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©2017 Advisory Board • All Rights Reserved • advisory.com
1
research technology consulting
Advanced Access &
Predictive Analytics
Christopher Scaven, D.O., Medical Director, Einstein Healthcare Network
Renuka Sundaresan, Director of Patient Access, Einstein Healthcare Network
David Sweeney and Jordan Holland, Advisory Board
©2017 The Advisory Board Company • advisory.com
2
2
3
1
Road Map
Advanced Access Overview
Case Study: Einstein Primary Care Advanced Access
No-Show Predictive Analytics Tool
©2017 The Advisory Board Company • advisory.com
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Redefining Access to Care for Patients
Up-ending The Scheduling Status Quo Through Innovative Modeling
Source: Murray, M. & Berwick, D., “ Advanced Access: Reducing Waiting and Delays in Primary Care,” JAMA, February
26, 2003—Vol 289, No. 8
• Majority of appointments offered same day1
• Staggered work-down period of scheduled appointments
• Disciplined and proactive patient care management protocols
“Advanced access tries to close this gap in time between
supply and demand for all demand, routine as well as urgent”
—Murray & Berwick
“Doing Today’s Work, Today”
”
Process Steps
Develop strong patient care prompt
and follow-up management protocols
Work down current
appointment backlog
Educate & reset patient expectations
Develop process flow for PSRs and
providers
Align true provider demand & capacity
Advanced Access
• Schedule appointments no greater than
2 weeks from time of check-out
• Provide patients with appointment
reminder call to make appointments at
future designated date
• Patient appointment reminder created in
AeCIS pool (newly developed) for PSRs
to schedule for patients who do not call
the office as instructed
©2017 The Advisory Board Company • advisory.com
4
Benefits of Advanced Access
Benefits of Adopting
Advanced Access
Improves
Satisfaction of
Stakeholders
Aligns true
demand and
provider
capacity
Reduces Re-work
and Overrides
Grows
Practice
Volume
Reduces 3rd
Next
Appointment
Improves
Scheduling
Performance
Streamlines Visit Types
©2017 Advisory Board • advisory.com
55
A Strategic Roadmap Lays the Path
Advanced Access Sidesteps Traditional Access Barriers & Drives
Dramatic Improvements
Key Components Value Proposition & Benefits
Advanced Access Timeframe
• No-show “cliff” identification
• No “pre-booking” until 10-14
days before to date of service
Significantly improves:
• 3rd next available
• No-show rate
• Staff workload
• Appointment flexibility
Care Team Appointment
• Shifting schedule up 10-15
minutes to build in care team
appointment (registration,
intake)
Significantly improves:
• Flow of clinic patient
• Sustainability of production
• Sustainable cadence of care
Access Standardization
• Appointment type
• Appointment duration
• Criteria mapping
Significantly reduces:
• Complexity and scheduling error rate
• Provider specific inefficiency
• Unusable schedule time “fragments”
©2017 The Advisory Board Company • advisory.com
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2
3
1
Road Map
Advanced Access Overview
Case Study: Einstein Primary Care Advanced Access
No-Show Predictive Analytics Tool
©2017 Advisory Board • advisory.com
77
Our Impetus for Change
Many of our providers function on a traditional scheduling model in which the physician sets up
his/her own protocol around appointment type and length
This creates four different challenges:
1. It results in non-standard work for our schedulers who must ascertain preferences depending
on the physician involved
2. It leaves unusable time gaps in the schedule, limiting patient throughput
3. It results in call center scheduling errors and suboptimal performance
4. It creates extra work for our clinicians to fit patients in for same-day access
 Non-standard appointment types have been developed as a workaround
43
Different
Appointment
Types Across
Primary Care
Days Average for
3rd Next Available
Appointment26
Traditional Scheduling Continues To Be An Obstacle For Patient
Experience and Timely Care
©2017 Advisory Board • advisory.com
88
Schedule Build Advanced Access
Prep Work
Advanced Access
Process Flow Training
1 2 3
~2 Weeks ~2 Weeks
Creation of timely access to both new and existing patients
~4 Hours
• Back End Build
 Slot types
 Link resource lists
 Build template
• Build Visit Type
 Associate slots, resources,
templates
• Push Schedule to Go Live
• Reduce patient back log
• Confirm patient visits
• Overbook when needed
• Additional clinic sessions
• Contact patients for
scheduling
• Patient education
• Creation and training on
appointment reminder pool
protocol
• Role-based training via
webinars
• Interactive CBT exercises
• Practice observations for
live-demo
Advanced Access Implementation Plan
©2017 Advisory Board • advisory.com
9
Primary Care (ECHA & EPM) Realizes Significant Improvements In
Several Metrics
Noticeable Changes Occur Upon Implementation
• 20 Primary Care
practices
(Dec ‘16 – Mar ’17)
• 5 Orthopedics practices
(July ’17)
• 6 Cardiology practices
(Aug ’17)
• 13 remaining
departments
(~60 – 70 practices)
Expanding Across
Einstein Health NetworkNo Show
Rate (%)
10% improvement
from Nov ‘16 – May ‘17
Requested Appt.
