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A Widening Immigrant – Native Gap: Child 
Income and Poverty in Sweden among 
Immigrants from Turkey and the Surrounding 
Region 
Björn Gustafsson and Torun Österberg 
(University of Gothenburg, Sweden) 
Presentation: Veli-Matti Törmälehto, Statistics Finland
Overview of the paper 
Income gaps between immigrant and native children in Sweden 
& evolution of gaps over three time periods: 1983-1985, 
1995-1997, 2008-2010 
Paper with Turkey + 7 nearby countries: Iraq, Iran, Lebanon, 
Syria, Romania, Greece, Hungary 
Work in progress: a supplementary note with extension to 28 
countries: Bosnia, Somalia, Etiopia, Former Yugoslavia, 
Finland… + more measures 
Main finding: large and widening gaps, but variation between 
countries of origin
Data and definitions 
Register-based household (family?) income data for the whole 
population, not a sample! 
Equivalent disposable income, individual (child) as the unit of analysis, 
three-year average of household incomes 
In the note also factor income (pre-tax & –transfer); ”factor income 
poverty” based on disposable income threshold 
Paper focuses on second generation of immigrant children: children 
born in Sweden with two foreign born parents. 
Composition of immigrant population has changed significantly: largest 
country of origin Finland in 83-85, Iraq & Former Yugoslavia in 08-10
Number of children with different foreign background 1983- 
0 2500 5000 7500 10000 12500 15000 17500 20000 22500 25000 27500 30000 32500 35000 37500 40000 42500 45000 47500 50000 
Etiopia, Eritrea 
Vietnam 
Former Soviet Union 
Hungary 
India 
Usa, Canada 
Romania 
Syria 
UK 
China 
Lebanon 
Chile 
Thailand 
Somalia 
Turkey 
Norway Iceland 
Denmark 
Germany 
Iran 
Poland 
Former Yogoslavia 
Iraq 
Finland 
1985 
Born in Sweden with two parents 
born in the foreign country
Number of children with different foreign background 1995-1997 
0 2500 5000 7500 10000 12500 15000 17500 20000 22500 25000 27500 30000 32500 35000 37500 40000 42500 45000 47500 50000 
Colombia 
Korea 
Greece 
Afghanistan 
Etiopia, Eritrea 
Vietnam 
Former Soviet Union 
Hungary 
India 
Usa, Canada 
Romania 
Syria 
UK 
China 
Lebanon 
Chile 
Thailand 
Somalia 
Turkey 
Norway Iceland 
Denmark 
Germany 
Bosnia 
Iran 
Poland 
Former Yogoslavia 
Iraq 
Finland 
Born in Sweden with two parents born in 
the foreign country
Number of children with different foreign background 2008-2010 
0 2500 5000 7500 10000 12500 15000 17500 20000 22500 25000 27500 30000 32500 35000 37500 40000 42500 45000 47500 50000 
Colombia 
Korea 
Greece 
Afghanistan 
Etiopia, Eritrea 
Vietnam 
Former Soviet Union 
Hungary 
India 
Usa, Canada 
Romania 
Syria 
UK 
China 
Lebanon 
Chile 
Thailand 
Somalia 
Turkey 
Norway Iceland 
Denmark 
Germany 
Bosnia 
Iran 
Poland 
Former Yogoslavia 
Iraq 
Finland 
Born in Sweden with two parents 
born in the foreign country
Methods 
Comparisons of 2nd gen. children to native 
children: 
- (log) income levels, adjusted and unadjusted 
- relative income poverty rates (60 %) 
In the supplementary note: 
- distribution among children (Gini) 
- factor income inequality & poverty 
- children in the top 10 % (”affluence”)
Results 
Gaps are large: compared to natives, mean log incomes Iraq -42 %, 
