SlideShare une entreprise Scribd logo
1  sur  21
www.TransformingTransportation.org
The Digital Matatus Story: The
Power of Open Data in Transport
Jacqueline Klopp, Associate Scholar, Center
for Sustainable Urban Development, Columbia
University
Presented at Transforming Transportation 2015
The Digital Matatus Story:
The Power of Open Data in Transport
Jacqueline M Klopp for digitalmatatus.com
Matatu -Nairobi Jeepney - Manila Dhaka Bush Taxi - West Africa
Colectivo – Mexico City Manical – Panama City Lima Marshrutkas - Russia
Tap, Tap - Haiti Daladala – Dar Salaam Dolmuş in Bodrum, Turkey
Semi-Formal Mini-Bus Systems:
Critical circulatory systems for many cities
Equity, Health, Sustainability
Are these transit systems visible in
transport planning for cities?
Little to NO Publicly Available Data!!!!
STOP ?
ROUTE XX ?
Maps/Passenger
Information/Apps?
Tools?
Modelling?
Accountability?
How to Improve City Transport Data?
DIY DATA
COLLECTION DEVELOP OPEN DATA = CHANGE
USER/PLANNING
APPS AND INFO
TRANSPORT
MODELS
PUBLIC TRANSIT
VISIBLE
IN (GTFS) STANDARD
FORMAT
ONLINE AND
PAPER
INFORMATION FOR
ADVOCACY
INNOVATION,
EMPOWERED
USERS AND
PLANNERS
+
+ ==
Not just Data- a Holistic Vision/Approach!!
Process Matters: Building user communities,
capacity and networks for change
KIPPRA THINK TANK MATATU DRIVERS AND OWNERS
Sample Data File in GTFS format
digital
matatus
Collected 135
bus routes,
most stops and
6 rail routes
for Nairobi
first open GTFS
data sets for
bus systems in
an African city
public transit
map
Policy Network/
Community of
users
New Planning Tools
Better Passenger Info /Apps
New Ways to See the System
Impact on policy and people?
Catalyst for a Wider Conversation
Informs Policy Dialogue
Global Standards-Open Data for All
Open Data Collaborations=Powerful
Change Agent for Urban Transport
digitalmatatus.com

Contenu connexe

Tendances

FlashCast | Development Impact Lab | 2014 | Georgetown
FlashCast | Development Impact Lab | 2014 | GeorgetownFlashCast | Development Impact Lab | 2014 | Georgetown
FlashCast | Development Impact Lab | 2014 | Georgetown
Jeremy Gordon
 
OpenStreetMap Deep Dive at FedGeoDay
OpenStreetMap Deep Dive at FedGeoDayOpenStreetMap Deep Dive at FedGeoDay
OpenStreetMap Deep Dive at FedGeoDay
mikel_maron
 
TH-Relics_Pickeral 9-14
TH-Relics_Pickeral 9-14TH-Relics_Pickeral 9-14
TH-Relics_Pickeral 9-14
David Pickeral
 

Tendances (17)

Amtrak by danswrang muchahary
Amtrak by danswrang muchaharyAmtrak by danswrang muchahary
Amtrak by danswrang muchahary
 
FlashCast | Development Impact Lab | 2014 | Georgetown
FlashCast | Development Impact Lab | 2014 | GeorgetownFlashCast | Development Impact Lab | 2014 | Georgetown
FlashCast | Development Impact Lab | 2014 | Georgetown
 
Maas
MaasMaas
Maas
 
OpenStreetMap Deep Dive at FedGeoDay
OpenStreetMap Deep Dive at FedGeoDayOpenStreetMap Deep Dive at FedGeoDay
OpenStreetMap Deep Dive at FedGeoDay
 
Driving alone versus riding together - How shared autonomous vehicles can cha...
Driving alone versus riding together - How shared autonomous vehicles can cha...Driving alone versus riding together - How shared autonomous vehicles can cha...
Driving alone versus riding together - How shared autonomous vehicles can cha...
 
Meghan Joyce - Future of Urban Mobility
Meghan Joyce - Future of Urban MobilityMeghan Joyce - Future of Urban Mobility
Meghan Joyce - Future of Urban Mobility
 
MaaS and future research needs: a further perspective
MaaS and future research needs: a further perspectiveMaaS and future research needs: a further perspective
MaaS and future research needs: a further perspective
 
Introduction to Transportation
Introduction to TransportationIntroduction to Transportation
Introduction to Transportation
 
Harshad Abhayankar, Coordinator - Policy Advocacy, Institute for Transportati...
Harshad Abhayankar, Coordinator - Policy Advocacy, Institute for Transportati...Harshad Abhayankar, Coordinator - Policy Advocacy, Institute for Transportati...
Harshad Abhayankar, Coordinator - Policy Advocacy, Institute for Transportati...
 
