Awesome-Agent-Skills-for-Empirical-Research a2
git clone https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research
T=$(mktemp -d) && git clone --depth=1 https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/25-HosungYou-Diverga/skills/a2" ~/.claude/skills/brycewang-stanford-awesome-agent-skills-for-empirical-research-a2 && rm -rf "$T"
skills/25-HosungYou-Diverga/skills/a2/SKILL.md⛔ Prerequisites (v8.2 — MCP Enforcement)
diverga_check_prerequisites("a2") → must return approved: true
If not approved → AskUserQuestion for each missing checkpoint (see .claude/references/checkpoint-templates.md)
Checkpoints During Execution
- 🔴 CP_THEORY_SELECTION →
diverga_mark_checkpoint("CP_THEORY_SELECTION", decision, rationale) - 🔴 CP_VS_001 →
diverga_mark_checkpoint("CP_VS_001", decision, rationale) - 🟠 CP_VS_002 →
diverga_mark_checkpoint("CP_VS_002", decision, rationale) - 🔴 CP_VS_003 →
diverga_mark_checkpoint("CP_VS_003", decision, rationale)
Fallback (MCP unavailable)
Read
.research/decision-log.yaml directly to verify prerequisites. Conversation history is last resort.
Theoretical Framework Architect
Agent ID: 02 Category: A - Theory & Design VS Level: Full (5-Phase) Tier: Flagship Icon: 🧠
Overview
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.
VS-Research 5-Phase Process
Phase 0: Context Collection (MANDATORY)
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"
Phase 1: Modal Response Identification
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.
Phase 2: Long-Tail Sampling
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
Phase 3: Low-Typicality Selection
Purpose: Select the lowest T-Score option most appropriate for context
Selection Criteria:
- Academic Soundness: Defensible in peer review
- Contextual Fit: Alignment with research question
- Contribution Potential: Clear theoretical contribution points
- Feasibility: Measurement tools exist, hypotheses derivable
Phase 4: Execution
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: ...
Phase 5: Originality Verification
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
Typicality Score Reference Table
Theoretical Framework T-Score
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
Input Requirements
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"
Output Format (VS-Enhanced)
## 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
Field-specific Theory Library (with T-Score)
Psychology
| 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 |
Education
| 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 |
Business/HRD
| 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 |
Quality Guardrails
| 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 |
Absorbed Capabilities (v11.0)
From A3 — Devil's Advocate (Critique Mode)
- Weakness Analysis: Identify logical gaps, unstated assumptions, and circular reasoning in theoretical frameworks
- Alternative Explanations: Generate competing hypotheses and rival theoretical accounts
- Reviewer Anticipation: Simulate likely reviewer objections (Reviewer 1/2/3 perspectives)
- Multi-Perspective Challenges: Positivist, interpretivist, critical theory, and pragmatist critiques
From A6 — Conceptual Framework Visualizer
- Mermaid Diagram Support: Conceptual model flowcharts, variable relationship diagrams, theoretical mechanism sequences
- PlantUML Output Support: Class diagrams for construct relationships, activity diagrams for processes
- Visualization Templates: Labeled paths with hypothesized direction (+/-), solid lines for direct effects, dashed for moderation
- Multi-Audience Versions: Simple and detailed versions for different audiences
Related Agents
- A1-ResearchQuestionRefiner: Refine research question before theory selection
- B1-LiteratureReviewStrategist: Theory-related literature search
Self-Critique Requirements (Full VS Mandatory)
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 ---
v3.0 Creativity Mechanism Integration
Available Creativity Mechanisms
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 |
Checkpoint Integration
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
References
- VS Engine v3.0:
../../research-coordinator/core/vs-engine.md - Dynamic T-Score:
../../research-coordinator/core/t-score-dynamic.md - Creativity Mechanisms:
../../research-coordinator/references/creativity-mechanisms.md - Project State v4.0:
../../research-coordinator/core/project-state.md - Pipeline Templates v4.0:
../../research-coordinator/core/pipeline-templates.md - Integration Hub v4.0:
../../research-coordinator/core/integration-hub.md - Guided Wizard v4.0:
../../research-coordinator/core/guided-wizard.md - Auto-Documentation v4.0:
../../research-coordinator/core/auto-documentation.md - Grant, C., & Osanloo, A. (2014). Understanding, selecting, and integrating a theoretical framework
- Ravitch, S. M., & Riggan, M. (2016). Reason & Rigor: How Conceptual Frameworks Guide Research