Powerful analysis, influencing decisions 27 June 2022 Commissioning Analysis and Intelligence Team Andrew Jackson Overview of Tools Analysis to support Commissioning
Dec 14, 2015
Powerful analysis, influencing decisions18 April 2023
Commissioning Analysis and Intelligence Team
Andrew Jackson
Overview of ToolsAnalysis to support Commissioning
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218 April 2023 2
Quantity of beer
benefit
Quantity of beer
benefit
Why Variation Matters - Application to beer(with thanks to Angela Bate, Newcastle University, Institute of Health and Society!)
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318 April 2023 3
Application to beer
benefitbenefit
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418 April 2023 4
Diminishing Marginal Returns
benefit
Quantity of beer
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518 April 2023 5
Quantity of beer
benefit
Negative Marginal Returns
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618 April 2023 6
Marginal Analysis
Quantity of beer
benefit Marginal benefit
Quantity of beer – or £ invested
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718 April 2023 7
What We Do
• Annual Data Collection each summer from 152 PCTs for 23 PB Categories, plus Sub-Categories.
– England level, programme budgeting expenditure published each autumn;– Benchmarked expenditure data at PCT level published each autumn on DH website;– One page linked spend and outcome data published via SPOT tool;– NCHOD site links expenditure data with:
Outcome data – e.g. disease mortality, 75 >YLL, 30 day > hospital mortality; QOF data – e.g. disease prevalence, disease incidence, blood / cholesterol control; HES data – e.g. admissions, alos, beddays, day case rate, FHS Prescribing – expenditure and volume.
• For PBC activity, using programme budgeting codes we are able to use NHS Comparators to;
– Provide a selection (elective / non – elective admissions, plus FHS prescribing) of programme budgeting data more quickly, and more frequently (every quarter);
– Data are available at England, SHA, PCT, and individual practice level.
• Developing additional supporting tools;
– Links variation in programme budgeting category with high volume HRGs within the programme – IVET tool available now;– Analysis underway on high growth admissions to question whether clinical thresholds are changing, work being undertaken in partnership with NICE;– Analysis scheduled (and resourced) to take place over the summer analyse PROMS data, but from a commissioner perspective to highlight variation in
initial health status i.e. the threshold, and in due course, final health status / improvement in health status.
• Dissemination to the NHS taken forward jointly via;
– The World Class Commissioning Programme;– QIPP ‘Right Care’ programme.
• wcc.networks.nhs.uk/healthinvestment
– Provides links to all material, plus on line training.
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818 April 2023 8
2008/9 Programme Level Expenditure2007/ 08£000s
2008/ 09£000s
Difference£000s % change
05 Mental Health Disorders 10,278,503 10,415,840 137,337 1%
10 Problems of Circulation 7,227,743 7,420,201 192,458 3%
02 Cancers and Tumours 4,964,282 5,134,948 170,666 3%
11 Problems of the Respiratory System 3,802,489 4,247,325 444,836 12%
15 Problems of Musculo Skeletal System 4,085,030 4,212,469 127,440 3%
13 Problems of Gastro Intestinal System 4,099,120 4,097,920 1,200- 0%
17 Problems of Genito Urinary System 3,645,977 4,000,641 354,664 10%
07 Neurological 3,438,256 3,683,873 245,616 7%
16 Problems due to Trauma and Injuries 3,075,116 3,299,792 224,676 7%
22 Social Care Needs 2,069,407 3,156,039 1,086,632 53%
18 Maternity and Reproductive Health 2,950,693 3,100,821 150,128 5%
12 Dental Problems 3,017,291 3,087,416 70,125 2%
06 Problems of Learning Disability 2,856,102 2,916,182 60,080 2%
04 Endocrine, Nutritional and Metabolic 2,428,797 2,526,152 97,355 4%
21 Healthy Individuals 1,729,476 1,908,832 179,357 10%
14 Problems of the Skin 1,698,307 1,794,226 95,920 6%
08 Problems of Vision 1,598,679 1,664,102 65,423 4%
01 Infectious Diseases 1,333,222 1,410,980 77,757 6%
03 Disorders of Blood 1,237,154 1,253,786 16,632 1%
19 Conditions of Neonates 955,303 1,101,470 146,167 15%
20 Adverse effects and poisoning 833,801 955,442 121,641 15%
09 Problems of Hearing 421,965 417,167 4,798- -1%
23 Other 25,436,712 24,836,323 600,389- -2%
Total Gross Expenditure 93,183,426 96,641,949 3,458,523 3.6%
Programme Budgeting Category
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918 April 2023
