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Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 1 Career Experiences Replaced Emergence of Japanese Internal Labor Markets Masaki Nakabayashi * Seminar in Economics, National Graduate Institute for Policy Studies * Institute of Social Science, The University of Tokyo. [email protected]

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Page 1: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 1

Career Experiences ReplacedEmergence of Japanese Internal Labor Markets

Masaki Nakabayashi∗

Seminar in Economics, National Graduate Institute for Policy Studies

∗Institute of Social Science, The University of Tokyo. [email protected]

Page 2: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

1. Introduction

⊲ 1. Introduction

Motivation

Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 2

Page 3: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation

1. Introduction

⊲ Motivation

Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 3

Page 4: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation

1. Introduction

⊲ Motivation

Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 3

� Motivation.

Page 5: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation

1. Introduction

⊲ Motivation

Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 3

� Motivation.

– Contemporary Japanese firms provide a rare example ofan internal labor market practice focusing on newgraduates (“ports of entry”).

Page 6: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation

1. Introduction

⊲ Motivation

Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 3

� Motivation.

– Contemporary Japanese firms provide a rare example ofan internal labor market practice focusing on newgraduates (“ports of entry”).

– Prevalence of internal labor markets have affected thelabor market, as shown in persistent cohort effects(Genda et al 2010 JHR; Kahn 2010 LE, von Wachter andBender 2006 AER; Oreopulos et al 2012 AEJ: AE).

Page 7: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

Page 8: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

� Motivation, cont.

Page 9: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

� Motivation, cont.

– Japan is specific in

Page 10: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

� Motivation, cont.

– Japan is specific in

⊲ mid-career recruiting is inactive (contrast to the US).

Page 11: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

� Motivation, cont.

– Japan is specific in

⊲ mid-career recruiting is inactive (contrast to the US).

⊲ firm-specificity has larger impact thanindustry-specificity (contrast to Germany).

Page 12: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

� Motivation, cont.

– Japan is specific in

⊲ mid-career recruiting is inactive (contrast to the US).

⊲ firm-specificity has larger impact thanindustry-specificity (contrast to Germany).

– How the Japanese internal labor markets were formed?

Page 13: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Motivation, cont

1. Introduction

Motivation

⊲ Motivation, cont

Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4

� Motivation, cont.

– Japan is specific in

⊲ mid-career recruiting is inactive (contrast to the US).

⊲ firm-specificity has larger impact thanindustry-specificity (contrast to Germany).

– How the Japanese internal labor markets were formed?

⊲ Study of internal labor market formation at aJapanese iron works, 1929-1969.

Page 14: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

Page 15: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

� Main results.

Page 16: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

� Main results.

1. While the internal labor market in the firm had beenenhanced from the 1930s, mid-career recruiting wasactive by the end of the 1960s.

Page 17: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

� Main results.

1. While the internal labor market in the firm had beenenhanced from the 1930s, mid-career recruiting wasactive by the end of the 1960s.

2. Return on firm-specific skills increased from the 1950s.

Page 18: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

� Main results.

1. While the internal labor market in the firm had beenenhanced from the 1930s, mid-career recruiting wasactive by the end of the 1960s.

2. Return on firm-specific skills increased from the 1950s.

3. Return on schooling sharply increased and return onprevious careers decreased from the 1950s.

Page 19: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

� Main results.

1. While the internal labor market in the firm had beenenhanced from the 1930s, mid-career recruiting wasactive by the end of the 1960s.

2. Return on firm-specific skills increased from the 1950s.

3. Return on schooling sharply increased and return onprevious careers decreased from the 1950s.

� Interpretation.

Page 20: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Results

1. Introduction

Motivation

Motivation, cont

⊲ Results

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 5

� Main results.

1. While the internal labor market in the firm had beenenhanced from the 1930s, mid-career recruiting wasactive by the end of the 1960s.

2. Return on firm-specific skills increased from the 1950s.

3. Return on schooling sharply increased and return onprevious careers decreased from the 1950s.

� Interpretation.

– Extended schooling supplanted mid-career experiencesafter the 1970s, and then the contemporary Japaneseinternal labor markets were formed.