Turkey -37 %, Syria -43 %, Somalia -45 %, Bosnia -20 %, Finland -16 
% in 08-10 
Gaps in income levels increased rapidly from 1983/85 to 1995/97, little 
change thereafter 
Changes in the composition of the population not the main reason for 
the widening income gaps 
Adjusted incomes: log child income regressed on Swedish region, 
mother and father's education, parents number of years in Sweden, 
age of the child & parents, number of children in the family, and 
dummies for country of background
Adjusted relative difference to children with two swedish born parents 
- logartihm of disposable income 
IN CH IQ LE IA PO RO GE UK HU FSU EE NI CI DE GR FY SY FI TU VI AF SO BO 
0.30 
0.20 
0.10 
0.00 
-0.10 
-0.20 
-0.30 
-0.40 
-0.50 
Year 8385 -0.21 -0.12 -0.12 -0.08 -0.08 -0.08 -0.07 -0.07 -0.07 -0.05 -0.05 -0.04 -0.01 -0.01 0.00 0.02 0.05 0.05 0.05 0.08 0.20 
Year 9597 -0.35 -0.34 -0.33 -0.27 -0.27 -0.25 -0.2 -0.21 -0.26 -0.22 -0.37 -0.23 -0.15 -0.21 -0.11 -0.29 -0.22 -0.35 -0.11 -0.3 -0.16 -0.28 -0.22 -0.3 
Year 0810 -0.35 -0.35 -0.38 -0.33 -0.27 -0.29 -0.22 -0.18 -0.21 -0.25 -0.37 -0.30 -0.16 -0.28 -0.16 -0.24 -0.21 -0.38 -0.15 -0.31 -0.25 -0.34 -0.31 -0.16
Ginis for disposable income among children 
Growing child income inequality in most countries between 95-97-> 08-10 
(less so in the first period) 
0.35 Year 1983-1985 
Year 1995-1997 
Year 2008-2010 
SW FI IQ FY PO IN BO GE DE NI TU SO CI LE CH UK SY RO IA HU FSU VI EE AF GR 
0.30 
0.25 
0.20 
0.15 
0.10 
Year 1983-1985 0.20 0.18 0.19 0.17 0.22 0.20 0.20 0.22 0.21 0.19 0.16 0.22 0.21 0.22 0.18 0.20 0.20 0.18 0.18 0.17 0.17 0.19 
Year 1995-1997 0.20 0.18 0.18 0.19 0.22 0.20 0.14 0.23 0.24 0.22 0.21 0.17 0.16 0.19 0.24 0.25 0.22 0.19 0.22 0.21 0.29 0.18 0.17 0.17 0.22 
Year 2008-2010 0.24 0.27 0.23 0.21 0.27 0.26 0.19 0.28 0.32 0.32 0.23 0.19 0.21 0.25 0.32 0.30 0.24 0.25 0.25 0.25 0.28 0.23 0.20 0.23 0.24
Child income poverty (60 % median) 
In the first period, growing relative child income poverty rate in 
all countries except natives (14 % to 7 %) and Finns 
Year 83-85 
Year 95-97 
SW FI IQ FY PO IN BO GE DE NI TU SO CI LE CH UK SY RO IA HU FSU VI EE AF GR 
0.70 
0.60 
0.50 
0.40 
0.30 
0.20 
0.10 
0.00 
Year 83-85 14% 13% 25% 12% 15% 26% 11% 14% 16% 22% 13% 38% 33% 21% 19% 15% 18% 9% 9% 19% 15% 0% 18% 
Year 95-97 7% 11% 37% 27% 19% 29% 43% 18% 16% 18% 39% 38% 18% 44% 33% 28% 44% 19% 28% 16% 37% 28% 29% 36% 28%
Child income poverty (60 % median) 
in the second period, increase in all countries except Bosnia (43 
% to 19%), UK, Iran, Greece 
Year 95-97 
Year 08-10 
SW FI IQ FY PO IN BO GE DE NI TU SO CI LE CH UK SY RO IA HU FSU VI EE AF GR 
0.70 
0.60 
0.50 
0.40 
0.30 
0.20 
0.10 
0.00 
Year 95-97 7% 11% 37% 27% 19% 29% 43% 18% 16% 18% 39% 38% 18% 44% 33% 28% 44% 19% 28% 16% 37% 28% 29% 36% 28% 
Year 08-10 10% 21% 55% 34% 35% 33% 19% 21% 37% 23% 42% 60% 30% 52% 37% 22% 50% 26% 26% 27% 49% 40% 35% 54% 20%
Results 
In 2008-2010, majority of children with parents 
from Somalia, Iraq, Lebanon, Syria and Afganistan 
were below 60 % of median poverty line 
Differences in evolvement of income gaps and 
poverty, e.g. Bosnia (decrease) & Somalia 
(increase) 
Are there data issues? Inequality vs. poverty, 
top/middle/bottom? Need to go deeper into data 
country-by-country?
