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SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
How simulation has been used to test the long
term and operational impact of policy idea
Tom Stephenson, Head of Customer
Success
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Head of Customer Success at SIMUL8
Corporation
• Worked as a consultant for 6 years
• Healthcare, Manufacturing, Back
Office, Policy
Tom Stephenson
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Agenda
• Brief Introduction to simulation and
DES
• On overview of why simulation can be
a useful technique to aid decision
making when setting policy
• Case studies from different sectors and
different countries
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
What is Simulation?
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
An imitation of a system as it passes
through time
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
An imitation of a system as it passes
through time
• Investigate the impact of change
• Reduced Risk
• Helps evidence based decision
making
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Example
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Why is it a useful technique?
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Increased Data Availability
Visualization
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Lots of data available
Sometimes
• Difficult to interpret
• Difficult to understand
• Hard to use to communicate ideas
• Often sits unused
Increased Data Availability in Policy
Visualization
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Bringing the Data to Life and Making it
Understandable
Understanding
Complexities-
fit pieces of the
puzzle together
EngagementCommunication
Better solutions
Visualization
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Apply real life variability
 Accurately Represent Reality
 Detail to answer Long Term
and operational questions
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Real Life Variability Simulation Detail
Operational Long Term
Different hours of the week Seasonality
Staff shifts Population growth/change
Opening Hours Changing External
Environment
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Case Studies?
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Healthcare
• Social care
• Justice
• Environment-
Recycling
• Defence
• New technology
• Smart Cities
• Employment
Simulation in Policy
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Healthcare
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Common Challenges
• Budget cuts means healthcare needs to adapt
– Keep patients away from costly emergency care
• Population changes
– People are living longer
– More long term conditions
– Increased obesity
• Patient Safety a key concern
– Advice must be given to best treat patients
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
North West Surrey – what if we develop locality hubs
to support older people?
What is:
• the likely demand for service?
• capacity required?
• impact on acute trust?
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Population and Demand
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Urgent Care Pathway
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Planned Care Pathway
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Emergency care avoidance – assume 3 visits,
over 3 days, 10 minutes to 1 hour each visit
• If elective care – first and 2 follow ups 10
minutes to 1 hour each visit, every 3 months
• Assume key staff are experienced
nurses/therapists
The Primary Care Hub
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
300 - General medicine 10%
840 - Audiology 25%
110 - Trauma & orthopaedics 25%
101 - Urology 5%
320 - Cardiology 40%
330 - Dermatology 70%
303 - Clinical haematology 70%
340 - Respiratory medicine 30%
430 - Geriatric medicine 70%
361 - Nephrology 10%
650 - Physiotherapy 90%
410 - Rheumatology 60%
301 - Gastroenterology 50%
191 - Pain management 75%
307 - Diabetic medicine 80%
812 - Diagnostic imaging 80%
302 - Endocrinology 25%
160 - Plastic surgery 25%
652 - Speech and language
therapy 25%
180 - Accident & emergency 20%
324 - Anticoagulant service 75%
400 - Neurology 80%
651 - Occupational therapy 70%
654 - Dietetics 25%
108 - Spinal surgery service 50%
350 - Infectious diseases 25%
653 - Podiatry 50%
305 - Clinical pharmacology 35%
Analysis of activity
against avoidance
outpatients shows a
possible drop of
19.87% in first
outpatients
Outpatients avoidance
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
0
2,000
4,000
6,000
8,000
10,000
12,000
Elective
admissions
Day case Regular
attenders
Emergency
admissions
Baseline
New
Predicted locally
Comparison with and without hub
1 year
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Results for Locality Hub
5 staff FTE over 24 hours – 85% utilisation
= 15 staff
67,291 visits
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
NHS England
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Maternity Treatment for Uninsured
• Based in Toronto, serves a diverse population of
1.17 million
• Many are uninsured
• Used simulation to build a case for decision
makers to offer prenatal services to uninsured
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Maternity Treatment for Uninsured
• Common for uninsured women to enter the
hospital through the ER towards the end of their
term if prenatal services aren’t received
• Health concerns are greater when this happens
and Lengths of stay are longer
• Early interventions were tested to mitigate against
this happening
• Enough evidence gained to support initiative
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Target Setting
– 4 hour wait at A and E
– 18 week target for surgical treatment
• Informing NICE guidelines
– https://www.nice.org.uk/sharedlearning/use-of-scenario-
simulation-in-the-introduction-of-serum-natriuretic-
peptide-testing
Other Healthcare Applications
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Social Care
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Common Challenges
• Changing Environment- increased digitization
• Increased geographic mobility
• Aging population