Montgomery County And Transit (revised)
Montgomery County And Transit (revised)Montgomery County And Transit (revised)
Montgomery County And Transit (revised)
 
Motorbike taxi operators and livelihood issues in Lomé, Togo
Motorbike taxi operators and livelihood issues in Lomé, TogoMotorbike taxi operators and livelihood issues in Lomé, Togo
Motorbike taxi operators and livelihood issues in Lomé, Togo
 
Anciaes et al_rgs_igb_praia_cape_verde_v2
Anciaes et al_rgs_igb_praia_cape_verde_v2Anciaes et al_rgs_igb_praia_cape_verde_v2
Anciaes et al_rgs_igb_praia_cape_verde_v2
 
TH-Relics_Pickeral 9-14
TH-Relics_Pickeral 9-14TH-Relics_Pickeral 9-14
TH-Relics_Pickeral 9-14
 
Caltrain Capacity Palo Alto
Caltrain Capacity Palo AltoCaltrain Capacity Palo Alto
Caltrain Capacity Palo Alto
 
Scanning the issue and beyond transportation and mobility transformation for ...
Scanning the issue and beyond transportation and mobility transformation for ...Scanning the issue and beyond transportation and mobility transformation for ...
Scanning the issue and beyond transportation and mobility transformation for ...
 
Hybrid wlan rfid indoor localization solution utilizing textile tag
Hybrid wlan rfid indoor localization solution utilizing textile tagHybrid wlan rfid indoor localization solution utilizing textile tag
Hybrid wlan rfid indoor localization solution utilizing textile tag
 
Many tastes of MaaS 2020 by Matteo Antoniola
Many tastes of MaaS 2020 by Matteo AntoniolaMany tastes of MaaS 2020 by Matteo Antoniola
Many tastes of MaaS 2020 by Matteo Antoniola
 

Similaire à The Digital Matatus Story: The Power of Open Data in Transport - Jacqueline M Klopp - Center for Sustainable Urban Development, Columbia University - Transforming Transportation 2015

Effective Urban Transportation in Smart Environments (2)
Effective Urban Transportation in Smart Environments (2)Effective Urban Transportation in Smart Environments (2)
Effective Urban Transportation in Smart Environments (2)
Anthony M Burns
 
ITSA Shared Use Symposium 2015 FTA MOD Research Direction_Draft
ITSA Shared Use Symposium 2015 FTA MOD Research Direction_DraftITSA Shared Use Symposium 2015 FTA MOD Research Direction_Draft
ITSA Shared Use Symposium 2015 FTA MOD Research Direction_Draft
Jeffrey Spencer
 
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v220151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
Josep Laborda
 
Ortigas New Mobility Mapping Documentation
Ortigas New Mobility Mapping DocumentationOrtigas New Mobility Mapping Documentation
Ortigas New Mobility Mapping Documentation
iBoP Asia
 
Smart Road Technologies
Smart Road TechnologiesSmart Road Technologies
Smart Road Technologies
rdelosreyes
 

Similaire à The Digital Matatus Story: The Power of Open Data in Transport - Jacqueline M Klopp - Center for Sustainable Urban Development, Columbia University - Transforming Transportation 2015 (20)

The Value of Open Data in Transport
The Value of Open Data in TransportThe Value of Open Data in Transport
The Value of Open Data in Transport
 
Workshop Innovation in Africa - BRT, Minibus System and Innovation in African...
Workshop Innovation in Africa - BRT, Minibus System and Innovation in African...Workshop Innovation in Africa - BRT, Minibus System and Innovation in African...
Workshop Innovation in Africa - BRT, Minibus System and Innovation in African...
 
