an investment approach hugh miller - actuaries2011 valn, 11,450 clients in sps>14 sep-12 dec-12...
TRANSCRIPT
An investment approach
to reducing long
term cost –
lessons from welfare
Hugh Miller
© Taylor Fry
What is a welfare system?
• A series of fortnightly payments to support cost of living
• Significant variation in duration, needs and outcomes
• The most common form of exit is finding employment
Has many fundamental parallels with injury schemes
How is a welfare system traditionally managed?
• Budget forward estimates
• Emphasis on ‘stock’, not flow
• Changes to policy conditions
with limited evidence base
• Supplementary benefits in
separate categories
• Movements across benefit
types not well understood 0
200
400
600
800
1,000
1,200
1,400
1,600
An
nu
al p
aym
en
ts (
NZ$
m)
Supported living payment Work ready Jobseeker
NZ govt, 2012 budget papers
Welfare Reform in New Zealand
"the scale and consequences of long-term benefit receipt are deeply concerning .... [welfare] is not sustainable, it does not provide equal and fair opportunities for those people on different benefit types and it is associated with poor social outcomes.“
Welfare Working Group (2011)
Key Recommendations:
• Up-front ‘investment approach’ to reduce benefit dependency
• Annual injury style valuations to make long-term costs of the benefit system transparent
• Accountabilities linked to managing long-term cost
Program of reform then developed by Ministry of Social Development (MSD) and NZ Treasury
Motivation
If we can
improve
employment
outcomes then
everybody wins
The Investment Approach
• Annual external valuation of lifetime welfare cost
• Incorporate macroeconomic trends, policy changes, trends in
experience
Level 1: Top level valuation
• Classify clients in segments to tailor interventions and monitor outcomes
• Set targets an accountability
• Allocate resources based on segment needs
Level 2: Segment lifetime costs
• Run small trials and evaluate impacts
• Translate small scale results into likely liability impact
Level 3: Client and cohort level initiatives
Taylor Fry
valuation
MSD internal
analysis
Not an ordinary valuation…
A sophisticated methodology that gives
more power to the user
• Individual based, not payment type
• Project various lifetime pathways
• Large number of predictive factors
incorporated
• Allows for macro-economic
conditions
An integrated model that runs from
aggregate estimates to individual level
detailed projections
JS
Project likelihood of each
individual’s pathways
JS SLP
Transition
probabilities
depend on
over 20
characteristics
No SLP
Cost models sit
on top of each
quarterly state
What the valuation provides
1. Top level attribution
2. Drill down attribution
3. Detailed impacts of legislative
changes
4. Detailed impacts of programme
changes
5. Better understanding of cost drivers
6. Basis for reform and intervention
1. Top line attribution
0
10
20
30
40
50
60
70
80
Cu
rre
nt
clie
nt
liab
ility
($
b)
Change
Expenses
Non-beneficiaries
Youth
Supported Living
Sole Parents
Jobseekers
76.5 73.9 71.7 69.5 69.0
-2.6 -2.2 -2.2 -0.5
Reconciling 2013 valuation to the 2014 valuation result
2. Drill down attribution
-800
-600
-400
-200
0
200
400
WR
<1
WR
>1
HC
D<1
HC
D>1
Ch
0-2
Ch
3-4
Ch
5-1
3 <1
Ch
5-1
3 >1
Car
er
Par
tner
HC
D YP
YPP
SUP
<1
SUP
>1 OB
Rec
ent
exit
s
Join
s
Oth
er
Jobseekers Sole parents Supp. living Youth Non-ben
Ch
ange
on
exp
ecte
d li
abili
ty f
rom
Ro
ll-f
orw
ard
(N
Z$m
)
Allocation of $2.2b experience related reduction amongst welfare segments
3. Detailed impacts of legislative changes
40%
50%
60%
70%
80%
90%
100%
Sep-11 Dec-11 Mar-12 Jun-12
Pro
po
rtio
n o
f co
ho
rt
2011 Valn, 11,450 clients in SPS>14
Jobseeker or Sole parent >14 Jobseeker - sick Supp. Living Sole parent < 14 Supp benefits only Not on benefit
