Base de données CoSMMA : Collaborative Smart Mapping of Mini-grid Action (doi:10.7910/DVN/Y6Y33G)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

Base de données CoSMMA : Collaborative Smart Mapping of Mini-grid Action

Identification Number:

doi:10.7910/DVN/Y6Y33G

Distributor:

Harvard Dataverse

Date of Distribution:

2026-06-04

Version:

1

Bibliographic Citation:

Berthelemy, 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, V1

Study Description

Citation

Title:

Base de données CoSMMA : Collaborative Smart Mapping of Mini-grid Action

Identification Number:

doi:10.7910/DVN/Y6Y33G

Authoring Entity:

Berthelemy, Jean-Claude (Fondation pour les Études et Recherches sur le Développement International (FERDI))

Nossek, Vincent (Fondation pour les Études et Recherches sur le Développement International (FERDI))

Distributor:

Harvard Dataverse

Access Authority:

FERDI Data

Holdings Information:

https://doi.org/10.7910/DVN/Y6Y33G

Study Scope

Keywords:

Social Sciences, afrique, electrification-decentralisee, electrification-decentralisee-mini-reseaux-energie-acces-a-lelectricite-developpement-durable-impact-social-impact-environnemental-cosmma-ferdi, energie, ferdi, mini-grids, FERDI

Abstract:

**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.

Notes:

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

Methodology and Processing

Sources Statement

Data Access

Notes:

<a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0</a>

Other Study Description Materials

File Description--f13988374

File: data-cosmma-stata-file-recommande.tab

  • Number of cases: 2712

  • No. of variables per record: 114

  • Type of File: text/tab-separated-values

Notes:

UNF:6:sKmPVomZLN0f96vAdY6Y5A==

Variable Description

List of Variables:
  • IP2 - IP2 - Program id
  • id_prog2 - id_prog2 - program id key obtained as encode(P1b)
  • IL2 - IL2 - Locality id
  • IBUP2 - IBUP2 - Primay Unique Key of BUP - letter
  • IBUP2n - IBUP2n - Primary Unique Key of BUP - number
  • P1b - P1b - Project denomination
  • P8b1 - P8b1 - Country
  • P8b2 - P8b2 - Locality
  • P8 - P8 - Country, Place (rough)
  • P2h - P2h - Installed Capacity (Harmonised in W)
  • P3 - P3 - Project capacity
  • P5 - P5 - Decentralized project
  • P13n - P13n - Target Population (POP)
  • P13ueg - P13ueg - Measurement unit of target
  • P14n - P14n - Date of PPA, PPP, PSC or any Contract with Principal or Subcontractor
  • P15n - P15n - Commissioning Date
  • P16n - P16n - Price of supplied kWh / per month
  • P16u - P16u - Unit of kWh price
  • P17n - P17n - Project cost (as observed)
  • P17u - P17u - Project cost unit
  • P19 - P19 - Default Date (default =  Industrial Site Closure)
  • P4n - P4n - Network status
  • P11n - P11n - Program Decision Level
  • P12n - P12n - Project Deployment Level
  • P21b - P21b - Project type
  • P7g - P7g - Continent
  • P6g - P6g - Technology
  • P9b - P9b - Latitude
  • P10b - P10b - Longitude
  • D6n - D6n - ICUn document identifier (num.)
  • D1e - D1e - Document type
  • D2 - D2 - Review
  • D3 - D3 - Authors
  • D4 - D4 - Publication Year
  • D5 - D5 - Title
  • D8 - D8 - No. of Citations (after 2 years)
  • D6 - D6 - ICU document identifier (letters)
  • D7 - D7 - DOI
  • D10 - D10 - Year of submission
  • I1n - I1n - Expected Impact - Education
  • I2n - I2n - Expected Impact - Economic Transformations
  • I3n - I3n - Expected Impact - Lifestyle
  • I4n - I4n - Expected Impact - Energy
  • I5n - I5n - Expected Impact - Health
  • I6n - I6n - Expected Impact - Housework
  • I7n - I7n - Expected Impact - Allocation of Time
  • I8n - I8n - Expected Impact - Leisure Activity
  • I9n - I9n - Expected Impact - NICT
  • I10n - I10n - Expected Impact - Gender
  • I11n - I11n - Expected Impact - Security
  • I12n - I12n - Expected Impact - Migration
  • I13n - I13n - Expected Impact - Credit
  • I14n - I14n - Expected Impact - Environment
  • E3en - E3en - Explained Variable (Indicator)
  • E2en - E2en - Dimension
  • E10e - E10e - Quantification or Direction of Observed Effect
  • E15e - E15e - Characterisation of Effect (for economic developement)
  • E9en - E9en - Results (string)
  • E13b - E13b - Methods
  • E5n - E5n - Type of Effect
  • E6b - E6b - Externalities
  • E13g - E13g - Groups of Methods
  • E1en - E1 - Groups of effects
  • M5e - M5e - Source of Data
  • M7 - M7 - Year of Measurement
  • M9n - M9n - Sample size
  • M9ue - M9ue - Sample unit
  • M10e - M10e - M10 - Urban/Rural
  • M20n - M20n - No of observation (in EST.)
  • M8e - M8e - Measurement level (appliable to M20)
  • M6g - M6g - Questionnaire
  • M11g - M11g - Experiment Conditions
  • M13b - M13b - Use of Control Variables
  • M14b - M14b - With Time Dimension
  • M18b - M18b - With Clusters
  • M15b - M15b - With Time Fixed Effects
  • M16b - M16b - With Area Fixed Effects
  • M17b - M17b - With ID Fixed Effects
  • G1 - G1 - Clear and public role of project stakeholders
  • Q68 - Q68 - Type of Operator Contract
  • Q83a - Q83a - Type of appliances (as observed) : Task lighting
  • Q83b - Q83b - Type of appliances (as observed) : Multipoint General lighting
  • Q83c - Q83c - Type of appliances (as observed) : Phone charging
  • Q83d - Q83d - Type of appliances (as observed) : Radio
  • Q83e - Q83e - Type of appliances (as observed) : Television
  • Q83f - Q83f - Type of appliances (as observed) : Computer
  • Q83g - Q83g - Type of appliances (as observed) : Printer
  • Q83h - Q83h - Type of appliances (as observed) : Fan
  • Q83i - Q83i - Type of appliances (as observed) : Air Cooler
  • Q83j - Q83j - Type of appliances (as observed) : Refrigerator (continuous load)
  • Q83k - Q83k - Type of appliances (as observed) : Freezer (continuous load)
  • Q83l - Q83l - Type of appliances (as observed) : Food processor
  • Q83m - Q83m - Type of appliances (as observed) : Water Pump
  • Q83n - Q83n - Type of appliances (as observed) : Rice Cooker
  • Q83o - Q83o - Type of appliances (as observed) : Washing machine
  • Q83p - Q83p - Type of appliances (as observed) : Iron
  • Q83q - Q83q - Type of appliances (as observed) : Hair dryer
  • Q83r - Q83r - Type of appliances (as observed) : Toaster
  • Q83s - Q83s - Type of appliances (as observed) : Microwave oven
  • Q83t - Q83t - Type of appliances (as observed) : Air conditioner (continuous load)
  • Q83u - Q83u - Type of appliances (as observed) : Space heater (continuous load)
  • Q83v - Q83v - Type of appliances (as observed) : Vacuum cleaner
  • Q83w - Q83w - Type of appliances (as observed) : Water cleaner
  • Q83x - Q83x - Type of appliances (as observed) : Electric cooker
  • N0 - N0 - Date of assessment (year of evaluation)
  • N1 - N1 - Name of assessment institution
  • N2 - N2 - Type of assessor
  • N3 - N3 - Assessment Funding Source
  • N4 - N4 - Publication reviewed by a project stakeholder
  • N5 - N5 - Independence note
  • R2 - R2 - Rural electrification agency
  • R3 - R3 - Independent regulation agency
  • O1 - O1 - Code Pack
  • Version - Version of the CoSMMA

