Reward Platform for Healthy Activities Alessio Signorini Chief T - PowerPoint PPT Presentation

Reward Platform for Healthy Activities Alessio Signorini Chief T echnology Officer

REWARD PLATFORM FOR HEALTH 25,000 pts = $25 Connect Apps Statistics / Insights Redeem you already use Cash / Rewards in Dashboard Alessio Signorini alessio@achievemint.com @achievemints

IT WORKS! BEFORE vs. AFTER 58% 61% 73% Runs More T racks More Lost Weight Alessio Signorini alessio@achievemint.com @achievemints

GLOBAL VIEW ON USERS 10 5 checkins 0 Week 1 Week 2 Week 3 Week 4 175 174 weight (lbs) 172 Week 1 Week 2 Week 3 Week 4 11 10 run (km) 8 Week 1 Week 2 Week 3 Week 4 Alessio Signorini alessio@achievemint.com @achievemints

HOW TO GET DAT A? “ Acquire “ (not recommended) Alessio Signorini alessio@achievemint.com @achievemints

HOW TO GET DAT A? “ Acquire “ Join Us! (not recommended) (recommended) Alessio Signorini alessio@achievemint.com @achievemints

HOW TO GET DAT A? “ Acquire “ Join Us! Public APIs (not recommended) (recommended) (acceptable) Alessio Signorini alessio@achievemint.com @achievemints

MY RESEARCH Computational Epidemiology Group http://compepi.cs.uiowa.edu Alessio Signorini alessio@achievemint.com @achievemints

TRACK FLU ACROSS THE US Estimate Influenza-Like Illnesses across U.S. Challenges Manual Reporting Weekly by Nurses, mail/internet Coarse Data Few Sentinels, only 11 Regions Slow Aggregation Influenza-Like Illnesses 1~3 Weeks of delay (ILI) Alessio Signorini alessio@achievemint.com @achievemints

TRACK FLU ACROSS THE US Estimate Influenza-Like Illnesses across U.S. What We Did Streaming API stream.twitter.com/1.1/statuses 16 Million Tweets From US, flu-keywords, stemming Support Vector Machine Polynomial Kernel, target ILI% Alessio Signorini alessio@achievemint.com @achievemints

TRACK FLU ACROSS THE US Estimate Influenza-Like Illnesses across U.S. Predicted Reported Alessio Signorini alessio@achievemint.com @achievemints

CREATE A TRAVEL MODEL Estimate Influenza-Like Illnesses across U.S. Common Options Census Miles to/from work, slow, inaccurate Flight Tickets Very Expensive, Security Clearance Cellphone T ower Data Not shared, generally old Alessio Signorini alessio@achievemint.com @achievemints

CREATE A TRAVEL MODEL Estimate Influenza-Like Illnesses across U.S. What We Did 67 Million Checkins Across US, over 4 months span Filtered Bad Data Casual users, too frequent, too fast Python Scripts Aggregate by user, computed flows Alessio Signorini alessio@achievemint.com @achievemints

CREATE A TRAVEL MODEL Estimate Influenza-Like Illnesses across U.S. City Level State Level Alessio Signorini alessio@achievemint.com @achievemints

LOCATION OF STROKE CENTERS Estimate Influenza-Like Illnesses across U.S. What We Did Census Data Population by County, coverage ~35% Existing Locations Hospital Association Annual Service DB Optimal Location of Stroke Centers K-Means Clustering Distance from Center, Maximum Coverage Alessio Signorini alessio@achievemint.com @achievemints

MONITORING STDs Estimate Influenza-Like Illnesses across U.S. What We Did Craigstlist Personals RSS Feed, deduplicated, no services California HIV Data County Level from Dep. Public Health Ordinary Least Squares Linear Regression, target HIV% Alessio Signorini alessio@achievemint.com @achievemints

Reward Platform for Healthy Activities Alessio Signorini alessio@achievemint.com SDK/API Questions? We are hiring! sdk@achievemint.com careers@achievemint.com