Unavailable
27.7% improvement
from Nov ‘16 – May ‘17
Staff Booking Overrides
(schedule inefficiency)
65.7% improvement
from Nov ‘16 – May ‘17
EHN Representative Outcomes (Primary Care)
1Annual Financial Impact of
10% No-Show Reduction
(Primary Care)
$1.1M 30+ to 10
Reduction of Days in 3rd
Next Available Appointment
(Primary Care)
©2017 The Advisory Board Company • advisory.com
10
2
3
1
Road Map
Advanced Access Overview
Case Study: Einstein Primary Care Advanced Access
No-Show Predictive Analytics Tool
©2017 Advisory Board • advisory.com
1111
Predictive Analytics Can Mitigate
No-Shows Before They Occur
Analytic Tool Provides Data-Driven Approach to Mitigating Impact of
Patient No-Shows
Increased
Appointment Utilization
Mitigate the impact of non-
utilized provider time without
the risk of practice overload
due to overbooking – down to a
specific appointment slot at the
provider level
Customized
Population Insight
Intuitive data analytics model
specific to EHN’s patient
population with the ability to
customize analytic criteria
(patient demographics and
behavior)
Individualized
Mitigation Strategy
Ability to drill-down to patient-
level detail to determine no-
show remediation strategies
best suited for individual
practices
Customizable, real-time reporting & workflow tool that
identifies likely-to-no-show appointments and recommends strategic over-booking
strategies based on a dynamic self-updating patient data algorithm
No-Show Predictive Analytics Tool
©2017 Advisory Board • advisory.com
1212
Criteria Selection
OUTPUTINPUT
Direct feed of data pushed from
Cerner system to shared driven
accessible by all practice managers
1
Selection of desired department,
location, and appointment date
2
Aggregation of selected patient
data to quantify predicted patient
behavior by provider
3
Based on initial
assessment of significant
factors on patient
behavior – identify top 5:
1. Visit Type
2. Payer Class
3. Patient Age
4. Clinic Location
Density
5. Historical No-Show
Behavior of Patients
• Visualization of the
calculated likelihood
for patient no-show
behavior at a practice,
provider, and patient
view
• Strategic patient
outreach
recommendations to
mitigate lost access
and revenue through
precise overbooking
• Insight into patient
population behaviors
at provider level
Identified Einstein
Criteria
Predictive Analytics
PROCESSING
Automated data feed
from Cerner
Shared access drive Daily predictive tool output
Einstein Established an Automated Process for Tool
©2017 Advisory Board • advisory.com
1313
4,500 Suggested Overbookings Across One Month
Initial Tool Results Utilize One Month of Data Post-Implementation
No-Show Predictive Tool
Source: Cerner Scheduling Data 6/16/2017 through 7/15/2017
Suggested Overbookings by Specialty
1,124
931
820
557
174 147 120 102 92 87
0
200
400
600
800
1,000
1,200
OB/GYN Primary Care Pediatrics Orthopedics Med. - CPC Cardiology Ophthalmology Urology Med. - Endo Med. - GI
Data from 6/16 – 7/15/2017
2,875 Suggested
overbookings across OB/GYN,
Primary Care and Pediatrics
4,509 potential overbooks across one month | 54,000 potential overbooks annually
Tool Accuracy Evaluation
Strong Correlation Low Error Rate Significant Predictability
95% correlation
between predictive and
actual no-show rates
<5% error rate – errors
occur when the tool
suggests a number of
overbooks in excess of
actual no-shows
75%+ of actual no-
shows were flagged as
potential no-show targets
within the tool

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6. Advanced Access and Predictive Analytics

  • 1. ©2017 Advisory Board • All Rights Reserved • advisory.com 1 research technology consulting Advanced Access & Predictive Analytics Christopher Scaven, D.O., Medical Director, Einstein Healthcare Network Renuka Sundaresan, Director of Patient Access, Einstein Healthcare Network David Sweeney and Jordan Holland, Advisory Board
  • 2. ©2017 The Advisory Board Company • advisory.com 2 2 3 1 Road Map Advanced Access Overview Case Study: Einstein Primary Care Advanced Access No-Show Predictive Analytics Tool