Variables

IP2 - Program id

f13988374 Location:

Variable Format: character

Notes: UNF:6:ZcwbDyp9NaVHNho36fI8XA==

id_prog2 - program id key obtained as encode(P1b)

f13988374 Location:

Summary Statistics: StDev 118.78579818227004; Valid 2712.0; Min. 1.0; Mean 229.39933628318875; Max. 403.0;

Variable Format: numeric

Notes: UNF:6:3xkQLkECrj5FsrQIr3nRBQ==

IL2 - Locality id

f13988374 Location:

Variable Format: character

Notes: UNF:6:llPDsEiK+82KLuCtfvKQVA==

IBUP2 - Primay Unique Key of BUP - letter

f13988374 Location:

Variable Format: character

Notes: UNF:6:Kd+OYfhrgLYv+0SNoGppzw==

IBUP2n - Primary Unique Key of BUP - number

f13988374 Location:

Summary Statistics: Valid 2712.0; Max. 476.0; Min. 1.0; Mean 264.679572271386; StDev 141.4790535468533;

Variable Format: numeric

Notes: UNF:6:DPu9CJ6KFI6DcsKqHQdrkw==

P1b - Project denomination

f13988374 Location:

Variable Format: character

Notes: UNF:6:8fA1qaJCFqe8Bpy/wgakbg==

P8b1 - Country

f13988374 Location:

Variable Format: character

Notes: UNF:6:oG+0xRtvoeZcUj517X6q7w==

P8b2 - Locality

f13988374 Location:

Variable Format: character

Notes: UNF:6:M73r55hwhNeFhfOPk/TbEQ==

P8 - Country, Place (rough)

f13988374 Location:

Variable Format: character

Notes: UNF:6:wbLPilOehfvZTzP0FcS2CQ==

P2h - Installed Capacity (Harmonised in W)

f13988374 Location:

Summary Statistics: Mean 1995559.1816149016; Min. 1.0; Max. 1.0E8; Valid 1849.0; StDev 9539401.86109541;

Variable Format: numeric

Notes: UNF:6:uARY42GQ3LqZwvCSIPM+ow==

P3 - Project capacity

f13988374 Location:

Variable Format: character

Notes: UNF:6:/Q1FAlMeqDJid3cXK8HFZg==

P5 - Decentralized project

f13988374 Location:

Variable Format: character

Notes: UNF:6:XSZWbyBCOjWsFyou1F6PNg==

P13n - Target Population (POP)

f13988374 Location:

Summary Statistics: Valid 2694.0; Min. 1.0; Max. 1.371000064E9; Mean 1.1565240797327446E7; StDev 8.340194354205576E7

Variable Format: numeric

Notes: UNF:6:toSW68yLGsW/VpaFoC+W4A==

P13ueg - Measurement unit of target

f13988374 Location:

Variable Format: character

Notes: UNF:6:LYh3HA6s1fHbwGOi31n1pg==

P14n - Date of PPA, PPP, PSC or any Contract with Principal or Subcontractor

f13988374 Location:

Summary Statistics: Mean 2004.2852867830425; Min. 1963.0; StDev 9.300344894128946; Valid 2005.0; Max. 2017.0;

Variable Format: numeric

Notes: UNF:6:qHcZ7w5RXB4Gw4a4GItQdw==

P15n - Commissioning Date

f13988374 Location:

Summary Statistics: Mean 2005.0290964777948; Valid 2612.0; StDev 8.660271477026342; Min. 1963.0; Max. 2018.0

Variable Format: numeric

Notes: UNF:6:Be8eXBFqdj40bfwoW9foSQ==

P16n - Price of supplied kWh / per month

f13988374 Location:

Summary Statistics: Mean 1.0938655202354064; Min. 0.0; Valid 931.0; Max. 40.0; StDev 4.457773448112516

Variable Format: numeric

Notes: UNF:6:EDp9gFIdK+A6MWUld4+OvA==

P16u - Unit of kWh price

f13988374 Location:

Variable Format: character

Notes: UNF:6:rLLCIg4nqGA070gTrrXrCA==

P17n - Project cost (as observed)

f13988374 Location:

Summary Statistics: StDev 1.2765247833452294E9; Min. 5.0; Max. 8.999999488E9; Mean 2.5835180386862123E8; Valid 1555.0

Variable Format: numeric

Notes: UNF:6:7nQJKTFrI8XOqYo2SCGzEQ==

P17u - Project cost unit

f13988374 Location:

Variable Format: character

Notes: UNF:6:Ni6ZJyWstKwdFJ8Wx3uTNg==

P19 - Default Date (default =  Industrial Site Closure)

f13988374 Location:

Variable Format: character

Notes: UNF:6:IKCOGkjhODqElXD5fzIRhA==

P4n - Network status

f13988374 Location:

Value

Label

Frequency

Text

1.

On-Grid

0

3.

Individual

1120

2.

Off-grid

1592

Summary Statistics: Mean 2.4129793510324493; Valid 2712.0; Max. 3.0; Min. 2.0; StDev 0.4924599783365584

Variable Format: numeric

Notes: UNF:6:Gnw96voPgdwFs3Mn10eXfA==

P11n - Program Decision Level

f13988374 Location:

Value

Label

Frequency

Text

7.

Local

579

3.

Province

590

1.

Multi-countries

238

2.

Country

993

4.

County

146

5.

District

166

Summary Statistics: Valid 2712.0; Max. 7.0; Min. 1.0; Mean 3.4885693215339186; StDev 2.048079923197978

Variable Format: numeric

Notes: UNF:6:AhHas61LTpit5tuFN6O7ZQ==

P12n - Project Deployment Level

f13988374 Location:

Value

Label

Frequency

Text

5.

District

44

3.

Province

48

4.

County

3

7.

Spot

1331

1.

Multi-countries

0

6.

Group of localities

1254

2.

Country

30

Summary Statistics: StDev 0.8586083940151441; Min. 0.0; Mean 6.370575221238939; Max. 7.0; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:QGOJUFL5Qw/VneZTiR/0Ow==

P21b - Project type

f13988374 Location:

Value

Label

Frequency

Text

1.

Access

2306

7.

Energy substitution

11

5.

Shutdown

6

6.

Capacity

283

3.

Downsizing

0

4.

Duration of access

17

2.

Default cause

89

Summary Statistics: StDev 1.585065300560883; Min. 1.0; Mean 1.6065634218289107; Max. 7.0; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:DslXFxZrY8VbsiERLWLopw==

P7g - Continent

f13988374 Location:

Value

Label

Frequency

Text

5.

Lat. America

370

3.

Africa

1067

6.

worldwide (indiscernible)

15

7.

Europe non-OECD

38

1.

OECD

22

2.

Non-OECD (not Europe)

8

4.

