Base de données CoSMMA : Collaborative Smart Mapping of Mini-grid Actiondoi:10.7910/DVN/Y6Y33GHarvard Dataverse2026-06-041Berthelemy, Jean-Claude; Nossek, Vincent, 2026, "Base de données CoSMMA : Collaborative Smart Mapping of Mini-grid Action", https://doi.org/10.7910/DVN/Y6Y33G, Harvard Dataverse, V1Base de données CoSMMA : Collaborative Smart Mapping of Mini-grid Actiondoi:10.7910/DVN/Y6Y33GBerthelemy, Jean-ClaudeNossek, VincentHarvard DataverseFERDI DataSocial Sciencesafriqueelectrification-decentraliseeelectrification-decentralisee-mini-reseaux-energie-acces-a-lelectricite-developpement-durable-impact-social-impact-environnemental-cosmma-ferdienergieferdimini-gridsFERDI**Une cartographie intelligente des projets d’électrification décentralisée** <br /> La FERDI a initié un projet de cartographie intelligente des projets d’électrification décentralisée, la CoSMMA : Collaborative Smart Mapping of Mini-grid Action. L’ambition du projet CoSMMA est d’établir une cartographie intelligente des effets produits par les projets d’électrification décentralisée et d’identifier les meilleures pratiques. A cette fin la CoSMMA documente pour chaque projet ses caractéristiques techniques, économiques et organisationnelles ainsi que les effets observés par des évaluateurs de ces projets sur le bien-être économique social et environnemental des populations concernées. A ce jour, la base de données CoSMMA a collecté  2712 effets produits par 403 projets d’électrification décentralisée relevés par les auteurs de 125 études évaluatives publiées pour la plupart dans des revues scientifiques ou sinon dans des documents de travail soumis à comité de lecture. La croissance au cours du temps des mises en service de systèmes décentralisés évalués dans des publications est le reflet de l’intérêt croissant porté par les développeurs aux projets d’électrification décentralisée.Identifiant FERDI : FERDI-DATA-0006. Publié également sur data.gouv.fr : https://www.data.gouv.fr/fr/datasets/base-de-donnees-cosmma-collaborative-smart-mapping-of-mini-grid-action-2<a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0</a>data-cosmma-stata-file-recommande.tab2712114text/tab-separated-valuesUNF:6:sKmPVomZLN0f96vAdY6Y5A==IP2 - Program idUNF:6:ZcwbDyp9NaVHNho36fI8XA==id_prog2 - program id key obtained as encode(P1b)118.785798182270040.02712.01.0229.39933628318875403.0.251.5UNF:6:3xkQLkECrj5FsrQIr3nRBQ==IL2 - Locality idUNF:6:llPDsEiK+82KLuCtfvKQVA==IBUP2 - Primay Unique Key of BUP - letterUNF:6:Kd+OYfhrgLYv+0SNoGppzw==IBUP2n - Primary Unique Key of BUP - number2712.0476.01.0264.679572271386141.47905354685330.0293.0.UNF:6:DPu9CJ6KFI6DcsKqHQdrkw==P1b - Project denominationUNF:6:8fA1qaJCFqe8Bpy/wgakbg==P8b1 - CountryUNF:6:oG+0xRtvoeZcUj517X6q7w==P8b2 - LocalityUNF:6:M73r55hwhNeFhfOPk/TbEQ==P8 - Country, Place (rough)UNF:6:wbLPilOehfvZTzP0FcS2CQ==P2h - Installed Capacity (Harmonised in W)1995559.18161490161.01.0E81849.0863.09539401.8610954180.0.UNF:6:uARY42GQ3LqZwvCSIPM+ow==P3 - Project capacityUNF:6:/Q1FAlMeqDJid3cXK8HFZg==P5 - Decentralized projectUNF:6:XSZWbyBCOjWsFyou1F6PNg==P13n - Target