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Title page
Contents
Abstract 3
1. Introduction 4
2. Intergenerational mobility in learning 8
2.1. PISA data 8
2.2. Measuring intergenerational mobility in learning 10
3. Intergenerational mobility in learning across Europe and over time 11
4. Correlates of intergenerational mobility in learning 13
4.1. Intergenerational mobility in learning and inter/intra-generational inequality 13
4.2. Using PIAAC to study older cohorts 15
4.3. Public and private investments in children 17
4.4. Panel regressions 19
5. Other measures of SES gradients in child outcomes 22
5.1. Relative and upward mobility 22
5.2. SES gradients in other traits 23
6. SES Gradients in Learning before and after COVID-19 24
7. Conclusion 25
References 27
Appendices to "Parental Investments and Socio-Economic Gradients in Learning across European Countries" 31
A. Descriptive evidence 31
B. Correlates of learning mobility 40
C. Other measures of SES gradients in child outcomes 47
D. 2022-PISA wave 53
Table 1. Correlates of relative mobility in learning 18
Table 2. Panel regressions: relative mobility in learning 20
Table 3. Correlation among SES gradients (2018) 24
Figure 1. Heat map of intergenerational mobilities in learning (math score) 12
Figure 2. Correlation between relative mobility (math) and GINI coefficient 14
Figure 3. PIAAC - correlation between mobility in numeracy, IGE (Corak, 2013), GINI 16
Figure 4. Correlation between SES gradients in learning (math) and SES gradients in parental investment 19
Figure 5. Correlation: changes in relative mobility, SES gradients in investment and segregation between 2003 and 2018 21
Table A1. International Standard Classification of Education (ISCED) levels 31
Table A2. Correlation among alternate learning mobility measures 34
Table A3. Test score statistics, 2003 35
Table A4. Test score statistics, 2018 35
Table A5. Descriptive statistics on leaning mobility 36
Table C1. Panel regressions: upward mobility in learning 48
Table C2. Panel regressions: mobility and mothers' education 48
Table C3. Correlation among the estimates of relative mobility in other traits in 2003 and 2015 50
Table C4. Correlation among the estimates of upward mobility in other traits in 2003, 2015, 2018 51
Figure A1. Correlation between PISA and the World Bank data 32
Figure A2. Correlation between relative mobility in math and its lags 36
Figure A3. Trends in learning mobility (math) by country 37
Figure A4. Trends in learning mobility (math) by country (restricting sample to native population) 38
Figure A5. Learning mobility in the United States 39
Figure A6. Correlation between mobility in PISA and TIMSS/PIRLS 39
Figure B1. The Great Gatsby curves: learning mobility from TIMSS & PIRLS and GINI coefficient (World Bank) 40
Figure B2. The Great Gatsby curves: learning mobility and standard deviation of ESCS index 41
Figure B3. The Great Gatsby curves: learning mobility and GINI coefficient (World Bank) 42
Figure B4. Correlation between mobility measure in PISA and PIAAC 43
Figure B5. Trends in mobility in numeracy skill by cohort (PIAAC data) 43
Figure B6. Correlation between SES gradients in parental investment and inequality in ESCS 46
Figure B7. Correlation between the SES gradients in parental investment and attitudes towards education 46
Figure C1. Correlation between upward mobility and average math score 47
Figure C2. Correlation between upward and relative mobility (math) 47
Figure C3. Correlation between relative mobility in learning (math) and mobility in self-efficacy 49
Figure C4. Correlation between SES gradients in other traits and GINI coefficient and SES gradients in parental investment 52
Figure D1. Heat map of intergenerational mobilities in learning (math score) in 2022 53
Figure D2. Correlation between SES gradients in test scores (math) and SES gradients in parental investment after COVID-19 (2022-PISA wave) 53
Figure D3. Correlation between SES gradients in test scores (math) before and after COVID-19 (2018 vs. 2022-PISA wave) 54
Figure D4. Correlation between SES gradients in parental investment before and after COVID-19 (2018 vs. 2022-PISA wave) 54
Figure D5. Trends in learning mobility (math) by country with 2022-PISA wave 55
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