SlideShare a Scribd company logo
1 of 27
Download to read offline
Risk sharing and risk pooling

Martin Bardsley
Head of Research, Nuffield Trust




Nuffield Trust Health Policy Summit
29 February 2012

                                      © Nuffield Trust
Financial Risk

• Risk is about how well you manage a budget and
  uncontrolled costs
• Relates to both the commissioning (insurance risk ) and
  provider side
• Will need new arrangements on the commissioning side
• Bill mentions creation of a risk pool to ensure that certain
  designated services will continue to be delivered to patients
  in the event of failure.
• Any allocation/budget has some element of uncertainty.
  Mitigating risks can mean removing local control

                                                                  © Nuffield Trust
Why is the management of risk of growing importance

• Creation of new potentially 'smaller' commissioning entities
• More complex markets for health care with greater range of
  independent private provision
• Renewed emphasis on organisation autonomy for providers
  and commissioners
• Desire to create a system that reinforces incentives for
  ‘efficient’ care rather than bailing out ‘failures.’
• Dangers of demotivating emerging CCGs
• May apply at CCG level and potentially below

                                                                 © Nuffield Trust
Why might your expenditure be out of line with your
budget/allocation?

1. Random events
2. Limitations in the budgeting/allocation process ie
   systematic elements of needs not recognised in allocation
3. Local practice in use of resources..efficient and inefficient
4. Systematic regional imbalances in supply




                                                                   © Nuffield Trust
Patterns of cost variation


                          £100

                           £90

                           £80
Monthly cost per person




                           £70

                           £60

                           £50

                           £40

                           £30

                           £20

                           £10

                            £0
                                 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
                                                                                            Month

                                                         Observed cost           Allocation          Mean obs cost           Mean +/- 2 sd

                                                                                                                                                                 © Nuffield Trust
Persistent variance from budget – in control but over budget

                          £100

                           £90

                           £80
Monthly cost per person




                           £70

                           £60

                           £50

                           £40

                           £30

                           £20

                           £10

                            £0
                                 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
                                                                                            Month


                                                       Observed cost           Allocation          Mean obs cost            Mean +/- 2 sd


                                                                                                                                                             © Nuffield Trust
How have we done it in the past?

•   Commissioning for specialised services (the budgets for high cost, low
    volume care are effectively pooled across groups of PCTs)
•   Services that are provided outside the national tariff system may be
    commissioned using a block contract, effectively shifting the financial risk
    for service provision from the commissioner to the provider
•   Strategic Health Authorities hold a 2% (‘topslice’) of annual allocations to
    PCTs as a contingency fund with rules put in place for disbursement
•   There are ex post subsidies (bungs) to commissioners and NHS Trusts
    that end the financial year in deficit.




                                                                                   © Nuffield Trust
Risk strategies

 Strategy                 Examples
 Risk bearing             Spreading risk across financial years
                          increasing the size of the pool of people at risk
 Risk sharing             share financial risk with other entities, in the case of the NHS
                          other commissioners or providers
                          Specific arrangements for specialised services in which the risks
                          are shared across a group of PCTs
 Transferring financial   carving out’ whole services that are known to have unpredictable
 risk
                          truncation when the annual cost incurred by individual patients
                          are borne by another entity (the financier) when it exceeds a
                          defined ceiling In commercially driven systems, the risk bearer or
                          insurer can buy stop-loss insurance to cover spending bove a
                          certain threshold
                                                                                               © Nuffield Trust
What do we know of the impacts ?

1. Specialist services
2. Size
3. Time for break-even
4. Effects of truncation/stop loss arrangements




                                                  © Nuffield Trust
Cut the cake .....




                     © Nuffield Trust
What’s in or out of the budget?


    Service element                        Approximate share of   Our models
                                             total expenditure

    Specialist                                    14%             Excluded

    Maternity                                      7%             Modelled

    Critical care (non-specialist cases)           1%             Modelled



    Inpatient (non-specialist cases)              46%             Included

    Outpatients                                   21%             Included

    A&E                                            4%             Included

    Mental health (2ndry care)                    c.7%            Excluded

                                                                               © Nuffield Trust
Balance of specialist /non specialist costs per person per
year




                                                             © Nuffield Trust
Issues around the exclusions

• No established and consistently applied definitions
• Debates at what services are included/excluded and at
  what level
• Some areas eg critical care information is patchy at present
• Will not exclude some high costs cases – based on
  annualised costs
• Scope for considering differential arrangements around the
  country if some CCGs want to take more risk



                                                                 © Nuffield Trust
No matter what size you are....