Population (POP)2694.0.1.01.371000064E913782.518.01.1565240797327446E78.340194354205576E7UNF:6:toSW68yLGsW/VpaFoC+W4A==P13ueg - Measurement unit of targetUNF:6:LYh3HA6s1fHbwGOi31n1pg==P14n - Date of PPA, PPP, PSC or any Contract with Principal or Subcontractor2004.28528678304251963.09.300344894128946.2008.02005.02017.0707.0UNF:6:qHcZ7w5RXB4Gw4a4GItQdw==P15n - Commissioning Date2005.02909647779482612.0.8.6602714770263421963.0100.02008.02018.0UNF:6:Be8eXBFqdj40bfwoW9foSQ==P16n - Price of supplied kWh / per month1781.01.09386552023540640.0931.0.0.0799999982118606640.04.457773448112516UNF:6:EDp9gFIdK+A6MWUld4+OvA==P16u - Unit of kWh priceUNF:6:rLLCIg4nqGA070gTrrXrCA==P17n - Project cost (as observed)1157.01.2765247833452294E9670000.0.5.08.999999488E92.5835180386862123E81555.0UNF:6:7nQJKTFrI8XOqYo2SCGzEQ==P17u - Project cost unitUNF:6:Ni6ZJyWstKwdFJ8Wx3uTNg==P19 - Default Date (default =  Industrial Site Closure)UNF:6:IKCOGkjhODqElXD5fzIRhA==P4n - Network status2.0.2.41297935103244932712.03.00.02.00.49245997833655841On-Grid03Individual11202Off-grid1592UNF:6:Gnw96voPgdwFs3Mn10eXfA==P11n - Program Decision Level.2712.07.03.01.00.03.48856932153391862.0480799231979787Local5793Province5901Multi-countries2382Country9934County1465District166UNF:6:AhHas61LTpit5tuFN6O7ZQ==P12n - Project Deployment Level0.8586083940151441.0.06.00.06.3705752212389397.02712.05District443Province484County37Spot13311Multi-countries06Group of localities12542Country30UNF:6:QGOJUFL5Qw/VneZTiR/0Ow==P21b - Project type0.01.01.585065300560883.1.01.60656342182891077.02712.01Access23067Energy substitution115Shutdown66Capacity2833Downsizing04Duration of access172Default cause89UNF:6:DslXFxZrY8VbsiERLWLopw==P7g - Continent0.84163122938602637.04.03.765855457227143.0.02712.01.05Lat. America3703Africa10676worldwide (indiscernible)157Europe non-OECD381OECD222Non-OECD (not Europe)84Asia1192UNF:6:VtI+vaJrL2QQJ17yZ7pJmQ==P6g - Technology.16.01.02712.02.9781041122419127.00.07.4738200589970517Balancing018Nuclear Power04Hydropower source2103Geothermal energy1048Solar and Other Energy, incl. Fossil Fuels1491Wind889Solar and Other Renewables1362Wind and other renewables06Tidal energy013Cogeneration712Biomass18410Existing Energy Mix, Renewables Only3216Fossil Fuels925Hydropower source and Other Renewables237Solar160611Biofuels1015Existing Energy Mix, incl. Carbon6114Hydropower and Other Energy, incl. Fossil Fuels10UNF:6:Yr8/BFklwhB4itpmAekT1g==P9b - LatitudeUNF:6:+1rxamFlOBtkzgpBmOuR1Q==P10b - LongitudeUNF:6:KZWrO4SEBAel71ks2+GA6Q==D6n - ICUn document identifier (num.)106.0224.00.01.057.67591765014999.113.662241887905642712.0UNF:6:ArPcoBDkRlcaIc6kR2Vwiw==D1e - Document typeUNF:6:LFpKYVOwPbWifnnMQYvWug==D2 - ReviewUNF:6:7HkGr1tUq/L3XNS2AMiTfQ==D3 - AuthorsUNF:6:Pmq3XVoKt4YIUIRrBUlpbw==D4 - Publication Year2011.2787610619469.0.02712.02018.02013.06.1590638386795881981.0UNF:6:9fSrKzkN+A9Esp+/P1BNMQ==D5 - TitleUNF:6:f1ZDW3RWA8iROrnAAJq2Jw==D8 - No. of Citations (after 2 years)UNF:6:1ozDKR6s0v26Uv3bUnAPFA==D6 - ICU document identifier (letters)UNF:6:gJ7xmL32v2RAksbk5DC5yA==D7 - DOIUNF:6:PEwwpVcAt2tFM4hq/894IQ==D10 - Year