SlideShare a Scribd company logo
1 of 23
Crisis and Development Data:
 (Starting to) Fix the System
        Sara-Jayne Farmer
        Change Assembly
Broken Systems
•   Communities
•   Processes
•   Tech
•   Innovation
(Some of) What’s Broken
• Development Data
   – Broken data formats, access, coverage, standards
   – Ignored data sources
   – Human vs Data disconnect
• Crisis Data
   – Remote vs Ground disconnect
   – Crisis vs Development disconnect
   – Deployment lead overload
• Communities
   – Stovepipes, fiefdoms, imperialism, finding…
DEVELOPMENT DATA
Typical Workflow
 W ebsites:
H TM L , X L S,
CSV ,A P Is etc




  Scrapers          Tem plate       V olunteer
                                                   A nalysts
   & A P Is          Creator       R esearcher s




 CSV  stores        P ar tially­
                                    Com pleted
(online and            filled                        DNA
                                   spr eadsheet
  offline)         spreadsheet
Data Access

Online, under an open license

Structured (e.g. Excel, not PDF)

Non-proprietary (e.g. CSV, not Arcgis)

URI / API (so people can point at it)

Linked to other data (to give context)
Clean
Standardise
DR Congo in Data.UN.Org:
•“Congo, Democratic Republic of the”, “Congo Democratic”,
“Democratic Republic of the Congo”, “Congo (Democratic Republic of
the)”, “Congo, Dem. Rep.”, “Congo Dem. Rep.”, “Congo, Democratic
Republic of”, “Dem. Rep. of Congo”, “Dem. Rep. of the Congo”

DR Congo in common standards:
•“Democratic Republic of the Congo” (UN Stats), “Congo, The
Democratic Republic of the” (ISO3166), “Congo, Democratic Republic
of the” (FIPS10, Stanag), “180” (UN Stats), “COD” (ISO3166, Stanag),
“CG” (FIPS10)
Cross-Correlate
Use
CRISIS DATA
Typical Workflow
Find…
Listen…
Estimate…
Geolocate…
Erm… you also need a map…
Cross-Correlate
Use
COMMUNITIES
Support Communities
Combine Experts with Data Science
sara@changeassembly.com
         @bodaceacat

   www.ChangeAssembly.com
   blog.standbytaskforce.com
www.meetup.com/crisismappersnyc

More Related Content

Similar to Fixing Broken Data Systems for Crisis and Development

Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...
Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...
Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...AI Frontiers
 
Data visualization for development
Data visualization for developmentData visualization for development
Data visualization for developmentSara-Jayne Terp
 
Data encoding and Metadata for Streams
Data encoding and Metadata for StreamsData encoding and Metadata for Streams
Data encoding and Metadata for Streamsunivalence
 
LinkedGov extension for Google Refine
LinkedGov extension for Google RefineLinkedGov extension for Google Refine
LinkedGov extension for Google Refinedanpaulsmith
 
Kentik Network@Scale (Dan Ellis)
Kentik Network@Scale (Dan Ellis)Kentik Network@Scale (Dan Ellis)
Kentik Network@Scale (Dan Ellis)gvillain
 
Introduction of big data unit 1
Introduction of big data unit 1Introduction of big data unit 1
Introduction of big data unit 1RojaT4
 
"R, Hadoop, and Amazon Web Services (20 December 2011)"
"R, Hadoop, and Amazon Web Services (20 December 2011)""R, Hadoop, and Amazon Web Services (20 December 2011)"
"R, Hadoop, and Amazon Web Services (20 December 2011)"Portland R User Group
 
Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017
Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017
Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017Amazon Web Services
 
Amazon Athena (March 2017)
Amazon Athena (March 2017)Amazon Athena (March 2017)
Amazon Athena (March 2017)Julien SIMON
 
Interpretation, Context, and Metadata: Examples from Open Context
Interpretation, Context, and Metadata: Examples from Open ContextInterpretation, Context, and Metadata: Examples from Open Context
Interpretation, Context, and Metadata: Examples from Open ContextEric Kansa
 
Design Patterns for Future Content
Design Patterns for Future Content Design Patterns for Future Content
Design Patterns for Future Content Don Day
 
Session 03 acquiring data
Session 03 acquiring dataSession 03 acquiring data
Session 03 acquiring databodaceacat
 
Session 03 acquiring data
Session 03 acquiring dataSession 03 acquiring data
Session 03 acquiring dataSara-Jayne Terp
 
Follow the money with graphs
Follow the money with graphsFollow the money with graphs
Follow the money with graphsStanka Dalekova
 
Big Data Modeling Challenges and Machine Learning with No Code
Big Data Modeling Challenges and Machine Learning with No CodeBig Data Modeling Challenges and Machine Learning with No Code
Big Data Modeling Challenges and Machine Learning with No CodeLiana Ye
 

Similar to Fixing Broken Data Systems for Crisis and Development (20)

Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...
Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...
Saket Saurabh at AI Frontiers: Data Operations or: How I Learned to Stop Data...
 