  • 3. ©2017 The Advisory Board Company • advisory.com 33 Redefining Access to Care for Patients Up-ending The Scheduling Status Quo Through Innovative Modeling Source: Murray, M. & Berwick, D., “ Advanced Access: Reducing Waiting and Delays in Primary Care,” JAMA, February 26, 2003—Vol 289, No. 8 • Majority of appointments offered same day1 • Staggered work-down period of scheduled appointments • Disciplined and proactive patient care management protocols “Advanced access tries to close this gap in time between supply and demand for all demand, routine as well as urgent” —Murray & Berwick “Doing Today’s Work, Today” ” Process Steps Develop strong patient care prompt and follow-up management protocols Work down current appointment backlog Educate & reset patient expectations Develop process flow for PSRs and providers Align true provider demand & capacity Advanced Access • Schedule appointments no greater than 2 weeks from time of check-out • Provide patients with appointment reminder call to make appointments at future designated date • Patient appointment reminder created in AeCIS pool (newly developed) for PSRs to schedule for patients who do not call the office as instructed
  • 4. ©2017 The Advisory Board Company • advisory.com 4 Benefits of Advanced Access Benefits of Adopting Advanced Access Improves Satisfaction of Stakeholders Aligns true demand and provider capacity Reduces Re-work and Overrides Grows Practice Volume Reduces 3rd Next Appointment Improves Scheduling Performance Streamlines Visit Types
  • 5. ©2017 Advisory Board • advisory.com 55 A Strategic Roadmap Lays the Path Advanced Access Sidesteps Traditional Access Barriers & Drives Dramatic Improvements Key Components Value Proposition & Benefits Advanced Access Timeframe • No-show “cliff” identification • No “pre-booking” until 10-14 days before to date of service Significantly improves: • 3rd next available • No-show rate • Staff workload • Appointment flexibility Care Team Appointment • Shifting schedule up 10-15 minutes to build in care team appointment (registration, intake) Significantly improves: • Flow of clinic patient • Sustainability of production • Sustainable cadence of care Access Standardization • Appointment type • Appointment duration • Criteria mapping Significantly reduces: • Complexity and scheduling error rate • Provider specific inefficiency • Unusable schedule time “fragments”
  • 6. ©2017 The Advisory Board Company • advisory.com 6 2 3 1 Road Map Advanced Access Overview Case Study: Einstein Primary Care Advanced Access No-Show Predictive Analytics Tool
  • 7. ©2017 Advisory Board • advisory.com 77 Our Impetus for Change Many of our providers function on a traditional scheduling model in which the physician sets up his/her own protocol around appointment type and length This creates four different challenges: 1. It results in non-standard work for our schedulers who must ascertain preferences depending on the physician involved 2. It leaves unusable time gaps in the schedule, limiting patient throughput 3. It results in call center scheduling errors and suboptimal performance 4. It creates extra work for our clinicians to fit patients in for same-day access  Non-standard appointment types have been developed as a workaround 43 Different Appointment Types Across Primary Care Days Average for 3rd Next Available Appointment26 Traditional Scheduling Continues To Be An Obstacle For Patient Experience and Timely Care
  • 8. ©2017 Advisory Board • advisory.com 88 Schedule Build Advanced Access Prep Work Advanced Access Process Flow Training 1 2 3 ~2 Weeks ~2 Weeks Creation of timely access to both new and existing patients ~4 Hours • Back End Build  Slot types  Link resource lists  Build template • Build Visit Type  Associate slots, resources, templates • Push Schedule to Go Live • Reduce patient back log • Confirm patient visits • Overbook when needed • Additional clinic sessions • Contact patients for scheduling • Patient education • Creation and training on appointment reminder pool protocol • Role-based training via webinars • Interactive CBT exercises • Practice observations for live-demo Advanced Access Implementation Plan