of submission2145.02014.0.2016.03.9976186503679845567.01999.02012.6807760141094UNF:6:XN7HZg3rNN8CJFoxEcMubg==I1n - Expected Impact - Education0.11910029498525383.0.32396622449639561.00.00.02712.00.00No23891Yes323UNF:6:kiE9go0HTXgAagnk/atJcw==I2n - Expected Impact - Economic Transformations1.00.068584070796459920.02712.0.0.00.252792126854125550.00No25261Yes186UNF:6:pHQr4Mi8uBXeaGY7tH5MTQ==I3n - Expected Impact - Lifestyle0.00.33517699115044240.0.0.00.472139356293301561.02712.00No18031Yes909UNF:6:siHQq7IZUA7olJfvGTHFhw==I4n - Expected Impact - Energy0.00.495943952802361032712.0.0.00.01.00.50007575356821821Yes13450No1367UNF:6:hhSLyM2LtVXJn/yNPBDoLw==I5n - Expected Impact - Health.0.252212389380530530.434362600747311640.01.00.02712.00.01Yes6840No2028UNF:6:xjRi19sfFUydvZj1Yd/d/A==I6n - Expected Impact - Housework0.0258112094395280720.00.158600964936072340.0.0.01.02712.00No26421Yes70UNF:6:RBsDck5EFmBTBzfZMEDYEA==I7n - Expected Impact - Allocation of Time0.13844826003824350.00.01.02712.0.0.00.01954277286135711Yes530No2659UNF:6:NnQHchoSx0iLieqCoa5mYA==I8n - Expected Impact - Leisure Activity0.207309973437584370.00.0.0.00.0449852507374638442712.01.01Yes1220No2590UNF:6:BWb5whx8wngJGAW4vO8r3Q==I9n - Expected Impact - NICT0.096607669616519720.01.00.2954772758914514.2712.00.00.00No24501Yes262UNF:6:BVbWW/8ybhw9Z8UjyN4+vA==I10n - Expected Impact - Gender0.22500249507126005.0.02712.00.01.00.053466076696164590.01Yes1450No2567UNF:6:xKv/r8wLbXm8UXxKc7i+/w==I11n - Expected Impact - Security0.02712.00.00.03797935103244869.0.00.191181581782116141.01Yes1030No2609UNF:6:gPKknjWTRna/dia7EV+P9w==I12n - Expected Impact - Migration0.0.0.02712.00.0044247787610619481.00.00.066383921467929640No27001Yes12UNF:6:A6d+DS4Hm3womOdLtOlsOw==I13n - Expected Impact - Credit1.00.033923303834808410.00.181065187182118362712.00.00.0.1Yes920No2620UNF:6:HT8YvVgoS3DdUU0uH6mroQ==I14n - Expected Impact - Environment0.0.0.00.00.405394438433570151.00.207227138643067742712.01Yes5620No2150UNF:6:doqTRs2LXMs7KDhY365anQ==E3en - Explained Variable (Indicator)UNF:6:qLN7V9fwHZ8udsht/FvpWw==E2en - DimensionUNF:6:BbjKpqfFWrNczlxUEn6zOw==E10e - Quantification or Direction of Observed EffectUNF:6:zS8/0Wu5eFwSFO/QK+zrVg==E15e - Characterisation of Effect (for economic developement)UNF:6:XPsIVDO+HoN7acYtevRDMg==E9en - Results (string)UNF:6:Hr7J3ksxKxKYX0Auh3IYxw==E13b - Methods7.8204277286135492712.01.0.12.03.65415375356306759.00.011Documented Effect from Research8526Identification - IV21Identification - RCT4359Descriptive Statistic71912Project Specifications only1003Identification - RDD010Graphic Statistic157Not Inferable Econometrics304Identification - Heckman08Calibration of Theoretical Model2742Identification - DiD865Identification - Matching199UNF:6:vv/uCew7VcZLzD1JFuRnZg==E5n - Type of Effect0.35315653887516370.01.01806784660766910.01.03.0.2712.03Indirect530No Data921Direct25322Area Effect35UNF:6:KkE2PC787DaMVMPjeioFkg==E6b - Externalities1.00.00.19644488790907070.0401917404129796052712.00.00.0.0No26031Yes109UNF:6:1xZSIQWCdNPLVvQhV6ZMqg==E13g - Groups of Methods4.0.0.01.17917603550618223.01.02.8075221238937972712.01Identification7224No