                                  © Nuffield Trust
A world of randomly assigned CCGs

Differences between observed costs and predicted according to size of CCG. Based on random
pseudo-CCG (Simulation run 50 times)


  “Target”   Average number Average        Average number      Within ±    Within ±    Within ±
  Size          produced    size             of practices        1%         2.5%        5%

   100000          546            99996          14.9           39.0%       79.6%       98.5%

   150000          364          149993           22.4           45.5%       87.0%       99.7%

   200000          273          199990           29.9           52.4%       92.1%        100%

   250000          218          249998           37.3           56.7%       95.0%        100%

   300000          182          300029           44.8           61.7%       96.9%        100%

   400000          136          400038           59.8           69.5%       98.8%        100%

   500000          109          499984           74.7           73.6%       99.2%        100%
                                                                                                  © Nuffield Trust
Contiguous pseudo CCGs




                                               © Nuffield Trust

 CCGs at 100,000 pop     CCGs at 250,000 pop
Contiguous pseudo CCGs




                                                      © Nuffield Trust

 CCGs at 500,000 pop     Jackson Pollock, Number 18
Contiguous pseudo CCGs




                         © Nuffield Trust
Random pseudo CCGs




                     © Nuffield Trust
Give me just a little more time....




                                      © Nuffield Trust
Differences between expenditure and estimated
allocations at practice level for different time periods

           Within   Within
    Months  ±5%     ±10%
                              90%
      1     23%      44%
                              80%
      3     32%      57%      70%
      6     36%      63%      60%

      9     38%      66%      50%

      12    39%      68%      40%
                                                      Within ±5%
      18    42%      71%      30%

                              20%                     Within ±10%
      24    43%      72%
                              10%
      36    46%      76%
                              0%
      48    48%      78%       -2    8     18    28       38        48




                                                                     © Nuffield Trust
Nelly the elephant packed her
trunc(ation)....




                                © Nuffield Trust
Scale of cases affected (excl specialist services)


                                         Costs                                  Resultant per person
                                      exposed to   Percentage      Amounts      premium (based on
      Truncation                      truncation    total cost   ‘truncated ‘    registered practice
      threshold     People affected   (£million)    truncated    (£ million)        population)
              £1k      5,057,759      17,769.10       79%         12,692.96           £232.10
            £2.5k      2,266,079      13,390.95       60%         7,707.36            £140.93
              £5k      962,578         8,844.89       39%         4,013.61            £73.39
            £7.5k      464,314         5,826.57       26%         2,325.83            £42.53
             £10k      258,562         4,053.38       18%         1,449.37            £26.50
             £15k       95,306         2,098.34       9%           650.37             £11.89
             £20k       41,142         1,172.68       5%           331.45              £6.06
             £25k       19,739          698.64        3%           186.78              £3.42
             £50k        1,571          124.28        0%            27.35              £0.50
             £75k        420            57.19         0%            7.31               £0.13
            £100k        187            37.09         0%              -                  £-



                                                                                                       © Nuffield Trust
Impact of ceiling truncation

    Comparing the number of GP practices where expenditure is within 5% or 10% of predicted
    acute care costs (excluding specialist care), at different levels of truncation


Truncation level   % within 5% % within 10%
                                                     100%
£5k truncation          59%           87%            90%
                                                     80%
£10k truncation         54%           84%            70%
                                                     60%
£15k truncation         52%           82%            50%
                                                     40%
£20k truncation         51%           81%            30%                                      % within 5%
                                                     20%
£25k truncation         50%           81%            10%
                                                                                              % within 10%

                                                      0%
£50k truncation         50%           80%
£75k truncation         49%           80%
No truncation           49%           80%
                                                                                                      © Nuffield Trust
Summary observations

