Using our data for instant learning Stephanie Grosser , USAID DCA - PowerPoint PPT Presentation

Using our data for instant learning Stephanie Grosser , USAID DCA Development Credit Authority

USAID’s Development Credit Authority encourages local banks to lend to creditworthy but underserved sectors. 1 Development Credit Authority

Impact • 333 Guarantees in 67 countries • 117k loans globally – worth $1.14 billion • $2.3 Billion in made Available Development Credit Authority

Why? > Targeted Lending > Analyzing Impact > Better Coordination > Analysis 3 Development Credit Authority

PROBLEM: COUNTRY LOCATION Vietnam Mac Thi Buoi Vinh Tuy Ward, Hai Ba Trung Dist Ha Noi Viet Nam Haiti Port au prince Haiti Sud SOLUTION: COUNTRY LOCATION ADM1 PLACENAME Vietnam Mac Thi Buoi Vinh Tuy Ha Noi Ha Noi Ward, Hai Ba Trung Dist Haiti Port au prince Ouest Port au prince Haiti Sud Sud Sud Development Credit Authority

The Solution • USAID Staff • Contractor • Crowdsourcing & Partnerships Development Credit Authority

POLICY ISSUES: > Use of free labor > Non-disclosure > Personally identifiable information > Information Quality Act Development Credit Authority

Development Credit Authority

Assembling the Crowd 855 members globally Extensive experience in a variety of online mapping projects. Insanely passionate, highly caffeinated. 2,672 members globally Venerable volunteer group known for their professional expertise in GIS. Jane & John Q: we wanted to meet them and get them excited about USAID and DCA. Development Credit Authority

Results Automated • 107,000 records processed • ~67,000 records with added ADM1 • 64% accuracy Crowdsourced • ~10,000 records processed • ~7,000 records with added ADM1 • 85% accuracy • Completed in 16 hours by 145 volunteers Development Credit Authority

RESULTS > 300 volunteers > 10,000 records > 16 hrs > 85% accuracy

“I haven’t felt like this since the soup kitchens and food drives I used to do in college. I love this. ”  20%  15% Development Credit Authority

Lessons The Social Aspect Matters • Skype chat helped build community Crawl- Walk- Run • Two test runs helped hone the workflow No Cost Solution • Budgets are restrained so this was the only solution as it had zero cost Publically Identifiable Information is not Insurmountable • A common ID allows for deleting and later merging back columns that cannot be shared Database Problem • Anyone with a database that includes a location field should confirm that standardized geographic data is being collected Understanding Why People Volunteer • People want to make a difference and connect. This mattered more than disclosing the exact nature of the data ahead of time. Development Credit Authority

14 Development Credit Authority

Development Credit Authority Development Credit Authority

Why Not? More information Search “USAID DCA map” For more info, search “USAID DCA Map”

Using our data for instant learning Stephanie Grosser , USAID DCA - PowerPoint PPT Presentation

Using our data for instant learning Stephanie Grosser , USAID DCA Development Credit Authority USAIDs Development Credit Authority encourages local banks to lend to creditworthy but underserved sectors. 1 Development Credit Authority

TEXAS INSTANT RACING OVERVIEW AND POTENTIAL IMPACT INSTANT RACING Instant Racing is a

The Range iWhite range overview 1. iWhite Instant kit 1 2. iWhite Instant kit 2 3. iWhite

Creative Visualizations A non-programming approach to create instant data visualizations through

INSTANT BOLLYWOOD Instant Bollywood AUDIENCE INSTAGRAM REACH of 1.2 BILLION impressions per

Instant classroom response system on mobile Instant classroom response system on mobile devices

Using Instant Messaging to Provide an Intelligent Learning Environment Chun-Hung Lu 1 , Guey-Fa

Instant Speed with Google AMP and Facebook Instant Articles Baris Wanschers Baris Wanschers

Crisis Communications in Crisis Communications in The Instant Inf The Instant Information A

Save Yourself from eDiscovery Hell How Instant Discovery Is Transforming the Legal Professions

Instant Message Delivery Notification (IMDN) for Common Presence and Instant Messaging (CPIM)

Module 4 Lesson 3 Your Instant Assessment Instant Assessment Actual Actual % PF% PF$ (Bleed)

from the Instant Games team Chris Hawkins Partner Engineer, Facebook Quick Intro to Instant