The Open Transport Partnership
The Open Transport PartnershipThe Open Transport Partnership
The Open Transport Partnership
 
2022-10_advisory-council-program-update.pdf
2022-10_advisory-council-program-update.pdf2022-10_advisory-council-program-update.pdf
2022-10_advisory-council-program-update.pdf
 
Multimodal Impact Fees - Using Advanced Modeling Tools
Multimodal Impact Fees - Using Advanced Modeling ToolsMultimodal Impact Fees - Using Advanced Modeling Tools
Multimodal Impact Fees - Using Advanced Modeling Tools
 
Data City | Data Nation Launch
Data City | Data Nation Launch Data City | Data Nation Launch
Data City | Data Nation Launch
 
CK2017: Leveraging Open and Standardized Data for Land-Use and Transportation...
CK2017: Leveraging Open and Standardized Data for Land-Use and Transportation...CK2017: Leveraging Open and Standardized Data for Land-Use and Transportation...
CK2017: Leveraging Open and Standardized Data for Land-Use and Transportation...
 
Effective Urban Transportation in Smart Environments (2)
Effective Urban Transportation in Smart Environments (2)Effective Urban Transportation in Smart Environments (2)
Effective Urban Transportation in Smart Environments (2)
 
Workshop Innovation in Africa - Context, challenges & opportunities for urban...
Workshop Innovation in Africa - Context, challenges & opportunities for urban...Workshop Innovation in Africa - Context, challenges & opportunities for urban...
Workshop Innovation in Africa - Context, challenges & opportunities for urban...
 
Civic Technology and Mind Sets in Big Data
Civic Technology and Mind Sets in Big DataCivic Technology and Mind Sets in Big Data
Civic Technology and Mind Sets in Big Data
 
The role of open data in driving sustainable mobility in nine smart cities
The role of open data in driving sustainable mobility in nine smart citiesThe role of open data in driving sustainable mobility in nine smart cities
The role of open data in driving sustainable mobility in nine smart cities
 
180412_Nayi Disha_Delhi Govt_ITDP.pptx
180412_Nayi Disha_Delhi Govt_ITDP.pptx180412_Nayi Disha_Delhi Govt_ITDP.pptx
180412_Nayi Disha_Delhi Govt_ITDP.pptx
 
ITSA Shared Use Symposium 2015 FTA MOD Research Direction_Draft
ITSA Shared Use Symposium 2015 FTA MOD Research Direction_DraftITSA Shared Use Symposium 2015 FTA MOD Research Direction_Draft
ITSA Shared Use Symposium 2015 FTA MOD Research Direction_Draft
 
Advanced Journey Planners
Advanced Journey PlannersAdvanced Journey Planners
Advanced Journey Planners
 
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v220151116_Advanced_Journey_Planners_JLaborda_RACC_v2
20151116_Advanced_Journey_Planners_JLaborda_RACC_v2
 
Ortigas New Mobility Mapping Documentation
Ortigas New Mobility Mapping DocumentationOrtigas New Mobility Mapping Documentation
Ortigas New Mobility Mapping Documentation
 
The general transit feed specification (gtfs) and implications for internatio...
The general transit feed specification (gtfs) and implications for internatio...The general transit feed specification (gtfs) and implications for internatio...
The general transit feed specification (gtfs) and implications for internatio...
 
Smart Road Technologies
Smart Road TechnologiesSmart Road Technologies
Smart Road Technologies
 
San Francisco Smart City Challenge
San Francisco Smart City Challenge San Francisco Smart City Challenge
San Francisco Smart City Challenge
 
Keolis World Mobility Report booklet
Keolis World Mobility Report bookletKeolis World Mobility Report booklet
Keolis World Mobility Report booklet
 

Plus de WRI Ross Center for Sustainable Cities

Plus de WRI Ross Center for Sustainable Cities (20)

Restoration of Urban Blue Acres_Case of Rajokari Village
Restoration of Urban Blue Acres_Case of Rajokari VillageRestoration of Urban Blue Acres_Case of Rajokari Village
Restoration of Urban Blue Acres_Case of Rajokari Village
 
Restoration of Urban Blue Acres_Nualgi Pyco-remediation of sewage and lakes
Restoration of Urban Blue Acres_Nualgi Pyco-remediation of sewage and lakesRestoration of Urban Blue Acres_Nualgi Pyco-remediation of sewage and lakes
Restoration of Urban Blue Acres_Nualgi Pyco-remediation of sewage and lakes
 
Restoration of Urban Blue Acres_Green Water Revoln. Pune
Restoration of Urban Blue Acres_Green Water Revoln. PuneRestoration of Urban Blue Acres_Green Water Revoln. Pune
Restoration of Urban Blue Acres_Green Water Revoln. Pune
 