Expenditure Variation of Cancer Source – PB Spreadsheet
Powerful analysis, influencing decisions
Expenditure (£000s) per 100,000 selected population
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2,000
4,000
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12,000
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0 10 20 30 40 50 60 70 80 90 100 110 120 130 140 150
Rank
Expenditure per 100,000 selected population
Expenditure per 100,000 selected population for PCTs within selected cluster
Expenditure for selected PCT
02 Cancers and Tumours
Q39 Bristol Teaching PCT (5QJ )
EXPENDITURE ON OWN POPULATION
UNIFIED WEIGHTED POPULATION
1 SUPER (7 groups)
2007-08
Selected PCT
Selected expenditure
Selected programme
Selected cluster level
Selected population
Selected year
Exp
end
itu
re (
£000
s)
per
100
,000
sel
ecte
d
po
pu
lati
on
(Use the drop down boxes on the right to change the variables)CALCULATE
NOW
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1018 April 2023
Spend v Outcomes – National ComparisonSource – APHO Spot Tool
Outcomes and expenditure relative to other PCTs in England
Inf
Canc,Skin,TraumaBlood,Gastro,Pois,Hlth
End
MH
LDNeuro
Vision
Hear,SocCirc
Resp,GUDent
Musc,Neo
Mat
-2.5
-2.0
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
-2.5 -2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0 2.5
Spend Z Score
Hea
lth
Ou
tco
me
Z S
core
Lower Spend, Better Outcome
Lower Spend,Worse Outcome
Higher Spend,Worse Outcome
Higher Spend,Better Outcome
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1118 April 2023
Spend v Outcomes – Cluster ComparisonSource – APHO SPOT tool.
Powerful analysis, influencing decisions
Arrows show
movement from
national to cluster picture
Ranking of outcomes and expenditure relative to ONS Cluster group
Inf,Trauma
Canc Blood,Hlth
End
MH
LD Neuro
Vision
Hear,Skin,Soc
Circ
Resp
Dent
GastroMusc
GU
Mat Neo
Pois
0
3
5
8
10
035810Spend Ranking
Hea
lth
Ou
tco
me
/ N
eed
Ran
kin
gLower SpendBetter Outcome
Higher SpendBetter Outcome
Lower SpendWorse Outcome
Higher SpendWorse Outcome
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1218 April 2023 12
Programme Budget Atlas – Scatterplot shows CVD Expenditure and Mortality data from previous slides on the same graph – BEN PCT (highlighted by blue dot) have low spend (vertical axis) and high mortality (horizontal axis) – PCTs can use the chart to identify PCTs
with good outcomes (and can filter by SHA and ONS similar PCT cluster)
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1318 April 2023 13
Programme Budget Atlas – CVD Non-Elective Hospital Admissions per 100,000 population (weighted for age, sex and need) – Darker areas represent higher number of admissions – BEN PCT has a high number of Non-Elective Admissions
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1418 April 2023 14
Programme Budget Atlas – CVD Non-Elective Average Length of Stay per spell in hospital – Darker areas represent higher LOS – BEN PCT has a low average LOS for Non-Elective Admissions
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1518 April 2023 15
Programme Budget Atlas – CVD Emergency Readmissions to hospital within 28 days of discharge – Darker areas represent higher number of readmissions – BEN PCT has a high number of CVD Emergency Readmissions
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1618 April 2023
NHS Comparators – Range of Activity and Expenditure Data (age and sex standardised)
Powerful analysis, influencing decisions
Ealing PCTEstimate of the
difference between actual and expected
spend (based on national average
expenditure applied to own population)
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1718 April 2023
NHS Comparators – Admissions data can be broken down by Programme Budget category
Powerful analysis, influencing decisions
Ealing PCT
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1818 April 2023
NHS Comparators – Variation between GP Practices in a PCT
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1918 April 2023
NHS Comparators – Time series data – Outpatient First Attendances
18% growth in Outpatient
First Attendances
in 2008/9
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2018 April 2023
NHS Comparators – Reported vs Expected Prevalence – Indication of unmet need
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2118 April 2023
NHS Comparators - Disease (or Programme Budgeting) Level Expenditure on Admissions
This table is available at SHA, PCT, and Practice level, on a quarterly or annual basis.
