the power of data: igniting, scalable and sustainable change
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The Power of Data: Igniting, Scalable and Sustainable Change. John L. Haughom, MD May 2014. Healthcare: The Way It Should Be. Part One – Forces Driving Transformation Chapter One – Forces Defining and Shaping the Current State of U.S. Healthcare - PowerPoint PPT PresentationTRANSCRIPT
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John L. Haughom, MD
May 2014
The Power of Data:Igniting, Scalable and Sustainable Change
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Healthcare: The Way It Should Be
Part One – Forces Driving Transformation
• Chapter One – Forces Defining and Shaping the Current State of U.S. Healthcare
• Chapter Two – Present and Future Challenges Facing U.S. Healthcare
Part Two – Laying the Foundation for Improvement and Sustainable Change
• What will it take to successfully ride the transformational wave?
Part Three – Looking into the Future
• What will it take to successfully ride the transformational wave?
http://www.healthcatalyst.com/ebooks/healthcare-transformation-healthcare-a-better-way/
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Poll Question
1. On a Scale of 1-5, how would you rate your organization’s ability to manage complexity?
a. 5 – 8%
b. 4 – 26%
c. 3 – 45%
d. 2 – 17%
e. 1 – 4%
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Implementing an Effective System of Production in Healthcare
Analyticsystem
Contentsystem
Deploymentsystem
Scalableand
sustainableoutcomes
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Analytic System Components
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Using Data Appropriately
Micromanage Kill the Messenger(denial, shift blame)
Fear
Filter the data(game the system)
Scherkenbach’s Cycle of Fear
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Using Data: Learning vs. Acountability
7
Accountability
• Knowledge used by consumers, regulators, other physicians, etc.
• May encourage gaming the system• Reward centric
Learning
• Knowledge used by care delivery organizations and improvement teams
• Nourishes intrinsic motivation
• Result centric
Measure, manage & improve the system
Suboptimize Game the number
Berwick DM, James B, Coye MJ. The connections between quality measurement and improvement. Medical Care. 2003; 41(1Supplement): 30-38.
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less transformation
Provider
Patient
Bad Debt
Diagnosis Procedure
Facility
EncounterCost
Charge
Employee
Survey
House Keeping
Catha Lab
Provider
Census
Time Keeping
more transformation enforced referential integrity
Enterprise data model
FINANCIAL SOURCES (e.g. EPSi, Lawson,
PeopleSoft)
ADMINISTRATIVE SOURCES
(e.g. API Time Tracking)
EMR SOURCES
DEPARTMENTAL SOURCES(e.g. Apollo)
PATIENT SATISFACTION(e.g. NRC Picker)
EDW
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EMR SOURCE
Oncology
DiabetesHeart
Failure
Regulatory
Pregnancy Asthma
Labor Productivity
Revenue Cycle
CensusPATIENT SATISFACTION
SOURCES(e.g. NRC Picker)
DEPARTMENTAL SOURCES (e.g. Apollo)
FINANCIAL SOURCES (e.g. EPSi, Lawson,
PeopleSoft)
ADMINISTRATIVE SOURCES
(e.g. API Time Tracking)
less transformationmore transformation
Dimensional data model
Redundant data
extracts
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Metadata: EDW Atlas security and auditing
Common, linkable Vocabulary
FinancialSource Marts
AdministrativeSource Marts
DepartmentalSource Marts
PatientSource Marts
EMR Source Marts
HRSource Mart
Diabetes
Sepsis
Readmissions
Less transformationMore transformation
FINANCIAL SOURCES (e.g. EPSi, Peoplesoft,
Lawson)
ADMINISTRATIVE SOURCES
(e.g. API Time Tracking)
EMR SOURCE
DEPARTMENTAL SOURCES (e.g. Apollo)
PATIENT SATISFACTIONSOURCES
(e.g. NRC Picker, Press Ganey)
Human Resources(e.g. PeopleSoft)
Late-Binding™ Data Warehouse
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ACADEMIC
STATE
Early versus late binding of Data
SOURCEDATA CONTENT
SOURCE MARTS CUSTOMIZED DATA MARTS
DATAANALYSIS
OTHERS
HR
FINANCIAL
CLINICAL
SUPPLIES
INT
ER
NA
LE
XT
ER
NA
L
ACADEMIC
STATE
OTHERS
HR
FINANCIAL
CLINICAL
SUPPLIES
RESEASRCH REGISTRIES
QlikView
Microsoft Access/ODBC
Web applications
Excel
SAS, SPSS
Et. al
OPERATIONAL EVENTS
CLINICAL EVENTS
COMPLIANCE AND PAYER MEASURES
DISEASE REGISTRIES
MATERIALS MANAGEMENT
1
Data rules and vocabulary binding pointsearly binding
low volatility vocabulary or business rules?
late binding
high volatility vocabulary or business rules?
