the impact of transition on well-being
TRANSCRIPT
The Impact of Transition from Plan to Market onSubjective and Objective Well-Being
Lukas Kleine-Rueschkamp1, Sergei Guriev2, Francesca Dalla Pozza2,Alicia Adsera3, Elena Nikolova2
1Oxford U., 2EBRD
3Princeton
December 6, 2016
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 1 / 41
Introduction
Outline
1 IntroductionMotivation
2 Data and Empirical Strategy
3 ResultsImpact of transition on height and life satisfaction - LITSPlacebos and Robustness ChecksHeterogeneous EffectsEvidence from Russia
4 Conclusion and Next stepsConclusion
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 2 / 41
Introduction Motivation
Post-communist transition
Systemic transformation in 30 countries with population of 400 millionpeople
Huge socio-economic shock but the impact on well-being is not clear:
Markets were supposed to start functioning reasonably quickly, henceimproved access to consumer goodsWhile the GDP fall was substantial, consumption did not fall as muchand started to recover almost right away
Widespread perception of substantial deprivation in early years of transition
But was the pain perceived or real?
If there was an effect on well-being, was it transient or persistent?
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Introduction Motivation
Why do we care about impact of transition?
Macroeconomic performance of transition has generally beenconsidered a success Performance
Except for war-affected countries
And especially in democratic countries (Democratization is of courseendogenous)
Are there long-term implications of the transformationalrecession at the individual level?
Important beyond transition:
The impact of institutional reforms in transition countries helpsunderstand social cost of structural reforms in developed anddeveloping countries
Hence the resistance to reforms and reform reversals
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Introduction Motivation
In this paper
We measure the impact of transition on objective and subjective well-beingand attitudes at the individual level
We trace the long-term impact of early transition (”fossil research”)
People facing hardship at the age 0-2 are likely to grow up shorter:
Check cohorts born around years of transition (age 0-2)These cohorts have finally grown up!
People’s beliefs are shaped in their “formative years” (age 18-25)
Check cohorts facing transition at the age of 18-25
Dependent variables: Height, BMI, Life satisfaction, trust, attitudes toredistribution, market and democracy
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Introduction Motivation
Preview of the Results
Individuals born around transition are on average almost 1 cm shorter
However, they are 14 percentage points more likely to be satisfiedwith life (and better educated)
Heterogeneity: effects are driven by less privileged households
lower maternal educationlower maternal labour force participationgeographically: EEC and Russia
confirmed with various alternative identification strategies
Attitudes: more supportive of market and democracy
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 6 / 41
Introduction Motivation
Preview of the Results
Individuals born around transition are on average almost 1 cm shorter
However, they are 14 percentage points more likely to be satisfiedwith life (and better educated)
Heterogeneity: effects are driven by less privileged households
lower maternal educationlower maternal labour force participationgeographically: EEC and Russia
confirmed with various alternative identification strategies
Attitudes: more supportive of market and democracy
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 6 / 41
Introduction Motivation
Preview of the Results
Individuals born around transition are on average almost 1 cm shorter
However, they are 14 percentage points more likely to be satisfiedwith life (and better educated)
Heterogeneity: effects are driven by less privileged households
lower maternal educationlower maternal labour force participationgeographically: EEC and Russia
confirmed with various alternative identification strategies
Attitudes: more supportive of market and democracy
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 6 / 41
Introduction Motivation
Preview of the Results
Individuals born around transition are on average almost 1 cm shorter
However, they are 14 percentage points more likely to be satisfiedwith life (and better educated)
Heterogeneity: effects are driven by less privileged households
lower maternal educationlower maternal labour force participationgeographically: EEC and Russia
confirmed with various alternative identification strategies
Attitudes: more supportive of market and democracy
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 6 / 41
Introduction Motivation
Related Literature
1 Height1 80% genetics, 20% environment (Steckel, 1995). Key period: age 0 to
22 adverse conditions may cause stunting (Li, Manor, and Power 2004;
Saenger et al. 2007), gains in height via early life conditionsimprovements (Case 2001; Duflo 2003)
2 Height and adult outcomes1 schooling attainment (Case et al., 2009), cognition (Case and Paxson,
2008), non-cognitive traits such as confidence (Persico et al., 2004)2 taller workers earn more (Vogl 2014, Case and Paxson 2008 etc.)3 screening device by employers (Sohn 2014)
3 Social capital and attitudes1 Recession experience: stock market participation (Malmendier and
Nagel, 2011), preferences for redistribution (Giuliano and Spilimbergo,2014), trust (Ananyev and Guriev, 2015, Algan et al. 2016)
2 Individual experience during transition: attitude towards privatization(Frye et al., 2009, 2012)
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 7 / 41
Introduction Motivation
Related Literature
1 Height1 80% genetics, 20% environment (Steckel, 1995). Key period: age 0 to
22 adverse conditions may cause stunting (Li, Manor, and Power 2004;
Saenger et al. 2007), gains in height via early life conditionsimprovements (Case 2001; Duflo 2003)
2 Height and adult outcomes1 schooling attainment (Case et al., 2009), cognition (Case and Paxson,