Asia

1192

Summary Statistics: StDev 0.8416312293860263; Max. 7.0; Mean 3.765855457227143; Valid 2712.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:VtI+vaJrL2QQJ17yZ7pJmQ==

P6g - Technology

f13988374 Location:

Value

Label

Frequency

Text

17.

Balancing

0

18.

Nuclear Power

0

4.

Hydropower source

210

3.

Geothermal energy

104

8.

Solar and Other Energy, incl. Fossil Fuels

149

1.

Wind

88

9.

Solar and Other Renewables

136

2.

Wind and other renewables

0

6.

Tidal energy

0

13.

Cogeneration

7

12.

Biomass

184

10.

Existing Energy Mix, Renewables Only

32

16.

Fossil Fuels

92

5.

Hydropower source and Other Renewables

23

7.

Solar

1606

11.

Biofuels

10

15.

Existing Energy Mix, incl. Carbon

61

14.

Hydropower and Other Energy, incl. Fossil Fuels

10

Summary Statistics: Max. 16.0; Min. 1.0; Valid 2712.0; StDev 2.978104112241912; Mean 7.47382005899705

Variable Format: numeric

Notes: UNF:6:Yr8/BFklwhB4itpmAekT1g==

P9b - Latitude

f13988374 Location:

Variable Format: character

Notes: UNF:6:+1rxamFlOBtkzgpBmOuR1Q==

P10b - Longitude

f13988374 Location:

Variable Format: character

Notes: UNF:6:KZWrO4SEBAel71ks2+GA6Q==

D6n - ICUn document identifier (num.)

f13988374 Location:

Summary Statistics: Max. 224.0; Min. 1.0; StDev 57.67591765014999; Mean 113.66224188790564; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:ArPcoBDkRlcaIc6kR2Vwiw==

D1e - Document type

f13988374 Location:

Variable Format: character

Notes: UNF:6:LFpKYVOwPbWifnnMQYvWug==

D2 - Review

f13988374 Location:

Variable Format: character

Notes: UNF:6:7HkGr1tUq/L3XNS2AMiTfQ==

D3 - Authors

f13988374 Location:

Variable Format: character

Notes: UNF:6:Pmq3XVoKt4YIUIRrBUlpbw==

D4 - Publication Year

f13988374 Location:

Summary Statistics: Mean 2011.2787610619469; Valid 2712.0; Max. 2018.0; StDev 6.159063838679588; Min. 1981.0

Variable Format: numeric

Notes: UNF:6:9fSrKzkN+A9Esp+/P1BNMQ==

D5 - Title

f13988374 Location:

Variable Format: character

Notes: UNF:6:f1ZDW3RWA8iROrnAAJq2Jw==

D8 - No. of Citations (after 2 years)

f13988374 Location:

Variable Format: character

Notes: UNF:6:1ozDKR6s0v26Uv3bUnAPFA==

D6 - ICU document identifier (letters)

f13988374 Location:

Variable Format: character

Notes: UNF:6:gJ7xmL32v2RAksbk5DC5yA==

D7 - DOI

f13988374 Location:

Variable Format: character

Notes: UNF:6:PEwwpVcAt2tFM4hq/894IQ==

D10 - Year of submission

f13988374 Location:

Summary Statistics: Max. 2016.0; StDev 3.9976186503679845; Valid 567.0; Min. 1999.0; Mean 2012.6807760141094

Variable Format: numeric

Notes: UNF:6:XN7HZg3rNN8CJFoxEcMubg==

I1n - Expected Impact - Education

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2389

1.

Yes

323

Summary Statistics: Mean 0.11910029498525383; StDev 0.3239662244963956; Max. 1.0; Min. 0.0; Valid 2712.0;

Variable Format: numeric

Notes: UNF:6:kiE9go0HTXgAagnk/atJcw==

I2n - Expected Impact - Economic Transformations

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2526

1.

Yes

186

Summary Statistics: Max. 1.0; Mean 0.06858407079645992; Valid 2712.0; Min. 0.0; StDev 0.25279212685412555;

Variable Format: numeric

Notes: UNF:6:pHQr4Mi8uBXeaGY7tH5MTQ==

I3n - Expected Impact - Lifestyle

f13988374 Location:

Value

Label

Frequency

Text

0.

No

1803

1.

Yes

909

Summary Statistics: Min. 0.0; Mean 0.3351769911504424; StDev 0.47213935629330156; Max. 1.0; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:siHQq7IZUA7olJfvGTHFhw==

I4n - Expected Impact - Energy

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

1345

0.

No

1367

Summary Statistics: Mean 0.49594395280236103; Valid 2712.0; Min. 0.0; Max. 1.0; StDev 0.5000757535682182

Variable Format: numeric

Notes: UNF:6:hhSLyM2LtVXJn/yNPBDoLw==

I5n - Expected Impact - Health

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

684

0.

No

2028

Summary Statistics: Mean 0.25221238938053053; StDev 0.43436260074731164; Max. 1.0; Min. 0.0; Valid 2712.0;

Variable Format: numeric

Notes: UNF:6:xjRi19sfFUydvZj1Yd/d/A==

I6n - Expected Impact - Housework

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2642

1.

