skills/25-HosungYou-Diverga/skills/a2/SKILL.md
VS-Enhanced Theoretical Framework Architect with Critique & Visualization Full VS 5-Phase process: Modal theory avoidance, Long-tail exploration, differentiated framework presentation Absorbed A3 (Devil's Advocate) critique and A6 (Conceptual Framework Visualizer) capabilities Use when: building theoretical foundations, designing conceptual models, deriving hypotheses, critiquing frameworks, visualizing models Triggers: theoretical framework, 이론적 프레임워크, conceptual model, 개념적 모형, hypothesis derivation, critique, devil's advocate, 반론, visualization, diagram
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research a2Install this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
diverga_check_prerequisites("a2") → must return approved: true
If not approved → AskUserQuestion for each missing checkpoint (see .claude/references/checkpoint-templates.md)
diverga_mark_checkpoint("CP_THEORY_SELECTION", decision, rationale)diverga_mark_checkpoint("CP_VS_001", decision, rationale)diverga_mark_checkpoint("CP_VS_002", decision, rationale)diverga_mark_checkpoint("CP_VS_003", decision, rationale)Read .research/decision-log.yaml directly to verify prerequisites. Conversation history is last resort.
Agent ID: 02 Category: A - Theory & Design VS Level: Full (5-Phase) Tier: Flagship Icon: 🧠
Builds theoretical foundations appropriate for research questions and designs conceptual models. Applies VS-Research methodology to identify overused theories like TAM and SCT, and proposes frameworks with differentiated theoretical contributions.
Must collect before VS application:
Required Context:
- research_field: "Education/Psychology/Business/HRD..."
- research_question: "Specific RQ"
- key_variables: "IV, DV, mediators/moderators"
- target_journal: "Target journal or level"
Optional Context:
- existing_theory_preference: "If any"
- research_type: "Quantitative/Qualitative/Mixed"
Purpose: Explicitly identify and prohibit the most predictable "obvious" theories
## Phase 1: Modal Theory Identification
⚠️ **Modal Warning**: The following are the most predictable theories for [topic]:
| Modal Theory | T-Score | Similar Research Usage | Problem |
|-------------|---------|----------------------|---------|
| [Theory 1] | 0.9+ | 60%+ | No differentiation |
| [Theory 2] | 0.85+ | 25%+ | Already saturated |
➡️ This is the baseline. We will explore beyond this.
Purpose: Present alternatives in 3 directions based on T-Score
## Phase 2: Long-Tail Sampling
**Direction A** (T ≈ 0.7): Safe but differentiated
- [Theory/Integration]: [Description]
- Advantages: Defensible in peer review, slightly fresh
- Suitable for: Conservative journals, first publication
**Direction B** (T ≈ 0.4): Unique and justifiable
- [Theory/Integration]: [Description]
- Advantages: Clear theoretical contribution, differentiation
- Suitable for: Innovation-oriented journals, mid-career researchers
**Direction C** (T < 0.2): Innovative/Experimental
- [Theory/Integration]: [Description]
- Advantages: Maximum contribution potential
- Suitable for: Top-tier journals, paradigm shift goals
Purpose: Select the lowest T-Score option most appropriate for context
Selection Criteria:
Purpose: Elaborate the selected theory while maintaining academic rigor
## Phase 4: Recommendation Execution
**Selected Direction**: [Direction B/C] (T-Score: [X.X])
### Recommended Theoretical Framework
[Detailed content]
### Theoretical Rationale
[Justification based on academic literature]
### Conceptual Model
[Variable relationship diagram]
### Hypothesis Set
H1: ...
H2: ...
Purpose: Confirm final recommendation is genuinely differentiated
## Phase 5: Originality Verification
✅ Modal Avoidance Check:
- [ ] "Would 80% of AIs recommend this theory?" → NO
- [ ] "Would it appear in top 5 of similar research search?" → NO
- [ ] "Would reviewers call it 'predictable'?" → NO
✅ Quality Check:
- [ ] Defensible in peer review? → YES
- [ ] Validated measurement tools exist? → YES
- [ ] Hypothesis derivation logical? → YES
T > 0.8 (Modal - Avoid):
├── Technology Acceptance Model (TAM)
├── Social Cognitive Theory (SCT)
├── Theory of Planned Behavior (TPB)
├── UTAUT/UTAUT2
└── Self-Efficacy Theory (standalone)
T 0.5-0.8 (Established - Can differentiate):
├── Self-Determination Theory (SDT)
├── Cognitive Load Theory (CLT)
├── Flow Theory
├── Community of Inquiry (CoI)
├── Expectancy-Value Theory
├── Achievement Goal Theory
└── Transformative Learning Theory
T 0.3-0.5 (Emerging - Recommended):
├── Theory integration (e.g., TAM × SDT)
├── Control-Value Theory of Achievement Emotions
├── Context-specific variations
├── Multi-level theory application
└── Competing theory comparison framework
T < 0.3 (Innovative - For top-tier):
├── New theoretical synthesis
├── Cross-disciplinary theory transfer
├── Meta-theoretical framework
└── Paradigm shift proposals
Required:
- research_question: "Refined research question"
- key_variables: "IV, DV, mediators/moderators"
Optional:
- academic_field: "Psychology, Education, Business, etc."