2 3 4 5 6
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DATA CAPTURE
• Acquire key data elements electronically• Assure data quality• Integrate data capture into workflow
DATA ANALYSIS
• Interpret data• Discover new information in the data
(data mining)• Evaluate data quality
DATA PROVISIONING
• Move data from transactional systems into the data warehouse
• Build visualizations for use by clinicians• Generate external reports (e.g., CMS)
Automating data gathering
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Population Health ManagementParadigm shift
Acutecare-centric management
Inpatient Outpatient
Home
Clinic care
Hospice Cemetery
Skilled nursing facility
Inpatient
Home healthcare
Population-centric management
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Home(patient portal)
* To Invasive Care Processes
Clinic Carenon-recurrent
Clinic Carechronic
Acute MedicalIP Med-Surg
Acute Medical IP ICU
Invasive Medical
Invasive Surgical
Diagnostic work-up
Bedside care
Triage to treatment venue
Substance preparation
Invasive* subspecialist
Chronic disease
subspecialist
Screening & preventive Symptoms
Population Health ManagementAnatomy of Healthcare Delivery
Diagnostic algorithms
Indications for referral
Indications for intervention
Triage criteria
Diagnostic Algorithms, Triage Criteria, Referral & Intervention Indications
Utilization management
knowledge assets
Substance selection
Substance selection
Clinical supply chain management
ProcedureTreatment and
monitoring algorithms
Admission order setsAdmission order sets
Supplementary order sets
Pre-procedure order sets
Post-procedure order sets
Discharge
Bedside care practice guidelines, risk assessment and patient injury prevention protocols, bedside care procedures, transfer and discharge protocols
Treatment and monitoring algorithms
Health maintenance and preventive guidelines
Standardized follow-up
Post-acute care order setsIP (SNF, IRF)Home healthHospice
Management of Preventive, Ambulatory, Acute Medical, Invasive & PAC Modules
Prevention and treatment
knowledge assets
Clinical ops procedure guidelines and patient injury prevention
Post-procedure care
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Population Health ManagementClinical Integration hierarchy - care process families
Hyperlipidemia
Acute Myocardial Infarction
(AMI)
Percutaneous Intervention
(PCI)
Coronary Artery Bypass Graft (CABG)
Cardiac Rehab
Ischemic Heart Diseasecare process family
Home OutpatientClinic Care Inpatient SNF Home Health Hospice
CoronaryAtherosclerosis
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Population Health ManagementClinical Integration hierarchy - clinical programs
Vascular Disorders care process family
Heart Rhythm Disorders care process family
Heart Failurecare process family
Ischemic Heart Diseasecare process family
Cardiovascular clinical program
Home OutpatientClinic Care Inpatient SNF Home Health Hospice
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Clinical Integration hierarchyClinical programs – ordering of care
Primary Care
careprocessfamilies
e.g.,Diabetes
CV
careprocessfamilies
e.g.,Heart
Failure
W&C
careprocessfamilies
e.g., Pregnancy
GI
careprocessfamilies
e.g., Lower GIDisorders
Resp-iratory
careprocessfamilies
e.g., Obstructive Lung
Disorders
Neuro Sciences
careprocessfamilies
e.g.,Spine
Disorders
Musculo-skeletal
careprocessfamilies
e.g., Joint
Replace-ment
Surgery
careprocessfamilies
e.g.,Urologic
Disorders
GeneralMed
careprocessfamilies
e.g.,Infectious Disease
Oncology
careprocessfamilies
e.g., BreastCancer
Peds Spec
careprocessfamilies
e.g.,Peds
CV Surg
Mental Health
careprocessfamilies
e.g., Depressio
n
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Primary Care
CareProcessFamilies
e.g.,Diabetes
CV
CareProcessFamilies
e.g.,Heart
Failure
W&C
CareProcessFamilies
e.g., Pregnancy
GI
CareProcessFamilies
e.g., Lower GIDisorders
Resp-iratory
CareProcessFamilies
e.g., Obstructive Lung
Disorders
Neuro Sciences
CareProcessFamilies
e.g.,Spine
Disorders
Musculo-skeletal
CareProcessFamilies
e.g., Joint
Replace-ment
Surgery
CareProcessFamilies
e.g.,Urologic
Disorders
GeneralMed
CareProcessFamilies
e.g.,Infectious Disease
Oncology
CareProcessFamilies
e.g., BreastCancer
Peds Spec
CareProcessFamilies
e.g.,Peds
CV Surg
Mental Health
CareProcessFamilies
e.g., Depressio
n
Diagnostic Clinical Support Services (workflow models)(e.g., pathology and laboratory medicine, diagnostic radiology)
Ambulatory Clinic Clinical Support Services (workflow models)(e.g., primary care clinics, chronic disease specialty clinics, subspecialty clinics)
Acute Medical Clinical Support Services (workflow models)(e.g., Emergency Care, ICU/CCU/NICU/PICU, General Med-Surg)
Invasive Clinical Support Services (workflow models)(Interventional Medical [e.g., cath lab, interventional radiology, GI lab, L&D, rad onc] and Surgical [e.g., amb, IP])
Therapeutic Clinical Support Services (workflow models)(e.g., pharmacy, transfusion medicine, respiratory therapy, physical, occupational, speech therapy)
Clinical Integration constructClinical support services – delivery of care
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Value Stream Protocols to Help Prevent Patient Harm
Clin Path Anat Path Radiology Peds Adult ECU ICU/CCU Med-Surg IP Surg ASC Interv MedSubstances