Yes

70

Summary Statistics: Mean 0.025811209439528072; StDev 0.15860096493607234; Min. 0.0; Max. 1.0; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:RBsDck5EFmBTBzfZMEDYEA==

I7n - Expected Impact - Allocation of Time

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

53

0.

No

2659

Summary Statistics: StDev 0.1384482600382435; Max. 1.0; Valid 2712.0; Min. 0.0; Mean 0.0195427728613571

Variable Format: numeric

Notes: UNF:6:NnQHchoSx0iLieqCoa5mYA==

I8n - Expected Impact - Leisure Activity

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

122

0.

No

2590

Summary Statistics: StDev 0.20730997343758437; Min. 0.0; Mean 0.044985250737463844; Valid 2712.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:BWb5whx8wngJGAW4vO8r3Q==

I9n - Expected Impact - NICT

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2450

1.

Yes

262

Summary Statistics: Mean 0.09660766961651972; Max. 1.0; StDev 0.2954772758914514; Valid 2712.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:BVbWW/8ybhw9Z8UjyN4+vA==

I10n - Expected Impact - Gender

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

145

0.

No

2567

Summary Statistics: StDev 0.22500249507126005; Valid 2712.0; Max. 1.0; Mean 0.05346607669616459; Min. 0.0

Variable Format: numeric

Notes: UNF:6:xKv/r8wLbXm8UXxKc7i+/w==

I11n - Expected Impact - Security

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

103

0.

No

2609

Summary Statistics: Valid 2712.0; Mean 0.03797935103244869; Min. 0.0; StDev 0.19118158178211614; Max. 1.0

Variable Format: numeric

Notes: UNF:6:gPKknjWTRna/dia7EV+P9w==

I12n - Expected Impact - Migration

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2700

1.

Yes

12

Summary Statistics: Min. 0.0; Valid 2712.0; Mean 0.004424778761061948; Max. 1.0; StDev 0.06638392146792964

Variable Format: numeric

Notes: UNF:6:A6d+DS4Hm3womOdLtOlsOw==

I13n - Expected Impact - Credit

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

92

0.

No

2620

Summary Statistics: Max. 1.0; Mean 0.03392330383480841; Min. 0.0; StDev 0.18106518718211836; Valid 2712.0;

Variable Format: numeric

Notes: UNF:6:HT8YvVgoS3DdUU0uH6mroQ==

I14n - Expected Impact - Environment

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

562

0.

No

2150

Summary Statistics: Min. 0.0; StDev 0.40539443843357015; Max. 1.0; Mean 0.20722713864306774; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:doqTRs2LXMs7KDhY365anQ==

E3en - Explained Variable (Indicator)

f13988374 Location:

Variable Format: character

Notes: UNF:6:qLN7V9fwHZ8udsht/FvpWw==

E2en - Dimension

f13988374 Location:

Variable Format: character

Notes: UNF:6:BbjKpqfFWrNczlxUEn6zOw==

E10e - Quantification or Direction of Observed Effect

f13988374 Location:

Variable Format: character

Notes: UNF:6:zS8/0Wu5eFwSFO/QK+zrVg==

E15e - Characterisation of Effect (for economic developement)

f13988374 Location:

Variable Format: character

Notes: UNF:6:XPsIVDO+HoN7acYtevRDMg==

E9en - Results (string)

f13988374 Location:

Variable Format: character

Notes: UNF:6:Hr7J3ksxKxKYX0Auh3IYxw==

E13b - Methods

f13988374 Location:

Value

Label

Frequency

Text

11.

Documented Effect from Research

852

6.

Identification - IV

2

1.

Identification - RCT

435

9.

Descriptive Statistic

719

12.

Project Specifications only

100

3.

Identification - RDD

0

10.

Graphic Statistic

15

7.

Not Inferable Econometrics

30

4.

Identification - Heckman

0

8.

Calibration of Theoretical Model

274

2.

Identification - DiD

86

5.

Identification - Matching

199

Summary Statistics: Mean 7.820427728613549; Valid 2712.0; Min. 1.0; Max. 12.0; StDev 3.6541537535630675;

Variable Format: numeric

Notes: UNF:6:vv/uCew7VcZLzD1JFuRnZg==

E5n - Type of Effect

f13988374 Location:

Value

Label

Frequency

Text

3.

Indirect

53

0.

No Data

92

1.

Direct

2532

2.

Area Effect

35

Summary Statistics: StDev 0.3531565388751637; Min. 0.0; Mean 1.0180678466076691; Max. 3.0; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:KkE2PC787DaMVMPjeioFkg==

E6b - Externalities

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2603

1.

Yes

109

Summary Statistics: Max. 1.0; StDev 0.1964448879090707; Mean 0.040191740412979605; Valid 2712.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:1xZSIQWCdNPLVvQhV6ZMqg==

E13g - Groups of Methods

f13988374 Location:

Value

Label

Frequency

Text

1.

Identification

722

4.

