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Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad Pompeu Fabra de

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Page 1: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Fertility Effects of Aggregate Unemployment

Christian SchmittSocio-Economic Panel Study (SOEP)

2006 Conference of the European Panel Users Network

Universidad Pompeu Fabra de Barcelona, 8-9 May 2006

Page 2: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Overview

(1) Low Fertility in Europe - Brief Introduction

(2) Research Topic and Previous Findings

(3) Theoretical Foundations

(4) European Labour Markets during the 90ies

(5) Data and Methods

(6) Findings and Conclusion

EPUNet 2006

Page 3: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Background I

– Below replacement levels of fertility among most western European countries

Source: European Communities 2003

1,47

1,981,74 1,73 1,7 1,69 1,65 1,63 1,57

1,421,29 1,29 1,29 1,25 1,24

1,9

0

1

2

EU IRL F DK FIN L NL B UK S P D EL A E I

Figure 1: Total fertility rate (TRF) in EU countries 2001

EPUNet 2006

Page 4: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Background II

Potential causes:

1) Increasing female labour-force participation

2) Acquisition of economic resources prior to family formation (also linked to labour-force participation)

• Result: Strong integration into the labour force vs. time needed for family formation.

• Time as a scarce resource

in a situational as well as in a

Life-course related sense

EPUNet 2006

Page 5: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Background III

Difficulties in combining career and family roles, especially for women

Conclusion:

High opportunity costs of parenthood

EPUNet 2006

Page 6: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Research Topic

• Second part of a research project dealing with fertility effects of unemployment

• Part one: Effects of inidivdual unemployment • Findings in brief (lowered opportunity costs vs. reduced

economic backing

• Part two: Effects of aggregate unemployment

EPUNet 2006

Page 7: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Research Topic and Previous Findings

• Unemployment rate as economic predictor of future labour market opportunities & prospects

• Previous research based mainly on macro level models of economic indicators affecting fertilty

Unemployment Rate, Average earnings, GNP

as predictor of TFR

EPUNet 2006

Page 8: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Research Topic and Previous Findings

Disagreement in previous reserach: Pro-cyclical effects:• Wilkinson 1973, Macunovich&Easterlin (1988),

Macunovich (1995), etc.

Vs. Countercyclical effects:• Butz & Ward (1979) (=> Relation to female earnings and

reference to the New Home Economics)

• Major Problem: Derivations of aggregate data without understanding of the underlying effects and correlations on the micro level

EPUNet 2006

Page 9: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Theoretical assumptions I

Theory of Action

• Maximisation of the utility under limited resources

• Given constraints and preferences• Gender specific structuring of resources and

constraints New home Economics (esp. Becker 1981, 1993)• Gender specific division of labour between

household and market work with the woman specialising in household work in most cases

Brown Bag

Page 10: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Theoretical assumptions II

Rational Choice and the Life-Course-Perspective

• Preferences and expected utility are affected by life course transitions and trajectories

Social Change affecting the Life-Course: Educational Expansion and the role of human capital investments

Example: women may reject the role of the sole homemaker and work full time in order to avoid human capital depreciation

Brown Bag

Page 11: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Institutions as Tie between Life-course an Rational Choice

• Welfare-state institutions structuring the life-course (Mayer 1990)

• Institutions structuring (expected) utility

• Imminent rationality vs. life-course dependent rationality

Rational-Choice core (example: discount assumption) vs. life course rationality

Family formation as rational choice, given a causal development of the life course (appearing as irrationality)

Theoretical assumptions III

Brown Bag

Page 12: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

High unemployment rate:

Increase in labour market related uncertainties, decrease or staqnation in earnings potential

Coping strategies for this situation?

1)Improvement of labour market position to prepare for expected risks delay in family formation

2) Family formation as alternative pathway temporary labour market exit as coping strategy Gender specific differentiation (childbearing and childbirth

affecting “female” time resources only) and Cultural differentiation (different childcare cultures [family vs.

public care] and different supply of childcare institutions; different family support of social policies)

Theoretical assumptions IV

Brown Bag

Page 13: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Individual fertility decision structured by (aggregate

level) information, predicting economic perspectives

Three major questions:1) Which information is used by the individual ?2) How does the information (of high unemployment, e.g.)

affect individual decisions?