Results 
Analysis based on factor income vs. disposable income: 
- larger gaps to natives than with disposable income (-> more redistribution 
of income) 
- decrease in factor income gaps from 95-97 to 08-10 in several countries; 
not in disposable income gaps 
- increase in factor income poverty & Ginis in the first period, decrease in 
the second for immigrants; stable or decreasing for natives 
 the capacity of transfers and income taxes to lessen income gaps 
became smaller from 1995/97 to 2008/10, at least for some categories 
 changes in employment, worsening in the first period, improvement in 
the 2nd period?
Possible explanations 
Labour market position of parents 
 Reasons for migration (work, refugee) 
 Qualifications: education (shorter/non-transferable) 
 Employment opportunities, less low-skill jobs 
 Language, discrimination? 
Less redistributive tax & benefit system (08-10 
vs 95-97)
Comments & questions 
Very promising start, highly relevant topic, based on quite unique data 
Why is change in gaps in levels from mid-80s to mid-90s much larger, given that it is not due to 
changing composition of population? 
Data: 
1) Any changes over time in data, coverage, concepts, household definition? Consistency with other sources? 
2) not samples, but still small number of observations or large changes between two points of time 
3) can the data be used as a panel? 
Labour markets, explicitly describing/controlling for employment status of parents, instead via 
factor incomes? 
Countries of origin: what other groups/clusters than Turkey & surrounding region? 
Link to overall development in Sweden: increase in inequality in Sweden fastest 
among OECD-countries during the period 
 Decomposing overall inequality by income sources/subgroups ( FGT, entropy measures)?

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Session 8 d iariw gustafsson osterberg

  • 1. A Widening Immigrant – Native Gap: Child Income and Poverty in Sweden among Immigrants from Turkey and the Surrounding Region Björn Gustafsson and Torun Österberg (University of Gothenburg, Sweden) Presentation: Veli-Matti Törmälehto, Statistics Finland
  • 2. Overview of the paper Income gaps between immigrant and native children in Sweden & evolution of gaps over three time periods: 1983-1985, 1995-1997, 2008-2010 Paper with Turkey + 7 nearby countries: Iraq, Iran, Lebanon, Syria, Romania, Greece, Hungary Work in progress: a supplementary note with extension to 28 countries: Bosnia, Somalia, Etiopia, Former Yugoslavia, Finland… + more measures Main finding: large and widening gaps, but variation between countries of origin
  • 3. Data and definitions Register-based household (family?) income data for the whole population, not a sample! Equivalent disposable income, individual (child) as the unit of analysis, three-year average of household incomes In the note also factor income (pre-tax & –transfer); ”factor income poverty” based on disposable income threshold Paper focuses on second generation of immigrant children: children born in Sweden with two foreign born parents. Composition of immigrant population has changed significantly: largest country of origin Finland in 83-85, Iraq & Former Yugoslavia in 08-10
