Over-application of data and analytics in healthcare is alienating clinicians and, for the most part, not bending the cost-quality curves. This lecture spends 60% of the time on the softer issues, 40% on the technology.
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The Philosophy, Psychology, and Technology of Data in Healthcare
1. Unleashing Human Potential:
The Philosophy, Psychology, and Technology
of Data in Healthcare
Northwestern Masters in Health Informatics Guest Lecture
Feb 25, 2020
Dale Sanders
Chief Technology Officer, Health Catalyst
2. -Dale's Career path
-Overview of Health Catalyst and their
Entrepreneurial Journey
-Emerging trends in Health Analytics and
Informatics
-Use of HL7 FHIR standard in the industry
-Real-world case studies that helped improve
health and business outcomes through Analytics
-Healthcare policy for IT and Analytics
-Career advice for students
Potential Topics
3. 1. My Career, Career Advice, and
the Health Catalyst Journey
2. The Psychology and Philosophy
of Data
– Becoming “Data-Driven” in Healthcare
3. The Technology of Data
– The State of Data in US Healthcare
4. Health Catalyst from the
Trenches
Today’s Chapters
11. My personal life motto applies to healthcare data, too…
• Find The Truth
• Tell The Truth
• Face The Truth
Humans & Their Biology: Elusive Truth
• The truth in healthcare data is rarely “The Truth,”
but we talk to physicians as if it were
• When you communicate the truth, realize that it’s
only an approximation, and be sensitive to the
human who’s receiving the message
• Help people face the truth without feeling
threatened and over-measured
11
47. AI/Data
Science
Commoditize
access to AI
models
IDEA
Add missing data
DOS
Operations
Console
Schedule, define,
monitor, and
troubleshoot ETL
processes
Atlas
Data
Governance
Govern data via
this metadata index
and browser
Metadata- & Task-
Management Tools
Health Catalyst DOS Ecosystem for Providers
Touchstone
Suite
Leading
Wisely
Data to the Edges:
Rapid Response Analytics
EHR
Closed Loop
Data
published
back to DOS
Population
Builder
Client-
developed
analytics &
apps
3rd-party apps
DOS Developer
Program 1.0
(Q1 2019)
Data
published
back to DOS
Patient Safety
Monitor Suite
Care Management
Suite
Population Health
Foundations
CORUS Suite
(Activity-based Costing)
Community Care
(Compulsory Measures)
45+ Analytic
Accelerators
Data published
back to DOS
Data to the Domains
Subsets of data for
specific analytic use
cases & standardized
terminology
Level 1: DOS Marts
Clinical, cost,
claims, etc.
Level 2:
Population SAMs
Sepsis, diabetes, CHF,
COPD, etc.
Customized SAMs
Measures
Manager
View and manage
all measures
in one place
>2,000
potential
compulsory
& internal
measures
Requirements drive
data content needs
DOS Tools
>300 data
sources Text
Processing
Integrate text &
discrete data
DOS Data
Lake
Flash Data Engine
Subject Area
Mart Designer
Aggregate &
manage data
Flash Data Engine
Source Mart
Designer
Enable real-time
data ingestion
Raw
text
Data
of all
types
HC
Interoperability
Community-based
data integration
Ambulatory
data
52. • April 2018 Health
Affairs
• Vermont
Accountable Health
Community
• Balanced portfolio
of interventions by
determinant of
health and time
frame
52
54. Raising Emphasis on Low Value Care
Evidence Based Medicine: We’re asking docs, “Do more of this”
Low Value Care: We’re asking docs, “Do less of this”
The constantly shifting definition of evidence-based medicine makes it
VERY difficult to comprehensively and persistently implement as a core
strategy
I believe the reduction of Low Value Care offers significant, easier
progress
And by implication, patient safety
55. • Oct 2017 Health Affairs
• RAND, U of Michigan
• 44 low value health
services were studied
• $586M in unnecessary
direct costs
• Virginia APCD
• 2014 claims
• 5.5M beneficiaries
56. • May 2018
• $210B in direct
unnecessary costs per year
in the US from Low Value
Care
57. Medicare Definitions of LVC
~31 measures, 6 categories
1. Cancer Screening
2. Diagnostic, Preventive
Testing
3. Preoperative Testing
4. Imaging
5. Cardiovascular Testing
6. Other Surgical Procedures
Guided by the US Preventive Services Task Force
58. • University of Washington
• April 2019 JAMIA
• Low Value/High Cost
Medication Prescribing
• Best Practices Alerts
• Cost of care @ point of care
• 32% reduction in low
value/high cost medication
prescriptions