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A MULTI-DIMENSIONAL 
FRAMEWORK FOR 
INCLUSIVE GROWTH 
OECD-ECLAC Regional Consultation 
Paul Schreyer OECD 
14th November 2013
Contents 
• Defining Inclusive Growth 
• Results 
• Issues
Defining Inclusive Growth
• Intuition: growth is important but not 
sufficient for welfare improvements if the 
growth dividend is not shared in a fair way 
• Key features of OECD approach 
– Multi-dimensionality 
– Emphasis on distributions 
– Policy-orientation
Which dimensions? Start with OECD How’s Life? 
framework 
Quality of Life Material Well-being 
Health Income and Wealth 
Work-Life Balance Jobs 
Education and skills Housing 
Social Connections 
Civil Engagement and Governance 
Environmental Quality 
Personal Security 
Subjective Well-being
Which dimensions for Inclusive Growth? 
Criteria. 
1. Dimensions speak to current policy debates 
2. Possibility to establish testable links with economic 
policies 
3. Measurability in the OECD area and beyond 
4. Empirical support for selection 
Our choice: 
Income 
Jobs 
Health
Indicators for each dimension should be 
reflective of… 
• Households and individuals 
• Outcomes 
• Distributions 
• This mirrors OECD work on: 
– Well-being (How’s Life?) 
– Analyses of inequalities (Divided we Stand)
Indicators 
• Income: Household real disposable income 
– HH real adjusted disposable income preferable but not 
widely available 
• Jobs: (Risk of) unemployment 
– strong determinant of subjective WB 
– Alternative: employment rate: captures differences in 
labour market participation 
– Problem: informal employment not captured 
– No distinction between durations of unemployment
Indicators (2) 
• Health: Life expectancy 
– Morbidity preferable? 
– But issues of data availability and aggregation 
– Also, even in OECD countries, significant variance of 
evolution of life expectancy between countries and 
sizable differences between socio-economic groups 
– Likely to be more accentuated in developing countries 
and emerging economies
Aggregation across dimensions 
Social welfare function (Kolm 1966, Atkinson 1970, Sen 1973, 
Jorgenson 1990, Fleurbaey and Blanchet 2013, Jones & Klenow 
2012) 
Living standards = equivalent income of 
‘representative’ household= 
* 
1     
W(y , y ,...y ) [y ][1 I(y , y ,...y )] * 
N 
* 
2 
* 
1 
* 
N 
* 
2 
Averages Distribution 
y, : 
  
average market and non market income 
equivalent income of household i 
Kolm  
Atkinson inequality measure 
* 
i 
y  y   
: 
* 
N 
i i 
* 
2 
* 
1 
I(y , y ,...y ) :
Finally, our definition of Inclusive 
Growth 
• Growth is inclusive if ΔW>0 
• Note normative nature of defining whose 
equivalent income is ‘representative’ 
• OECD default: median household 
• But other possibilities, e.g., lowest decile or 
quintile
Measuring equivalent income (loss) for jobs 
and health 
• Requires shadow prices of unemployment risk 
and health status 
• Derived by regressing results of life 
satifsfaction surveys on income, 
unemployment and life expectancy
Some Results
ΔlnW >0: a priori, growth has been inclusive 
But: possible Living upward standards bias as only and income GDP/distribution 
capita 
considered 
Positive but weak correleation with GDP (only 38% of 
variance explained): Large differences between countries 
ΔlnW-ΔlnGDP: ex. France and Germany
Accounting for living standards of 
median households 1995-2007 
2.5 
2 
1.5 
1 
0.5 
0 
-0.5 
-1 
-1.5 
-2 
Inequality Income growth Longevity Unemployment Interaction term Economic growth Living standards 
DEU AUT USA SWE PRT BEL DNK CAN NLD ITA FRA CZE NZL GBR NOR AUS HUN FIN
Sensitivity to definition of W, average annual % change 
1995-2007 
7 
6 
5 
4 
3 
2 
1 
0 
Belgium Denmark Finland Sweden UK USA All countries 
Growth in living standards 
Average 
Mean 
Percentile 10 
Normative choices matter
10 
5 
0 
-5 
-10 
-15 
Welfare accounting during the crisis 
Rise in unemployment, inequality and slow income drags 
Inequality Income growth Longevity Unemployment Interaction term Economic growth Living standards 
down growth of living standards 
Note: full effects of the crisis likely to be observed post 2009
Level comparisons: loss of living standards 
relative to best performer
Issues
• Is the OECD approach towards measuring IG 
relevant in LAC context? 
• Do income, jobs and health capture the 
essential outcomes and opportunities? 
• Choice of ‘representative’ HH in LAC? 
• Key methodological and data challenges? 
• Link to policies?
Looking ahead – links to policies 
Dimensions of well-being 
Outcomes and their 
distribution: 
Living standards: 
Income, 
Jobs 
Health 
Other areas of 
quality of life: 
Jobs 
Education 
Personal Security 
Env. quality of life 
… 
Production 
function or process 
Return on physical and 
human capital, demand 
for jobs … 
Sources of growth, 
equality of 
opportunities 
Other drivers 
(institutions; norms; 
exogenous factors) 
Going for Growth / 
Green growth / 
Divided we stand 
Work on education and health etc. 
Work on side-effects of growth policies 
Work on equality of outcomes and opportunities
Thank you! 
Paul.Schreyer@oecd.org

