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What About STIK: How to Treat In-kind 
Government Benefits at Micro- and Macro- 
Levels 
Discussant: Holly Sutherland, ISER, University of Essex 
Session 3 IARIW General Conference 2014 
Rotterdam, the Netherlands August 25th
1. Household Income Disparity Comparisons Among 
Countries with Various Levels of Redistribution, 
Gyorgy Gyomai & Jennifer Ribarsky (OECD) 
– “OECD paper” 
2. Social Transfers in Kind (STIK) – Methodologies for 
their Imputation, Impact on Economic Well-being 
and a Comparison of the Treatment in Macro versus 
Micro Data, Heather Burgess, Michael Smedes, 
Andrew Tomadini & David Zago (Australian Bureau of 
Statistics) 
– “ABS paper”
Outline 
• Introductory/contextual comments 
• Common elements and differences 
• OECD paper 
– Summary 
– Comments 
• ABS paper 
– Summary 
– Comments 
• Broader questions and reflections
Introduction/context 
• From a micro (academic/policy) perspective 
• AIM-AP project 
– Cross-country comparisons of the distributional effects of 
STiK (7 EU countries) 
– Countries make different choices in the balance between 
cash and non cash policies 
• substitutes to some extent 
• distributional consequences 
• STiK in the context of cash redistribution 
– Paulus, Sutherland and Tsakloglou (2010) JPAM
Common elements 
• Concern with consistency between micro and macro 
measures of STiK; (mostly) starting from the macro side 
• Concepts and starting point from Canberra 
• “Insurance approach” (modified) to measuring the incidence 
of education, healthcare and “other” STiK, allocating producer 
costs to relevant households in micro data 
• STiK by income quintiles; effect on income inequality 
• Reports of official studies 
– OECD – Eurostat-OECD joint Expert Group on Disparities in 
National Accounts (EG-DNA) → experimental calculations 
– ABS – following from their contribution to EG-DNA; 
ongoing work
Differences 
• Geographical scope: 
– OECD: calculations for 10 diverse countries - Australia, France, Italy, Korea, 
Mexico, New Zealand, Slovenia, Sweden, Switzerland & the US 
– ABS: Australia only 
• Content 
– OECD: Illustrative/experimental calculations from the EG-DNA; further 
simulation work to show that measurement issues should not prevent 
conclusions being drawn 
– ABS: An account of how official statistics are constructed and 
reconciled (micro-macro); effect of including STiK on measures of Low 
Economic Resource (LER) headcounts 
• Income ranking for quintiles: 
– OECD: Equivalised cash disposable income, counting households 
– ABS: Equivalised private income including IR, counting persons
OECD paper - methods 
• National inputs into EG study, so not always fully comparable (or 
documented?) 
• STiK elements: Health, Education and “Other” 
• Macro quantities adjusted for population scope of micro-data 
– People in institutions/overseas, not in private households 
– By cash income and STiK sub-component 
• Benchmark sum of micro-level cash income variables to macro totals 
(range of methods) 
• Allocate macro quantity of STiK to households according to socio-demographic 
characteristics (insurance approach, modified in places) 
– Heath: age and a varying range of other characteristics (gender, region, 
deprivation, long term disabled/in need of care) 
– Education: for those participating in education by level (mostly not 
distinguishing public/private) 
– “Other” varies and may include social protection services, elderly or child-care 
services, recreational and cultural services; methods vary 
• Households ranked by equivalised cash household disposable income 
(using the modified OECD scale) and divided into quintiles on this basis 
– Nice discussion of the choice of ranking regime
OECD paper – selected results 
• STiK distribution across income quintiles 
• (Comparison for healthcare in Sweden with “actual use” 
method) 
• Impact on income distribution of net transfers as a whole 
(cash benefits and taxes, plus STiK) 
• Effect on Gini coefficient
Share of STiK by income quintile: health 
– Differences across countries in distribution reflect differences in 
• Household composition of quintiles 
• Types of population targeted by STiK 
• Content of what is classified as STiK by national accountants
Share of STiK by income quintile: education
Share of STiK by income quintile: “other”
Share of STiK by income quintile: health in Sweden
Impact of net transfers (cash and STiK) 
on the ratio of income in Q5 to Q1
Gini coefficients “across equivalized disposable 
income quintiles”
OECD paper – extension 
• STiK distribution is difficult to measure precisely so reliability 
of estimates and comparisons across countries might easily be 
questioned. 
