building a smarter healthcare system the ie's role.ppt...operations research simulation 9...
TRANSCRIPT
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Building a Smarter Healthcare SystemThe IE’s Role
Kristin H. GoinService Consultant
Children’s Healthcare of Atlanta
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Background
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Industrial Engineering
The objective of Industrial Engineering is to promoteThe objective of Industrial Engineering is to promote quality, efficiency, and productivity by optimizing resources while concurrently minimizing costs.
The tools of industrial engineering are aimed at understanding, evaluating and optimizing dynamic systems
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systems.
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Discussion
Current State Healthcare Industry
Opportunities for Improvement
Applying IE Solutions
Case Studies
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Healthcare Industry
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Healthcare Industry
Long Wait Times and Delays
Access Cost Quality
X
Nosocomial Infections
Medication Errors
Misaligned Capacity and Demand
Poor Patient Flow
Inefficient Care Delivery
X X
X X
X X
X X
X X
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Inefficient Care Delivery
Staffing Issues
Administrative Waste
Ineffective Revenue Cycle
Limited Data Processing
X
X X
X
X
X X
Healthcare Opportunities
Institute of Medicine6 Healthcare Aims
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Healthcare Opportunities
Systems Thinking IE Tools
Waste Reduction
Data Driven
Forecasting
Modeling / Simulation
Lean
Six Sigma
Operations Research
Simulation
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Transparency
Measurement
Control Charts
Dashboards
Children’s Healthcare of Atlanta
Located in Metro Atlanta• 474 staffed beds in 3 children’s hospitals• 474 staffed beds in 3 children s hospitals• 16 community locations• 572,722 annual patient visits
Level II trauma center• 171 830 annual ED visits
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171,830 annual ED visits• 121 intensive care beds• 37,538 annual surgical procedures
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Current Projects
Optimizing Provider Staffing in the Cardiac ICU
Centralizing Outpatient Scheduling
Developing Patient Placement Algorithms
Reducing Transfers of Care – Provider Scheduling
Enhancing Discharge Process and Efficiency
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Improving Supply Chain
Optimizing Operating Room Scheduling
Case Studies
Urgent Care Patient Forecasting & Staffing Optimization
Pharmacy Waste Reduction and Process Improvement
Critical Care Medicine Physician Workflow
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Future State
CurrentCapabilities
SituationAnalysis Options Implement
& Change
Project Lifecycle
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Immediate CareBackground
Four urgent care facilities throughout metro AtlantaMajority of service is walk-in (variable demand)Majority of service is walk in (variable demand)Neighborhood locations important in extending service to community
Key Focus AreasMarket Share
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Customer ServiceWait TimesStaffing Costs
Immediate CareSituation Analysis
Inaccurate Patient Misaligned IncreasedInaccurate Patient Arrival Forecasting
Misaligned Provider Staffing
Increased Wait Times
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Immediate CareSituation Analysis
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Immediate CareDesired Future State
Balance waits and delays with staffing cost• Reduce Wait TimesReduce Wait Times• Reduce LWBS (left without being seen)• Improve Customer Service• Increase Market Share
• Optimize Provider Staff
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• Improve Provider Productivity• Improve Resource Utilization• Reduce Staffing Cost
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Immediate CareIE Tools
Forecasting – Predict Patient Arrivals• Winter’s Method – seasonal forecastingWinter s Method seasonal forecasting
Optimization – Determine Ideal Provider Schedule• Linear Programming – objective fnct & constraints
Simulation – Test Impact to Waits and Delays
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• Arena Simulation Software
Immediate CareCurrent Capabilities
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Immediate Care Options and Recommendations
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Immediate Care Options and Recommendations
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Immediate CareImplementation & Results
I d i f ti
Access Cost Quality
Improved accuracy in forecasting
Improved staff productivity
Significantly reduced wait times
Improved patient satisfaction
X
X X
X
X
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Cost savings $110,000 annually
Pharmacy Background
Main pharmacy at Egleston Children’s HospitalProduce IV and Oral medications for Med/Surg & ICUProduce IV and Oral medications for Med/Surg & ICUHospital has 240 beds and average census >200Support three additional satellite pharmacies
Key Focus AreasWaste Reduction
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Lean Production ProcessProfit MarginQuality and Safety
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PharmacySituation Analysis
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IV Batch Production System
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11 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
23Batch Production = Waste
PharmacySituation Analysis
Summary Statistics I1 I2 I3 TotalSummary Statistics I1 I2 I3 TotalDaily Doses per Batch 104 154 148 406Production Time (run to deliver) 4 5 5Average Doses / Hour 26 31 30Weekly Waste 122 153 88 409Avg. Daily Waste per Batch 24.4 30.6 17.6
