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THE ECONOMICS OF "THE PILL" Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research
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Page 1: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

THE ECONOMICS OF

"THE PILL"

Martha J. BaileyDepartment of Economics, University of Michigan

and National Bureau of Economic Research

Page 2: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

This Talk

Reflections on the 20th CenturyHow has women’s work and childbearing

changed?Big question: Why has women’s work and

childbearing changed?

Quantify the Role of the Birth Control Pill

Demography 275, February 2011 2

Page 3: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Reflections on the 20th Century

“the Female Century” Economist, September 1999

“the demographic century”

Joseph Chamie, 2003

Director Population Division of the UN

Dept. of Economic & Social Affairs

Demography 275, February 2011 3

Page 4: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

The Female Century

1. Big changes in the number of women working for pay

2. Big changes in the age of women participating in the paid labor force

3. Big changes in the proportion of women graduating from college (and majors & occupations they choose)

4. Big changes in women’s pay

Demography 275, February 2011 4

Page 5: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Women’s Labor-Force Participation

0.242

0.657

0.619

0.532

0.446

0.362

0.306

0.2580.248

0.189

0.2060.237

0.237

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

1880 1900 1920 1940 1960 1980 2000

Source: 1890-1940, Goldin (1990: 17); 1940-1960 IPUMS, Ruggles and Sobek (1997) ; 1963-2001 March CPS, Unicon (2001)

5Demography 275, February 2011

Page 6: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Women’s Labor-Force Participation, Selected Countries, 1960-2000

6Demography 275, February 2011

Page 7: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

.3.4

.5.6

.7.8

20 30 40 50 60Age of cohort

Women’s labor force participation, by birth cohort and age

1920

1930

1940

1950

1960

1955

1900

1970

7Demography 275, February 2011

Page 8: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Ratio of Median Earnings of Women to Men

Source: Goldin (2006). Plots the median female-male earnings ratio for full-time year round civilian workers.

8Demography 275, February 2011

Page 9: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

The Demographic Century1. Big changes in the number of children

women have

2. Big changes in certainty and timing of childbirth

Demography 275, February 2011 9

Page 10: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

General Fertility Rate, United States 1895-1980

Source: Historical Statistics10Demography 275, February 2011

Page 11: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Distribution of Children Ever Born

0

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

0 1 2 3 4 5 6 7 8 9 10 11 12

1910

1920

1949

1940

1930

11Demography 275, February 2011

Page 12: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

What We Know about Why?

Fundamental changes in women’s work and childbearing outcomes

Harder to say why things changes occurred

Demography 275, February 2011 12

Page 13: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Debate about the Answers Industrial changes increased “demand” for

women in market work○ Clerical work, manufacturing during WWII, demand

for teachers, microcomputer revolution

Home production increased “supply” of women to market work

○ Household: Indoor plumbing, electrification and household appliances

○ Birth regulation: Childbearing becomes deliberate

Institutional changes affected labor supply and demand

○ Changing norms, discrimination, and regulationDemography 275, February 2011 13

Page 14: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Do the Answers Matter? Empowerment of women

Equity based argumentsExpands the talent pool directlyAssociated with education and health of

children, reductions in poverty, and longer-term economic development

But how to do it?Stimulating certain sectors, regulating labor

marketsSubsidizing home appliances, family

planning

Demography 275, February 2011 14

Page 15: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Quantifying the Importance of “the Pill”

Enovid approved as the first oral contraceptive in 1960 and was “wildly popular”

Isolating its role difficult in the 1960s is difficult

Demography 275, February 2011 15

Page 16: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

General Fertility Rate, 1910-1980

Enovid approved for long-term use as contraceptive

Enovid approved for the regulation of menses

1957 1960

16Demography 275, February 2011

Page 17: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Second Wave Feminism and Cultural Changes

Demography 275, February 2011 17

Page 18: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

How Important Was the Pill?