2008), non-cognitive traits such as confidence (Persico et al., 2004)2 taller workers earn more (Vogl 2014, Case and Paxson 2008 etc.)3 screening device by employers (Sohn 2014)
3 Social capital and attitudes1 Recession experience: stock market participation (Malmendier and
Nagel, 2011), preferences for redistribution (Giuliano and Spilimbergo,2014), trust (Ananyev and Guriev, 2015, Algan et al. 2016)
2 Individual experience during transition: attitude towards privatization(Frye et al., 2009, 2012)
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 7 / 41
Introduction Motivation
Related Literature
1 Height1 80% genetics, 20% environment (Steckel, 1995). Key period: age 0 to
22 adverse conditions may cause stunting (Li, Manor, and Power 2004;
Saenger et al. 2007), gains in height via early life conditionsimprovements (Case 2001; Duflo 2003)
2 Height and adult outcomes1 schooling attainment (Case et al., 2009), cognition (Case and Paxson,
2008), non-cognitive traits such as confidence (Persico et al., 2004)2 taller workers earn more (Vogl 2014, Case and Paxson 2008 etc.)3 screening device by employers (Sohn 2014)
3 Social capital and attitudes1 Recession experience: stock market participation (Malmendier and
Nagel, 2011), preferences for redistribution (Giuliano and Spilimbergo,2014), trust (Ananyev and Guriev, 2015, Algan et al. 2016)
2 Individual experience during transition: attitude towards privatization(Frye et al., 2009, 2012)
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 7 / 41
Data and Empirical Strategy
Outline
1 IntroductionMotivation
2 Data and Empirical Strategy
3 ResultsImpact of transition on height and life satisfaction - LITSPlacebos and Robustness ChecksHeterogeneous EffectsEvidence from Russia
4 Conclusion and Next stepsConclusion
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Data and Empirical Strategy
Data
Life in Transition Survey:
Third round in 2015-16
First two rounds in 2006 and 2010
51,000 households in 34 countries
29 formerly socialist countries (excl. Turkmenistan)Plus Cyprus, Germany, Greece, Italy, Turkey, use as comparatorcountries
75 locations per country
Including 50 locations covered both in 2010 and 2016extensive household survey
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Data and Empirical Strategy
Additional dataset on Russia
Russian Longitudinal Monitoring Survey
Panel 1994-2014
Includes the whole family, both adults and children
Can control for parental height
Can run within-family comparisons for siblings
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Data and Empirical Strategy
Identification strategy, LITS
Difference-in-differences
Transition started at different times in different countries
We use the year of price liberalization:
1990: 9 countries1991: 3 countries1992: 6 countries1993: 6 countries1994: 1 country1995: 4 countries
Also use continuous measures of transition shockControl for birth-year dummies (and country dummies) or forcountry-specific linear trends, cluster at country level (or PSU level)
Placebos
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 11 / 41
Data and Empirical Strategy
Identification strategy, Russia
Same timing of transition
But respondents are interviewed in different yearsHence can also control for age
Families including both adults and children
Can control for parental heightCan compare siblings within family
Sufficient number of observations to address endogenous fertility viamatching
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Data and Empirical Strategy
Empirical Strategy
Main specification for height:
Y icy = αc + β ∗ BornTransitioni + γ′Xi + δ ∗ Year i + θ ∗ Trendcy + εicy (1)
Specification for attitudes and life satisfaction:
Y icy = αc + β ∗ BornTransitioni + γ′Xi + δy + εicy (2)
where:
Y icy - outcome of individual i in country c and with birth year yBornTransitioni =1 if individual i was born during transition or shortly beforeXicy - Individual level characteristicsYear i - birth yearαc - country fixed effectsδy - birth year fixed effectsTrendcy - country-specific linear trends
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 13 / 41
Results
Outline
1 IntroductionMotivation
2 Data and Empirical Strategy
3 ResultsImpact of transition on height and life satisfaction - LITSPlacebos and Robustness ChecksHeterogeneous EffectsEvidence from Russia
4 Conclusion and Next stepsConclusion
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Results Impact of transition on height and life satisfaction - LITS
Impact of transition on height
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 15 / 41
Results Impact of transition on height and life satisfaction - LITS
Impact of transition on height
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 16 / 41
Results Impact of transition on height and life satisfaction - LITS
Impact of transition on height: Speed of PriceLiberalisation
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 17 / 41
Results Impact of transition on height and life satisfaction - LITS
Are those cohorts less satisfied with their lives? No
Form
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 18 / 41
Results Placebos and Robustness Checks
Placebos and robustness checks
Placebos
Cohorts born after transition are similar or taller AfterTransition AfterTransition2
No effects in non-transition countries
No effect of any specific year (e.g. Berlin Wall 1989 or collapse SovietUnion 1991) PlaceboBerlin
Robustness checks
Robust to inclusion of year fixed effects and country-specific lineartime trend RobustFct
Migration? We can rule out internal migration
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 19 / 41
Results Placebos and Robustness Checks
Placebos and robustness checks
Placebos
Cohorts born after transition are similar or taller AfterTransition AfterTransition2
No effects in non-transition countries
No effect of any specific year (e.g. Berlin Wall 1989 or collapse SovietUnion 1991) PlaceboBerlin
Robustness checks
Robust to inclusion of year fixed effects and country-specific lineartime trend RobustFct
Migration? We can rule out internal migration
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 19 / 41
Results Heterogeneous Effects
Heterogeneity
Urban: Availability of food?