  • 4. Number of children with different foreign background 1983- 0 2500 5000 7500 10000 12500 15000 17500 20000 22500 25000 27500 30000 32500 35000 37500 40000 42500 45000 47500 50000 Etiopia, Eritrea Vietnam Former Soviet Union Hungary India Usa, Canada Romania Syria UK China Lebanon Chile Thailand Somalia Turkey Norway Iceland Denmark Germany Iran Poland Former Yogoslavia Iraq Finland 1985 Born in Sweden with two parents born in the foreign country
  • 5. Number of children with different foreign background 1995-1997 0 2500 5000 7500 10000 12500 15000 17500 20000 22500 25000 27500 30000 32500 35000 37500 40000 42500 45000 47500 50000 Colombia Korea Greece Afghanistan Etiopia, Eritrea Vietnam Former Soviet Union Hungary India Usa, Canada Romania Syria UK China Lebanon Chile Thailand Somalia Turkey Norway Iceland Denmark Germany Bosnia Iran Poland Former Yogoslavia Iraq Finland Born in Sweden with two parents born in the foreign country
  • 6. Number of children with different foreign background 2008-2010 0 2500 5000 7500 10000 12500 15000 17500 20000 22500 25000 27500 30000 32500 35000 37500 40000 42500 45000 47500 50000 Colombia Korea Greece Afghanistan Etiopia, Eritrea Vietnam Former Soviet Union Hungary India Usa, Canada Romania Syria UK China Lebanon Chile Thailand Somalia Turkey Norway Iceland Denmark Germany Bosnia Iran Poland Former Yogoslavia Iraq Finland Born in Sweden with two parents born in the foreign country
  • 7. Methods Comparisons of 2nd gen. children to native children: - (log) income levels, adjusted and unadjusted - relative income poverty rates (60 %) In the supplementary note: - distribution among children (Gini) - factor income inequality & poverty - children in the top 10 % (”affluence”)
  • 8. Results Gaps are large: compared to natives, mean log incomes Iraq -42 %, Turkey -37 %, Syria -43 %, Somalia -45 %, Bosnia -20 %, Finland -16 % in 08-10 Gaps in income levels increased rapidly from 1983/85 to 1995/97, little change thereafter Changes in the composition of the population not the main reason for the widening income gaps Adjusted incomes: log child income regressed on Swedish region, mother and father's education, parents number of years in Sweden, age of the child & parents, number of children in the family, and dummies for country of background
  • 9. Adjusted relative difference to children with two swedish born parents - logartihm of disposable income IN CH IQ LE IA PO RO GE UK HU FSU EE NI CI DE GR FY SY FI TU VI AF SO BO 0.30 0.20 0.10 0.00 -0.10 -0.20 -0.30 -0.40 -0.50 Year 8385 -0.21 -0.12 -0.12 -0.08 -0.08 -0.08 -0.07 -0.07 -0.07 -0.05 -0.05 -0.04 -0.01 -0.01 0.00 0.02 0.05 0.05 0.05 0.08 0.20 Year 9597 -0.35 -0.34 -0.33 -0.27 -0.27 -0.25 -0.2 -0.21 -0.26 -0.22 -0.37 -0.23 -0.15 -0.21 -0.11 -0.29 -0.22 -0.35 -0.11 -0.3 -0.16 -0.28 -0.22 -0.3 Year 0810 -0.35 -0.35 -0.38 -0.33 -0.27 -0.29 -0.22 -0.18 -0.21 -0.25 -0.37 -0.30 -0.16 -0.28 -0.16 -0.24 -0.21 -0.38 -0.15 -0.31 -0.25 -0.34 -0.31 -0.16
  • 10. Ginis for disposable income among children Growing child income inequality in most countries between 95-97-> 08-10 (less so in the first period) 0.35 Year 1983-1985 Year 1995-1997 Year 2008-2010 SW FI IQ FY PO IN BO GE DE NI TU SO CI LE CH UK SY RO IA HU FSU VI EE AF GR 0.30 0.25 0.20 0.15 0.10 Year 1983-1985 0.20 0.18 0.19 0.17 0.22 0.20 0.20 0.22 0.21 0.19 0.16 0.22 0.21 0.22 0.18 0.20 0.20 0.18 0.18 0.17 0.17 0.19 Year 1995-1997 0.20 0.18 0.18 0.19 0.22 0.20 0.14 0.23 0.24 0.22 0.21 0.17 0.16 0.19 0.24 0.25 0.22 0.19 0.22 0.21 0.29 0.18 0.17 0.17 0.22 Year 2008-2010 0.24 0.27 0.23 0.21 0.27 0.26 0.19 0.28 0.32 0.32 0.23 0.19 0.21 0.25 0.32 0.30 0.24 0.25 0.25 0.25 0.28 0.23 0.20 0.23 0.24