Learning From Data Lecture 3 Is Learning Feasible? Outside the Data Probability to the Rescue

USER PERCEPTION OF DELETING INSTANT MESSAGES EuroUSEC18, London, UK, 23 April 2018 Theodor

Letting the lunatics take over the asylum. Insights & Ideas INSTANT GRASS PROJECT:

Learning From Data Lecture 2 The Perceptron The Learning Setup A Simple Learning Algorithm: PLA

STRUCTURE INTO MACHINE LEARNING TRINITY OF AI ALGORITHMS COMPUTE DATA 2 DEEP LEARNING IS

Scalable many-light methods Jaroslav Kivnek Charles University, Prague Instant radiosity

Seminar: Ubiquitous Computing Instant Networking and Dynamic Service Discovery Tim Niemueller <

2019 NFHS FOOTBALL RULES CHANGES POSTSEASON INSTANT REPLAY RULES 1-3-7 NOTE (NEW), TABLE 1-7

A p L B A 1c 1c B C 1c continue as before 0.999999 pay $30 ~ L 0.000001 instant

Tracking by learning Arnold W.M. Smeulders Tracking Online tracking is to determine the location

Open Forum on Pan-European Instant Payments Milan 7 th June 2016 Open Forum on Pan-European

Give Your Website an Instant Upgrade OR Excellence 2014

Using our data for instant learning Stephanie Grosser , USAID DCA - PowerPoint PPT Presentation

Using our data for instant learning Stephanie Grosser , USAID DCA Development Credit Authority USAIDs Development Credit Authority encourages local banks to lend to creditworthy but underserved sectors. 1 Development Credit Authority

TEXAS INSTANT RACING OVERVIEW AND POTENTIAL IMPACT INSTANT RACING Instant Racing is a

The Range iWhite range overview 1. iWhite Instant kit 1 2. iWhite Instant kit 2 3. iWhite

Creative Visualizations A non-programming approach to create instant data visualizations through

INSTANT BOLLYWOOD Instant Bollywood AUDIENCE INSTAGRAM REACH of 1.2 BILLION impressions per

Instant classroom response system on mobile Instant classroom response system on mobile devices

Using Instant Messaging to Provide an Intelligent Learning Environment Chun-Hung Lu 1 , Guey-Fa

Instant Speed with Google AMP and Facebook Instant Articles Baris Wanschers Baris Wanschers

Crisis Communications in Crisis Communications in The Instant Inf The Instant Information A

Save Yourself from eDiscovery Hell How Instant Discovery Is Transforming the Legal Professions

Instant Message Delivery Notification (IMDN) for Common Presence and Instant Messaging (CPIM)

Module 4 Lesson 3 Your Instant Assessment Instant Assessment Actual Actual % PF% PF$ (Bleed)

from the Instant Games team Chris Hawkins Partner Engineer, Facebook Quick Intro to Instant

Learning From Data Lecture 3 Is Learning Feasible? Outside the Data Probability to the Rescue

USER PERCEPTION OF DELETING INSTANT MESSAGES EuroUSEC18, London, UK, 23 April 2018 Theodor

Letting the lunatics take over the asylum. Insights &amp; Ideas INSTANT GRASS PROJECT:

Learning From Data Lecture 2 The Perceptron The Learning Setup A Simple Learning Algorithm: PLA

STRUCTURE INTO MACHINE LEARNING TRINITY OF AI ALGORITHMS COMPUTE DATA 2 DEEP LEARNING IS

Scalable many-light methods Jaroslav Kivnek Charles University, Prague Instant radiosity

Seminar: Ubiquitous Computing Instant Networking and Dynamic Service Discovery Tim Niemueller &lt;

2019 NFHS FOOTBALL RULES CHANGES POSTSEASON INSTANT REPLAY RULES 1-3-7 NOTE (NEW), TABLE 1-7

A p L B A 1c 1c B C 1c continue as before 0.999999 pay $30 ~ L 0.000001 instant

Tracking by learning Arnold W.M. Smeulders Tracking Online tracking is to determine the location

Open Forum on Pan-European Instant Payments Milan 7 th June 2016 Open Forum on Pan-European

Give Your Website an Instant Upgrade OR Excellence 2014

Letting the lunatics take over the asylum. Insights & Ideas INSTANT GRASS PROJECT:

Seminar: Ubiquitous Computing Instant Networking and Dynamic Service Discovery Tim Niemueller <