Restoration of Urban Blue Acres_Biostarts Ventures
Restoration of Urban Blue Acres_Biostarts VenturesRestoration of Urban Blue Acres_Biostarts Ventures
Restoration of Urban Blue Acres_Biostarts Ventures
 
Restoration of Urban Blue Acres_Biome Water for Cities
Restoration of Urban Blue Acres_Biome Water for CitiesRestoration of Urban Blue Acres_Biome Water for Cities
Restoration of Urban Blue Acres_Biome Water for Cities
 
Restoration of Urban Blue Acres_Relevance of Global Outlook to HYD
Restoration of Urban Blue Acres_Relevance of Global Outlook to HYDRestoration of Urban Blue Acres_Relevance of Global Outlook to HYD
Restoration of Urban Blue Acres_Relevance of Global Outlook to HYD
 
Restoration of Urban Blue Acres_Ayala
Restoration of Urban Blue Acres_AyalaRestoration of Urban Blue Acres_Ayala
Restoration of Urban Blue Acres_Ayala
 
Restoration of Urban Blue Acres_Multi-stakeholder forum HYD
Restoration of Urban Blue Acres_Multi-stakeholder forum HYDRestoration of Urban Blue Acres_Multi-stakeholder forum HYD
Restoration of Urban Blue Acres_Multi-stakeholder forum HYD
 
Unlock Bengaluru 2018: Roadmap to the Townships and Campuses of the Future
Unlock Bengaluru 2018: Roadmap to the Townships and Campuses of the FutureUnlock Bengaluru 2018: Roadmap to the Townships and Campuses of the Future
Unlock Bengaluru 2018: Roadmap to the Townships and Campuses of the Future
 
Unlock Bengaluru 2018: Water - Are we nearing Day Zero?
Unlock Bengaluru 2018: Water - Are we nearing Day Zero?Unlock Bengaluru 2018: Water - Are we nearing Day Zero?
Unlock Bengaluru 2018: Water - Are we nearing Day Zero?
 
CK2018: Assessment of Istanbul Historic Peninsula Pedestrianization Project
CK2018: Assessment of Istanbul Historic Peninsula Pedestrianization ProjectCK2018: Assessment of Istanbul Historic Peninsula Pedestrianization Project
CK2018: Assessment of Istanbul Historic Peninsula Pedestrianization Project
 
CK2018: Green Corridor TOD Project - Cali, Colombia
CK2018: Green Corridor TOD Project - Cali, ColombiaCK2018: Green Corridor TOD Project - Cali, Colombia
CK2018: Green Corridor TOD Project - Cali, Colombia
 
CK2018: Land value capture in Brazil
CK2018: Land value capture in BrazilCK2018: Land value capture in Brazil
CK2018: Land value capture in Brazil
 
CK2018: Urban Development - Examples from Mexico
CK2018: Urban Development - Examples from MexicoCK2018: Urban Development - Examples from Mexico
CK2018: Urban Development - Examples from Mexico
 
CK2018: Working with Partners & Data Sharing
CK2018: Working with Partners & Data Sharing CK2018: Working with Partners & Data Sharing
CK2018: Working with Partners & Data Sharing
 
CK2018: Global Convenant of Mayors approach to Climate Action Planning
CK2018: Global Convenant of Mayors approach to Climate Action PlanningCK2018: Global Convenant of Mayors approach to Climate Action Planning
CK2018: Global Convenant of Mayors approach to Climate Action Planning
 
CK2018: GHG Platform India
CK2018: GHG Platform IndiaCK2018: GHG Platform India
CK2018: GHG Platform India
 
CK2018: Climate Actions for Cities India's NDC, NAPCC and SAPCC
CK2018: Climate Actions for Cities India's NDC, NAPCC and SAPCCCK2018: Climate Actions for Cities India's NDC, NAPCC and SAPCC
CK2018: Climate Actions for Cities India's NDC, NAPCC and SAPCC
 
CK2018: Barriers and Global Innovations for Electric Bus Fleets
CK2018: Barriers and Global Innovations for Electric Bus FleetsCK2018: Barriers and Global Innovations for Electric Bus Fleets
CK2018: Barriers and Global Innovations for Electric Bus Fleets
 
CK2018: Electric Vehicle Financing
CK2018: Electric Vehicle FinancingCK2018: Electric Vehicle Financing
CK2018: Electric Vehicle Financing
 

Dernier

💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
nirzagarg
 
Principle of erosion control- Introduction to contouring,strip cropping,conto...
Principle of erosion control- Introduction to contouring,strip cropping,conto...Principle of erosion control- Introduction to contouring,strip cropping,conto...
Principle of erosion control- Introduction to contouring,strip cropping,conto...
ZAPPAC1
 

Dernier (20)

Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
 
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
VVIP Pune Call Girls Vishal Nagar WhatSapp Number 8005736733 With Elite Staff...
 
