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quantitative
In November 2009 thirteen young residents of Kibera
Permanent project revision
Revision 2026-09-27-baseline · effective 2026-09-27
Current revision. This is the snapshot used by the live entity page.
Created the first structured Evidence Passport with 18 claims and 10 source dossiers.
sha256:5b6bc3cf3fda05bb8f279dcf133aa5ed0a7d3a107c2b389c8beafb060f29fc13
add /evidencePassport — Added claim-level evidence mapping and source dossiers.add /revisionHistory — Established a permanent, hash-addressed baseline revision.The text below is copied verbatim from the published record. Each claim names the source dossiers that carry it; caveats stay attached to the claim they qualify.
clm-a4b636788aa19406
quantitative
In November 2009 thirteen young residents of Kibera
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a cluster of informal settlements in Nairobi's Kibra area of roughly 2.5 km²
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descriptive
were trained on GPS handsets by the GroundTruth Initiative and surveyed their own neighbourhood in under a month
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The survey was imported into OpenStreetMap in January 2010
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water points, toilets, clinics, schools, pharmacies and security black spots
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descriptive
Map Kibera Trust, run from Kibera, later repeated the method in Mathare and Mukuru and added an SMS reporting site and a video news channel
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descriptive
Digital Matatus mapped a transport network into GTFS and was university-led
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descriptive
The founding claim that Kibera was blank — a blank spot or a forest on official maps — is the project's own framing, widely repeated since
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the 2009 census counted 170,070 people across the eight locations that form Kibera
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against circulating estimates ranging from half a million to over a million
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The most recent field mapping this atlas could confirm is from 2024
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descriptive
street-light mapping was followed by new street lights in Kibera
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mapping of waste management in Mukuru led to the placement of waste bins
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school data led to a pilot solar installation
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KSh 37 million secured from the Ministry of Education for Kibera schools and a police post established after crime black spots were mapped
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the underlying 2017 Making All Voices Count report was written by Erica Hagen, the project's co-founder
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descriptive
The data sits in OpenStreetMap under the ODbL, an open licence that anyone may reuse with attribution
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The recurring academic criticism is that the step from map to intervention is asserted rather than demonstrated
This layer records what is known about each source, what is still missing, and the exact snapshot this page is rendering. A missing date, archive or hash stays visible as missing.
Awaiting operator and domain-expert review; publication of this revision implies neither.
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src-b5aebb1e36222455The operator's own description: launched in 2009 with young residents creating the first digital map of Kibera, later replicated in Mathare and Mukuru; a citizen mapping, SMS, blogging and video project. The page carries no dates.
src-287e87728e0ada35The project's own September 2024 conference session, and the source for the street-light, waste-bin and school-solar outcomes. It is the project's account, not an evaluation.
src-2ba958f9fbbfb0f1Case record carrying the founding detail (late 2009, Hagen and Maron of GroundTruth, Jumpstart International funding, 13 mappers, first map in under a month, a UNICEF-funded second phase), the KSh 37 million Ministry of Education and police-post claims, and the recorded criticism that evidence linking the mapping to interventions is limited.
src-078a21ddec87f71bThe author's summary of the article: an independent academic comparison of two Nairobi mapping projects: the community-based Map Kibera proved more sustainable than the researcher-led 'Map Kibera Project', which used closed formats and was led by Western researchers. Also the source for the general finding that the more demanding the technology, the less a community can take part. It does not address whether any authority used the data.
src-d5e3b46feab7b964Co-founder Erica Hagen's 2017 study of the project, based on interviews with staff, participants and data users; it reports increased resources and targeting by government and NGOs, and is not independent.
src-76b9b903d62ec737Data extracted from OpenStreetMap after September 2012 is under the Open Database License (ODbL) 1.0, with attribution and share-alike; before that, CC BY-SA 2.0. The 2010 Kibera import predates the transition and was described at the time as public-domain data contributed to OSM.
src-3bec0a91b81ae3a5Reports the 2009 census count of 170,070 across the eight locations forming Kibera and the census chief's statement that informal-settlement populations had been exaggerated.
src-ca4bd55181549871Tactical Tech's case note: dates the first map to November 2009, names Hagen and Maron and the thirteen participants with hand-held GPS, and records the four mapped categories and the 'blank spot or a forest on official maps' framing. The page carries no publication date.
src-e93ef678b6f8cc99The OpenStreetMap community's Nairobi page records the date the Map Kibera data entered OpenStreetMap and that it was contributed as public-domain data. A continuously edited wiki page.
src-edb76fac1428b626MIT's account of Digital Matatus as a joint project of MIT, Columbia University and the University of Nairobi that converted matatu route data to GTFS.