  • 11. Child income poverty (60 % median) In the first period, growing relative child income poverty rate in all countries except natives (14 % to 7 %) and Finns Year 83-85 Year 95-97 SW FI IQ FY PO IN BO GE DE NI TU SO CI LE CH UK SY RO IA HU FSU VI EE AF GR 0.70 0.60 0.50 0.40 0.30 0.20 0.10 0.00 Year 83-85 14% 13% 25% 12% 15% 26% 11% 14% 16% 22% 13% 38% 33% 21% 19% 15% 18% 9% 9% 19% 15% 0% 18% Year 95-97 7% 11% 37% 27% 19% 29% 43% 18% 16% 18% 39% 38% 18% 44% 33% 28% 44% 19% 28% 16% 37% 28% 29% 36% 28%
  • 12. Child income poverty (60 % median) in the second period, increase in all countries except Bosnia (43 % to 19%), UK, Iran, Greece Year 95-97 Year 08-10 SW FI IQ FY PO IN BO GE DE NI TU SO CI LE CH UK SY RO IA HU FSU VI EE AF GR 0.70 0.60 0.50 0.40 0.30 0.20 0.10 0.00 Year 95-97 7% 11% 37% 27% 19% 29% 43% 18% 16% 18% 39% 38% 18% 44% 33% 28% 44% 19% 28% 16% 37% 28% 29% 36% 28% Year 08-10 10% 21% 55% 34% 35% 33% 19% 21% 37% 23% 42% 60% 30% 52% 37% 22% 50% 26% 26% 27% 49% 40% 35% 54% 20%
  • 13. Results In 2008-2010, majority of children with parents from Somalia, Iraq, Lebanon, Syria and Afganistan were below 60 % of median poverty line Differences in evolvement of income gaps and poverty, e.g. Bosnia (decrease) & Somalia (increase) Are there data issues? Inequality vs. poverty, top/middle/bottom? Need to go deeper into data country-by-country?
  • 14. Results Analysis based on factor income vs. disposable income: - larger gaps to natives than with disposable income (-> more redistribution of income) - decrease in factor income gaps from 95-97 to 08-10 in several countries; not in disposable income gaps - increase in factor income poverty & Ginis in the first period, decrease in the second for immigrants; stable or decreasing for natives  the capacity of transfers and income taxes to lessen income gaps became smaller from 1995/97 to 2008/10, at least for some categories  changes in employment, worsening in the first period, improvement in the 2nd period?
  • 15. Possible explanations Labour market position of parents  Reasons for migration (work, refugee)  Qualifications: education (shorter/non-transferable)  Employment opportunities, less low-skill jobs  Language, discrimination? Less redistributive tax & benefit system (08-10 vs 95-97)
  • 16. Comments & questions Very promising start, highly relevant topic, based on quite unique data Why is change in gaps in levels from mid-80s to mid-90s much larger, given that it is not due to changing composition of population? Data: 1) Any changes over time in data, coverage, concepts, household definition? Consistency with other sources? 2) not samples, but still small number of observations or large changes between two points of time 3) can the data be used as a panel? Labour markets, explicitly describing/controlling for employment status of parents, instead via factor incomes? Countries of origin: what other groups/clusters than Turkey & surrounding region? Link to overall development in Sweden: increase in inequality in Sweden fastest among OECD-countries during the period  Decomposing overall inequality by income sources/subgroups ( FGT, entropy measures)?