• Population sizes is a critical factor affecting the scale of
  financial risk especially with populations below 150k
• Break even period not that significant an - only small gains
  from extending beyond one year
• Truncation (stop loss) was not that effective in our analyses
  (that excluded specialist care)
• Significant underlying regional differences in the level of
  acute care spending
• Range of options on ‘service carve outs’ that need to be
  explored further

                                                                  © Nuffield Trust
Key issues going forward

• What level of risk should CCGs have to bear – and how
  might that change over time?
• What organisations/mechanisms need to be in place for risk
  pooling?
• Should there be some local discretion to take on more risk?
• Do we need additional mechanisms to avoid ‘cream
  skimming’ or ‘dumping’?
• What are the rules for underspends and overspends?
• What will be expected in terms of pace of change to
  evening out regional differences ?
                                                                © Nuffield Trust
www.nuffieldtrust.org.uk


       Sign-up for our newsletter
       www.nuffieldtrust.org.uk/newsletter


       Follow us on Twitter
       (http://twitter.com/NuffieldTrust)




Feb 2012                                     © Nuffield Trust

More Related Content

Similar to Martin Bardsley: Risk sharing and risk pooling in health

Jennifer Dixon: Managing financial risk in the NHS
Jennifer Dixon: Managing financial risk in the NHSJennifer Dixon: Managing financial risk in the NHS
Jennifer Dixon: Managing financial risk in the NHSNuffield Trust
 
Martin Bardsley: Nuffield data lab
Martin Bardsley: Nuffield data labMartin Bardsley: Nuffield data lab
Martin Bardsley: Nuffield data labNuffield Trust
 
Strategies for controlling medical insurance costs
Strategies for controlling medical insurance costsStrategies for controlling medical insurance costs
Strategies for controlling medical insurance costsRoundstone Insurance
 
Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...
Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...
Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...Nuffield Trust
 
Ui health frequent visitors
Ui health frequent visitorsUi health frequent visitors
Ui health frequent visitorssbrown9924
 
Syn cing chronic disease advocacy boutin
Syn cing chronic disease advocacy boutinSyn cing chronic disease advocacy boutin
Syn cing chronic disease advocacy boutinhealthhiv
 
Session 6B - MHS Vision
Session 6B -  MHS VisionSession 6B -  MHS Vision
Session 6B - MHS VisionMedXellence
 
Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...
Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...
Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...Investments Network marcus evans
 
MS Trust annual conference welcome, Amy Bowen
MS Trust annual conference welcome, Amy BowenMS Trust annual conference welcome, Amy Bowen
MS Trust annual conference welcome, Amy BowenMS Trust
 
Delivering Telehealth At Scale In Northern Ireland - Jim O'Donghue
Delivering Telehealth At Scale In Northern Ireland - Jim O'DonghueDelivering Telehealth At Scale In Northern Ireland - Jim O'Donghue
Delivering Telehealth At Scale In Northern Ireland - Jim O'Donghuehealthcareisi
 
Judith Smith: Priority setting in the reformed NHS
Judith Smith: Priority setting in the reformed NHSJudith Smith: Priority setting in the reformed NHS
Judith Smith: Priority setting in the reformed NHSNuffield Trust
 
Maureen Bisognano: An international perspective: Leading for better health care
Maureen Bisognano: An international perspective: Leading for better health careMaureen Bisognano: An international perspective: Leading for better health care
Maureen Bisognano: An international perspective: Leading for better health careThe King's Fund
 
Predictive Models and data linkage
Predictive Models and data linkagePredictive Models and data linkage
Predictive Models and data linkageNuffield Trust
 
O νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρού
O νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρούO νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρού
O νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρούEvangelos Fragkoulis
 
OPEB Investments: The Danger in Playing it Safe
OPEB Investments: The Danger in Playing it SafeOPEB Investments: The Danger in Playing it Safe
OPEB Investments: The Danger in Playing it SafeMWSchulte
 
