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Michel Kremer (Harvard) Willa Friedman (Berkeley) Edward Miguel (Berkeley) Rebecca Thornton (Michigan) EDUCATION AS LIBERATION?

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Page 1: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

Michel Kremer (Harvard)Willa Friedman (Berkeley)Edward Miguel (Berkeley)

Rebecca Thornton (Michigan)

EDUCATION AS LIBERATION?

Page 2: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

1) INTRODUCTION

� Education policies have been motivated by political impact.

� Third UN Millennium Development Goal= expanded girls educational access.

� This paper randomized merit scholarship competition for adolescent girls in Kenyan schools.

� Less development countries have experienced a massive increase on education and democracy (past half century).

Page 3: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

Theories about Education political impact1.Modernization theorists: education weakens traditional attachments based on gender, ethnicity and religion. Authors: Lipset (1959), Dahl(1971), Huntington (1991).

2. Education tool of cultural indoctrination.

3.Education individual autonomy and empowerment.

4. Davies (1974): “Rapid expansions in opportunities build up expectations which, if unmet, we lead to frustration and violence”.

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� Main difficulty in estimating the impact of education in behavior: reverse causality.

� Limitation of micro-experiment approach: measure the impact of a particular policy in a single population.

Page 5: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

2) BACKGROUND

2.1) Study Setting� Kenyan girls in setting: socially marginalized and political

disempowered, female and young, residents of a rural backwater and for the ethnic political weak Luhya and Teso.

� Women are also disadvantaged in Kenyan society.

� Area of study: Busia (64% of them below poverty line).

� Kenyan school system: quite authoritarian (corporal punishment), uniforms, learning by rote, and promote democratic values, national Kenya and oppose to national identity.

Page 6: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

2.1) Gir ls Scholarship Program (GSP)

� March 2001, ICS introduced a merit scholarship competition in 34 primary schools with 35 serving as control group.

� GSP: provided an award to grade 6 in treatment schools whose performance on governments end of year exam placed in top 15%.

� Award: 6,4$ to school fees, 12,8$ girls families during 2 years.

� Randomized treatment vs control: computer random number generator.

� Competition: 2001 and 2002

Page 7: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM
Page 8: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM
Page 9: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

3) DATA, ESTIMATION AND PRIGRAM

3.1) Follow-up data collection (2005-2007)� Goal: measure long-term effect.

� Girls 17-21 years old.

� 81% of responders was still alive (1,387 girls).

� Shorts tests in English, Swahili, arithmetic, reading and spatial reasoning. Also questions on marriage, migration and political attitudes.

3.2) Estimation strategy

� Outcomes (POLIT).

� GSP Treatment (TREAT).

Page 10: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

� Control Variables (X)= student cohort, age at survey, mean pre-program (2000), school test score, parent education and month survey.

� To express the magnitude of human capital effect and allow comparison between experimental estimates vs non-experimental estimates use instrumental variable (IV) estimates of impact of human capital on political endogenous variable (H).

Page 11: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

� Normalize average test scores across all subjects (mean=0 and SD=1).

� First stage equation:

� Second Stage equation (2SLS):

� Compare OLS vs IV Hausman (1978)

� Mean effect: on each set of outcomes. The groupings of related variables are denoted by

Page 12: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

� Standardize each outcome by subtracting the mean and dividing by standard deviation among GSP control group.

� The standard variables are , and regress this index on TREAT or on H.

� Resulting coefficient= mean effect size (captures the average impact in terms of SD of outcome variable).

Page 13: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

3.3) Impacts in Human Capital

Page 14: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

4) IMPACTS OF AUTHONOMY WITHIN HOUSEHOLD

Page 15: E D U C A T I O N A S L I B E R A T I O Nmkredler/ReadGr/MontalbanOnFriedmanEtAl...Title MTQyMzRlNzAzMDM5YmRmMHwwLjE= Author Matthias Kredler Created Date 11/8/2013 8:57:22 AM

5) IMPACTS ON POLITICAL AND SOCIAL ATTITUDES

5.1) Impact on “ Modern” Attitudes

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5.2) Impact on Political knowledge and Satisfaction

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5.3) Empowered for what?

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6) CONCLUSIONS� Contribution experimental results to relationship between

education vs political and social attitudes.

� GSP reject legitimacy of domestic violence and arrange marriages.

�GSP Don’t weaken ethnic attachment, promote secularization and democracy.

� GSP increase political knowledge, less willingness to differ authority and less satisfaction with Kenyan political and economic situation.

� Results are relevant for rural Kenyan females at margin of transitory from primary schools to secondary schools.