Scaling Crisismapping
Scaling CrisismappingScaling Crisismapping
Scaling Crisismapping
 
Data visualization for development
Data visualization for developmentData visualization for development
Data visualization for development
 
Data encoding and Metadata for Streams
Data encoding and Metadata for StreamsData encoding and Metadata for Streams
Data encoding and Metadata for Streams
 
LinkedGov extension for Google Refine
LinkedGov extension for Google RefineLinkedGov extension for Google Refine
LinkedGov extension for Google Refine
 
Kentik Network@Scale (Dan Ellis)
Kentik Network@Scale (Dan Ellis)Kentik Network@Scale (Dan Ellis)
Kentik Network@Scale (Dan Ellis)
 
Introduction of big data unit 1
Introduction of big data unit 1Introduction of big data unit 1
Introduction of big data unit 1
 
"R, Hadoop, and Amazon Web Services (20 December 2011)"
"R, Hadoop, and Amazon Web Services (20 December 2011)""R, Hadoop, and Amazon Web Services (20 December 2011)"
"R, Hadoop, and Amazon Web Services (20 December 2011)"
 
R, Hadoop and Amazon Web Services
R, Hadoop and Amazon Web ServicesR, Hadoop and Amazon Web Services
R, Hadoop and Amazon Web Services
 
Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017
Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017
Amazon Athena, w/ benchmark against Redshift - Pop-up Loft TLV 2017
 
Amazon Athena (March 2017)
Amazon Athena (March 2017)Amazon Athena (March 2017)
Amazon Athena (March 2017)
 
Sailing on the ocean of 1s and 0s
Sailing on the ocean of 1s and 0sSailing on the ocean of 1s and 0s
Sailing on the ocean of 1s and 0s
 
Interpretation, Context, and Metadata: Examples from Open Context
Interpretation, Context, and Metadata: Examples from Open ContextInterpretation, Context, and Metadata: Examples from Open Context
Interpretation, Context, and Metadata: Examples from Open Context
 
Design Patterns for Future Content
Design Patterns for Future Content Design Patterns for Future Content
Design Patterns for Future Content
 
Session 03 acquiring data
Session 03 acquiring dataSession 03 acquiring data
Session 03 acquiring data
 
Session 03 acquiring data
Session 03 acquiring dataSession 03 acquiring data
Session 03 acquiring data
 
DataWrangler @VGSOM
DataWrangler @VGSOMDataWrangler @VGSOM
DataWrangler @VGSOM
 
Follow the money with graphs
Follow the money with graphsFollow the money with graphs
Follow the money with graphs
 
Ets train ppt_big_data_basics_v2.0
Ets train ppt_big_data_basics_v2.0Ets train ppt_big_data_basics_v2.0
Ets train ppt_big_data_basics_v2.0
 
Big Data Modeling Challenges and Machine Learning with No Code
Big Data Modeling Challenges and Machine Learning with No CodeBig Data Modeling Challenges and Machine Learning with No Code
Big Data Modeling Challenges and Machine Learning with No Code
 

More from Sara-Jayne Terp

Distributed defense against disinformation: disinformation risk management an...
Distributed defense against disinformation: disinformation risk management an...Distributed defense against disinformation: disinformation risk management an...
Distributed defense against disinformation: disinformation risk management an...Sara-Jayne Terp
 
Risk, SOCs, and mitigations: cognitive security is coming of age
Risk, SOCs, and mitigations: cognitive security is coming of ageRisk, SOCs, and mitigations: cognitive security is coming of age
Risk, SOCs, and mitigations: cognitive security is coming of ageSara-Jayne Terp
 
disinformation risk management: leveraging cyber security best practices to s...
disinformation risk management: leveraging cyber security best practices to s...disinformation risk management: leveraging cyber security best practices to s...
disinformation risk management: leveraging cyber security best practices to s...Sara-Jayne Terp
 
Cognitive security: all the other things
Cognitive security: all the other thingsCognitive security: all the other things
Cognitive security: all the other thingsSara-Jayne Terp
 
The Business(es) of Disinformation
The Business(es) of DisinformationThe Business(es) of Disinformation
The Business(es) of DisinformationSara-Jayne Terp
 
2021-05-SJTerp-AMITT_disinfoSoc-umaryland
2021-05-SJTerp-AMITT_disinfoSoc-umaryland2021-05-SJTerp-AMITT_disinfoSoc-umaryland
2021-05-SJTerp-AMITT_disinfoSoc-umarylandSara-Jayne Terp
 
