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DELIVERING withBIG DATA
@brunosanbsan.eu/bigdatawbjapan
BIG DATA ?
@brunosan
BIG DATA DEVELOPMENT
Source: Singularity
exponentially more data,exponentially cheaper to store,exponentially easier to process
@brunosan
BIG DATA
with development datafor development outcomes
in development environments
@brunosan
http://systemtransformation-sdg.gesi.org
Digital solutions indispensable to achieve all 17 SDGs and >50% of the 169 targets. Up to x23 faster adoption rates
@brunosan
Sensor Data
Mobile Call Records
Survey Smartphone App
Website Scraping
Keystroke Capture
Social Media
Crowd-sourced
Transaction Record
Geo-Spatial
Institutional Databases
SMSSocio-Economic Data
Google Search
GEO DATA IS A PROMINENT SOURCE
Expanded GeoSpatial Data
Satellite Imagery 21
Geo-coded database 19
Smartphone app, GPS tracker, or othersensor
9
OpenStreetMaps Data 9
Mobile data 8
Scraped from websites e.g. Flickr, Twitter, etc.
6
Aerial photos / Drone 5
Crowd-sourced data 4
Call Center / SMS logs 3
Geo-fenced survey 3
Nu
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tati
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s ac
ross
pro
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sals
Data Sources
Geo and satellite prominent, call records, crowd-sourced, social and traditional sources cited in proposals to big data competition
TOP WB SOURCES OF DATA
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
Drones
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
Drones
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
Social Media
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
CDRs
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
Satellites
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
Geospatial Network Analysis
@brunosan
Research Pilot Incremental Transformational
Delivery Stage
Del
iver
y C
ompl
exity
Drones
Social Media
CDRs
Satellites
Geospatial Network Analysis
@brunosan
CLIENT SERVICESTechnical Assistance
Knowledge & Learning
Infrastructure, Tools, Community
@brunosan
http://bigdatainnovationchallenge.org/
Case Studies:● Rural Roads Accessibility.● Nightlights for electricity access.● Drones for Cadastral mapping.● GPS logs for traffic management.● Drones state of play● Satellites state of play
@brunosan
Rural Accessibility Mapping
贵州省
@stvno
@stvno
220 000 villages 20 000
@stvno
85 000 POIs
Road improvement
CC0 Anna Frodesiak
OpenStreetMap
@stvno. . . . . . . . . . . . . . . . . . . . _ . . . . . ⋅ . . .
https://github.com/WorldBank-Transport/Rural-Road-Accessibility
The “Modern” Toolbox for Traffic Data Collection
https://github.com/opentraffic
https://github.com/opentraffic
https://github.com/conveyal/analyst-server
7 km2 @ 5cm/pixel in 3hours
nightlights.io
http://landscape.satsummit.io/
Big Data for Climate Smart Agriculture – AGR GP
UAVs for Property Rights - Social, Urban, Rural GP
Open Transport, Transport & ICT GP
Poverty Mapping, Poverty GP
Road Conditions, Transport & ICT GP
Other Projects:• Understanding how Infrastructure affects Crime – Columbia; GTIDR• Improving Road Investments through Mobile Data- Philippines; Governance• Real-time Assessments of Markets – Ghana; Trade & Comp• Cell-phone Poverty Maps – Guatemala; Macro & Fiscal• Citizen Social Inclusion, Brazil; Governance• Targeting Poverty, - LAC; Poverty GP• CDR Measures of Income & Inequality – Spain, DEC• Satellite Crop Yield Measurements - Uganda; DEC, Agriculture• Understanding Travel Patterns in Africa – Tanzania; SUR GP• CDR for Urban Assessments – Haiti, SUR GP• Urban Innovation – Trade & Competitiveness• Health Service Delivery in Costa Rica - Health GP• Classify NTM Using Machine Learning - DEC• Big Data to Tackle Anti-Competitive Behavior – Trade & Competiveness GP• Big Data for strategic purchasing – Health GP• Big Data for Financial Inclusion - IFC
BIG DATA PROJECTS
Satellite monitoring of electrification, Energy, GP
@brunosan