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Over 15% of all medications produced were returned or wasted = $250,000 per year for IV medications
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PharmacySituation Analysis
Reason Medication Returned
Count of Medications
Percent of Waste
Pt. DC 183 45%Med DC 195 48%Not Given 7 2%Registration Error 3 1%Redispense 12 3%
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Redispense 12 3%Dialysis Acct 8 2%Cancelled Entry 1 0.2%Grand Total 409 100%
PharmacyDesired Future State
Lean IV Medication Process• Reduce WasteReduce Waste• Create Medications Just-In-Time• Efficiently / Accurately Meet Patient Demand• Optimize Resources• Increase Access to Patient Information• Create Method to Track Waste
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Pharmacy IE Tools
Lean Methodologies - Identify and Eliminate Waste• Visual management, standard work, pull systemsVisual management, standard work, pull systems
Scenario Analysis and Modeling – Test process changes and measure potential success
Operations Research – Determine probability
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distributions and future state outcomes
PharmacyCurrent Capabilities
Returned DosesPatient Discharge Hourly DistributionPatient Discharge Hourly Distribution
21% 22%
48%
4%
6%
8%
10%
12%
14%
16%
Dis
harg
es
10%15%20%25%30%35%40%45%50%
Bat
ch
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0%
2%
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 230%5%10%
Batch Patient Discharge Hour Distribution
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PharmacyCurrent Capabilities
Returned DosesP t f M di ti D/CPercent of Medication D/C
17%
30%
42%
4%
6%
8%
10%
12%
14%
Med
D/C
10%15%
20%25%
30%35%
40%45%
Bat
ch
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0%
2%
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 220%5%
Batch Percent of Medication D/C
PharmacyOptions and Recommendations
Recommended IV Production Process
* **
*
**
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*
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
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PharmacyOptions and Recommendations
Simulated Results: 70% Reduction in Wasted Medications
IV Medication Run Time to Administration
20%
25%
30%
35%
40%
45%
of D
aily
Dos
es
Current IV Process Recommended Process
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0%
5%
10%15%
<=3 hrs. 3 - 5 hrs. 5 - 7 hrs. 7 - 9 hrs. 9 - 11 hrs. >11 hrs.
Duration / Lead Time
Perc
ent
PharmacyImplementing Change
Staffing ConstraintsAnnual Census DistributionAnnual Census DistributionProductivity and Lead TimeNew Delivery ProcessPharmacy WorkflowCommunication
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PharmacyResults
Access Cost Quality
Created Lean process
Reduced 70% of waste
Improved resource utilization
Created pull system
X
X
X
X
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Created pull system
Reduced Pharmacy medication cost by $175,000 annually
X
CCM PhysiciansProblem
30 bed Pediatric Intensive Care UnitTreat highest acuity patientsg y pTeaching hospital with Attending, Fellow, and Resident physician team
Focus Areas:Rounding Process and Duration Provider Resource Utilization
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Provider Resource UtilizationEfficiency of Care DeliveryTransfers of CareTeaching and Research
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CCM PhysiciansBackground
2 3, 4, and 5 6 7 81
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1014 and 15
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17
1819
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2113 12 11
• 11,000 square feet• Max Daily Census 18 - 21• 4 attendings• 4 – 5 residents• 2 – 3 fellows
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1213
14 15 16 17 18 19 20 21 22 23 24 25
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1213
14 15 16 17 18 19 20 21 22 23 24 25
CCM PhysiciansBackground
6
7
89
10
11
29
28
2726
6
7
89
10
11
29
28
2726
• 33,000 square feet
36 1
23
45
6
30
29
1
23
45
6
30
2933,000 square feet• Max Daily Census 27 - 30 • 9 attendings• 4 – 5 residents• 6 fellows
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CCM PhysiciansSituation Analysis
Current PICU Plan of Care Completion30%
18%
23%
18%
10%
21%
10%
15%
20%
25%
30%er
cent
of P
atie
nts
Percent of Patients
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2%5%
3%
0%
5%
Before9:00
9:00 -9:30
9:30 -10:00
10:00 -10:30
10:30 -11:00
11:00 -11:30
11:30 -12:00
After12:00
Hour a Patient's Rounds are Completed
Pe
CCM PhysiciansSituation Analysis
Rounding Process
Radiology Travel
Patient Issues
Delays
Time per Patient
Radiology Rounds
Teaching
Patient Update
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Patient Report Discussion Plan of
Care
Non-Essential Essential
Patient Update
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CCM PhysiciansSituation Analysis
Increased Resources
Up to 10 physicians during rounds with
Poor Communication
Zoomerang Results:Inefficient and Ineffective
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gmultiple transfers teamwork
CCM PhysiciansIE Tools
Lean Methodology - Identify and Eliminate Waste
Human Factors – Conduct observational studies
Scenario and Simulation Analysis – Test future state results and metrics
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Statistics and Hypothesis Testing – Verify change in process
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CCM PhysiciansDesired Future State
Reduce time to round on patientsComplete patient plan of care by 10:00 a.m.Complete patient plan of care by 10:00 a.m.Create formalized, didactic lecturesReduce non-billable physician hoursImprove communication with care team
Maintain service and quality of care!!!