• What would happen if we allocated STiK randomly across 
households? 
• The simulation exercise shows that on this basis including STiK 
would still reduce income inequality but by less than when 
using the detailed methods of allocation.
OECD paper – conclusion 
• The larger the starting levels of inequality the more likely any 
random allocation of STiK will improve the Gini-coefficient. 
• The larger the share of total STiK in adjusted disposable income the 
greater impact STiK may have on the Gini coefficient. 
• An imperfect allocation of STiK is better than not accounting for 
STiK at all. 
• A uniform allocation – corresponding to a situation where no 
information is available to the NSO to model STiK allocation at a 
micro level – already captures at least 2/3 of the “true” impact of 
STiK on the value of the Gini-coefficient.
OECD paper – comments (1/2) 
• On the simulation exercise and the conclusion 
– Almost axiomatic; 
– Not clear that random allocation (equal shares) is the natural or only 
appropriate counterfactual for STiK (or public spending generally): 
proportional to voting power or cash income? 
– STiK is created through political decision making. There are policy 
implications of assuming random or equal shares. 
• On the EG-DNA method: broadly standard/fine but 
– Treatment of those who opt out of public provision? 
– Treatment of non-compulsory (e.g. tertiary) education? 
– Appropriateness of the equivalence scale for all income concepts? 
– The “other” category is large/variable enough to be problematic 
– Demonstrates the challenges of cross-country comparability and 
suggests that an analysis based on collection of national studies may 
not be fully adequate
OECD paper – comments (2/2) 
• On the analysis of results 
– It looks like the inequality results are calculated on quintile averages (5 
numbers) rather than the micro-level distributions (e.g. Fig 3): if so a 
huge and unnecessary loss of information. 
– “Differences across countries in distribution reflect differences in 
• Household composition of quintiles 
• Types of population targeted by STiK 
• Content of what is classified as STiK by national accountants” 
• (Actual resources going into STiK) 
– Suggestion: why not try and distinguish these effects?
ABS paper - methods 
• Similar method to the OECD paper, more detail about Australian specifics 
provided, including the “other” category, which is disaggregated 
– Rent subsidies, electricity concessions, child care and other care 
• STiK by equivalised “private income quintile” incl IR. [Before taxes and 
cash transfers? What e-scale?] 
• Small un-reconciled differences in SNA and micro-data based (Survey of 
Income and Housing- SIH) estimates of total STiK due to difficulties in 
aligning the transactions that are included, and reduced population scope 
in micro-data. 
– E.g. SNA includes spending on national parks, wildlife and cultural facilities 
and services; micro-data based estimates do not 
• Confronting micro- and macro- estimates usefully reveals different 
(“subjective”) treatments by context especially in relation to 
– Deciding which expenditures are individual and which collective 
– Omission of the return on capital in non-market production, leading to STiK 
being under-valued.
ABS paper – selected results 
• STiK (3 main components) by private income 
quintile 
• Income shares by quintile + Gini coefficients 
using 3 income concepts:
STiK in $ (3 main components) by private 
income quintile 
1 2 3 4 5 
300 
200 
100 
Source: ABS publications 6523.0 and 6537.0. 
Equivilised private income (incl. IR) quintile 
Average weekly benefit ($) 
0 
Education benefits 
Health benefits 
Social security and welfare benefits
Shares of income by income concept, by quintile 
+ Gini coefficients
ABS paper – low economic resource 
(LER) households/people 
• LER – in the bottom 40% of equivalised disposable 
income including IR and in the bottom 40% by 
equivalised net worth 
• Adding STiK to the former changes the composition 
of those considered to be with LER 
– Fewer couples/singles over age 65, those with children, 
those with a disability 
– More couples/singles below age 65 without children 
• BUT LER is an indicator of economic hardship, not 
the level of resources received: so STiK not 
necessarily relevant.