Decision making under uncertainty and

Effects of Risk Aversion

3) How does the individual interprete the information

Different threat potential of high unemployment rates in

partial labour markets

Theoretical assumptions III

Brown Bag

Page 14: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Welfare state typology as frame of reference

• Cross national comparison based on Esping Andersen‘s typology of welfare regimes (1990)

• Countries included in the analysis:

• United Kingdom (anglo-american liberal)• Germany (continental conservative)• France (continental conservative)• Finland (scandinavian social-democratic)

EPUNet 2006

Page 15: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Evidence from the macro level

Source: OECD (2004)

Note: All values in percentage points

Figure 2: Unemployment Rate in EU Countries

EPUNet 2006

0%

2%

4%

6%

8%

10%

12%

14%

16%

18%

1993 1994 1995 1996 1997 1998 1999 2000 2001 2002

EU15 D F Fin UK

Page 16: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Evidence from the macro level

Figure 3: Gender Unemployment Gap

EPUNet 2006

-6,0

-4,0

-2,0

0,0

2,0

4,0

6,0

1993 1995 1997 1999 2001

EU15 D F Fin UK

Source: OECD (2004)

Note: All values in percentage points

Page 17: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Evidence from the macro level

Figure 4: Total Fertility Rate

EPUNet 2006

0,0

0,5

1,0

1,5

2,0

1993 1994 1995 1996 1997 1998 1999 2000 2001

Germany France Finland UK

Source: Eurostat (2006)

Note: All values refer to TFR-Indicator

Page 18: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Social policy settings I – Family related benefits

• France and Finland: Encouragement of the combination of family and occupational attainment(paternity leave, extensive childcare system)

• Germany: Encouragement of women to retreat from the labour market (lasting childrearing leave, low coverage of childcare institutions)

• UK: Dual pressure: Limited financial aid and high cost of widely privatised childcare system

EPUNet 2006

Page 19: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Social policy settings II – Unemployment related benefits

Unemployment insurance:• Finland: Tolerant rules of entitlement, high payments,

increased payment for parents, 23 months• Germany: High payments, increased payments for

parents, 4 to 32 months• France: Payment 4 to 60 months, below 60% of last

net income• UK: Low flat rate for 6 months

Transfers are ceased in the UK after 6 months, in D, Fin and F subsequent unemployment assistance

EPUNet 2006

Page 20: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Design of the multivariate analysis

• Application of event history methods

• Piecewise-constant exponential hazard model

• Time variant (measured in months) and invariant

covariates:

h(t) = exp(t) exp(x + zt)

• Process time starts with 16th year of life (month 192,

population at risk: 16-44 years of age)

Brown Bag

Page 21: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Data and Methodology I

• Consideration of Transitions to first birth is

considered (family formation)

• Month of fertilty decision as relevant event (to

account for a causality)

• Utilisation of ECHP-data from 1994 to 2001

• Separate estimates by country and gender

EPUNet 2006

Page 22: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

0.00

0.25

0.75

1.00

Sur

viva

l

10 15 20 25 30 35 40 45Age in years

Fran ce Germany

Finla nd United Kingdom

Data and Methodology II

EPUNet 2006Source: ECHP 1994 - 2001, own calculations n = 5.668

Figure 5: Transition to first-parenthood – Kaplan-Meier survival estimates

Page 23: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

0.00

0.25

0.75

1.00

Sur

viva

l

10 15 20 25 30 35 40 45Age in years

Fran ce Germany

Finla nd United Kingdom

Data and Methodology II

Figure 5: Transition to first-parenthood – Kaplan-Meier survival estimates

EPUNet 2006Source: ECHP 1994 - 2001, own calculations n = 7.341

Page 24: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

0.00

0.25

0.75

1.00

Sur

viva

l

10 15 20 25 30 35 40 45Age in years

Fran ce Germany

Finla nd United Kingdom

Data and Methodology II

EPUNet 2006Source: ECHP 1994 - 2001, own calculations n = 9.865

Figure 5: Transition to first-parenthood – Kaplan-Meier survival estimates

Page 25: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Data and Methodology II

Aggregate Information on:

• GNP,

• Annual unemployment (NUTS0)

• Regional annual unemployment rate (NUTS1)

• Gender specific unemployment rate (NUTS1)

• Age specific unemployment rate (NUTS1)

• Individual activity status (incl. individual UE and duration)

• Information on previous long-term unemployment

• Individual and partners income and benefits and transfers• Information on education, relationship, housing, origin, etc.