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Homelessness
http://www.novasim.com/case-studies-journal/homeless-services-
bed-capacity-simulation.html
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Justice
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Complicated system, from a 911 call, a court case
and through to prison or parole there are many
different paths that can be taken
• Difficult to understand the long term impact of
decisions made now, for example increasing
parole
Common Challenges
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Simulating Prison Populations
• Based in Texas
• Look Long Term impact of policy and
budgetary decisions- drilling down into short
term
Applied Research Services Inc
Long Term Short Term
Release policy Jail booking
Rehabilitation policy Inmate pick up and delivery
Population change Prison Classifications
Changing Sentencing Policy
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Looked at Bed bases for population with mental
health concerns
– Likelihood to commit crimes if not placed properly
– Cost of these crimes to the state compared to the cost of
funding extra care
– Didn’t just need to know how to handle demand but also
how to handle the backlog
New Jersey Government
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Smart Cities
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Poor building placement can lead to traffic Jams as
clusters of people will be trying to move the same
way
• Emergency vehicles need to be quick
• Connected vehicles- self driving cars
• Reduction in Carbon footprint
Common Challenges
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• S.Huang- Designing an intelligent intersection
• Vehicle management tested with a microscopic
traffic simulator
• Tests Isolated intersection and real world
intersection
• Environmental benefits also testec
• Reduced average vehicle delay by 85%, fuel
consumption by 50% and emissions by 39-50%
Simulation Study 1
10.18535/ijecs/v5i11.45 Anaswara R, IJECS Volume 05 Issue 11 Nov., 2016 Page No.18983-18986 Page 18985 mobility and
environmental benefits
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
• Novel Smart parking tested with a mixed integer
linear programming simulation
• Assigns and reserves optimal parking based on
proximity to area and cost
• Compared to uncontrolled parking significant
cost and time reduction was achieved
Simulation Study 2
https://www.researchgate.net/publication/271397478_A_new_Smart_Parking_System_Infrastructure_a
nd_Implementation
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
Thank you for listening.
Do you have any questions?
SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com

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Testing the impact of policy decisions using simulation

  • 1. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com How simulation has been used to test the long term and operational impact of policy idea Tom Stephenson, Head of Customer Success
  • 2. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Head of Customer Success at SIMUL8 Corporation • Worked as a consultant for 6 years • Healthcare, Manufacturing, Back Office, Policy Tom Stephenson SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 3. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Agenda • Brief Introduction to simulation and DES • On overview of why simulation can be a useful technique to aid decision making when setting policy • Case studies from different sectors and different countries
  • 4. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com What is Simulation? SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 5. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com An imitation of a system as it passes through time
  • 6. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com An imitation of a system as it passes through time • Investigate the impact of change • Reduced Risk • Helps evidence based decision making
  • 7. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Example
  • 8. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Why is it a useful technique? SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 9. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Increased Data Availability Visualization
  • 10. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Lots of data available Sometimes • Difficult to interpret • Difficult to understand • Hard to use to communicate ideas • Often sits unused Increased Data Availability in Policy Visualization
  • 11. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Bringing the Data to Life and Making it Understandable Understanding Complexities- fit pieces of the puzzle together EngagementCommunication Better solutions Visualization
  • 12. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Apply real life variability  Accurately Represent Reality  Detail to answer Long Term and operational questions
  • 13. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Real Life Variability Simulation Detail Operational Long Term Different hours of the week Seasonality Staff shifts Population growth/change Opening Hours Changing External Environment
  • 14. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Case Studies? SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 15. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Healthcare • Social care • Justice • Environment- Recycling • Defence • New technology • Smart Cities • Employment Simulation in Policy
  • 16. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Healthcare SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 17. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Common Challenges • Budget cuts means healthcare needs to adapt – Keep patients away from costly emergency care • Population changes – People are living longer – More long term conditions – Increased obesity • Patient Safety a key concern – Advice must be given to best treat patients
  • 18. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com North West Surrey – what if we develop locality hubs to support older people? What is: • the likely demand for service? • capacity required? • impact on acute trust?