ABS paper - conclusions 
• STiK are a key mechanism for redistribution; the appropriate 
measurement is vital in order that statistics (both micro and 
macro) correctly reflect the economic circumstances of 
households 
• Contribution to quality assurance 
• Contribution to developing international standards
ABS paper - comments 
• On the method: 
– Health benefit STiK is allocated to households on the basis of age, sex 
and state/territory of residence taking the “insurance approach” 
– But those with a disability or a long term health condition have a 
higher utilisation rate applied, based on data on doctor visits. 
– This would seem fine if it were balanced by an adjustment to the 
equivalence scale to take account of the greater needs of these 
people. 
– But it is not, meaning that these people appear to be better resourced 
than their equivalents without disability or long term health problems. 
– The evidence in the OECD paper on Sweden suggests that this may not 
have a big effect on quintile means. But … 
• It might in Australia 
• It probably would at the individual level 
• On the analysis of results: 
– We need to know how people are ranked
General reflections (1/2) 
• Details matter. These papers are generally pretty good at providing the 
necessary ones – but some are still missing (What is the ranking variable? 
Who is being counted? What is the equivalence scale?) 
• Results could be sensitivity tested to key assumptions to provide bounds 
around the true value 
• This could also aid country comparisons; these are very challenging using 
OECD-style national inputs; better done centrally, in dialogue with national 
experts? 
• What drives cross-country differences? Can they be decomposed? 
• More thought needs to be given to the appropriate equivalence scale to 
use (unclear that there are economies of scale associated with most STiK) 
– cf. Section 2B yesterday 
• STiK in the context of cash redistribution (taxes and benefits); they are 
partial substitutes
General reflections (2/2) 
• The distribution of STiK is a policy/political issue; a key question we need 
to be able to address is if public spending is cut, how are the losses 
distributed across the population? Can our methods address that 
robustly? 
• (No?) 
• That is why we need to keep working on improving concepts, precision 
of measurement, comparability across countries and through time and 
making sure the implications of our assumptions are transparent.

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Plenary session 3 4 holly sutherland

  • 1. What About STIK: How to Treat In-kind Government Benefits at Micro- and Macro- Levels Discussant: Holly Sutherland, ISER, University of Essex Session 3 IARIW General Conference 2014 Rotterdam, the Netherlands August 25th
  • 2. 1. Household Income Disparity Comparisons Among Countries with Various Levels of Redistribution, Gyorgy Gyomai & Jennifer Ribarsky (OECD) – “OECD paper” 2. Social Transfers in Kind (STIK) – Methodologies for their Imputation, Impact on Economic Well-being and a Comparison of the Treatment in Macro versus Micro Data, Heather Burgess, Michael Smedes, Andrew Tomadini & David Zago (Australian Bureau of Statistics) – “ABS paper”
  • 3. Outline • Introductory/contextual comments • Common elements and differences • OECD paper – Summary – Comments • ABS paper – Summary – Comments • Broader questions and reflections
  • 4. Introduction/context • From a micro (academic/policy) perspective • AIM-AP project – Cross-country comparisons of the distributional effects of STiK (7 EU countries) – Countries make different choices in the balance between cash and non cash policies • substitutes to some extent • distributional consequences • STiK in the context of cash redistribution – Paulus, Sutherland and Tsakloglou (2010) JPAM
  • 5. Common elements • Concern with consistency between micro and macro measures of STiK; (mostly) starting from the macro side • Concepts and starting point from Canberra • “Insurance approach” (modified) to measuring the incidence of education, healthcare and “other” STiK, allocating producer costs to relevant households in micro data • STiK by income quintiles; effect on income inequality • Reports of official studies – OECD – Eurostat-OECD joint Expert Group on Disparities in National Accounts (EG-DNA) → experimental calculations – ABS – following from their contribution to EG-DNA; ongoing work
