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BlueLabs | Data, Analytics, Technology.
BlueLabs
Data • Analytics • Technology
Using Digital Nudges to Create Engaging Patient Journeys
Erek Dyskant
Predictive Analytics World Helathcare
www.bluelabs.com @blue_labs
www.bluelabs.comBlueLabs | Data, Analytics, Technology.BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Confidential and ProprietaryBlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
www.bluelabs.comBlueLabs | Data, Analytics, Technology.
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Opportunities to Apply Digital Nudges
to Build Intuitive and Engaging Patient
Journeys
PCP Appointment
Opportunities for Nudging in Patient Journey (all pre treatment)
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
ImagingSpecialist Visit
Labs
Specialist Consult
Surgury Consult
PCP Followup
iPhone released in 2007
$399
$80/month after fees
2 year contract
Good credit required.
Mobile broadband is now accessible
Android phone from MetroPCS today.
$59
$30/month.
No contract.
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
www.bluelabs.comBlueLabs | Data, Analytics, Technology.
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By 2020, 41 million
Americans will be mobile
only internet users.
Confidential and Proprietary
Lower Income Populations Increasingly Live in Suburban Areas
7.4
8.3
9.6
10.4
13.5
6.4
7.1
8.4
10
16.5
0
2
4
6
8
10
12
14
16
18
1970 1980 1990 2000 2012
MILLIONS
YEAR
POOR POPULATION IN CITIES AND SUBURBS, 95 LARGE
METRO AREAS, 1970 TO 2012
Cities Suburbs
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
BlueLabs | Data, Analytics, Technology. @blue_labs
Confidential and ProprietaryBlueLabs | Data, Analytics, Technology. @blue_labs
Confidential and ProprietaryBlueLabs | Data, Analytics, Technology. @blue_labs
Confidential and Proprietary
Least Accessible Most Accessible
Mobile Web Desktop Web In-Person Locations
In-Person LocationsDesktop Web Mobile Web
2007
2020
Services Must Offer Digital Access
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Awareness: There’s a need to establish new patterns of behavior that inform people of digital
options.
Multiple Sessions: Processes are completed over multiple session.
Feedback Loops: Over time, platforms must adapt to the populations that use them.
Continuous Engagement: To make the best use of a platform, users may return more frequently
than they do for in-person services.
Fundamental Distinctions of Digital Nudges
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Create Your
Account
Messages should be relevant to a user’s particular point in a process, and
should have a clear next step.
Submit
Application
Choose Plan Pay Premium
Pathways
to Care
Drive Completion with Relevant Messages
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Vs.
Vs.
Vs.
Experiments create a Positive Feedback Loop
Winner
Winner
Winner
Final
Winner
Round 1
Round 2
Round 3
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Longitudinal Testing
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Without scores
Random selection Receives Live
Phone Call
Most likely
to exit
Least likely
to exit
With scores
Top exit targets
Predictively Modeling for Additional Engagement
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Example Inputs for Modeling
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Past Behavior: ex. How many appointments has the consumer previously missed? Does the
person frequently visit multiple providers?
Clickstream: Did the user log in to a web portal, look at a few available appointment times,
and leave before scheduling an appointment? Time since last login,
Social Determinants: Does the consumer live in a low income transit inaccessible
neighborhood?
Situational: Does an appointment coincide with a federal holiday? Drive time to nearest in-
person location.
Clinical: DRGs, Co-Morbidities, Scheduled Procedures, etc.
Processes and staffing
for analytics success
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
AVOIDING UNNECESSARY BUREAUCRACY
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Or
x3
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Writer
Writer
Data Analyst
Writer
Email Deliverability
Behavioral Scientist
Writer
Behavioral Scientist
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Engineer
How is a Nudge Team Composed?