- preferred_theory: "Specific theoretical perspective"
- target_journal: "Target journal level"
## Theoretical Framework Analysis (VS-Enhanced)
---
### Phase 1: Modal Theory Identification
⚠️ **Modal Warning**: The following are the most predictable theories for [topic]:
| Modal Theory | T-Score | Usage Rate | Problem |
|-------------|---------|-----------|---------|
| [Theory 1] | 0.92 | 45% | [Problem] |
| [Theory 2] | 0.88 | 30% | [Problem] |
| [Theory 3] | 0.85 | 15% | [Problem] |
➡️ This is the baseline. We will explore beyond this.
---
### Phase 2: Long-Tail Sampling
**Direction A** (T = 0.65): [Theory/Integration name]
- Description: [Brief description]
- Advantages: [Strengths]
- Suitable for: [Target]
**Direction B** (T = 0.45): [Theory/Integration name]
- Description: [Brief description]
- Advantages: [Strengths]
- Suitable for: [Target]
**Direction C** (T = 0.28): [Theory/Integration name]
- Description: [Brief description]
- Advantages: [Strengths]
- Suitable for: [Target]
---
### Phase 3: Low-Typicality Selection
**Selection**: Direction [B] - [Theory name] (T = [X.X])
**Selection Rationale**:
1. [Rationale 1]
2. [Rationale 2]
3. [Rationale 3]
---
### Phase 4: Recommendation Execution
#### Recommended Theoretical Framework
**[Theory name] ([Year])**
**Core Assumptions**:
- [Assumption 1]
- [Assumption 2]
**Conceptual Model**:
[Independent Variable] │ ▼ [Mediator] ──► [Dependent Variable] │ ▲ └──► [Moderator] ─┘
**Path-specific Theoretical Rationale**:
- Path a: [Rationale]
- Path b: [Rationale]
#### Hypothesis Set
**H1**: [IV] will have a positive(+)/negative(-) effect on [DV].
- Theoretical rationale: [Theory] - [Core logic]
**H2**: [Mediator] will mediate the relationship between [IV] and [DV].
- Theoretical rationale: [Theory] - [Core logic]
#### Theoretical Contribution
- Gap in existing theory: [Identified gap]
- This study's contribution: [Contribution point]
---
### Phase 5: Originality Verification
✅ Modal Avoidance:
- [x] Selected [selected theory] instead of TAM/SCT/UTAUT
- [x] Not in top 5 of similar research
- [x] Will appear fresh to reviewers
✅ Quality Assurance:
- [x] Based on key literature including [core reference]
- [x] Validated measurement tools exist
- [x] Path model is logical
| Theory | T-Score | Characteristic | |--------|---------|---------------| | Social Cognitive Theory | 0.90 | Modal - Avoid | | Self-Determination Theory | 0.70 | Established - Can differentiate | | Control-Value Theory | 0.45 | Emerging - Recommended | | Flow Theory | 0.65 | Established |
| Theory | T-Score | Characteristic | |--------|---------|---------------| | Constructivism | 0.85 | Modal - Avoid | | Community of Inquiry | 0.60 | Established | | Transformative Learning | 0.50 | Established - Can differentiate | | Threshold Concepts | 0.35 | Emerging - Recommended |
| Theory | T-Score | Characteristic | |--------|---------|---------------| | TAM | 0.95 | Extreme Modal - Must avoid | | UTAUT | 0.88 | Modal - Avoid | | Human Capital Theory | 0.75 | Established | | Job Demands-Resources | 0.55 | Established - Can differentiate | | Psychological Capital | 0.45 | Emerging - Recommended |
| Guardrail | Description | |-----------|-------------| | Methodological Soundness | Academic validation of selected theory required | | Measurability | Confirm validated measurement tools exist for variables | | Hypothesis Derivability | Testable hypotheses extractable from theory | | Literature Support | Justify with key literature citations |
This self-evaluation section must be included in all outputs.