Hertwich_EnvironmentalImpacts_BuildingsGRO.pptx
Hertwich_EnvironmentalImpacts_BuildingsGRO.pptxHertwich_EnvironmentalImpacts_BuildingsGRO.pptx
Hertwich_EnvironmentalImpacts_BuildingsGRO.pptx
 
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
VIP Model Call Girls Hadapsar ( Pune ) Call ON 8005736733 Starting From 5K to...
 
(INDIRA) Call Girl Katra Call Now 8617697112 Katra Escorts 24x7
(INDIRA) Call Girl Katra Call Now 8617697112 Katra Escorts 24x7(INDIRA) Call Girl Katra Call Now 8617697112 Katra Escorts 24x7
(INDIRA) Call Girl Katra Call Now 8617697112 Katra Escorts 24x7
 
Green Marketing
Green MarketingGreen Marketing
Green Marketing
 
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
 
💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
💚😋 Mathura Escort Service Call Girls, 9352852248 ₹5000 To 25K With AC💚😋
 
(Anamika) VIP Call Girls Jammu Call Now 8617697112 Jammu Escorts 24x7
(Anamika) VIP Call Girls Jammu Call Now 8617697112 Jammu Escorts 24x7(Anamika) VIP Call Girls Jammu Call Now 8617697112 Jammu Escorts 24x7
(Anamika) VIP Call Girls Jammu Call Now 8617697112 Jammu Escorts 24x7
 
VIP Model Call Girls Charholi Budruk ( Pune ) Call ON 8005736733 Starting Fro...
VIP Model Call Girls Charholi Budruk ( Pune ) Call ON 8005736733 Starting Fro...VIP Model Call Girls Charholi Budruk ( Pune ) Call ON 8005736733 Starting Fro...
VIP Model Call Girls Charholi Budruk ( Pune ) Call ON 8005736733 Starting Fro...
 
Call On 6297143586 Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
Call On 6297143586  Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...Call On 6297143586  Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
Call On 6297143586 Pimpri Chinchwad Call Girls In All Pune 24/7 Provide Call...
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting Day
 
Introduction to heat waves and Heatwaves in Bangladesh.pptx
Introduction to heat waves and Heatwaves in Bangladesh.pptxIntroduction to heat waves and Heatwaves in Bangladesh.pptx
Introduction to heat waves and Heatwaves in Bangladesh.pptx
 
Cyclone Case Study Odisha 1999 Super Cyclone in India.
Cyclone Case Study Odisha 1999 Super Cyclone in India.Cyclone Case Study Odisha 1999 Super Cyclone in India.
Cyclone Case Study Odisha 1999 Super Cyclone in India.
 
Principle of erosion control- Introduction to contouring,strip cropping,conto...
Principle of erosion control- Introduction to contouring,strip cropping,conto...Principle of erosion control- Introduction to contouring,strip cropping,conto...
Principle of erosion control- Introduction to contouring,strip cropping,conto...
 
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Jejuri Call Me 7737669865 Budget Friendly No Advance Booking
 
Alandi Road ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
Alandi Road ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...Alandi Road ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...
Alandi Road ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
 
celebrity 💋 Kanpur Escorts Just Dail 8250092165 service available anytime 24 ...
celebrity 💋 Kanpur Escorts Just Dail 8250092165 service available anytime 24 ...celebrity 💋 Kanpur Escorts Just Dail 8250092165 service available anytime 24 ...
celebrity 💋 Kanpur Escorts Just Dail 8250092165 service available anytime 24 ...
 
DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024
 
Presentation: Farmer-led climate adaptation - Project launch and overview by ...
Presentation: Farmer-led climate adaptation - Project launch and overview by ...Presentation: Farmer-led climate adaptation - Project launch and overview by ...
Presentation: Farmer-led climate adaptation - Project launch and overview by ...
 

The Digital Matatus Story: The Power of Open Data in Transport - Jacqueline M Klopp - Center for Sustainable Urban Development, Columbia University - Transforming Transportation 2015