The table shows for inpatient admissions in each disease area, actual spend, expected based on national averages, and expenditure differences in absolute and % terms.
Because expenditure is calculated as activity multiplied by tariff, the table is less useful where tariff is less well developed – e.g. Mental Health.
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2218 April 2023
NHS Comparators - Disease (or Programme Budgeting) Expenditure on Prescribing
This table is available at SHA, PCT, and Practice level, on a quarterly or annual basis.
The table shows for each disease area for FHS prescribing, actual spend, expected based on national averages, and expenditure differences in absolute and % terms.
Data are only available on NHS net – hence thus are not accessible by pharmaceutical industry!
Powerful analysis, influencing decisions18 April 2023
MapAdditional view
Google copyright© Google
Highest 20%
Lowest 20%
Selected areahighlighted
No gradients within cells
Google copyright
Powerful analysis, influencing decisions18 April 2023
Map
Google copyright
Highest 20%
Lowest 20%
Map centraliseswhen selected area
when selected
Powerful analysis, influencing decisions18 April 2023
Map
On pin click, show practice
name
Google copyright
Highest 20%
Lowest 20%
Garforth practice
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2618 April 2023
E03 - AgeSexNeeds Expenditure Rate per 1000 population for PCTs
0
1,000
2,000
3,000
4,000
5,000
6,000
1 11 21 31 41 51 61 71 81 91 101 111 121 131 141 151
PCT
Ag
eS
ex
Ne
ed
s E
xp
en
dit
ure
Ra
te (
£
pe
r 1
00
0 p
op
ula
tio
n)
Cardiac valve procedures – Inpatient expenditure rate, 2008/9(weighted for age, sex and need - per 1,000 population)
Source: DH CAI (using HES)
London
Some overlap with circulatory
96% of expenditure in analysis
Cardiac valve procedures cost £12,343 each.
There is a 5-fold variation in expenditure between PCTs(adjusting for age, sex and need).
The coefficient of variation is 26.5%.(This takes into account all PCTs, not just the top and bottom PCTs.)
The potential savings are £19M(if PCTs with rates higher than the median reduced to this level).
Relatively high unwarranted variation so large potential savings.
Small drops in activity give large savings
Top 30 PCTs(Lowest Rates)Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Top 30 PCTs(Lowest Rates)Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Top 30 PCTs(Lowest Rates)Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Total Inpatient Expenditure (£M)
Potential Saving using 50th percentile (£M)
Potential Saving as % of Total Inpatient Expenditure
148 19 12.9%
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2718 April 2023
Coronary bypass – Inpatient expenditure rate, 2008/9(weighted for age, sex and need - per 1,000 population)
Source: DH CAI (using HES)
Total Inpatient Expenditure (£M)
Potential Saving using 50th percentile (£M)
Potential Saving as % of Total Inpatient Expenditure
154 14 9.0%
London
Coronary bypasses cost £8,660 each.