“The ‘contraceptive revolution’ … ushered in by the pill has probably not been a major cause of the sharp drop in fertility in recent decades”

~Gary Becker

“The impact of the Pill is overrated.” ~Gloria Steinem

18Demography 275, February 2011

Page 19: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

How Important Was the Pill?

“There is a straight line between the Pill and the changes in family structure we see now…22% of women earning more than their husbands. In 1970, 70% of women with children under 6 were at home; 30% worked—now that’s roughly reversed.”

~Terry O’Neill,

National Organization for Women

Demography 275, February 2011 19

Page 20: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Two Studies of the Pill

#1 The Pill’s Effect on Marital Fertility (AER, 2010)

#2 The Pill’s Effect on the Careers of Young Women (QJE 2006, 2009 joint with Brad Hershbein and Amalia Miller 2010)

Demography 275, February 2011 20

Page 21: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

A Little Economics

max U(Z,N) s.t. pN+Z M

Assumptions:

(1) averting births costless

(2) choice of births occurs with certainty

21Demography 275, February 2011

Page 22: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Modified Set-Up

Let N=NN – A

where NN : “natural fertility” and A: averted births

max U(Z, NN – A) s.t. p(NN – A) + Z + C(A) M

22Demography 275, February 2011

Page 23: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Marginal Benefit of Averting Births

Expected Fertility

Expected Births Averted

8

03

5

1

7

0

8

2

6

4

45

3

6

2

7

1

23Demography 275, February 2011

Page 24: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Adding Marginal Costs

Expected Fertility

Expected Births Averted8

03

5

1

7

0

8

2

6

4

45

3

6

2

7

1

Zero marginal cost of averting births

24Demography 275, February 2011

Page 25: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Adding Marginal Costs

Expected Fertility

Expected Births Averted8

03

5

1

7

0

8

2

6

4

45

3

6

2

7

1

Positive marginal cost of averting births

25Demography 275, February 2011

Page 26: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

The “Pill” Affects Supply of Births

1. Lowers the marginal cost of averting births

Decreases price of child quality (w.r.t. quantity)

Taken separate from time of intimacy (reduces behavioral costs, psychic costs; eliminates bargaining and coordinating)

2. Reduces uncertainty surrounding terminal number and timing

26Demography 275, February 2011

Page 27: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Marginal Benefit

Expected Fertility

Expected Births Averted8

03

5

1

7

0

8

2

6

4

45

3

6

2

7

1

Positive marginal cost of averting births

Marginal cost of averting births with the Pill

27Demography 275, February 2011

Page 28: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

#1 The Pill and Marital Fertility

Estelle Griswold

Executive Director of Planned Parenthood League of Connecticut

1873: Federal Comstock Act passed

1960: 33 states had Comstock laws surviving; 25 sales bans; 11 had sales bans without physician exceptions

1965: US. Supreme Court decision Griswold enjoins Connecticut’s statute—states across the nation revised their statutes

28Demography 275, February 2011

Page 29: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

1. Claim: Different language of Comstock laws imply

different marginal costs of using the Pill within year

2. Test of how much Pill matters: Examine how contraceptive use and birth rates

changed in places with sales bans

Empirical Strategy

29Demography 275, February 2011

Page 30: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Empirical Test

1957FDA approves Enovid

1965 Griswold decision

Comstock Laws enacted

1900

30Demography 275, February 2011

Laws relatively ineffective preventing sales/use of contraceptives

Page 31: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Empirical Test

1957FDA approves Enovid

1965 Griswold decision

Comstock Laws enacted

1900

Laws interact with Pill technology :

1. Doctors reluctant to prescribe it/pharmacists to supply illegally

2. Black market unlikely to function

3. Marginal cost falls differentially in states without sales bans

31Demography 275, February 2011

Page 32: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Empirical Test

1957FDA approves Enovid

1965 Griswold decision

Comstock Laws enacted

19001970

States repeal or revise laws and prices converge

32Demography 275, February 2011

Page 33: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Ever Used Oral Contraception (Comstock Sales Ban-No Restriction)