Pharmacy x x x x x x x xMedications x x x x x x x x xFluids x x x x x xElectrolytes x x x x x x x xParenteral nutrition (TPN) x x x x
Transfusion Medicine x x x xGlycemic Control (Glucose Mgmt) x x x xHealthcare Associated Infections
Ventilator Associated Pneumonia xUrinary Catheter Infections x x x x x xSurgical Site Infections x x xCentral Line Assoc Bldstream Inf x x x x
Venous Thromboembolism x x x xPressure Injury (Decubitus Ulcers) x xFalls (Strength, Agility, Cognition) x x xPatient/Procedure Control x x
Value Stream MapDiagnostic CSS Ambulatory CSS Acute Medical CSS Invasive CSS
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Mapping – admin codes to clinical
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Population Health ManagementMedicare FFS payments by venue – 2008-2012
OutpatientClinic Care Inpatient SNF Home Health Hospice
$ 152 Billion11.8%
372 Billion28.7%
447 Billion34.5%
$ 133 Billion10.3%
$ 90 Billion6.9%
$ 48 Billion3.7%
LTCH/IRF
$ 53 Billion4.1%
Clinic Care Outpatient Inpatient SNF LTCH/IRF Home Health Hospice
$ $
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Top 10 care process families account for
over 40% of the opportunity
Top 32 care process families account for
80% of the opportunity
Care process families by resources consumed (high to low)
Per
cen
t o
f to
tal r
eso
urc
es c
on
sum
ed
Inpatient per case KPA
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In Summary… • Organizations need a comprehensive framework to help them implement
a solid strategy and foundation for the future
• The Three Systems (Analytic, Deployment, Content) is an example of a comprehensive framework that can lead to future success
• Use data primarily for learning rather than judgment
• The late binding data model is the quickest to set up, cheapest to maintain, and most importantly, offers the flexibility required to support continuous improvement
• Automating data distribution allows frontline workers to become self-service gatherers and analyzers of data
• The Anatomy of Healthcare Delivery and Clinical Integration Hierarchy can help organizations focus their improvement efforts and maximize value for the investment
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Coming Attractions (next webinar)
The Analytic System: Bringing it all together
• Understanding variation and the role of SPC charts in quality improvement
• A thoughtful approach to improvement
• Finding meaningful patterns in the data
• Demonstration of the power of modern analytical tools• We have come along way, and yes, clinicians can use
these tools!
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Poll Question
2. On a Scale of 1-5, how effective is your organization’s analytical strategy and capability (as described today)?
a. 5 – 4%
b. 4 – 16%
c. 3 – 31%
d. 2 – 35%
e. 1 – 14%
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Poll Questions
3. Does your organization have a robust strategy to identify high value improvement opportunities?
a. 5 – 14%
b. 4 – 13%
c. 3 – 37%
d. 2 – 30%
e. 1 – 6%
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Thank YouUpcoming Educational Opportunities
Data Driven Care: The Key to Accountable Care Delivery from a Physician Group PerspectiveDate: May 29th Presenter: Dr. Gary Spencer, CMO, Crystal Run Healthcare, Luke Skelly, Health CatalystRegister at http://healthcatalyst.com/
Accountable Care Transformation: The Four Building Blocks of Population Health ManagementDate: June 4th, 2014Presenter: Dr. David Burton, MD, Chairman, Health CatalystTime: 1:00 - 2:00 PM ETRegister at http://healthcatalyst.com/
Healthcare Analytics SummitJoin top healthcare professionals for a high-powered analytics summit using analytics to drive an engaging experience with renowned leaders who are on the cutting edge of healthcare using data-driven methods to improve care and reduce costs.Date: September 24th-25th Location: Salt Lake City, UtahSave the Date: http://www.healthcatalyst.com/news/healthcare-analytics-summit-2014
For the New World of Healthcare, A Declaration of Independence Is Only the BeginningOn April 28, 2014, Dr. Daniel Craviotto, Jr. published an editorial in the Wall Street Journal, “A Doctor’s Declaration of Independence,” in which he argued that it is time to “defy healthcare mandates issued by bureaucrats not in the healing profession.” Read Dr. Haughom’s response on how the medical profession needs to move beyond frustration and cynicism to create a vision for a better, more effective healthcare system. http://healthcatalyst.com/For Information Contact: [email protected]
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Obtain unbiased, practical, educational advice on proven analytics solutions that really work in healthcare.
The future of healthcare requires transformative thinking by committed leadership willing to forge and adopt new data-driven processes. If you count yourself among this group, then HAS ’14 is for you.
OBJECTIVE
MOBILE APPAccess to a mobile app that can be used for audience response and participation in real time. Group-wide and individual analytic insights will be shared throughout the summit, resulting in a more substantive, engaging experience while demonstrating the power of analytics.