FLAACOs 2014 - Benchmark Target Management In Medicare Shared Savings Program
FLAACOs 2014 - Benchmark Target Management In  Medicare Shared Savings ProgramFLAACOs 2014 - Benchmark Target Management In  Medicare Shared Savings Program
FLAACOs 2014 - Benchmark Target Management In Medicare Shared Savings ProgramMARCYINC
 
test slides
test slidestest slides
test slidesMS Trust
 
Mid Market Medical Expense Stop Loss
Mid Market Medical Expense Stop LossMid Market Medical Expense Stop Loss
Mid Market Medical Expense Stop Lossdavidkonrad
 

Similar to Martin Bardsley: Risk sharing and risk pooling in health (20)

Jennifer Dixon: Managing financial risk in the NHS
Jennifer Dixon: Managing financial risk in the NHSJennifer Dixon: Managing financial risk in the NHS
Jennifer Dixon: Managing financial risk in the NHS
 
Martin Bardsley: Nuffield data lab
Martin Bardsley: Nuffield data labMartin Bardsley: Nuffield data lab
Martin Bardsley: Nuffield data lab
 
Strategies for controlling medical insurance costs
Strategies for controlling medical insurance costsStrategies for controlling medical insurance costs
Strategies for controlling medical insurance costs
 
Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...
Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...
Martin Bardsley & Adam Steventon: Stemming demand: how best to track the impa...
 
Ui health frequent visitors
Ui health frequent visitorsUi health frequent visitors
Ui health frequent visitors
 
Syn cing chronic disease advocacy boutin
Syn cing chronic disease advocacy boutinSyn cing chronic disease advocacy boutin
Syn cing chronic disease advocacy boutin
 
Session 6B - MHS Vision
Session 6B -  MHS VisionSession 6B -  MHS Vision
Session 6B - MHS Vision
 
Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...
Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...
Employing DAA to Meet Pension Promises and Improve Investment Decision-Making...
 
MS Trust annual conference welcome, Amy Bowen
MS Trust annual conference welcome, Amy BowenMS Trust annual conference welcome, Amy Bowen
MS Trust annual conference welcome, Amy Bowen
 
Delivering Telehealth At Scale In Northern Ireland - Jim O'Donghue
Delivering Telehealth At Scale In Northern Ireland - Jim O'DonghueDelivering Telehealth At Scale In Northern Ireland - Jim O'Donghue
Delivering Telehealth At Scale In Northern Ireland - Jim O'Donghue
 
Kcp Benefits Summary
Kcp Benefits SummaryKcp Benefits Summary
Kcp Benefits Summary
 
MyCare Slides
MyCare SlidesMyCare Slides
MyCare Slides
 
Judith Smith: Priority setting in the reformed NHS
Judith Smith: Priority setting in the reformed NHSJudith Smith: Priority setting in the reformed NHS
Judith Smith: Priority setting in the reformed NHS
 
Maureen Bisognano: An international perspective: Leading for better health care
Maureen Bisognano: An international perspective: Leading for better health careMaureen Bisognano: An international perspective: Leading for better health care
Maureen Bisognano: An international perspective: Leading for better health care
 
Predictive Models and data linkage
Predictive Models and data linkagePredictive Models and data linkage
Predictive Models and data linkage
 
O νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρού
O νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρούO νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρού
O νέος νόμος για την ΠΦΥ από την πλευρά του ιδιώτη ιατρού
 
OPEB Investments: The Danger in Playing it Safe
OPEB Investments: The Danger in Playing it SafeOPEB Investments: The Danger in Playing it Safe
OPEB Investments: The Danger in Playing it Safe
 
FLAACOs 2014 - Benchmark Target Management In Medicare Shared Savings Program
FLAACOs 2014 - Benchmark Target Management In  Medicare Shared Savings ProgramFLAACOs 2014 - Benchmark Target Management In  Medicare Shared Savings Program
FLAACOs 2014 - Benchmark Target Management In Medicare Shared Savings Program
 
test slides
test slidestest slides
test slides
 
Mid Market Medical Expense Stop Loss
Mid Market Medical Expense Stop LossMid Market Medical Expense Stop Loss
Mid Market Medical Expense Stop Loss
 

More from Nuffield Trust

Transforming outpatient services - Nuffield Trust/NHS Improvement Event
Transforming outpatient services - Nuffield Trust/NHS Improvement EventTransforming outpatient services - Nuffield Trust/NHS Improvement Event
Transforming outpatient services - Nuffield Trust/NHS Improvement EventNuffield Trust
 