EPUNet 2006

Page 26: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

France Finland Germany United Kingdom

Aggregate Indicator

Male Female Male Female Male Female Male Female

GNP 1.019 0.927* 1.047 1.056 0.865*** 0.891*** 0.933 1.020 Hazard Ratio

Nuts0 0.910* 0.993 1.124*** 1.166*** 1.013 1.004 1.035 1.014

Nuts1 0.976 1.000 1.030 1.071*** 0.961* 0.945*** 0.977 0.990

Nuts1 - by Gender

0.969 0.999 1.032 1.065*** 0.949** 0.965** 0.982 0.976

Nuts1 - by Age

0.962*** 0.988* 1.018 1.016 0.962** 0.958*** 0.971** 0.995

Unemployment Rate

Findings I Aggregate Indicators (no Covariates)

p < 0.10 (*), p < 0.05 (**) and p < 0.01 (***)

Source: ECHP 1994-2001, own calculationsEPUNet 2006

Page 27: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

France Finland Germany United Kingdom

Aggregate Indicator

Male Female Male Female Male Female Male Female

GNP 0.991 0.904** 1.083 1.079 0.869*** 0.901*** 0.933 0.988 Hazard Ratio

Nuts0 0.935 1.038 1.149*** 1.151*** 1.028 1.044 1.042 0.994

Nuts1 1.009 1.020 1.065*** 1.084*** 0.949** 0.958** 0.991 0.997

Nuts1 - by Gender

1.008 1.016 1.063*** 1.079*** 0.937*** 0.977* 0.994 0.996

Nuts1 - by Age

0.983** 1.006 1.039** 1.028** 0.959** 0.970** 0.987 1.004

Unemployment Rate

EPUNet 2006

Findings I Aggregate Indicators (Full Model w.o. Partner)

p < 0.10 (*), p < 0.05 (**) and p < 0.01 (***)

Source: ECHP 1994-2001, own calculations

Page 28: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

France Finland Germany United Kingdom

Aggregate Indicator

Male Female Male Female Male Female Male Female

GNP 1.024 0.939 1.099 1.086 0.927** 0.941 0.970 1.025 Hazard Ratio

Nuts0 0.884** 0.983 1.091** 1.107*** 1.092 1.075 0.996 0.945

Nuts1 1.004 1.021 1.058** 1.071*** 0.978 0.985 0.989 0.995

Nuts1 - by Gender

1.003 1.017 1.056** 1.065** 0.974 0.990 0.990 0.998

Nuts1 - by Age

0.986* 1.006 1.037** 1.024** 0.976 0.991 0.993 1.008

Unemployment Rate

EPUNet 2006

Findings I Aggregate Indicators (Full Model with Partner)

p < 0.10 (*), p < 0.05 (**) and p < 0.01 (***)

Source: ECHP 1994-2001, own calculations

Page 29: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Conclusion I

• Effects for partial labour markets:

No significant effects for Persons in labour market

segments with higher and lower unemployment risks:

In detail: No significant effects for managers and senior officials, professionals or for

service and sales-persons and machine operators

EPUNet 2006

Page 30: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Conclusion II

• Widely negative fertility effects of high

unemployment rates

• Special case for Finland

• Gender specific uniform effect direction

• No converse effect direction for GNP and

Unemployment rates!

• Especially clear effects for detailed indicators =>

Individuals use differentiated information for

family formation decisionsEPUNet 2006

Page 31: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Conclusion III

France:

• No or slightly negative effects (especially if

controlling for youth unemployment)

Possibly related to the cultural traditions of work-family

combination and the extensive public support for

families

EPUNet 2006

Page 32: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Conclusion IV

Finland:

• Positive effects of high unemployment rates

Special case of extensively high unemployment

rates in Finland in the early 90ies

Possible interpretation: Family formation as a

focus on an alternative life goal (instead of labour

market integration)

Backing by an extensive public support

EPUNet 2006

Page 33: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Conclusion V

Germany:

• Diminished likelihood of family formation under

high unemployment

Work-family conflicts especially dominant in

Germany (breadwinner-homemaker model)

Sequential model of family formation as common

strategy (continued delay of family formation)

High level of social security shaping risk-averse

behaviourEPUNet 2006

Page 34: Fertility Effects of Aggregate Unemployment Christian Schmitt Socio-Economic Panel Study (SOEP) 2006 Conference of the European Panel Users Network Universidad

Conclusion VI

United Kingdom:

• No significant effects of aggregate economic

indicators

Deregulated labour market with a high level of

entry and exit rates

Possibility: Labour market related risks are

common and thus do not affect childbirth decisns.

Low level of social security, that diminishes

subjective risk perceptionEPUNet 2006