  • 6. Differences • Geographical scope: – OECD: calculations for 10 diverse countries - Australia, France, Italy, Korea, Mexico, New Zealand, Slovenia, Sweden, Switzerland & the US – ABS: Australia only • Content – OECD: Illustrative/experimental calculations from the EG-DNA; further simulation work to show that measurement issues should not prevent conclusions being drawn – ABS: An account of how official statistics are constructed and reconciled (micro-macro); effect of including STiK on measures of Low Economic Resource (LER) headcounts • Income ranking for quintiles: – OECD: Equivalised cash disposable income, counting households – ABS: Equivalised private income including IR, counting persons
  • 7. OECD paper - methods • National inputs into EG study, so not always fully comparable (or documented?) • STiK elements: Health, Education and “Other” • Macro quantities adjusted for population scope of micro-data – People in institutions/overseas, not in private households – By cash income and STiK sub-component • Benchmark sum of micro-level cash income variables to macro totals (range of methods) • Allocate macro quantity of STiK to households according to socio-demographic characteristics (insurance approach, modified in places) – Heath: age and a varying range of other characteristics (gender, region, deprivation, long term disabled/in need of care) – Education: for those participating in education by level (mostly not distinguishing public/private) – “Other” varies and may include social protection services, elderly or child-care services, recreational and cultural services; methods vary • Households ranked by equivalised cash household disposable income (using the modified OECD scale) and divided into quintiles on this basis – Nice discussion of the choice of ranking regime
  • 8. OECD paper – selected results • STiK distribution across income quintiles • (Comparison for healthcare in Sweden with “actual use” method) • Impact on income distribution of net transfers as a whole (cash benefits and taxes, plus STiK) • Effect on Gini coefficient
  • 9. Share of STiK by income quintile: health – Differences across countries in distribution reflect differences in • Household composition of quintiles • Types of population targeted by STiK • Content of what is classified as STiK by national accountants
  • 10. Share of STiK by income quintile: education
  • 11. Share of STiK by income quintile: “other”
  • 12. Share of STiK by income quintile: health in Sweden
  • 13. Impact of net transfers (cash and STiK) on the ratio of income in Q5 to Q1
  • 14. Gini coefficients “across equivalized disposable income quintiles”
  • 15. OECD paper – extension • STiK distribution is difficult to measure precisely so reliability of estimates and comparisons across countries might easily be questioned. • What would happen if we allocated STiK randomly across households? • The simulation exercise shows that on this basis including STiK would still reduce income inequality but by less than when using the detailed methods of allocation.
  • 16. OECD paper – conclusion • The larger the starting levels of inequality the more likely any random allocation of STiK will improve the Gini-coefficient. • The larger the share of total STiK in adjusted disposable income the greater impact STiK may have on the Gini coefficient. • An imperfect allocation of STiK is better than not accounting for STiK at all. • A uniform allocation – corresponding to a situation where no information is available to the NSO to model STiK allocation at a micro level – already captures at least 2/3 of the “true” impact of STiK on the value of the Gini-coefficient.
  • 17. OECD paper – comments (1/2) • On the simulation exercise and the conclusion – Almost axiomatic; – Not clear that random allocation (equal shares) is the natural or only appropriate counterfactual for STiK (or public spending generally): proportional to voting power or cash income? – STiK is created through political decision making. There are policy implications of assuming random or equal shares. • On the EG-DNA method: broadly standard/fine but – Treatment of those who opt out of public provision? – Treatment of non-compulsory (e.g. tertiary) education? – Appropriateness of the equivalence scale for all income concepts? – The “other” category is large/variable enough to be problematic – Demonstrates the challenges of cross-country comparability and suggests that an analysis based on collection of national studies may not be fully adequate
  • 18. OECD paper – comments (2/2) • On the analysis of results – It looks like the inequality results are calculated on quintile averages (5 numbers) rather than the micro-level distributions (e.g. Fig 3): if so a huge and unnecessary loss of information. – “Differences across countries in distribution reflect differences in • Household composition of quintiles • Types of population targeted by STiK • Content of what is classified as STiK by national accountants” • (Actual resources going into STiK) – Suggestion: why not try and distinguish these effects?