13 reasons to spend more on health and social care
13 reasons to spend more on health and social care 13 reasons to spend more on health and social care
13 reasons to spend more on health and social care Nuffield Trust
 
Energising your workforce in the face of adversity
Energising your workforce in the face of adversityEnergising your workforce in the face of adversity
Energising your workforce in the face of adversityNuffield Trust
 
Shifting the balance of care: great expectations
Shifting the balance of care: great expectations Shifting the balance of care: great expectations
Shifting the balance of care: great expectations Nuffield Trust
 
Automation, Employment, and Health Care
Automation, Employment, and Health Care Automation, Employment, and Health Care
Automation, Employment, and Health Care Nuffield Trust
 
Public perspectives on the NHS and social care
Public perspectives on the NHS and social carePublic perspectives on the NHS and social care
Public perspectives on the NHS and social careNuffield Trust
 
Evaluation of the Integrated Care and Support Pioneers Programme
Evaluation of the Integrated Care and Support Pioneers ProgrammeEvaluation of the Integrated Care and Support Pioneers Programme
Evaluation of the Integrated Care and Support Pioneers ProgrammeNuffield Trust
 
Ensuring success for new models of care
Ensuring success for new models of careEnsuring success for new models of care
Ensuring success for new models of careNuffield Trust
 
Effectiveness of the current dominant approach to integrated care in the NHS
Effectiveness of the current dominant approach to integrated care in the NHSEffectiveness of the current dominant approach to integrated care in the NHS
Effectiveness of the current dominant approach to integrated care in the NHSNuffield Trust
 
Providing actionable healthcare analytics at scale: Understanding improvement...
Providing actionable healthcare analytics at scale: Understanding improvement...Providing actionable healthcare analytics at scale: Understanding improvement...
Providing actionable healthcare analytics at scale: Understanding improvement...Nuffield Trust
 
Local and national uses of data
Local and national uses of dataLocal and national uses of data
Local and national uses of dataNuffield Trust
 
Applied use of CUSUMs in surveillance
Applied use of CUSUMs in surveillanceApplied use of CUSUMs in surveillance
Applied use of CUSUMs in surveillanceNuffield Trust
 
Evaluating new models of care: Improvement Analytics Unit
Evaluating new models of care: Improvement Analytics UnitEvaluating new models of care: Improvement Analytics Unit
Evaluating new models of care: Improvement Analytics UnitNuffield Trust
 
Learning from the Care Quality Commission
Learning from the Care Quality CommissionLearning from the Care Quality Commission
Learning from the Care Quality CommissionNuffield Trust
 
Real-time monitoring and the data trap
Real-time monitoring and the data trapReal-time monitoring and the data trap
Real-time monitoring and the data trapNuffield Trust
 
Monitoring quality of care: making the most of data
Monitoring quality of care: making the most of dataMonitoring quality of care: making the most of data
Monitoring quality of care: making the most of dataNuffield Trust
 
Providing actionable healthcare analytics at scale: Insights from the Nationa...
Providing actionable healthcare analytics at scale: Insights from the Nationa...Providing actionable healthcare analytics at scale: Insights from the Nationa...
Providing actionable healthcare analytics at scale: Insights from the Nationa...Nuffield Trust
 
Providing actionable healthcare analytics at scale: A perspective from stroke...
Providing actionable healthcare analytics at scale: A perspective from stroke...Providing actionable healthcare analytics at scale: A perspective from stroke...
Providing actionable healthcare analytics at scale: A perspective from stroke...Nuffield Trust
 
New Models of General Practice: Practical and policy lessons
New Models of General Practice: Practical and policy lessonsNew Models of General Practice: Practical and policy lessons
New Models of General Practice: Practical and policy lessonsNuffield Trust
 

More from Nuffield Trust (20)

Transforming outpatient services - Nuffield Trust/NHS Improvement Event
Transforming outpatient services - Nuffield Trust/NHS Improvement EventTransforming outpatient services - Nuffield Trust/NHS Improvement Event
Transforming outpatient services - Nuffield Trust/NHS Improvement Event
 
