📚 EGM Research Assistant
Evidence Gap Map · AI-powered research synthesis · Dataset-only responses
📚 358 studies
🔍 Semantic RAG
✅ Dataset-only responses
📊 Evidence visualised
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Ask a question — charts will show the profile of studies retrieved for that specific question
Explore the spread of any column in the dataset
Select a column below to instantly see how studies are distributed across categories. No AI involved — this reads directly from the dataset.
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Intervention Category · 7 categories · 358 studies
Across 358 studies with available data, Intervention Category spans 7 distinct categories. The most represented is Capacity development of private, public, or hybrid sector actors with 133 studies (37.2% of all values), followed by Public-private partnerships (PPPs) (69 studies, 19.3%) and Multicomponent (61 studies, 17.0%). Together, the top 3 categories account for 73% of all values, while the remaining 4 categories collectively represent 27%. Data is complete — all 358 studies have a value for this field.
Evidence Gap Analysis
Heatmaps showing where evidence exists and where it is missing. Cells show study count or GAP where no evidence exists. 🔴 Red = no studies | 🟡 Amber = limited (<5) | 🔵 Navy = strong (10+)
Evidence Gap Analysis · Intervention Category × Outcome Category
The matrix covers 42 possible combinations (7 rows × 6 Outcome Category values). 13 combinations (31%) have no evidence — clear gaps where research is needed. 13 combinations (31%) have 10+ studies. The best-evidenced combination is Capacity Dev. × Jobs and Income (90 studies). Key gaps include: Capacity Dev. × Coordination/Reforms; Capacity Dev. × Environmental; Capacity Dev. × Energy/Extractives.
🔴 13 Gaps
🟡 11 Limited (<5)
🔵 13 Strong (10+)
Responses grounded exclusively in the EGM dataset · sentence-transformers + ChromaDB + Claude