---
## 🔍 Self-Critique
### Strengths
Advantages of this theoretical framework recommendation:
- [ ] {Alignment with research question}
- [ ] {Validation in prior research}
- [ ] {Logic of variable relationships}
### Weaknesses
Potential limitations or risks:
- [ ] {Over-simplification risk}: {Mitigation strategy}
- [ ] {Cultural/contextual limitations}: {Mitigation strategy}
- [ ] {Measurability issues}: {Mitigation strategy}
### Alternative Perspectives
Counter-arguments other researchers/reviewers may raise:
- **Counter 1**: "Why [selected theory] instead of [alternative]?"
- **Response**: "{Response argument}"
- **Counter 2**: "Is this framework applicable to [different context]?"
- **Response**: "{Response argument}"
### Improvement Suggestions
Areas requiring follow-up or supplementation:
1. {Short-term improvement - Pilot study, etc.}
2. {Long-term improvement - Longitudinal study, etc.}
### Confidence Assessment
| Area | Confidence | Rationale |
|------|------------|-----------|
| Methodological soundness | {High/Medium/Low} | {Rationale} |
| Theoretical foundation | {High/Medium/Low} | {Rationale} |
| Practical applicability | {High/Medium/Low} | {Rationale} |
**Overall Confidence**: {Score}/100
---
This agent has FULL upgrade level, utilizing all 5 creativity mechanisms:
| Mechanism | Application Timing | Usage Example | |-----------|-------------------|---------------| | Forced Analogy | Phase 2 (Long-tail) | Apply theories from other disciplines by analogy | | Iterative Loop | Phase 2-3 | 4-round divergence-convergence for optimal theory refinement | | Semantic Distance | Phase 2 | Recommend semantically distant theory combinations | | Temporal Reframing | Phase 1-2 | Re-examine theory application from past/future perspectives | | Community Simulation | Phase 4-5 | Synthesize diverse perspectives from 7 virtual researchers |
Applied Checkpoints:
- CP-INIT-002: Select creativity level (Balanced/Exploratory/Innovative)
- CP-VS-001: Select Phase 2 exploration direction (multiple selection)
- CP-VS-002: Low-typicality warning (T < 0.3)
- CP-VS-003: Phase 5 satisfaction confirmation
- CP-FA-001: Select Forced Analogy source field
- CP-FA-002: Approve analogy mapping
- CP-SD-001: Set Semantic Distance threshold
- CP-CS-001: Select Community Simulation personas
../../research-coordinator/core/vs-engine.md../../research-coordinator/core/t-score-dynamic.md../../research-coordinator/references/creativity-mechanisms.md../../research-coordinator/core/project-state.md../../research-coordinator/core/pipeline-templates.md../../research-coordinator/core/integration-hub.md../../research-coordinator/core/guided-wizard.md../../research-coordinator/core/auto-documentation.mddevelopment
Conduct rigorous thematic analysis (TA) of qualitative data following Braun and Clarke's (2006) six-phase framework. Use whenever the user mentions 'thematic analysis', 'TA', 'Braun and Clarke', 'qualitative coding', 'identifying themes', or asks for help analysing interviews, focus groups, open-ended survey responses, or transcripts to identify patterns. Also trigger for questions about inductive vs theoretical coding, semantic vs latent themes, essentialist vs constructionist epistemology, building a thematic map, or writing up a qualitative findings section. Covers all six phases, the four upfront analytic decisions, the 15-point quality checklist, and the five common pitfalls. Produces a Word document write-up and an annotated thematic map. Does NOT cover IPA, grounded theory, discourse analysis, conversation analysis, or narrative analysis — use a different method for those.
development
Guide users through writing a systematic literature review (SLR) following the PRISMA 2020 framework. Use this skill whenever the user mentions 'systematic review', 'systematic literature review', 'SLR', 'PRISMA', 'PRISMA 2020', 'PRISMA flow diagram', 'PRISMA checklist', or asks for help writing, structuring, or auditing a literature review that follows reporting guidelines. Also trigger when the user asks about inclusion/exclusion criteria for a review, search strategies for databases like Scopus/WoS/PubMed, study selection processes, risk of bias assessment, or narrative synthesis for a review paper. This skill covers the full PRISMA 2020 checklist (27 items), produces a Word document manuscript in strict journal article format, generates an annotated PRISMA flow diagram, and enforces APA 7th Edition referencing throughout. It does NOT cover meta-analysis or statistical pooling. By Chuah Kee Man.
testing
Performs placebo-in-time sensitivity analysis with hierarchical null model and optional Bayesian assurance. Use when checking model robustness, verifying lack of pre-intervention effects, or estimating study power.
data-ai
Fit, summarize, plot, and interpret a chosen CausalPy experiment. Use after the causal method has been selected, including when configuring PyMC/sklearn models and scale-aware custom priors.