No measurement

952

3.

No inference

1008

2.

Econometrics without inference

30

Summary Statistics: Max. 4.0; StDev 1.1791760355061822; Min. 1.0; Mean 2.807522123893797; Valid 2712.0

Variable Format: numeric

Notes: UNF:6:++Z8gTL0MxR4chQYfhDUeg==

E1 - Groups of effects

f13988374 Location:

Variable Format: character

Notes: UNF:6:HLHVTdlTXpVlzX/t1zB3gw==

M5e - Source of Data

f13988374 Location:

Variable Format: character

Notes: UNF:6:ql2XR16XMJPgBrHdYHiNNQ==

M7 - Year of Measurement

f13988374 Location:

Variable Format: character

Notes: UNF:6:9+MAujlPBEC68R+j8dSCZg==

M9n - Sample size

f13988374 Location:

Summary Statistics: Min. 1.0; StDev 9284.840970314472; Valid 1699.0; Max. 115000.0; Mean 2293.162448499124

Variable Format: numeric

Notes: UNF:6:tmCOaZ8KoEGUpXdXpV5Wew==

M9ue - Sample unit

f13988374 Location:

Variable Format: character

Notes: UNF:6:ARAjD9UbBN6Wf1zS2cr8dQ==

M10e - M10 - Urban/Rural

f13988374 Location:

Variable Format: character

Notes: UNF:6:4sRGA4o4HolFxne8fsfsJw==

M20n - No of observation (in EST.)

f13988374 Location:

Summary Statistics: Mean 1944.0011500862506; Min. 1.0; Max. 1000000.0; StDev 34121.47935191857; Valid 1739.0;

Variable Format: numeric

Notes: UNF:6:3r5nf6GgFnHQq7t0BxMJvQ==

M8e - Measurement level (appliable to M20)

f13988374 Location:

Variable Format: character

Notes: UNF:6:U5cASN9X6GnT13IdayuQFw==

M6g - Questionnaire

f13988374 Location:

Value

Label

Frequency

Text

1.

Authors

157

3.

Interviews

594

8.

No data

952

4.

Questionnaires

218

7.

Valuation ad hoc

10

6.

Observations

0

5.

Censuses

43

2.

Surveys

0

Summary Statistics: StDev 2.6016924038325504; Min. 1.0; Mean 5.426545086119549; Max. 8.0; Valid 1974.0

Variable Format: numeric

Notes: UNF:6:VAMGrsYnXKBklav55tSsrQ==

M11g - Experiment Conditions

f13988374 Location:

Value

Label

Frequency

Text

3.

Exante feasibility

188

4.

Other

849

1.

Natural Experiment

489

2.

Quasi-Natural Exp.

234

0.

No measurement

952

Summary Statistics: Valid 2712.0; Max. 4.0; Min. 0.0; Mean 1.8130530973451349; StDev 1.6947221998585758;

Variable Format: numeric

Notes: UNF:6:pTWJVYnA94+kmipyTq6fOg==

M13b - Use of Control Variables

f13988374 Location:

Value

Label

Frequency

Text

1.

Yes

620

0.

No

2092

Summary Statistics: StDev 0.42001720776813595; Mean 0.22861356932153307; Max. 1.0; Min. 0.0; Valid 2712.0;

Variable Format: numeric

Notes: UNF:6:LTZqemtaCSdBSIRqpHFqIA==

M14b - With Time Dimension

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2403

1.

Yes

309

Summary Statistics: StDev 0.31779460758902356; Valid 2712.0; Max. 1.0; Min. 0.0; Mean 0.11393805309734698

Variable Format: numeric

Notes: UNF:6:QsxDPc1ZwNfgKLCRtR9+OA==

M18b - With Clusters

f13988374 Location:

Value

Label

Frequency

Text

0.

No

2417

1.

Yes

295

Summary Statistics: Valid 2712.0; Max. 1.0; Min. 0.0; Mean 0.10877581120943901; StDev 0.31141514649828056

Variable Format: numeric

Notes: UNF:6:w43f1KlLvk2GpI+in6G7uw==

M15b - With Time Fixed Effects

f13988374 Location:

Variable Format: character

Notes: UNF:6:zxPTigtkHHnVP+3Gia8/kw==

M16b - With Area Fixed Effects

f13988374 Location:

Variable Format: character

Notes: UNF:6:c6S91r6dHaxJFUeJ1fz2NA==

M17b - With ID Fixed Effects

f13988374 Location:

Variable Format: character

Notes: UNF:6:AyrdJ938lYpO3hO2VDKERg==

G1 - Clear and public role of project stakeholders

f13988374 Location:

Summary Statistics: Mean 0.978370221327968; Min. 0.0; Valid 1988.0; Max. 1.0; StDev 0.14550801193938492

Variable Format: numeric

Notes: UNF:6:Y/JxzNgAUkTy8kPwDAtwUA==

Q68 - Type of Operator Contract

f13988374 Location:

Variable Format: character

Notes: UNF:6:1coq4jNPncebY8ZK77ZyZQ==

Q83a - Type of appliances (as observed) : Task lighting

f13988374 Location:

Summary Statistics: Mean 1.0; StDev 0.0; Max. 1.0; Min. 1.0; Valid 2507.0;

Variable Format: numeric

Notes: UNF:6:zKV0QVWbN9qfMeG8IZaUvw==

Q83b - Type of appliances (as observed) : Multipoint General lighting

f13988374 Location:

Summary Statistics: Min. 0.0; StDev 0.2948819746047796; Mean 0.9038308060654417; Valid 2506.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:0m8vqL+WImqR3ZAmMnrKdg==

Q83c - Type of appliances (as observed) : Phone charging

f13988374 Location:

Summary Statistics: Max. 1.0; Valid 2363.0; Min. 0.0; Mean 0.9860347016504443; StDev 0.11737162651429782

Variable Format: numeric

Notes: UNF:6:85+Xn8dGFItXZDB9987U9g==

Q83d - Type of appliances (as observed) : Radio

f13988374 Location:

Summary Statistics: StDev 0.2768630464465011; Mean 0.9163926726162501; Valid 2129.0; Min. 0.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:khCxC4yDuv4QgQSEAMj2zg==

Q83e - Type of appliances (as observed) : Television

f13988374 Location:

Summary Statistics: Mean 0.7370071684587849; Max. 1.0; Valid 2232.0; StDev 0.4403572201600331; Min. 0.0

Variable Format: numeric

Notes: UNF:6:9kFaD9UEHwN6S8RZEUo9aw==

Q83f - Type of appliances (as observed) : Computer

f13988374 Location:

Summary Statistics: Mean 0.27782724844167733; StDev 0.4480274992417151; Min. 0.0; Valid 2246.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:sq40Q4lfAcp5SK9SoVEVOQ==

Q83g - Type of appliances (as observed) : Printer

f13988374 Location:

Summary Statistics: Valid 2228.0; Mean 0.14362657091561998; StDev 0.35078940888797056; Min. 0.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:zWLjWGn/F2Qxmr75Hhuiug==

Q83h - Type of appliances (as observed) : Fan

f13988374 Location:

Summary Statistics: Mean 0.23691215616681438; StDev 0.4252822924036484; Min. 0.0; Valid 2254.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:orCTM6sZBpqePAEExUU1Sg==

Q83i - Type of appliances (as observed) : Air Cooler

f13988374 Location:

Summary Statistics: StDev 0.3343163325237083; Valid 2271.0; Max. 1.0; Min. 0.0; Mean 0.1281373844121518

Variable Format: numeric

Notes: UNF:6:gUV8xXLuNNexchW7Oks80g==

Q83j - Type of appliances (as observed) : Refrigerator (continuous load)

f13988374 Location:

Summary Statistics: Mean 0.33406690140845263; StDev 0.4717670679181363; Min. 0.0; Max. 1.0; Valid 2272.0

Variable Format: numeric

Notes: UNF:6:luh1km7eNKTKpGbQz6CA3w==

Q83k - Type of appliances (as observed) : Freezer (continuous load)

f13988374 Location:

Summary Statistics: Min. 0.0; Mean 0.17164179104477517; Max. 1.0; StDev 0.37715159924158775; Valid 2278.0

Variable Format: numeric

Notes: UNF:6:OWVpT+Ehp6Ldebra+DFIPg==

Q83l - Type of appliances (as observed) : Food processor

f13988374 Location:

Summary Statistics: Mean 0.1113082039911321; Max. 1.0; StDev 0.31458317430742055; Valid 2255.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:/oCm0f402RDFOJxnNLKC6A==

Q83m - Type of appliances (as observed) : Water Pump

f13988374 Location:

Summary Statistics: Mean 0.4673539518900359; StDev 0.4990402909670159; Min. 0.0; Valid 2328.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:cpsH3ANpNuQTPYfjt+fwDg==

Q83n - Type of appliances (as observed) : Rice Cooker

f13988374 Location:

Summary Statistics: Valid 2274.0; Mean 0.25505716798593; Max. 1.0; Min. 0.0; StDev 0.435989220437783;

Variable Format: numeric

Notes: UNF:6:risnbmPKJTxpUyciswZo3Q==

Q83o - Type of appliances (as observed) : Washing machine

f13988374 Location:

Summary Statistics: Max. 1.0; StDev 0.15501718150933289; Valid 2274.0; Min. 0.0; Mean 0.02462620932277919;

Variable Format: numeric

Notes: UNF:6:5miQLgjoMVfJ54ATjInMaQ==

Q83p - Type of appliances (as observed) : Iron

f13988374 Location:

Summary Statistics: Mean 0.1296213808463245; Max. 1.0; StDev 0.3359612397626664; Valid 2245.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:O/7vvYA7o2bwiTtvX+lXAQ==

Q83q - Type of appliances (as observed) : Hair dryer

f13988374 Location:

Summary Statistics: Max. 1.0; Mean 0.050975177304965626; StDev 0.21999582198203746; Valid 2256.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:NBDENrg96qArhXyLWZB+Ow==

Q83r - Type of appliances (as observed) : Toaster

f13988374 Location:

Summary Statistics: StDev 0.14867794995160474; Valid 2256.0; Min. 0.0; Max. 1.0; Mean 0.02260638297872366

Variable Format: numeric

Notes: UNF:6:RjBGeZQh6bjZHmxwM/neQw==

Q83s - Type of appliances (as observed) : Microwave oven

f13988374 Location:

Summary Statistics: StDev 0.15149641736014544; Mean 0.023492907801418317; Valid 2256.0; Max. 1.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:hG118urc1/PFyV9JnOzqkg==

Q83t - Type of appliances (as observed) : Air conditioner (continuous load)

f13988374 Location:

Summary Statistics: Valid 2260.0; StDev 0.30299445341742226; Max. 1.0; Mean 0.10221238938053237; Min. 0.0

Variable Format: numeric

Notes: UNF:6:y0VX19ugyxR8H3OEIK0H7A==

Q83u - Type of appliances (as observed) : Space heater (continuous load)

f13988374 Location:

Summary Statistics: StDev 0.425065882036352; Min. 0.0; Mean 0.23656387665198003; Max. 1.0; Valid 2270.0

Variable Format: numeric

Notes: UNF:6:q21CpjUQ2HZ5lF3u3Bm9Dw==

Q83v - Type of appliances (as observed) : Vacuum cleaner

f13988374 Location:

Summary Statistics: Min. 0.0; Max. 0.0; StDev 0.0; Valid 2256.0; Mean 0.0;

Variable Format: numeric

Notes: UNF:6:by2zgFekMZcMsZK1ybE0WQ==

Q83w - Type of appliances (as observed) : Water cleaner

f13988374 Location:

Summary Statistics: Min. 0.0; Mean 0.07930881701373475; StDev 0.2702800309012153; Max. 1.0; Valid 2257.0

Variable Format: numeric

Notes: UNF:6:0pjnI4VP/7briu0TJ9aW7w==

Q83x - Type of appliances (as observed) : Electric cooker

f13988374 Location:

Summary Statistics: Valid 2290.0; Min. 0.0; Mean 0.3126637554585147; Max. 1.0; StDev 0.4636798653326951

Variable Format: numeric

Notes: UNF:6:aiCeoUB7w3g5hU4TkaJT9w==

N0 - Date of assessment (year of evaluation)

f13988374 Location:

Summary Statistics: Min. 1991.0; Valid 228.0; Mean 2011.372807017544; Max. 2016.0; StDev 4.012816144246776

Variable Format: numeric

Notes: UNF:6:XqEdXbCbjEt4xZO9Ko9y+Q==

N1 - Name of assessment institution

f13988374 Location:

Variable Format: character

Notes: UNF:6:fcQjfswJF5jtbbrlDAcAxA==

N2 - Type of assessor

f13988374 Location:

Variable Format: character

Notes: UNF:6:Venhy0HR0RXKbXS+LhHITA==

N3 - Assessment Funding Source

f13988374 Location:

Variable Format: character

Notes: UNF:6:Yv9LtORywgt3gJ32T9dMZw==

N4 - Publication reviewed by a project stakeholder

f13988374 Location:

Summary Statistics: Valid 143.0; Max. 1.0; Min. 0.0; StDev 0.45043944748816295; Mean 0.7202797202797205;

Variable Format: numeric

Notes: UNF:6:BBcb5w3Uh6UjXs6rQTpNLA==

N5 - Independence note

f13988374 Location:

Summary Statistics: Valid 2373.0; Max. 1.0; Min. 0.0; StDev 0.4272962483529892; Mean 0.24020227560050597;

Variable Format: numeric

Notes: UNF:6:Y6ANFAMC1JNTl8GUu1NqXg==

R2 - Rural electrification agency

f13988374 Location:

Summary Statistics: Max. 1.0; Valid 2387.0; StDev 0.49355689649756423; Mean 0.4193548387096767; Min. 0.0

Variable Format: numeric

Notes: UNF:6:BcygtxmnZfnmXZ2KcuqqgQ==

R3 - Independent regulation agency

f13988374 Location:

Summary Statistics: Min. 0.0; Valid 2353.0; Max. 1.0; Mean 0.9388015299617511; StDev 0.2397449575935507

Variable Format: numeric

Notes: UNF:6:PriVQ7A/bOUGcIbfSHGJDg==

O1 - Code Pack

f13988374 Location:

Variable Format: character

Notes: UNF:6:9a7moFIOrwHaCnJU6fqRHQ==

Version of the CoSMMA

f13988374 Location:

Summary Statistics: Min. 2.0; Valid 2712.0; Max. 2.0; Mean 2.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:GdKWJGeVmy/quTIeF5yM8A==

Other Study-Related Materials

Label:

data-cosmma-excel-file.xls

Text:

Notes:

application/vnd.ms-excel