40%
50%
60%
70%
80%
90%
100%
Sep-11 Dec-11 Mar-12 Jun-12
Pro
po
rtio
n o
f co
ho
rt
2011 Valn, 11,450 clients in SPS>14
Sep-12 Dec-12 Mar-13 Jun-13
2012 Valn, 10,690 clients in SPS > 14
40%
50%
60%
70%
80%
90%
100%
Sep-13 Dec-13 Mar-14 Jun-14
2013 Valn, 8,850 clients in SPS >14
Oct-12 Jul-13
Transition pathways for clients who were Sole Parent Support recipients at 30 June each year
4. Detailed impacts of program changes
0%
20%
40%
60%
80%
100%
Stat
us
afte
r 2
ye
ars
Quarter of 17 year old IYB/YP snapshot
JS SPS/Other Not on benefits
0%
20%
40%
60%
80%
100%
Quarter of 18 year old DPB/YPP snapshot
SPS JS/Other Not on benefits
Youth Payt Young Parent PaytProgram rollout Program rollout Full Youth serviceFull Youth service
Two year welfare status for youth programme clients
5. Better understanding of cost drivers
0 100 200 300 400
Re
lati
ve n
um
be
rs
Inidividual liability ($000s)
Non-beneficiary
Supp. living
Sole parent
Jobseeker (sick)
Jobseeker
Distribution of individual level liabilities, clients aged 18-24
5. Better understanding of cost drivers Usefulness of predictors in estimating the lifetime welfare cost of current 18-24 year old clients
Current benefit type
Age of entry
Duration - any benefit
Inter-generational info
# qtrs Sole Parent
Gender
# qtrs Jobseeker
Ethnicity
Prev benefit
Education
District
Duration current benefit
Relative variable importanceSole parent and Supp.
living highest
Entry before 19 very predictive
>5 quarters continuously on benefits high risk
Increase for intensive family benefit history
These reflect Sole parent re-entry risk
Maori particularly highHeightened risk if Sole
parent or Supported inving in the past
5. Better understanding of cost drivers
60
70
80
90
100
110
120
130
140
Auckland Benefittype
History Region Ethnicity Age Gender Education Other Northland
Ave
rage
clie
nt
liab
ility
($
k)
Comparison of average client lifetime cost for Auckland and Northland regions
$10k of the difference
is due to a differing
distribution of benefit
types received
6. Basis for reform and intervention
0.0
0.5
1.0
1.5
2.0
2.5
16 18 20 22 24 26 28 30 32 34 36 38 40 42 44 46 48 50 52 54 56 58 60 62 64
Cu
rre
nt
clie
nt
liab
ility
($
b)
Age at valuation date
Entry before age 20 Entries after age 20
Age of entry estimated
Actual age of entry
75% of the liability is attributable to those who enter before age 20, even though these represent less than 5% of the current caseload
Lifetime welfare cost, split by current age and age of entry into welfare system
Putting it all
together –
crucial elements
Stakeholder buy-in
Interventions
Data
Modelling
Communication
What next?
Political success has broadened
the horizons of the investment
approach:
• Impact investing
• Other sectors
• Australian and international
movements
Technical success has
broadened the horizons of
individual based multivariate
modelling
• Social sector outcomes
• Injured worker outcomes
• Commercial sector
applications
Completing the circle –
What can injury schemes learn form welfare?
• Are you getting full value from your valuation?
– Betting linking operations and top level
control
– Longitudinal view of cost
• How effectively are initiatives measured and
targeted?
• How much can be gained by more detailed
insights?
Injury
schemes
Social
Sector
Learn
Learn
Further reading
• NZ Welfare 2014 Valuation report: https://www.msd.govt.nz/about-msd-and-our-
work/newsroom/media-releases/2015/reforms-succeed.html
• Welfare Working Group http://igps.victoria.ac.nz/WelfareWorkingGroup/Index.html
• More effective social services, NZ Productivity commission
http://www.productivity.govt.nz/inquiry-content/2032?stage=4
• NSW Government social impact investment hub
http://www.dpc.nsw.gov.au/programs_and_services/social_impact_investment