13 reasons to spend more on health and social care
13 reasons to spend more on health and social care 13 reasons to spend more on health and social care
13 reasons to spend more on health and social care
 
Energising your workforce in the face of adversity
Energising your workforce in the face of adversityEnergising your workforce in the face of adversity
Energising your workforce in the face of adversity
 
Shifting the balance of care: great expectations
Shifting the balance of care: great expectations Shifting the balance of care: great expectations
Shifting the balance of care: great expectations
 
Automation, Employment, and Health Care
Automation, Employment, and Health Care Automation, Employment, and Health Care
Automation, Employment, and Health Care
 
Public perspectives on the NHS and social care
Public perspectives on the NHS and social carePublic perspectives on the NHS and social care
Public perspectives on the NHS and social care
 
Evaluation of the Integrated Care and Support Pioneers Programme
Evaluation of the Integrated Care and Support Pioneers ProgrammeEvaluation of the Integrated Care and Support Pioneers Programme
Evaluation of the Integrated Care and Support Pioneers Programme
 
Ensuring success for new models of care
Ensuring success for new models of careEnsuring success for new models of care
Ensuring success for new models of care
 
Effectiveness of the current dominant approach to integrated care in the NHS
Effectiveness of the current dominant approach to integrated care in the NHSEffectiveness of the current dominant approach to integrated care in the NHS
Effectiveness of the current dominant approach to integrated care in the NHS
 
Providing actionable healthcare analytics at scale: Understanding improvement...
Providing actionable healthcare analytics at scale: Understanding improvement...Providing actionable healthcare analytics at scale: Understanding improvement...
Providing actionable healthcare analytics at scale: Understanding improvement...
 
Local and national uses of data
Local and national uses of dataLocal and national uses of data
Local and national uses of data
 
Applied use of CUSUMs in surveillance
Applied use of CUSUMs in surveillanceApplied use of CUSUMs in surveillance
Applied use of CUSUMs in surveillance
 
Engaging with data
Engaging with dataEngaging with data
Engaging with data
 
Evaluating new models of care: Improvement Analytics Unit
Evaluating new models of care: Improvement Analytics UnitEvaluating new models of care: Improvement Analytics Unit
Evaluating new models of care: Improvement Analytics Unit
 
Learning from the Care Quality Commission
Learning from the Care Quality CommissionLearning from the Care Quality Commission
Learning from the Care Quality Commission
 
Real-time monitoring and the data trap
Real-time monitoring and the data trapReal-time monitoring and the data trap
Real-time monitoring and the data trap
 
Monitoring quality of care: making the most of data
Monitoring quality of care: making the most of dataMonitoring quality of care: making the most of data
Monitoring quality of care: making the most of data
 
Providing actionable healthcare analytics at scale: Insights from the Nationa...
Providing actionable healthcare analytics at scale: Insights from the Nationa...Providing actionable healthcare analytics at scale: Insights from the Nationa...
Providing actionable healthcare analytics at scale: Insights from the Nationa...
 
Providing actionable healthcare analytics at scale: A perspective from stroke...
Providing actionable healthcare analytics at scale: A perspective from stroke...Providing actionable healthcare analytics at scale: A perspective from stroke...
Providing actionable healthcare analytics at scale: A perspective from stroke...
 
New Models of General Practice: Practical and policy lessons
New Models of General Practice: Practical and policy lessonsNew Models of General Practice: Practical and policy lessons
New Models of General Practice: Practical and policy lessons
 

Recently uploaded

All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋TANUJA PANDEY
 
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...narwatsonia7
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...chandars293
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Ishani Gupta
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...chandars293
 
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Dipal Arora
 
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...perfect solution
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 

Recently uploaded (20)

All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
 
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...Top Rated Bangalore Call Girls Mg Road ⟟   9332606886 ⟟ Call Me For Genuine S...
Top Rated Bangalore Call Girls Mg Road ⟟ 9332606886 ⟟ Call Me For Genuine S...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
 
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
 
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Kochi Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
College Call Girls in Haridwar 9667172968 Short 4000 Night 10000 Best call gi...
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 