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CCM PhysiciansCurrent Capabilities
Process Metric Min Max Mean MedianRounding Process
Total Time 1:38:00 3:43:00 2:37:00 2:30:00End Hour 10:11 12:20 11:13 11:02Average Patients / Team 9 15 12 12Time per Patient 0:02:00 0:42:00 0:10:35 0:09:00
Variation
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Time per Patient
Number of Patients
Patient Acuity
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CCM PhysiciansCurrent Capabilities
Non EssentialProcess Metric Min Max Mean Median
Radiology Rounds 0:05:00 0:39:00 0:18:49 0:15:00
Teaching 0:03:00 1:04:00 0:20:34 0:15:47
Patient Assessment / Update 0:00:00 0:43:00 0:12:39 0:03:00
Non-Essential
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Variation
Physician preference / style
CCM PhysiciansCurrent Capabilities
Non-Value AddedProcess Metric Min Max Mean Median
Travel 0:05:00 0:26:42 0:14:04 0:13:30
Patient Issues 0:02:00 0:09:00 0:05:49 0:06:30Delays 0:01:41 0:25:00 0:09:33 0:05:00
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Waste 25 – 30 minutes per rounding team
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CCM PhysiciansCurrent Capabilities
EssentialProcess Metric Min Max Mean Median
Patient Report 0:37:00 1:33:49 1:10:01 1:13:00
Discussion 0:06:00 0:24:00 0:17:40 0:20:00Plan of Care 0:07:00 0:56:00 0:22:43 0:11:00
Variation
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Total “Essential” time per patient
Variation
CCM Physicians Options and Recommendations
Process Re-DesignProcess Re Design• Patient-Centric model (Customer at Center)• Only essential components (Waste Reduction)• Consistency in methods (Standard Work)• Patient acuity tool (Visual Management)
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Structure Re-Design• Two rounding teams• Fellow replaces Attending as Resource Doctor
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CCM PhysiciansImplementing Change
EG PICU Plan of Care Completion120%
23%
56%
80%
95%99% 100% 100% 100%
41%
64%
82%92%
97% 100%
40%
60%
80%
100%
erce
nt o
f Pat
ient
s
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20%
41%
2%0%
20%
Before9:00
9:00 -9:30
9:30 -10:00
10:00 -10:30
10:30 -11:00
11:00 -11:30
11:30 -12:00
After12:00
Pe
Scenario 3 Current
CCM PhysiciansImplementing Change
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14 15 16 17 18 19 20 21 22 23 24 25
ECMO
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7
8
9
10
11
12 14 15 16 17 18 19 20 21 22 23 24 25
29
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27
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481
2
3
4
5
6
30
29
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CCM PhysicianResults
97% ro nding completion b 10 00
Access Cost Quality
97% rounding completion by 10:00
1 hour reduction rounding duration
Decreased from 3 to 2 Attendings
Significant improvement in teamwork and communications
X
X
X
X
X
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Earlier patient discharges by 58 mins
Timelier clinical decisions
Improved patient satisfaction
X
X X
X
X
XAcademic to Corporate World
Gathering DataShadowing ProcessShadowing ProcessCurrent StateCase for ChangeVerifying and ValidatingCommunicationChange Management
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Hardwiring and Sustaining
Future State
CurrentCapabilities
SituationAnalysis Options Implement
& Change
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Kristin H. Goin404-785-6691404 785 [email protected]
“We are what we consistently do. Then, ll i t t b t h bit”
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excellence is not an act but a habit”- Aristotle