Page 21: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

2. Underlining framework

1. Introduction

⊲2. Underlining

frameworkDeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 6

Page 22: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

DeVaro and Waldman 2012

1. Introduction

2. Underlining

framework

⊲DeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 7

Page 23: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

DeVaro and Waldman 2012

1. Introduction

2. Underlining

framework

⊲DeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 7

� DeVaro and Waldman 2012 JOLE.

Page 24: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

DeVaro and Waldman 2012

1. Introduction

2. Underlining

framework

⊲DeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 7

� DeVaro and Waldman 2012 JOLE.

– A model of internal labor markets focusing on

Page 25: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

DeVaro and Waldman 2012

1. Introduction

2. Underlining

framework

⊲DeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 7

� DeVaro and Waldman 2012 JOLE.

– A model of internal labor markets focusing on

⊲ Employer learning asymmetric between current andpotential employers.

Page 26: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

DeVaro and Waldman 2012

1. Introduction

2. Underlining

framework

⊲DeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 7

� DeVaro and Waldman 2012 JOLE.

– A model of internal labor markets focusing on

⊲ Employer learning asymmetric between current andpotential employers.

⊲ Firm-specific skill acquisition as well as general skillacquisition.

Page 27: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

Page 28: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

Page 29: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

Page 30: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

Page 31: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

Page 32: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

– Cohort effects with

Page 33: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

– Cohort effects with controlling for,

Page 34: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

– Cohort effects with controlling for,

⊲ exogenous shocks,

Page 35: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

– Cohort effects with controlling for,

⊲ exogenous shocks, with consideration of possibleinsurance function of internal labor markets (Beaudryand DiNardo 1991 JPE).

Page 36: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

– Cohort effects with controlling for,

⊲ exogenous shocks, with consideration of possibleinsurance function of internal labor markets (Beaudryand DiNardo 1991 JPE).

⊲ return on task-specific skill,

Page 37: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Asymmetric learning and firm-specific skill

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012

Asymmetric

learning and

firm-specific skill

Transformation of

the Japanese steel

industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 8

� A lemma deduced from DeVaro and Waldman 2012.

– If employer learning is asymmetric and return onfirm-specific skill is strictly positive, cohort effects arepersistent (Lemma 1).

– Internal labor markets consisting of asymmetric learningand firm-specific skill acquisition.

� Testing existence of internal labor markets.

– Cohort effects with controlling for,

⊲ exogenous shocks, with consideration of possibleinsurance function of internal labor markets (Beaudryand DiNardo 1991 JPE).

⊲ return on task-specific skill, which also generatescohort effects (Gibbons and Waldman 2006 JOLE).

Page 38: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Transformation of the Japanese steel industry

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation

of the Japanese

steel industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 9

Page 39: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Transformation of the Japanese steel industry

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation

of the Japanese

steel industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 9

� Japanese manufacturing began to form internal labormarkets in the 1920s, as in the US.

Page 40: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Transformation of the Japanese steel industry

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation

of the Japanese

steel industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 9

� Japanese manufacturing began to form internal labormarkets in the 1920s, as in the US.

� Technology-skill/education complementary development(Goldin and Katz 2008) from the 1950s, as the steel industryexperienced massive modernization investment.

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Transformation of the Japanese steel industry

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation

of the Japanese

steel industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 9

� Japanese manufacturing began to form internal labormarkets in the 1920s, as in the US.

� Technology-skill/education complementary development(Goldin and Katz 2008) from the 1950s, as the steel industryexperienced massive modernization investment.

– Systematic production lines required general cognitiveskills and understandings of firm-specific systems.

Page 42: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Transformation of the Japanese steel industry

1. Introduction

2. Underlining

frameworkDeVaro and

Waldman 2012Asymmetric learning

and firm-specific skill

Transformation

of the Japanese

steel industry

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 9

� Japanese manufacturing began to form internal labormarkets in the 1920s, as in the US.

� Technology-skill/education complementary development(Goldin and Katz 2008) from the 1950s, as the steel industryexperienced massive modernization investment.

– Systematic production lines required general cognitiveskills and understandings of firm-specific systems.

– Seeking better educated workers, and enhancing internallabor markets from the 1950s.