Martin Bardsley: Risk sharing and risk pooling in health

  • 1. Risk sharing and risk pooling Martin Bardsley Head of Research, Nuffield Trust Nuffield Trust Health Policy Summit 29 February 2012 © Nuffield Trust
  • 2. Financial Risk • Risk is about how well you manage a budget and uncontrolled costs • Relates to both the commissioning (insurance risk ) and provider side • Will need new arrangements on the commissioning side • Bill mentions creation of a risk pool to ensure that certain designated services will continue to be delivered to patients in the event of failure. • Any allocation/budget has some element of uncertainty. Mitigating risks can mean removing local control © Nuffield Trust
  • 3. Why is the management of risk of growing importance • Creation of new potentially 'smaller' commissioning entities • More complex markets for health care with greater range of independent private provision • Renewed emphasis on organisation autonomy for providers and commissioners • Desire to create a system that reinforces incentives for ‘efficient’ care rather than bailing out ‘failures.’ • Dangers of demotivating emerging CCGs • May apply at CCG level and potentially below © Nuffield Trust
  • 4. Why might your expenditure be out of line with your budget/allocation? 1. Random events 2. Limitations in the budgeting/allocation process ie systematic elements of needs not recognised in allocation 3. Local practice in use of resources..efficient and inefficient 4. Systematic regional imbalances in supply © Nuffield Trust
  • 5. Patterns of cost variation £100 £90 £80 Monthly cost per person £70 £60 £50 £40 £30 £20 £10 £0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 Month Observed cost Allocation Mean obs cost Mean +/- 2 sd © Nuffield Trust
  • 6. Persistent variance from budget – in control but over budget £100 £90 £80 Monthly cost per person £70 £60 £50 £40 £30 £20 £10 £0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 Month Observed cost Allocation Mean obs cost Mean +/- 2 sd © Nuffield Trust
  • 7. How have we done it in the past? • Commissioning for specialised services (the budgets for high cost, low volume care are effectively pooled across groups of PCTs) • Services that are provided outside the national tariff system may be commissioned using a block contract, effectively shifting the financial risk for service provision from the commissioner to the provider • Strategic Health Authorities hold a 2% (‘topslice’) of annual allocations to PCTs as a contingency fund with rules put in place for disbursement • There are ex post subsidies (bungs) to commissioners and NHS Trusts that end the financial year in deficit. © Nuffield Trust
  • 8. Risk strategies Strategy Examples Risk bearing Spreading risk across financial years increasing the size of the pool of people at risk Risk sharing share financial risk with other entities, in the case of the NHS other commissioners or providers Specific arrangements for specialised services in which the risks are shared across a group of PCTs Transferring financial carving out’ whole services that are known to have unpredictable risk truncation when the annual cost incurred by individual patients are borne by another entity (the financier) when it exceeds a defined ceiling In commercially driven systems, the risk bearer or insurer can buy stop-loss insurance to cover spending bove a certain threshold © Nuffield Trust
  • 9. What do we know of the impacts ? 1. Specialist services 2. Size 3. Time for break-even 4. Effects of truncation/stop loss arrangements © Nuffield Trust
  • 10. Cut the cake ..... © Nuffield Trust
  • 11. What’s in or out of the budget? Service element Approximate share of Our models total expenditure Specialist 14% Excluded Maternity 7% Modelled Critical care (non-specialist cases) 1% Modelled Inpatient (non-specialist cases) 46% Included Outpatients 21% Included A&E 4% Included Mental health (2ndry care) c.7% Excluded © Nuffield Trust
  • 12. Balance of specialist /non specialist costs per person per year © Nuffield Trust