  • 19. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Population and Demand
  • 20. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Urgent Care Pathway
  • 21. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Planned Care Pathway
  • 22. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Emergency care avoidance – assume 3 visits, over 3 days, 10 minutes to 1 hour each visit • If elective care – first and 2 follow ups 10 minutes to 1 hour each visit, every 3 months • Assume key staff are experienced nurses/therapists The Primary Care Hub
  • 23. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com 300 - General medicine 10% 840 - Audiology 25% 110 - Trauma & orthopaedics 25% 101 - Urology 5% 320 - Cardiology 40% 330 - Dermatology 70% 303 - Clinical haematology 70% 340 - Respiratory medicine 30% 430 - Geriatric medicine 70% 361 - Nephrology 10% 650 - Physiotherapy 90% 410 - Rheumatology 60% 301 - Gastroenterology 50% 191 - Pain management 75% 307 - Diabetic medicine 80% 812 - Diagnostic imaging 80% 302 - Endocrinology 25% 160 - Plastic surgery 25% 652 - Speech and language therapy 25% 180 - Accident & emergency 20% 324 - Anticoagulant service 75% 400 - Neurology 80% 651 - Occupational therapy 70% 654 - Dietetics 25% 108 - Spinal surgery service 50% 350 - Infectious diseases 25% 653 - Podiatry 50% 305 - Clinical pharmacology 35% Analysis of activity against avoidance outpatients shows a possible drop of 19.87% in first outpatients Outpatients avoidance
  • 24. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com 0 2,000 4,000 6,000 8,000 10,000 12,000 Elective admissions Day case Regular attenders Emergency admissions Baseline New Predicted locally Comparison with and without hub 1 year
  • 25. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Results for Locality Hub 5 staff FTE over 24 hours – 85% utilisation = 15 staff 67,291 visits
  • 26. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com NHS England
  • 27. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Maternity Treatment for Uninsured • Based in Toronto, serves a diverse population of 1.17 million • Many are uninsured • Used simulation to build a case for decision makers to offer prenatal services to uninsured
  • 28. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Maternity Treatment for Uninsured • Common for uninsured women to enter the hospital through the ER towards the end of their term if prenatal services aren’t received • Health concerns are greater when this happens and Lengths of stay are longer • Early interventions were tested to mitigate against this happening • Enough evidence gained to support initiative
  • 29. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Target Setting – 4 hour wait at A and E – 18 week target for surgical treatment • Informing NICE guidelines – https://www.nice.org.uk/sharedlearning/use-of-scenario- simulation-in-the-introduction-of-serum-natriuretic- peptide-testing Other Healthcare Applications
  • 30. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Social Care SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 31. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Common Challenges • Changing Environment- increased digitization • Increased geographic mobility • Aging population
  • 32. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Homelessness http://www.novasim.com/case-studies-journal/homeless-services- bed-capacity-simulation.html
  • 33. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Justice SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 34. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Complicated system, from a 911 call, a court case and through to prison or parole there are many different paths that can be taken • Difficult to understand the long term impact of decisions made now, for example increasing parole Common Challenges
  • 35. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Simulating Prison Populations • Based in Texas • Look Long Term impact of policy and budgetary decisions- drilling down into short term Applied Research Services Inc Long Term Short Term Release policy Jail booking Rehabilitation policy Inmate pick up and delivery Population change Prison Classifications Changing Sentencing Policy
  • 36. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Looked at Bed bases for population with mental health concerns – Likelihood to commit crimes if not placed properly – Cost of these crimes to the state compared to the cost of funding extra care – Didn’t just need to know how to handle demand but also how to handle the backlog New Jersey Government
  • 37. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Smart Cities SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com
  • 38. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Poor building placement can lead to traffic Jams as clusters of people will be trying to move the same way • Emergency vehicles need to be quick • Connected vehicles- self driving cars • Reduction in Carbon footprint Common Challenges
  • 39. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • S.Huang- Designing an intelligent intersection • Vehicle management tested with a microscopic traffic simulator • Tests Isolated intersection and real world intersection • Environmental benefits also testec • Reduced average vehicle delay by 85%, fuel consumption by 50% and emissions by 39-50% Simulation Study 1 10.18535/ijecs/v5i11.45 Anaswara R, IJECS Volume 05 Issue 11 Nov., 2016 Page No.18983-18986 Page 18985 mobility and environmental benefits
  • 40. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com • Novel Smart parking tested with a mixed integer linear programming simulation • Assigns and reserves optimal parking based on proximity to area and cost • Compared to uncontrolled parking significant cost and time reduction was achieved Simulation Study 2 https://www.researchgate.net/publication/271397478_A_new_Smart_Parking_System_Infrastructure_a nd_Implementation
  • 41. SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com Thank you for listening. Do you have any questions? SIMUL8 Corporation | SIMUL8.com | info@SIMUL8.com