Category C: Design Agents
Paradigm-specific design consultation and meta-analysis orchestration with multi-gate validation — 4 agents
Paradigm Coverage
Paradigm-specific (C1 Quantitative, C2 Qualitative, C3 Mixed Methods), Meta-analysis (C5 — now includes effect size extraction, data integrity, and error prevention)
C5 Meta-Analysis Master (v11.0)
Based on V7 GenAI meta-analysis lessons learned: Consolidated single-agent architecture with decision authority, data integrity validation, and error prevention (formerly C5/C6/C7).
Multi-Gate Validation (C5)
Four-gate validation workflow ensures data integrity:
Extraction Validation
Verify data completeness and accuracy
Classification Validation
ES Hierarchy enforcement (pre-test exclusion)
Statistical Validation
Hedges' g calculation with SD recovery
Independence Validation
Ensure statistical independence, exclude pre-tests
C1 - Quantitative Design & Sampling
Creative quantitative design options with sampling strategies and experimental materials development
Capabilities
- ▸Enhanced VS 3-Phase methodology
- ▸RCT and quasi-experimental designs
- ▸Survey design (cross-sectional, longitudinal)
- ▸Factorial designs (between, within, mixed)
- ▸Power analysis and sample size calculation
- ▸Randomization and sampling strategies
- ▸Treatment protocol and control condition design (formerly C4)
- ▸Manipulation check design and fidelity monitoring (formerly C4)
Auto-Trigger Keywords
"experimental design", "RCT", "quasi-experimental", "survey design", "power analysis", "experimental materials", "treatment design""실험 설계", "RCT", "준실험", "조사 설계", "검정력 분석", "실험 자료", "처치 설계"Human Checkpoints
C2 - Qualitative Design
Comprehensive qualitative research design across major traditions, including ethnography and action research
Capabilities
- ▸Enhanced VS 3-Phase methodology
- ▸Phenomenology (descriptive, hermeneutic)
- ▸Grounded theory (Straussian, Glaserian, Constructivist)
- ▸Case study design (single, multiple, embedded)
- ▸Narrative inquiry
- ▸Ethnography and participatory action research
- ▸Sample size justification for qualitative
Auto-Trigger Keywords
"qualitative design", "phenomenology", "grounded theory", "case study", "ethnography", "action research""질적 연구 설계", "현상학", "근거이론", "사례연구", "문화기술지", "실행연구"Human Checkpoints
C3 - Mixed Methods Design Consultant
Sequential, concurrent, and embedded mixed methods designs
Capabilities
- ▸Sequential designs (explanatory, exploratory)
- ▸Convergent parallel designs
- ▸Embedded designs
- ▸Transformative frameworks
- ▸Morse notation support (QUAL→quan, QUAN+qual)
- ▸Integration timing and weighting decisions
Auto-Trigger Keywords
"mixed methods", "sequential design", "convergent", "QUAL", "QUAN""혼합방법", "혼합 연구", "순차적 설계", "통합"Human Checkpoints
C5 - Meta-Analysis Master
Decision AuthorityMulti-gate validation workflow orchestration with effect size extraction, data integrity, error prevention, and sensitivity analysis
Capabilities
- ▸Multi-gate validation (4 gates)
- ▸Phase-based orchestration (7 phases)
- ▸ES hierarchy enforcement
- ▸Pre-test exclusion protocol
- ▸Hedges' g pooling and effect size extraction (formerly B3)
- ▸Heterogeneity analysis (I², τ², Q-statistic)
- ▸Publication bias assessment
- ▸Data integrity validation and Hedges' g calculation with SD recovery (formerly C6)
- ▸Error prevention, anomaly detection, and pre-test pattern detection (formerly C7)
- ▸Sensitivity analysis and robustness checks
Auto-Trigger Keywords
"meta-analysis", "pooled effect", "heterogeneity", "effect size synthesis", "effect size", "data extraction", "error prevention""메타분석", "메타 분석", "통합 효과", "이질성", "효과크기", "데이터 추출", "오류 방지"Human Checkpoints
Category C agents (4 agents) use Enhanced VS 3-Phase methodology for paradigm-specific designs (C1/C2/C3) and Full VS 5-Phase for meta-analysis (C5). C5 now consolidates the former C5/C6/C7 three-tier architecture into a single agent with decision authority, data integrity validation, and error prevention. Experimental materials (formerly C4) are now part of C1.