  • 9. ©2017 Advisory Board • advisory.com 9 Primary Care (ECHA & EPM) Realizes Significant Improvements In Several Metrics Noticeable Changes Occur Upon Implementation • 20 Primary Care practices (Dec ‘16 – Mar ’17) • 5 Orthopedics practices (July ’17) • 6 Cardiology practices (Aug ’17) • 13 remaining departments (~60 – 70 practices) Expanding Across Einstein Health NetworkNo Show Rate (%) 10% improvement from Nov ‘16 – May ‘17 Requested Appt. Unavailable 27.7% improvement from Nov ‘16 – May ‘17 Staff Booking Overrides (schedule inefficiency) 65.7% improvement from Nov ‘16 – May ‘17 EHN Representative Outcomes (Primary Care) 1Annual Financial Impact of 10% No-Show Reduction (Primary Care) $1.1M 30+ to 10 Reduction of Days in 3rd Next Available Appointment (Primary Care)
  • 10. ©2017 The Advisory Board Company • advisory.com 10 2 3 1 Road Map Advanced Access Overview Case Study: Einstein Primary Care Advanced Access No-Show Predictive Analytics Tool
  • 11. ©2017 Advisory Board • advisory.com 1111 Predictive Analytics Can Mitigate No-Shows Before They Occur Analytic Tool Provides Data-Driven Approach to Mitigating Impact of Patient No-Shows Increased Appointment Utilization Mitigate the impact of non- utilized provider time without the risk of practice overload due to overbooking – down to a specific appointment slot at the provider level Customized Population Insight Intuitive data analytics model specific to EHN’s patient population with the ability to customize analytic criteria (patient demographics and behavior) Individualized Mitigation Strategy Ability to drill-down to patient- level detail to determine no- show remediation strategies best suited for individual practices Customizable, real-time reporting & workflow tool that identifies likely-to-no-show appointments and recommends strategic over-booking strategies based on a dynamic self-updating patient data algorithm No-Show Predictive Analytics Tool
  • 12. ©2017 Advisory Board • advisory.com 1212 Criteria Selection OUTPUTINPUT Direct feed of data pushed from Cerner system to shared driven accessible by all practice managers 1 Selection of desired department, location, and appointment date 2 Aggregation of selected patient data to quantify predicted patient behavior by provider 3 Based on initial assessment of significant factors on patient behavior – identify top 5: 1. Visit Type 2. Payer Class 3. Patient Age 4. Clinic Location Density 5. Historical No-Show Behavior of Patients • Visualization of the calculated likelihood for patient no-show behavior at a practice, provider, and patient view • Strategic patient outreach recommendations to mitigate lost access and revenue through precise overbooking • Insight into patient population behaviors at provider level Identified Einstein Criteria Predictive Analytics PROCESSING Automated data feed from Cerner Shared access drive Daily predictive tool output Einstein Established an Automated Process for Tool
  • 13. ©2017 Advisory Board • advisory.com 1313 4,500 Suggested Overbookings Across One Month Initial Tool Results Utilize One Month of Data Post-Implementation No-Show Predictive Tool Source: Cerner Scheduling Data 6/16/2017 through 7/15/2017 Suggested Overbookings by Specialty 1,124 931 820 557 174 147 120 102 92 87 0 200 400 600 800 1,000 1,200 OB/GYN Primary Care Pediatrics Orthopedics Med. - CPC Cardiology Ophthalmology Urology Med. - Endo Med. - GI Data from 6/16 – 7/15/2017 2,875 Suggested overbookings across OB/GYN, Primary Care and Pediatrics 4,509 potential overbooks across one month | 54,000 potential overbooks annually Tool Accuracy Evaluation Strong Correlation Low Error Rate Significant Predictability 95% correlation between predictive and actual no-show rates <5% error rate – errors occur when the tool suggests a number of overbooks in excess of actual no-shows 75%+ of actual no- shows were flagged as potential no-show targets within the tool