Or SELECT …
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
• Analyst Access to Rich SQL Environment
• Large scale and less structured data processing
• Adhoc Statstistical Analysis and Modeling
• Near Realtime Model Scoring
• Data Syncing from many sources
• Streaming incoming data processing
High Level Technical Needs
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
Erek Dyskant
VP of Impact
Erek.dyskant@bluelabs.com
(202) 505-3137
BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs

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1645 dyskant using our laptop

  • 1. BlueLabs | Data, Analytics, Technology. BlueLabs Data • Analytics • Technology Using Digital Nudges to Create Engaging Patient Journeys Erek Dyskant Predictive Analytics World Helathcare www.bluelabs.com @blue_labs
  • 2. www.bluelabs.comBlueLabs | Data, Analytics, Technology.BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 3. Confidential and ProprietaryBlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 4. www.bluelabs.comBlueLabs | Data, Analytics, Technology. 1 3 24 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 4. Title Here Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 1. Title Here Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 3. Title Here Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 2. Title Here Opportunities to Apply Digital Nudges to Build Intuitive and Engaging Patient Journeys
  • 5. PCP Appointment Opportunities for Nudging in Patient Journey (all pre treatment) BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs ImagingSpecialist Visit Labs Specialist Consult Surgury Consult PCP Followup
  • 6. iPhone released in 2007 $399 $80/month after fees 2 year contract Good credit required. Mobile broadband is now accessible Android phone from MetroPCS today. $59 $30/month. No contract. BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 7. www.bluelabs.comBlueLabs | Data, Analytics, Technology. 1 3 24 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 4. Title Here Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 1. Title Here Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 3. Title Here Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras non metus hendrerit felis interdum mattis. 2. Title Here By 2020, 41 million Americans will be mobile only internet users.
  • 8. Confidential and Proprietary Lower Income Populations Increasingly Live in Suburban Areas 7.4 8.3 9.6 10.4 13.5 6.4 7.1 8.4 10 16.5 0 2 4 6 8 10 12 14 16 18 1970 1980 1990 2000 2012 MILLIONS YEAR POOR POPULATION IN CITIES AND SUBURBS, 95 LARGE METRO AREAS, 1970 TO 2012 Cities Suburbs BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 9. BlueLabs | Data, Analytics, Technology. @blue_labs
  • 10. Confidential and ProprietaryBlueLabs | Data, Analytics, Technology. @blue_labs
  • 11. Confidential and ProprietaryBlueLabs | Data, Analytics, Technology. @blue_labs
  • 12. Confidential and Proprietary Least Accessible Most Accessible Mobile Web Desktop Web In-Person Locations In-Person LocationsDesktop Web Mobile Web 2007 2020 Services Must Offer Digital Access BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 13. Awareness: There’s a need to establish new patterns of behavior that inform people of digital options. Multiple Sessions: Processes are completed over multiple session. Feedback Loops: Over time, platforms must adapt to the populations that use them. Continuous Engagement: To make the best use of a platform, users may return more frequently than they do for in-person services. Fundamental Distinctions of Digital Nudges BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 14. Create Your Account Messages should be relevant to a user’s particular point in a process, and should have a clear next step. Submit Application Choose Plan Pay Premium Pathways to Care Drive Completion with Relevant Messages BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 15. Vs. Vs. Vs. Experiments create a Positive Feedback Loop Winner Winner Winner Final Winner Round 1 Round 2 Round 3 BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 16. Longitudinal Testing BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 17. Without scores Random selection Receives Live Phone Call Most likely to exit Least likely to exit With scores Top exit targets Predictively Modeling for Additional Engagement BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 18. Example Inputs for Modeling BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs Past Behavior: ex. How many appointments has the consumer previously missed? Does the person frequently visit multiple providers? Clickstream: Did the user log in to a web portal, look at a few available appointment times, and leave before scheduling an appointment? Time since last login, Social Determinants: Does the consumer live in a low income transit inaccessible neighborhood? Situational: Does an appointment coincide with a federal holiday? Drive time to nearest in- person location. Clinical: DRGs, Co-Morbidities, Scheduled Procedures, etc.
  • 19. Processes and staffing for analytics success BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 20. AVOIDING UNNECESSARY BUREAUCRACY BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 21. Or x3 BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 22. Writer Writer Data Analyst Writer Email Deliverability Behavioral Scientist Writer Behavioral Scientist BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs Engineer How is a Nudge Team Composed?
  • 23. Or SELECT … BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 24. • Analyst Access to Rich SQL Environment • Large scale and less structured data processing • Adhoc Statstistical Analysis and Modeling • Near Realtime Model Scoring • Data Syncing from many sources • Streaming incoming data processing High Level Technical Needs BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs
  • 25. Erek Dyskant VP of Impact Erek.dyskant@bluelabs.com (202) 505-3137 BlueLabs | Data, Analytics, Technology. www.bluelabs.com @blue_labs