  • 13. Issues around the exclusions • No established and consistently applied definitions • Debates at what services are included/excluded and at what level • Some areas eg critical care information is patchy at present • Will not exclude some high costs cases – based on annualised costs • Scope for considering differential arrangements around the country if some CCGs want to take more risk © Nuffield Trust
  • 14. No matter what size you are.... © Nuffield Trust
  • 15. A world of randomly assigned CCGs Differences between observed costs and predicted according to size of CCG. Based on random pseudo-CCG (Simulation run 50 times) “Target” Average number Average Average number Within ± Within ± Within ± Size produced size of practices 1% 2.5% 5% 100000 546 99996 14.9 39.0% 79.6% 98.5% 150000 364 149993 22.4 45.5% 87.0% 99.7% 200000 273 199990 29.9 52.4% 92.1% 100% 250000 218 249998 37.3 56.7% 95.0% 100% 300000 182 300029 44.8 61.7% 96.9% 100% 400000 136 400038 59.8 69.5% 98.8% 100% 500000 109 499984 74.7 73.6% 99.2% 100% © Nuffield Trust
  • 16. Contiguous pseudo CCGs © Nuffield Trust CCGs at 100,000 pop CCGs at 250,000 pop
  • 17. Contiguous pseudo CCGs © Nuffield Trust CCGs at 500,000 pop Jackson Pollock, Number 18
  • 18. Contiguous pseudo CCGs © Nuffield Trust
  • 19. Random pseudo CCGs © Nuffield Trust
  • 20. Give me just a little more time.... © Nuffield Trust
  • 21. Differences between expenditure and estimated allocations at practice level for different time periods Within Within Months ±5% ±10% 90% 1 23% 44% 80% 3 32% 57% 70% 6 36% 63% 60% 9 38% 66% 50% 12 39% 68% 40% Within ±5% 18 42% 71% 30% 20% Within ±10% 24 43% 72% 10% 36 46% 76% 0% 48 48% 78% -2 8 18 28 38 48 © Nuffield Trust
  • 22. Nelly the elephant packed her trunc(ation).... © Nuffield Trust
  • 23. Scale of cases affected (excl specialist services) Costs Resultant per person exposed to Percentage Amounts premium (based on Truncation truncation total cost ‘truncated ‘ registered practice threshold People affected (£million) truncated (£ million) population) £1k 5,057,759 17,769.10 79% 12,692.96 £232.10 £2.5k 2,266,079 13,390.95 60% 7,707.36 £140.93 £5k 962,578 8,844.89 39% 4,013.61 £73.39 £7.5k 464,314 5,826.57 26% 2,325.83 £42.53 £10k 258,562 4,053.38 18% 1,449.37 £26.50 £15k 95,306 2,098.34 9% 650.37 £11.89 £20k 41,142 1,172.68 5% 331.45 £6.06 £25k 19,739 698.64 3% 186.78 £3.42 £50k 1,571 124.28 0% 27.35 £0.50 £75k 420 57.19 0% 7.31 £0.13 £100k 187 37.09 0% - £- © Nuffield Trust
  • 24. Impact of ceiling truncation Comparing the number of GP practices where expenditure is within 5% or 10% of predicted acute care costs (excluding specialist care), at different levels of truncation Truncation level % within 5% % within 10% 100% £5k truncation 59% 87% 90% 80% £10k truncation 54% 84% 70% 60% £15k truncation 52% 82% 50% 40% £20k truncation 51% 81% 30% % within 5% 20% £25k truncation 50% 81% 10% % within 10% 0% £50k truncation 50% 80% £75k truncation 49% 80% No truncation 49% 80% © Nuffield Trust
  • 25. Summary observations • Population sizes is a critical factor affecting the scale of financial risk especially with populations below 150k • Break even period not that significant an - only small gains from extending beyond one year • Truncation (stop loss) was not that effective in our analyses (that excluded specialist care) • Significant underlying regional differences in the level of acute care spending • Range of options on ‘service carve outs’ that need to be explored further © Nuffield Trust
  • 26. Key issues going forward • What level of risk should CCGs have to bear – and how might that change over time? • What organisations/mechanisms need to be in place for risk pooling? • Should there be some local discretion to take on more risk? • Do we need additional mechanisms to avoid ‘cream skimming’ or ‘dumping’? • What are the rules for underspends and overspends? • What will be expected in terms of pace of change to evening out regional differences ? © Nuffield Trust
  • 27. www.nuffieldtrust.org.uk Sign-up for our newsletter www.nuffieldtrust.org.uk/newsletter Follow us on Twitter (http://twitter.com/NuffieldTrust) Feb 2012 © Nuffield Trust