There is a 9-fold variation in expenditure between PCTs(adjusting for age, sex and need).
The coefficient of variation is 27.3%.(This takes into account all PCTs, not just the top and bottom PCTs.)
The potential savings are £14M(if PCTs with rates higher than the median reduced to this level).
E04 - AgeSexNeeds Expenditure Rate per 1000 population for PCTs
0
1,000
2,000
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7,000
1 11 21 31 41 51 61 71 81 91 101 111 121 131 141 151
PCT
Ag
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ex
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s E
xp
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Ra
te (
£
pe
r 1
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0 p
op
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Top 30 PCTs(Lowest Rates)
Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Top 30 PCTs(Lowest Rates)
Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Top 30 PCTs(Lowest Rates)
Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
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2818 April 2023
Non-transient stroke or cerebrovascular accident >69 – Inpatient expenditure rate, 2008/9
(weighted for age, sex and need - per 1,000 population) Source: DH CAI (using HES)
Total Inpatient Expenditure (£M)
Potential Saving using 50th percentile (£M)
Potential Saving as % of Total Inpatient Expenditure
171 14 8.0%
London
Non-transient stroke or cerebrovascular accidents >69 cost £4,096 each.
There is a 5-fold variation in expenditure between PCTs(adjusting for age, sex and need).
The coefficient of variation is 18.7%.(This takes into account all PCTs, not just the top and bottom PCTs.)
The potential savings are £14M(if PCTs with rates higher than the median reduced to this level).
A22 - AgeSexNeeds Expenditure Rate per 1000 population for PCTs
0
1,000
2,000
3,000
4,000
5,000
6,000
1 11 21 31 41 51 61 71 81 91 101 111 121 131 141 151
PCT
Ag
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ex
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s E
xp
en
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Ra
te (
£
pe
r 1
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0 p
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Top 30 PCTs(Lowest Rates)
Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Top 30 PCTs(Lowest Rates)
Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
Top 30 PCTs(Lowest Rates)
Next 31 PCTs
Next 30 PCTs
Next 31 PCTs
Bottom 30 PCTs (Highest Rates)
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2918 April 2023
Of this £12 million, over £2 million a year can be saved if they reduce Primary Knee Replacements to the national average rateSource – IVET tool.
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3018 April 2023
The benchmarking tool allows PCTs to select a high cost disease or procedure, choose a benchmark level (e.g. median, lowest 10%) and potential savings are displayed.Source IVET tool.
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3118 April 2023
Improvements to Programme Budgeting Data (1)
• Move to a Commissioner-based return (trial-run for 2009/10 collection and replace Reference Cost based return for 2010/11 collection)
• This will improve the accuracy of the data in future– Based on actual PCT spend rather than Provider’s cost (e.g. PbR tariff)
– Commissioners have greater incentive to ensure data is as accurate as possible
• This will improve the timeliness of data in future– Benchmarking tools will be available to PCTs sooner
– Potential for in-year monitoring and benchmarking
• This will also reduce the overall burden on NHS in future
• We are also working to improve the allocation of Outpatients and A&E expenditure to Programme Budget categories
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3218 April 2023
Improvements to Programme Budgeting Data (2)
• We also propose to develop a template that provides a more detailed breakdown of Programme Budget data
• The intention is to provide PCTs with the opportunity to compare spend in different areas within a disease category (e.g. Primary Care, Secondary Care, Community Care)
• The long term aim is for the template to be based on patient pathways (the template will initially include prevention spend for each category)
• The basis for all our developments is to provide information to PCTs in the most useful way to allow them to make informed health investment decisions
• We have a data quality group to advise on these developments, but are always seeking feedback from the NHS – if anyone has any comments on this and/or would like to be involved in developing the collection please let us know
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3318 April 2023
Useful Links
nww.nhscomparators.nhs.uk
wcc.networks.nhs.uk/healthinvestment