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Linking disparate
datasets and applying
‘data mining/machine
learning’ to create
actionable information
FOR THE PROFESSIONAL AND RESPONDING COMMUNITY IN
THE DISASTER RESPONSE AND PREPAREDNESS PHASE
Story about myself
WHO IS ROBERT MONNÉ?
My road till now…
• BSc Business Administration
• …Too broad
• MSc Business Informatics
• Focus on: DATA
• Aiming for a big consultancy or
technology firm
• But….
• Why don’t we apply technology
in a developing country?
• My vision:
Tech can be a catalyser for rapid
growth
• My advantage: I get to apply
innovative ideas in a
environment where it’s not
applied before…
Agenda
• Problem definition
• What is data linkage?
• What is data mining?
• Examples of envisioned prototype
• Goals of trip
Problem definition
• Information overload
• Iteration of JNA and D-Form is
quite long
• What if needs change?
• Information gap
JNA
D-Form
FFWC
OSM/Maps
Etc etc….
Professional Disaster
Responders
Affected/Responding
Community
???
???
???
3 building blocks
MasterThesis
Information
Need
Data
linkage
methods
Data
mining
methods
Interviews
Literature Research
Expert Interviews
Literature Research
Prototype
Data
Sources
Data linkage
Issues: temporal/spatial component, difference in source, format, quality etc. etc.
Data Mining and Machine Learning
• Finding novel patterns in datasets to create value
• Creating actionable info from several large PDF’s
• Clustering customers in marketing
Data Information Knowledge
Envisioned prototype examples
• Visualising needs
• Predicting needs
• Advice for shelter or location of relief goods
• Delivered value:
• Knowing the real and urgent needs of affected
• Increased coordination among actors (from a fragmented approach)
Prototype (possible) data sources
• JNA
• D-Form
• TamTam project data
• Telephone data
• Social media data
• Open street map data
• Etc?
Trip goals:
• Discovering information need
• Technological context
• Identifying data sources
• Identifying data mining opportunities
Link to TamTam
• TamTam could use the data I collect in the field (e.g. the information
needs of disaster responders)
• TamTam could use the data fusion/linkage and data mining methods I
use in the prototype
• My prototype could use the dataTamTam aims to collect
Do you want to help?
I want to interview these people:
Community Organization Role
Professional Concern Universal  Disaster ResponseCoordinator
 Disaster Preparation Coordinator
 Ground level responder
MMS
Oxfam
Practical Action
Responding Local Disaster Responders  Imams
 Teachers
 Entrepreneurs
 UISC/Digital centre entrepreneurs
 Volunteer Disaster management
committees
Private Companies
Government Union Parishad  Disaster ResponseCoordinator
 Disaster Preparation Coordinator
 Ground level responder
Union Disaster Management
Committee
Upazila Disaster Management
Committee
Ansar andVillage Development
Police

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Data Science in Bangladesh Disaster Response - Field Trip (MSc Thesis)

  • 1. Linking disparate datasets and applying ‘data mining/machine learning’ to create actionable information FOR THE PROFESSIONAL AND RESPONDING COMMUNITY IN THE DISASTER RESPONSE AND PREPAREDNESS PHASE
  • 2. Story about myself WHO IS ROBERT MONNÉ?
  • 3. My road till now… • BSc Business Administration • …Too broad • MSc Business Informatics • Focus on: DATA • Aiming for a big consultancy or technology firm • But…. • Why don’t we apply technology in a developing country? • My vision: Tech can be a catalyser for rapid growth • My advantage: I get to apply innovative ideas in a environment where it’s not applied before…
  • 4. Agenda • Problem definition • What is data linkage? • What is data mining? • Examples of envisioned prototype • Goals of trip
  • 5. Problem definition • Information overload • Iteration of JNA and D-Form is quite long • What if needs change? • Information gap JNA D-Form FFWC OSM/Maps Etc etc…. Professional Disaster Responders Affected/Responding Community ??? ??? ???
  • 7. Data linkage Issues: temporal/spatial component, difference in source, format, quality etc. etc.
  • 8. Data Mining and Machine Learning • Finding novel patterns in datasets to create value • Creating actionable info from several large PDF’s • Clustering customers in marketing Data Information Knowledge
  • 9. Envisioned prototype examples • Visualising needs • Predicting needs • Advice for shelter or location of relief goods • Delivered value: • Knowing the real and urgent needs of affected • Increased coordination among actors (from a fragmented approach)
  • 10. Prototype (possible) data sources • JNA • D-Form • TamTam project data • Telephone data • Social media data • Open street map data • Etc?
  • 11. Trip goals: • Discovering information need • Technological context • Identifying data sources • Identifying data mining opportunities
  • 12. Link to TamTam • TamTam could use the data I collect in the field (e.g. the information needs of disaster responders) • TamTam could use the data fusion/linkage and data mining methods I use in the prototype • My prototype could use the dataTamTam aims to collect
  • 13. Do you want to help? I want to interview these people: Community Organization Role Professional Concern Universal  Disaster ResponseCoordinator  Disaster Preparation Coordinator  Ground level responder MMS Oxfam Practical Action Responding Local Disaster Responders  Imams  Teachers  Entrepreneurs  UISC/Digital centre entrepreneurs  Volunteer Disaster management committees Private Companies Government Union Parishad  Disaster ResponseCoordinator  Disaster Preparation Coordinator  Ground level responder Union Disaster Management Committee Upazila Disaster Management Committee Ansar andVillage Development Police