses, Forward) — "Literature synthesis patterns"
  • [root-cause-analysis] (Medium, Applies, Forward) — "Research problem analysis"

Supporting Connections

  • [cognitive-load] (Low, Considers, Forward) — "Information chunking in writing"
  • [meditation] (Low, Supports, Forward) — "Knowledge consolidation after research sessions"
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