  • 19. ABS paper - methods • Similar method to the OECD paper, more detail about Australian specifics provided, including the “other” category, which is disaggregated – Rent subsidies, electricity concessions, child care and other care • STiK by equivalised “private income quintile” incl IR. [Before taxes and cash transfers? What e-scale?] • Small un-reconciled differences in SNA and micro-data based (Survey of Income and Housing- SIH) estimates of total STiK due to difficulties in aligning the transactions that are included, and reduced population scope in micro-data. – E.g. SNA includes spending on national parks, wildlife and cultural facilities and services; micro-data based estimates do not • Confronting micro- and macro- estimates usefully reveals different (“subjective”) treatments by context especially in relation to – Deciding which expenditures are individual and which collective – Omission of the return on capital in non-market production, leading to STiK being under-valued.
  • 20. ABS paper – selected results • STiK (3 main components) by private income quintile • Income shares by quintile + Gini coefficients using 3 income concepts:
  • 21. STiK in $ (3 main components) by private income quintile 1 2 3 4 5 300 200 100 Source: ABS publications 6523.0 and 6537.0. Equivilised private income (incl. IR) quintile Average weekly benefit ($) 0 Education benefits Health benefits Social security and welfare benefits
  • 22. Shares of income by income concept, by quintile + Gini coefficients
  • 23. ABS paper – low economic resource (LER) households/people • LER – in the bottom 40% of equivalised disposable income including IR and in the bottom 40% by equivalised net worth • Adding STiK to the former changes the composition of those considered to be with LER – Fewer couples/singles over age 65, those with children, those with a disability – More couples/singles below age 65 without children • BUT LER is an indicator of economic hardship, not the level of resources received: so STiK not necessarily relevant.
  • 24. ABS paper - conclusions • STiK are a key mechanism for redistribution; the appropriate measurement is vital in order that statistics (both micro and macro) correctly reflect the economic circumstances of households • Contribution to quality assurance • Contribution to developing international standards
  • 25. ABS paper - comments • On the method: – Health benefit STiK is allocated to households on the basis of age, sex and state/territory of residence taking the “insurance approach” – But those with a disability or a long term health condition have a higher utilisation rate applied, based on data on doctor visits. – This would seem fine if it were balanced by an adjustment to the equivalence scale to take account of the greater needs of these people. – But it is not, meaning that these people appear to be better resourced than their equivalents without disability or long term health problems. – The evidence in the OECD paper on Sweden suggests that this may not have a big effect on quintile means. But … • It might in Australia • It probably would at the individual level • On the analysis of results: – We need to know how people are ranked
  • 26. General reflections (1/2) • Details matter. These papers are generally pretty good at providing the necessary ones – but some are still missing (What is the ranking variable? Who is being counted? What is the equivalence scale?) • Results could be sensitivity tested to key assumptions to provide bounds around the true value • This could also aid country comparisons; these are very challenging using OECD-style national inputs; better done centrally, in dialogue with national experts? • What drives cross-country differences? Can they be decomposed? • More thought needs to be given to the appropriate equivalence scale to use (unclear that there are economies of scale associated with most STiK) – cf. Section 2B yesterday • STiK in the context of cash redistribution (taxes and benefits); they are partial substitutes
  • 27. General reflections (2/2) • The distribution of STiK is a policy/political issue; a key question we need to be able to address is if public spending is cut, how are the losses distributed across the population? Can our methods address that robustly? • (No?) • That is why we need to keep working on improving concepts, precision of measurement, comparability across countries and through time and making sure the implications of our assumptions are transparent.