2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...
2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...
2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...Sara-Jayne Terp
 
2021-02-10_CogSecCollab_UBerkeley
2021-02-10_CogSecCollab_UBerkeley2021-02-10_CogSecCollab_UBerkeley
2021-02-10_CogSecCollab_UBerkeleySara-Jayne Terp
 
Using AMITT and ATT&CK frameworks
Using AMITT and ATT&CK frameworksUsing AMITT and ATT&CK frameworks
Using AMITT and ATT&CK frameworksSara-Jayne Terp
 
2020 12 nyu-workshop_cog_sec
2020 12 nyu-workshop_cog_sec2020 12 nyu-workshop_cog_sec
2020 12 nyu-workshop_cog_secSara-Jayne Terp
 
2019 11 terp_mansonbulletproof_master copy
2019 11 terp_mansonbulletproof_master copy2019 11 terp_mansonbulletproof_master copy
2019 11 terp_mansonbulletproof_master copySara-Jayne Terp
 
BSidesLV 2018 talk: social engineering at scale, a community guide
BSidesLV 2018 talk: social engineering at scale, a community guideBSidesLV 2018 talk: social engineering at scale, a community guide
BSidesLV 2018 talk: social engineering at scale, a community guideSara-Jayne Terp
 
Social engineering at scale
Social engineering at scaleSocial engineering at scale
Social engineering at scaleSara-Jayne Terp
 
engineering misinformation
engineering misinformationengineering misinformation
engineering misinformationSara-Jayne Terp
 
Online misinformation: they're coming for our brainz now
Online misinformation: they're coming for our brainz nowOnline misinformation: they're coming for our brainz now
Online misinformation: they're coming for our brainz nowSara-Jayne Terp
 
Sj terp ciwg_nyc2017_credibility_belief
Sj terp ciwg_nyc2017_credibility_beliefSj terp ciwg_nyc2017_credibility_belief
Sj terp ciwg_nyc2017_credibility_beliefSara-Jayne Terp
 
Belief: learning about new problems from old things
Belief: learning about new problems from old thingsBelief: learning about new problems from old things
Belief: learning about new problems from old thingsSara-Jayne Terp
 
Session 07 text data.pptx
Session 07 text data.pptxSession 07 text data.pptx
Session 07 text data.pptxSara-Jayne Terp
 
Session 07 text data.pptx
Session 07 text data.pptxSession 07 text data.pptx
Session 07 text data.pptxSara-Jayne Terp
 

More from Sara-Jayne Terp (20)

Distributed defense against disinformation: disinformation risk management an...
Distributed defense against disinformation: disinformation risk management an...Distributed defense against disinformation: disinformation risk management an...
Distributed defense against disinformation: disinformation risk management an...
 
Risk, SOCs, and mitigations: cognitive security is coming of age
Risk, SOCs, and mitigations: cognitive security is coming of ageRisk, SOCs, and mitigations: cognitive security is coming of age
Risk, SOCs, and mitigations: cognitive security is coming of age
 
disinformation risk management: leveraging cyber security best practices to s...
disinformation risk management: leveraging cyber security best practices to s...disinformation risk management: leveraging cyber security best practices to s...
disinformation risk management: leveraging cyber security best practices to s...
 
Cognitive security: all the other things
Cognitive security: all the other thingsCognitive security: all the other things
Cognitive security: all the other things
 
The Business(es) of Disinformation
The Business(es) of DisinformationThe Business(es) of Disinformation
The Business(es) of Disinformation
 
2021-05-SJTerp-AMITT_disinfoSoc-umaryland
2021-05-SJTerp-AMITT_disinfoSoc-umaryland2021-05-SJTerp-AMITT_disinfoSoc-umaryland
2021-05-SJTerp-AMITT_disinfoSoc-umaryland
 
2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...
2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...
2021 IWC presentation: Risk, SOCs and Mitigations: Cognitive Security is Comi...
 
2021-02-10_CogSecCollab_UBerkeley
2021-02-10_CogSecCollab_UBerkeley2021-02-10_CogSecCollab_UBerkeley
2021-02-10_CogSecCollab_UBerkeley
 
Using AMITT and ATT&CK frameworks
Using AMITT and ATT&CK frameworksUsing AMITT and ATT&CK frameworks
Using AMITT and ATT&CK frameworks
 
2020 12 nyu-workshop_cog_sec
2020 12 nyu-workshop_cog_sec2020 12 nyu-workshop_cog_sec
2020 12 nyu-workshop_cog_sec
 
2020 09-01 disclosure
2020 09-01 disclosure2020 09-01 disclosure
2020 09-01 disclosure
 
2019 11 terp_mansonbulletproof_master copy
2019 11 terp_mansonbulletproof_master copy2019 11 terp_mansonbulletproof_master copy
2019 11 terp_mansonbulletproof_master copy
 