-0.1

-0.09

-0.08

-0.07

-0.06

-0.05

-0.04

-0.03

-0.02

-0.01

0

0.01

0.02

Jan-60 Jan-61 Jan-62 Jan-63 Jan-64 Jan-65

NE MW S W

33Demography 275, February 2011

Page 34: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Changes in Observables? Not really

GeographyAgeRaceReligionEducationIdeal number of children

Regressions that adjust for these differences imply lower use in states with sales bans of 25 %

Demography 275, February 2011 34

Page 35: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Changes in Unobservables?Differences in attitudes or reporting? Differences in 1955 use or attitudes about

contraception? No Differences in 1965 use of other

contraceptives (accounts for reporting)? No Differences in 1970 use of Pill or other

contraceptives (after bans disappear)? No Differences in price due to legal regime

Demography 275, February 2011 35

Page 36: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

-10

-5

0

5

10

15

1950 1955 1960 1965 1970 1975 1980

Sales Bans and Birth Rates

≈ 7 births/1000

Relative to states in same census region

1957:FDA approves Enovid

1965: Griswold

36Demography 275, February 2011

Page 37: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

The Big Picture

≈18/30 births=0.60

37Demography 275, February 2011

Page 38: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

#2: The Pill and Young Women’s Careers

1. In 1960, married women had already made their career and family decisions without the Pill

2. How did young women’s decisions about family and career change once they knew they had control of childbearing?

38Demography 275, February 2011

Page 39: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

.3.4

.5.6

.7.8

20 30 40 50 60Age of cohort

Women’s Labor Force Participation, by cohort and age

1920

1930

1940

1950

1960

1955

1900

1970

39Demography 275, February 2011

Page 40: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Natural Experiment in “Early Legal Access” (ELA) to Pill

Legal age of majority Today: 181960: 21

Changes in the legal age, 1960 to 1976 Within-cohort variation in access to the Pill at

age 18

40Demography 275, February 2011

Page 41: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

“Early legal access”

Random Assignment of ELA

18 21

Treatment groupLegal access to Pill at age 18 or marriage

Comparison group

Legal access to Pill at age 21

Age

41Demography 275, February 2011

Page 42: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Empirical Strategy

a: ages broken into 5-year groups, g.

s: state of residence at age 21

c: birth cohorts 1943-1953

OLS for continuous DVs

Probits for binary DVs (APEs reported)

Fixed effects for state, cohort, age group

Standard errors clustered at state-level

Page 43: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

ELA

Women’s decisions:1. Marriage timing

and first birth timing

2. Expectations about work

3. Investments in career

4. Wages

Subsequent “treatments” like abortion

Baseline characteristics

cov(ELA,)0

cov(ELA,)0

cov(ELA,Pill|Z)>0

Page 44: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Testing Identifying Assumptions

Valid strategy? Is ELA correlated with the error?

○ Baseline assignment not conditionally random?

Page 45: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Random Assignment?

Demography 275, February 2011 45

Page 46: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Women’s Career Investments

Demography 275, February 2011 46

Page 47: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Women’s Work for Pay

Demography 275, February 2011 47

Page 48: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Women’s Lifetime Earnings

Demography 275, February 2011 48

Page 49: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Quantitative Conclusions

Innovations in birth control sped change in the post-1960 periodTiming of changes in work and childbearing

relate closely to the diffusion of the PillEvidence from “natural experiments” shows

that the Pill reduced childbearing and boosted young women’s career investment

Demography 275, February 2011 49

Page 50: Martha J. Bailey Department of Economics, University of Michigan and National Bureau of Economic Research.

Broader Conclusions

Welfare effects Economic empowerment of women Panacea? Effects on children?

But, the Pill was not the only thing The “demand” curve Pill was a tool that allowed women to

capitalize on the growing opportunities One part of the larger story of the 20th

century

50Demography 275, February 2011


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