Post on 14-Aug-2015
Data vs Donuts: Inspiring Healthy Behavior Change
Eric Williams
import.io Data Summit
October 30, 2014
Omada Health is leading the field of “digital therapeutics” by
creating innovative, scalable, and cost-effective online
behavior change programs that address the growing epidemic
of chronic disease
Introducing Prevent, an online DPP program that helps people loseweight and change the factors that put them at risk for type 2 diabetes
Our data:Participant demographic information (age, sex, bmi, etc...)
Weigh-ins (automatically uploaded)
Activity data (steps/minutes, participant-reported)
Meal logging
Health coach and group message board communications
Intro/Exit health, wellness and personality questionnaire
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight?
I What is the strongest predictor of weight-loss?
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight?
I What is the strongest predictor of weight-loss?
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight?
I What is the strongest predictor of weight-loss?
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
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0 30 60 90 0 30 60 90 0 30 60 90Prevent Program Day
% W
eigh
t Los
t
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0 30 60 90 0 30 60 90 0 30 60 90Prevent Program Day
% W
eigh
t Los
t
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0 30 60 90 0 30 60 90 0 30 60 90Prevent Program Day
% W
eigh
t Los
t
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0 30 60 90 0 30 60 90 0 30 60 90Prevent Program Day
% W
eigh
t Los
t
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss?
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss?
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
I Participant age is strongest predictor of weight-loss in Prevent
4
5
6
7
(19,41] (41,52] (52,59] (59,91]Participant Age [yr]
Wei
ght L
oss
(%)
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old?
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
I Participant morning weigh-in times, split by retirement status
Weekdays (Mon - Fri)
6 9 12 15Weigh−in Hour of Day
Not RetiredRetired
I Participant morning weigh-in times, split by retirement status
Weekends (Sat - Sun)
6 9 12 15Weigh−in Hour of Day
Not RetiredRetired
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
I Reading level calculated from comments, group posts and messagesusing the Flesch-Kincaid readability test
●●
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4.8
5.2
5.6
6.0co
mca
st.ne
tya
hoo.c
omsb
cglob
al.ne
tgm
ail.co
m
att.n
et
cox.n
etho
tmail
.com
bells
outh
.net
aol.c
om
Rea
ding
Gra
de L
evel
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate?
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
I Sentiment Score reflects positivity/negativity of text• positive sentiment scores → more positive words than negative words → :)• negative sentiment scores → more negative words than positive words → :(
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●
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1.40
1.45
1.50
1.55
1.60
Sund
ay
Mon
day
Tues
day
Wed
day
Thur
sday
Frid
ay
Satu
rday
Avg
. Sen
timen
t Sco
re
I Sentiment Score reflects positivity/negativity of text• positive sentiment scores → more positive words than negative words → :)• negative sentiment scores → more negative words than positive words → :(
●●
●
●
1.40
1.45
1.50
1.55
1.60
[0,6] (6,10] (10,18] (18,23]Time of day [hr]
Avg
. Sen
timen
t Sco
re
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate? 11pm on a Tuesday
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate? 11pm on a Tuesday
I “In sickness and in health”... is it all baloney?
I Is my wife delusional?
I Segementing our data by marital status
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2
4
6
0 5 10 15Prevent program week
Wei
ght l
oss
(%)
is_married●
●
FALSETRUE
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate? 11pm on a Tuesday
I “In sickness and in health”... is it all baloney? Not in Prevent!
I Is my wife delusional?
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate? 11pm on a Tuesday
I “In sickness and in health”... is it all baloney? Not in Prevent!
I Is my wife delusional?
I My wife only weighs herself in the morning because she insists thatshe is lighter in the morning... (this is before any morning bathroomtrips)
I My wife only weighs herself in the morning because she insists thatshe is lighter in the morning... (this is before any morning bathroomtrips)
I My wife only weighs herself in the morning because she insists thatshe is lighter in the morning... (this is before any morning bathroomtrips)
tl;dr -
we lose ~1 lb
each night from
breathing out carbon
and water vapor
I Do we observe overnight weight loss?
Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 0.8Average : 1.3 +− 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−5.0 −2.5 0.0 2.5 5.0Overnight weight lost [lbs]
I Do we observe overnight weight loss?
●
●
●
●
●
0.8
1.0
1.2
1.4
5 6 7 8 9Hours of sleep
Wei
ght l
ost [
lbs]
Random list of increasingly hyperbolic questions in an attemptto get people excited about behavior change data
I Do Prevent participants actually lose weight? YES
I What is the strongest predictor of weight-loss? AGE
I What is it like being old? AWESOME
I What does your email domain say about your reading level?(presented without comment)
I When are the haters most likely to hate? 11pm on a Tuesday
I “In sickness and in health”... is it all baloney? Not in Prevent!
I Is my wife delusional? DEBATABLE
I However... these overnight weight-loss results have
motivated Omada Health’s new weight-loss product!
Introducing...
I However... these overnight weight-loss results have
motivated Omada Health’s new weight-loss product!
Introducing...
Dream the pounds away!
I However... these overnight weight-loss results have
motivated Omada Health’s new weight-loss product!
Introducing...
Dream the pounds away!(NOT a real Omada Health product)