BSidesLV 2018 talk: social engineering at scale, a community guide
BSidesLV 2018 talk: social engineering at scale, a community guideBSidesLV 2018 talk: social engineering at scale, a community guide
BSidesLV 2018 talk: social engineering at scale, a community guide
 
Social engineering at scale
Social engineering at scaleSocial engineering at scale
Social engineering at scale
 
engineering misinformation
engineering misinformationengineering misinformation
engineering misinformation
 
Online misinformation: they're coming for our brainz now
Online misinformation: they're coming for our brainz nowOnline misinformation: they're coming for our brainz now
Online misinformation: they're coming for our brainz now
 
Sj terp ciwg_nyc2017_credibility_belief
Sj terp ciwg_nyc2017_credibility_beliefSj terp ciwg_nyc2017_credibility_belief
Sj terp ciwg_nyc2017_credibility_belief
 
Belief: learning about new problems from old things
Belief: learning about new problems from old thingsBelief: learning about new problems from old things
Belief: learning about new problems from old things
 
Session 07 text data.pptx
Session 07 text data.pptxSession 07 text data.pptx
Session 07 text data.pptx
 
Session 07 text data.pptx
Session 07 text data.pptxSession 07 text data.pptx
Session 07 text data.pptx
 

Recently uploaded

Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Servicediscovermytutordmt
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyEthan lee
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876dlhescort
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdfRenandantas16
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxAndy Lambert
 
A305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdfA305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdftbatkhuu1
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfPaul Menig
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst SummitHolger Mueller
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 DelhiCall Girls in Delhi
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...lizamodels9
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsP&CO
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...Any kyc Account
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Centuryrwgiffor
 
Unlocking the Secrets of Affiliate Marketing.pdf
Unlocking the Secrets of Affiliate Marketing.pdfUnlocking the Secrets of Affiliate Marketing.pdf
Unlocking the Secrets of Affiliate Marketing.pdfOnline Income Engine
 
7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...Paul Menig
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communicationskarancommunications
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetDenis Gagné
 
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Lviv Startup Club
 

Recently uploaded (20)

Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Service
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptx
 
A305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdfA305_A2_file_Batkhuu progress report.pdf
A305_A2_file_Batkhuu progress report.pdf
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdf
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst Summit
 
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
 
Value Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and painsValue Proposition canvas- Customer needs and pains
Value Proposition canvas- Customer needs and pains
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 
Unlocking the Secrets of Affiliate Marketing.pdf
Unlocking the Secrets of Affiliate Marketing.pdfUnlocking the Secrets of Affiliate Marketing.pdf
Unlocking the Secrets of Affiliate Marketing.pdf
 
7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communications
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
 
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
 

Fixing Broken Data Systems for Crisis and Development

  • 1. Crisis and Development Data: (Starting to) Fix the System Sara-Jayne Farmer Change Assembly
  • 2. Broken Systems • Communities • Processes • Tech • Innovation
  • 3. (Some of) What’s Broken • Development Data – Broken data formats, access, coverage, standards – Ignored data sources – Human vs Data disconnect • Crisis Data – Remote vs Ground disconnect – Crisis vs Development disconnect – Deployment lead overload • Communities – Stovepipes, fiefdoms, imperialism, finding…
  • 5. Typical Workflow W ebsites: H TM L , X L S, CSV ,A P Is etc Scrapers  Tem plate V olunteer A nalysts & A P Is Creator R esearcher s CSV  stores P ar tially­ Com pleted (online and  filled DNA spr eadsheet offline) spreadsheet
  • 6. Data Access Online, under an open license Structured (e.g. Excel, not PDF) Non-proprietary (e.g. CSV, not Arcgis) URI / API (so people can point at it) Linked to other data (to give context)
  • 8. Standardise DR Congo in Data.UN.Org: •“Congo, Democratic Republic of the”, “Congo Democratic”, “Democratic Republic of the Congo”, “Congo (Democratic Republic of the)”, “Congo, Dem. Rep.”, “Congo Dem. Rep.”, “Congo, Democratic Republic of”, “Dem. Rep. of Congo”, “Dem. Rep. of the Congo” DR Congo in common standards: •“Democratic Republic of the Congo” (UN Stats), “Congo, The Democratic Republic of the” (ISO3166), “Congo, Democratic Republic of the” (FIPS10, Stanag), “180” (UN Stats), “COD” (ISO3166, Stanag), “CG” (FIPS10)
  • 10. Use
  • 17. Erm… you also need a map…
  • 19. Use
  • 22. Combine Experts with Data Science
  • 23. sara@changeassembly.com @bodaceacat www.ChangeAssembly.com blog.standbytaskforce.com www.meetup.com/crisismappersnyc