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2013.11.15_OECD-ECLAC Regional Consultation_paul schreyer

  • 1. A MULTI-DIMENSIONAL FRAMEWORK FOR INCLUSIVE GROWTH OECD-ECLAC Regional Consultation Paul Schreyer OECD 14th November 2013
  • 2. Contents • Defining Inclusive Growth • Results • Issues
  • 4. • Intuition: growth is important but not sufficient for welfare improvements if the growth dividend is not shared in a fair way • Key features of OECD approach – Multi-dimensionality – Emphasis on distributions – Policy-orientation
  • 5. Which dimensions? Start with OECD How’s Life? framework Quality of Life Material Well-being Health Income and Wealth Work-Life Balance Jobs Education and skills Housing Social Connections Civil Engagement and Governance Environmental Quality Personal Security Subjective Well-being
  • 6. Which dimensions for Inclusive Growth? Criteria. 1. Dimensions speak to current policy debates 2. Possibility to establish testable links with economic policies 3. Measurability in the OECD area and beyond 4. Empirical support for selection Our choice: Income Jobs Health
  • 7. Indicators for each dimension should be reflective of… • Households and individuals • Outcomes • Distributions • This mirrors OECD work on: – Well-being (How’s Life?) – Analyses of inequalities (Divided we Stand)
  • 8. Indicators • Income: Household real disposable income – HH real adjusted disposable income preferable but not widely available • Jobs: (Risk of) unemployment – strong determinant of subjective WB – Alternative: employment rate: captures differences in labour market participation – Problem: informal employment not captured – No distinction between durations of unemployment
  • 9. Indicators (2) • Health: Life expectancy – Morbidity preferable? – But issues of data availability and aggregation – Also, even in OECD countries, significant variance of evolution of life expectancy between countries and sizable differences between socio-economic groups – Likely to be more accentuated in developing countries and emerging economies
  • 10. Aggregation across dimensions Social welfare function (Kolm 1966, Atkinson 1970, Sen 1973, Jorgenson 1990, Fleurbaey and Blanchet 2013, Jones & Klenow 2012) Living standards = equivalent income of ‘representative’ household= * 1     W(y , y ,...y ) [y ][1 I(y , y ,...y )] * N * 2 * 1 * N * 2 Averages Distribution y, :   average market and non market income equivalent income of household i Kolm  Atkinson inequality measure * i y  y   : * N i i * 2 * 1 I(y , y ,...y ) :
  • 11. Finally, our definition of Inclusive Growth • Growth is inclusive if ΔW>0 • Note normative nature of defining whose equivalent income is ‘representative’ • OECD default: median household • But other possibilities, e.g., lowest decile or quintile
  • 12. Measuring equivalent income (loss) for jobs and health • Requires shadow prices of unemployment risk and health status • Derived by regressing results of life satifsfaction surveys on income, unemployment and life expectancy
  • 14. ΔlnW >0: a priori, growth has been inclusive But: possible Living upward standards bias as only and income GDP/distribution capita considered Positive but weak correleation with GDP (only 38% of variance explained): Large differences between countries ΔlnW-ΔlnGDP: ex. France and Germany
  • 15. Accounting for living standards of median households 1995-2007 2.5 2 1.5 1 0.5 0 -0.5 -1 -1.5 -2 Inequality Income growth Longevity Unemployment Interaction term Economic growth Living standards DEU AUT USA SWE PRT BEL DNK CAN NLD ITA FRA CZE NZL GBR NOR AUS HUN FIN
  • 16. Sensitivity to definition of W, average annual % change 1995-2007 7 6 5 4 3 2 1 0 Belgium Denmark Finland Sweden UK USA All countries Growth in living standards Average Mean Percentile 10 Normative choices matter
  • 17. 10 5 0 -5 -10 -15 Welfare accounting during the crisis Rise in unemployment, inequality and slow income drags Inequality Income growth Longevity Unemployment Interaction term Economic growth Living standards down growth of living standards Note: full effects of the crisis likely to be observed post 2009
  • 18. Level comparisons: loss of living standards relative to best performer
  • 20. • Is the OECD approach towards measuring IG relevant in LAC context? • Do income, jobs and health capture the essential outcomes and opportunities? • Choice of ‘representative’ HH in LAC? • Key methodological and data challenges? • Link to policies?
  • 21. Looking ahead – links to policies Dimensions of well-being Outcomes and their distribution: Living standards: Income, Jobs Health Other areas of quality of life: Jobs Education Personal Security Env. quality of life … Production function or process Return on physical and human capital, demand for jobs … Sources of growth, equality of opportunities Other drivers (institutions; norms; exogenous factors) Going for Growth / Green growth / Divided we stand Work on education and health etc. Work on side-effects of growth policies Work on equality of outcomes and opportunities