SLIDE 1
Alessio Signorini
Chief T echnology Officer
alessio@achievemint.com Alessio Signorini @achievemints
Connect Apps
you already use
Statistics / Insights
in Dashboard
Redeem
Cash / Rewards
REWARD PLATFORM FOR HEALTH
25,000 pts = $25
Reward Platform for Healthy Activities Alessio Signorini Chief T - - PowerPoint PPT Presentation
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
SLIDE 2
SLIDE 3
alessio@achievemint.com Alessio Signorini @achievemints
73%
Runs More
IT WORKS! BEFORE vs. AFTER
58%
T racks More
61%
Lost Weight
SLIDE 4
alessio@achievemint.com Alessio Signorini @achievemints
GLOBAL VIEW ON USERS
5 10 Week 1 Week 2 Week 3 Week 4
checkins
8 10 11 Week 1 Week 2 Week 3 Week 4
run (km)
172 174 175 Week 1 Week 2 Week 3 Week 4
weight (lbs)
SLIDE 5
alessio@achievemint.com Alessio Signorini @achievemints
HOW TO GET DAT A?
“ Acquire “
(not recommended)
SLIDE 6
alessio@achievemint.com Alessio Signorini @achievemints
HOW TO GET DAT A?
“ Acquire “
(not recommended)
Join Us!
(recommended)
SLIDE 7
alessio@achievemint.com Alessio Signorini @achievemints
HOW TO GET DAT A?
“ Acquire “
(not recommended)
Join Us!
(recommended)
Public APIs
(acceptable)
SLIDE 8
alessio@achievemint.com Alessio Signorini @achievemints
MY RESEARCH
Computational Epidemiology Group
http://compepi.cs.uiowa.edu
SLIDE 9
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
Slow Aggregation
1~3 Weeks of delay
Coarse Data
Few Sentinels, only 11 Regions
Manual Reporting
Weekly by Nurses, mail/internet
TRACK FLU ACROSS THE US
Influenza-Like Illnesses
(ILI)
Challenges
SLIDE 10
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
TRACK FLU ACROSS THE US
Support Vector Machine
Polynomial Kernel, target ILI%
16 Million Tweets
From US, flu-keywords, stemming
Streaming API
stream.twitter.com/1.1/statuses
What We Did
SLIDE 11
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
TRACK FLU ACROSS THE US
Predicted Reported
SLIDE 12
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
Cellphone T
- wer Data
Not shared, generally old
Flight Tickets
Very Expensive, Security Clearance
Census
Miles to/from work, slow, inaccurate
CREATE A TRAVEL MODEL
Common Options
SLIDE 13
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
CREATE A TRAVEL MODEL
Python Scripts
Aggregate by user, computed flows
Filtered Bad Data
Casual users, too frequent, too fast
67 Million Checkins
Across US, over 4 months span
What We Did
SLIDE 14
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
CREATE A TRAVEL MODEL
City Level State Level
SLIDE 15
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
K-Means Clustering
Distance from Center, Maximum Coverage
Existing Locations
Hospital Association Annual Service DB
Census Data
Population by County, coverage ~35%
LOCATION OF STROKE CENTERS
What We Did
Optimal Location of
Stroke Centers
SLIDE 16
alessio@achievemint.com Alessio Signorini @achievemints
Estimate Influenza-Like Illnesses across U.S.
Ordinary Least Squares
Linear Regression, target HIV%
California HIV Data
County Level from Dep. Public Health
Craigstlist Personals
RSS Feed, deduplicated, no services
MONITORING STDs
What We Did
SLIDE 17
Alessio Signorini
alessio@achievemint.com
Reward Platform for Healthy Activities SDK/API Questions?
sdk@achievemint.com
We are hiring!
careers@achievemint.com