Ethnic minorities: No impact for born in transition
Less support for markets and democracy as well as less trust forformative years
Gender: Positive effect on life satisfaction is driven by women
Underprivileged households:
parental education Education
maternal labour force participation Workforce
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Results Heterogeneous Effects
Heterogeneity: Maternal Education
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 21 / 41
Results Heterogeneous Effects
Heterogeneity: Maternal Education
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 22 / 41
Results Heterogeneous Effects
Heterogeneity: Maternal Labour Force Participation
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Results Heterogeneous Effects
Which countries drive the results?
Primarily driven by Eastern Europe, the Caucasus and Russia
Once we exclude respondents from EEC & Russia, the effect disappears
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Results Heterogeneous Effects
Potential sources of selection
Effects driven by EEC and Russia
Concerns about selection and endogeneity:
endogenous fertility choices?do children born during transition come from different types of families?
⇒ closer look at Russia
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Results Heterogeneous Effects
Potential sources of selection
Effects driven by EEC and Russia
Concerns about selection and endogeneity:
endogenous fertility choices?do children born during transition come from different types of families?
⇒ closer look at Russia
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 25 / 41
Results Evidence from Russia
Robustness: Alternative Identification Strategies
Additionally, we can use data on Russia with even more information
data on entire familiesparental height datachildren included in the sample
⇓
Adult height
Children height-for-age z-scores
Within-Family regressions
Propensity score matching
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Results Evidence from Russia
Evidence from Russia
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Results Evidence from Russia
Matching
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Results Evidence from Russia
Results Russia
Impact of transition on height in stronger in Russia
Especially within families
But are Russians born around transition less happy?
No significant differenceIf anything, Russians born around transition are happier
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 29 / 41
Results Evidence from Russia
Selection into Fertility?
How do families differ?
Any significant differences between parents?
educationoccupationother demographics
⇒ No, only around 1 year younger
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 30 / 41
Conclusion and Next steps
Outline
1 IntroductionMotivation
2 Data and Empirical Strategy
3 ResultsImpact of transition on height and life satisfaction - LITSPlacebos and Robustness ChecksHeterogeneous EffectsEvidence from Russia
4 Conclusion and Next stepsConclusion
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 31 / 41
Conclusion and Next steps Conclusion
Summing up
Evidence that transition pain was real:
Huge impact of transition on heightSimilar to the impact of a war; is partially but not fully explained byGDPTransition’s pain was much more than just a recession
Pain seems to have been “transitory”
no lasting effects on subjective life satisfaction
But: underprivileged individuals more adversely affected bytransition
Those facing transition in their formative years still support marketsand democracy
Reflects excitement and high expectations in early years of the reform
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Conclusion and Next steps Conclusion
Implications for other reformers?
The pain of transition was very large but eventually temporary
Very long but transition was a much bigger transformation than alabor market reform or a pension reform
Lessons for future reforms? need to make them less painful andmore inclusive
The potential losers of the reforms should be provided not just withone-off compensation but with the relevant skills to assure theiremployability in the future.
Yet, there is a risk of permanent effect through political economy
If adopt “short-term pain, long-term gain” approach, may end up withpopulist politicians to take over
These may destroy democratic institutions and will not be removedfrom office even if/when the initial pain of reform is overcome
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Conclusion and Next steps Conclusion
Next steps and questions for the audience
Precise mechanisms: food provision?
Collapse of state institutions?
state pensionspublic employment
Exploit regional variation for Russia
Kleine et al. (Oxford; EBRD; Princeton) Transition and Well-Being December 6, 2016 34 / 41
Placebo 1-3 after transition
Back
Placebo 3-5 after transition
Back
Placebo: Berlin Wall and Soviet Dissolution
Back
Robustness: functional form
Back
Formative years:
Back
Height Satiation
Back
Macroeconomic Performance by Region
Back