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2 | 2 | { |
3 | 3 | "id": "world-bank-productive-use-2023", |
4 | 4 | "problem_id": "energy-access/productive-use-energy-global", |
5 | | - "claim": "World Bank estimates that electrification for productive use in agriculture can increase rural incomes by 20-30 percent, but fewer than 10 percent of mini-grids in Sub-Saharan Africa serve productive-use customers.", |
| 5 | + "claim": "ESMAP's mini-grid market analysis identifies productive use of electricity (agriculture, commerce, light industry) as central to mini-grid commercial viability, while noting it remains underdeveloped in most Sub-Saharan African mini-grids where residential demand dominates.", |
6 | 6 | "evidence_type": "primary-source", |
7 | 7 | "source": { |
8 | | - "title": "Productive Uses of Energy for Rural Development", |
9 | | - "url": "https://www.worldbank.org/en/topic/energy/publication/productive-uses-of-energy" |
| 8 | + "title": "ESMAP Global Facility on Mini Grids — Scaling Up Mini Grid Markets (World Bank)", |
| 9 | + "url": "https://www.worldbank.org/en/results/2020/11/11/esmap-global-facility-on-mini-grids-scaling-up-mini-grid-markets-to-provide-electricity-to-half-a-billion-people-by-2030" |
10 | 10 | }, |
11 | 11 | "source_date": "2023-06-01", |
12 | | - "access_date": "2026-06-07", |
| 12 | + "access_date": "2026-06-18", |
13 | 13 | "method": "Reviewed World Bank productive-use framework, income-impact estimates, and mini-grid survey data for Sub-Saharan Africa.", |
14 | 14 | "limitations": [ |
15 | | - "The 20-30 percent income increase is from controlled studies in specific contexts — generalization across agricultural value chains and market environments is uncertain.", |
16 | | - "The 'fewer than 10 percent' figure is from a limited survey of mini-grid operators — actual productive-use rates may differ across operator types and countries.", |
17 | | - "Income-impact estimates depend on baseline income measurement methodology and confound controls that vary across studies.", |
18 | | - "The assessment does not capture productive use that emerges years after electrification — adoption timelines for agricultural equipment may be longer than study follow-up periods." |
| 15 | + "Re-sourced June 2026 after the original World Bank topic page returned HTTP 404; the specific '20-30% income increase' and 'fewer than 10% of mini-grids serve productive use' figures were not carried over and need a dedicated source.", |
| 16 | + "This page describes program direction, not a peer-reviewed impact estimate.", |
| 17 | + "Productive-use adoption varies widely by country and tariff design." |
19 | 18 | ], |
20 | | - "confidence": "high" |
| 19 | + "confidence": "low" |
21 | 20 | }, |
22 | 21 | { |
23 | 22 | "id": "agricultural-value-chain-electrification", |
|
42 | 41 | { |
43 | 42 | "id": "mini-grid-productive-use-demand", |
44 | 43 | "problem_id": "energy-access/productive-use-energy-global", |
45 | | - "claim": "Mini-grid operators in SSA report that residential lighting connections dominate their customer base, with productive-use loads typically representing less than 20 percent of total demand — the business model for rural mini-grids depends on productive-use growth that rarely materializes at projected rates.", |
| 44 | + "claim": "ESMAP's Mini Grids market outlook reports that demand on Sub-Saharan African mini-grids is dominated by residential connections, with productive-use loads a minority of demand, and that productive-use growth — a key assumption in mini-grid business models — frequently lags projections.", |
46 | 45 | "evidence_type": "field-report", |
47 | 46 | "source": { |
48 | | - "title": "Mini-grid operator survey: productive-use demand in Sub-Saharan Africa", |
49 | | - "url": "https://www.minigridfinancingfacility.org/" |
| 47 | + "title": "Mini Grids for Half a Billion People: Market Outlook and Handbook for Decision-Makers (ESMAP, World Bank)", |
| 48 | + "url": "https://documents1.worldbank.org/curated/en/099122223180539643/pdf/P17515118ea44a020192941b81f7e8498e1.pdf" |
50 | 49 | }, |
51 | 50 | "source_date": "2023-03-01", |
52 | | - "access_date": "2026-06-07", |
| 51 | + "access_date": "2026-06-18", |
53 | 52 | "method": "Reviewed mini-grid operator survey methodology, productive-use load data, and business-model assessment across SSA countries.", |
54 | 53 | "limitations": [ |
55 | | - "The survey covers a limited number of mini-grid operators — results may not represent the full diversity of mini-grid business models and contexts.", |
56 | | - "Productive-use load data is self-reported by operators without independent verification.", |
57 | | - "The 'less than 20 percent' figure is an aggregate — some mini-grids serving market-connected areas may have higher productive-use shares.", |
58 | | - "The survey does not capture why productive-use demand remains low — affordability, technical capacity, and market barriers are inferred rather than directly measured." |
| 54 | + "Re-sourced June 2026 after the original operator-survey URL (minigridfinancingfacility.org) became unreachable; the specific 'less than 20 percent of demand' figure needs a dedicated operator-survey source.", |
| 55 | + "Market-outlook figures are aggregate and vary substantially by country, operator, and tariff design.", |
| 56 | + "Demand composition evolves as connections mature, so a single snapshot understates later productive-use uptake." |
59 | 57 | ], |
60 | | - "confidence": "high" |
| 58 | + "confidence": "low" |
61 | 59 | }, |
62 | 60 | { |
63 | 61 | "id": "enterprise-formation-electrification", |
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