measurement9523No inference10082Econometrics without inference30UNF:6:++Z8gTL0MxR4chQYfhDUeg==E1 - Groups of effectsUNF:6:HLHVTdlTXpVlzX/t1zB3gw==M5e - Source of DataUNF:6:ql2XR16XMJPgBrHdYHiNNQ==M7 - Year of MeasurementUNF:6:9+MAujlPBEC68R+j8dSCZg==M9n - Sample size1.09284.8409703144721699.01013.0115000.0.194.02293.162448499124UNF:6:tmCOaZ8KoEGUpXdXpV5Wew==M9ue - Sample unitUNF:6:ARAjD9UbBN6Wf1zS2cr8dQ==M10e - M10 - Urban/RuralUNF:6:4sRGA4o4HolFxne8fsfsJw==M20n - No of observation (in EST.).1944.00115008625061.01000000.034121.479351918571739.0973.081.0UNF:6:3r5nf6GgFnHQq7t0BxMJvQ==M8e - Measurement level (appliable to M20)UNF:6:U5cASN9X6GnT13IdayuQFw==M6g - Questionnaire5.02.6016924038325504.1.05.4265450861195498.0738.01974.01Authors1573Interviews5948No data9524Questionnaires2187Valuation ad hoc106Observations05Censuses432Surveys0UNF:6:VAMGrsYnXKBklav55tSsrQ==M11g - Experiment Conditions2712.01.04.0.0.01.81305309734513491.69472219985857580.03Exante feasibility1884Other8491Natural Experiment4892Quasi-Natural Exp.2340No measurement952UNF:6:pTWJVYnA94+kmipyTq6fOg==M13b - Use of Control Variables0.42001720776813595.0.228613569321533071.00.00.02712.00.01Yes6200No2092UNF:6:LTZqemtaCSdBSIRqpHFqIA==M14b - With Time Dimension0.00.317794607589023562712.01.00.0.0.00.113938053097346980No24031Yes309UNF:6:QsxDPc1ZwNfgKLCRtR9+OA==M18b - With Clusters2712.01.00.00.00.0.0.108775811209439010.311415146498280560No24171Yes295UNF:6:w43f1KlLvk2GpI+in6G7uw==M15b - With Time Fixed EffectsUNF:6:zxPTigtkHHnVP+3Gia8/kw==M16b - With Area Fixed EffectsUNF:6:c6S91r6dHaxJFUeJ1fz2NA==M17b - With ID Fixed EffectsUNF:6:AyrdJ938lYpO3hO2VDKERg==G1 - Clear and public role of project stakeholders1.00.9783702213279680.01988.0724.01.0.0.14550801193938492UNF:6:Y/JxzNgAUkTy8kPwDAtwUA==Q68 - Type of Operator ContractUNF:6:1coq4jNPncebY8ZK77ZyZQ==Q83a - Type of appliances (as observed) : Task lighting1.00.01.0205.01.02507.0.1.0UNF:6:zKV0QVWbN9qfMeG8IZaUvw==Q83b - Type of appliances (as observed) : Multipoint General lighting206.01.00.00.29488197460477960.9038308060654417.2506.01.0UNF:6:0m8vqL+WImqR3ZAmMnrKdg==Q83c - Type of appliances (as observed) : Phone charging349.0.1.02363.00.01.00.98603470165044430.11737162651429782UNF:6:85+Xn8dGFItXZDB9987U9g==Q83d - Type of appliances (as observed) : Radio0.27686304644650110.91639267261625011.02129.0.583.00.01.0UNF:6:khCxC4yDuv4QgQSEAMj2zg==Q83e - Type of appliances (as observed) : Television.480.00.73700716845878491.01.02232.00.44035722016003310.0UNF:6:9kFaD9UEHwN6S8RZEUo9aw==Q83f - Type of appliances (as observed) : Computer0.00.277827248441677330.44802749924171510.02246.0466.0.1.0UNF:6:sq40Q4lfAcp5SK9SoVEVOQ==Q83g - Type of appliances (as observed) : Printer2228.00.143626570915619980.350789408887970560.0.1.00.0484.0UNF:6:zWLjWGn/F2Qxmr75Hhuiug==Q83h - Type of appliances (as observed) : Fan0.236912156166814380.42528229240364840.00.02254.01.0458.0.UNF:6:orCTM6sZBpqePAEExUU1Sg==Q83i - Type of appliances (as observed) : Air Cooler.0.33431633252370832271.00.01.0441.00.00.1281373844121518UNF:6:gUV8xXLuNNexchW7Oks80g==Q83j - Type of appliances (as observed) : Refrigerator (continuous load)440.00.0.0.334066901408452630.47176706791813630.01.02272.0UNF:6:luh1km7eNKTKpGbQz6CA3w==Q83k - Type of appliances (as observed) : Freezer (continuous load).434.00.00.00.171641791044775171.00.377151599241587752278.0UNF:6:OWVpT+Ehp6Ldebra+DFIPg==Q83l - Type of appliances (as observed) : Food processor0.11130820399113210.01.00.31458317430742055457.02255.0.0.0UNF:6:/oCm0f402RDFOJxnNLKC6A==Q83m - Type of appliances (as observed) : Water Pump0.4673539518900359384.00.0.0.49904029096701590.02328.01.0UNF:6:cpsH3ANpNuQTPYfjt+fwDg==Q83n - Type of appliances (as observed) : Rice Cooker0.02274.00.255057167985931.00.0.0.435989220437783438.0UNF:6:risnbmPKJTxpUyciswZo3Q==Q83o - Type of appliances (as observed) : Washing machine.0.01.00.155017181509332892274.00.00.02462620932277919438.0UNF:6:5miQLgjoMVfJ54ATjInMaQ==Q83p - Type of appliances (as observed) : Iron0.12962138084632451.00.33596123976266642245.0.0.0467.00.0UNF:6:O/7vvYA7o2bwiTtvX+lXAQ==Q83q - Type of appliances (as observed) : Hair dryer.1.00.0509751773049656260.0456.00.219995821982037462256.00.0UNF:6:NBDENrg96qArhXyLWZB+Ow==Q83r - Type of appliances (as observed) : Toaster456.00.148677949951604742256.00.00.01.0.0.02260638297872366UNF:6:RjBGeZQh6bjZHmxwM/neQw==Q83s - Type of appliances (as observed) : Microwave oven0.15149641736014544.0.0234929078014183172256.01.0456.00.00.0UNF:6:hG118urc1/PFyV9JnOzqkg==Q83t - Type of appliances (as observed) : Air conditioner (continuous load)2260.00.302994453417422260.01.00.10221238938053237.452.00.0UNF:6:y0VX19ugyxR8H3OEIK0H7A==Q83u - Type of appliances (as observed) : Space heater (continuous load)442.00.425065882036352.0.00.236563876651980031.00.02270.0UNF:6:q21CpjUQ2HZ5lF3u3Bm9Dw==Q83v - Type of appliances (as observed) : Vacuum cleaner0.00.0456.00.00.02256.00.0.UNF:6:by2zgFekMZcMsZK1ybE0WQ==Q83w - Type of appliances (as observed) : Water cleaner0.00.00.079308817013734750.2702800309012153.1.0455.02257.0UNF:6:0pjnI4VP/7briu0TJ9aW7w==Q83x - Type of appliances (as observed) : Electric cooker2290.00.00.0422.0.0.31266375545851471.00.4636798653326951UNF:6:aiCeoUB7w3g5hU4TkaJT9w==N0 - Date of assessment (year of evaluation)1991.02484.0228.02011.3728070175442016.02013.0.4.012816144246776UNF:6:XqEdXbCbjEt4xZO9Ko9y+Q==N1 - Name of assessment institutionUNF:6:fcQjfswJF5jtbbrlDAcAxA==N2 - Type of assessorUNF:6:Venhy0HR0RXKbXS+LhHITA==N3 - Assessment Funding SourceUNF:6:Yv9LtORywgt3gJ32T9dMZw==N4 - Publication reviewed by a project stakeholder2569.0143.01.01.00.00.450439447488162950.7202797202797205.UNF:6:BBcb5w3Uh6UjXs6rQTpNLA==N5 - Independence note339.02373.00.01.00.00.42729624835298920.24020227560050597.UNF:6:Y6ANFAMC1JNTl8GUu1NqXg==R2 - Rural electrification agency1.02387.00.493556896497564230.0.325.00.41935483870967670.0UNF:6:BcygtxmnZfnmXZ2KcuqqgQ==R3 - Independent regulation agency0.02353.01.00.9388015299617511.1.0359.00.2397449575935507UNF:6:PriVQ7A/bOUGcIbfSHGJDg==O1 - Code PackUNF:6:9a7moFIOrwHaCnJU6fqRHQ==Version of the CoSMMA0.02.02.02712.0.2.02.00.0UNF:6:GdKWJGeVmy/quTIeF5yM8A==data-cosmma-excel-file.xlsapplication/vnd.ms-excel