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3. Existence of an internal labor market

1. Introduction

2. Underlining

framework

3. Existence of

an internal labor

marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 10

Page 44: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Case establishment and data

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

Case

establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 11

� This research uses original wage records of 1557 workers whojoined the case iron works from 1928 to 1967 and wererelocated to another iron works in the late 1960s.

Page 45: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Case establishment and data

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

Case

establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 11

� This research uses original wage records of 1557 workers whojoined the case iron works from 1928 to 1967 and wererelocated to another iron works in the late 1960s.

– Schooling and physiological characteristics whenrecruited, previous career experiences, and panel data ofwage, job assignments, promotion, family composition,and clinical history are included.

Page 46: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Case establishment and data

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

Case

establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 11

� This research uses original wage records of 1557 workers whojoined the case iron works from 1928 to 1967 and wererelocated to another iron works in the late 1960s.

– Schooling and physiological characteristics whenrecruited, previous career experiences, and panel data ofwage, job assignments, promotion, family composition,and clinical history are included.

– Composition of cohorts (Table 1).

Page 47: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Case establishment and data

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

Case

establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 11

� This research uses original wage records of 1557 workers whojoined the case iron works from 1928 to 1967 and wererelocated to another iron works in the late 1960s.

– Schooling and physiological characteristics whenrecruited, previous career experiences, and panel data ofwage, job assignments, promotion, family composition,and clinical history are included.

– Composition of cohorts (Table 1).

⊲ Several years of previous work experience on average,in contrast to contemporary major Japanese firms.

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Existence of internal labor market and its change

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and data

Existence of

internal labor

market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 12

Page 49: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence of internal labor market and its change

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and data

Existence of

internal labor

market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 12

� Indicators of internal labor markets.

Page 50: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence of internal labor market and its change

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and data

Existence of

internal labor

market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 12

� Indicators of internal labor markets.

– Persistent cohort effects,

Page 51: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence of internal labor market and its change

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and data

Existence of

internal labor

market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 12

� Indicators of internal labor markets.

– Persistent cohort effects, with controlling forindustry-/job- specific skills and GNE growth rate(Lemma 1).

Page 52: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

Page 53: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

Page 54: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

Page 55: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

Page 56: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

– interactions of pre with the previous same industrydummy (pre× ibs)

Page 57: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

– interactions of pre with the previous same industrydummy (pre× ibs) and with the previous same jobdummy (pre× jbs),

Page 58: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

– interactions of pre with the previous same industrydummy (pre× ibs) and with the previous same jobdummy (pre× jbs),

– tenure at the case firm (ten),

Page 59: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

– interactions of pre with the previous same industrydummy (pre× ibs) and with the previous same jobdummy (pre× jbs),

– tenure at the case firm (ten),

– 2-year joined dummies (yj1928− 1929, yj1930− 1931,...),

Page 60: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

– interactions of pre with the previous same industrydummy (pre× ibs) and with the previous same jobdummy (pre× jbs),

– tenure at the case firm (ten),

– 2-year joined dummies (yj1928− 1929, yj1930− 1931,...),

– ten× yj19XX,

Page 61: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 13

� Table 2: Regression of real wage (rw) on

– years of schooling (S),

– previous work experience (pre),

– interactions of pre with the previous same industrydummy (pre× ibs) and with the previous same jobdummy (pre× jbs),

– tenure at the case firm (ten),

– 2-year joined dummies (yj1928− 1929, yj1930− 1931,...),

– ten× yj19XX,

– with controlling for year dummies and growth rate ofGNE (∆rgne).

Page 62: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 14

Page 63: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 14

� Table 2, cont.

Page 64: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 14

� Table 2, cont.

– Cohort effects survive in all cohorts (model 2-1 in Table

2).

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Table 2 Effect of cohort and tenure2-1

Estimation method panel least squaresDependent variable log(rw)Cross-section pooled (no control)Independent variables coefficient t statistic

c 1.0259 58.5498 ***

log(S ) 0.0793 20.2840 ***

log(pre) 0.0783 87.8428 ***

log(pem)×ibs 0.0113 12.4031 ***

log(pem)×jbs 0.0192 18.4178 ***

log(ten) 0.1068 48.8122 ***

yj1930-1931 -0.0664 -3.1110 ***

yj1932-1933 -0.0688 -4.2581 ***

yj1934-1935 -0.1416 -10.1613 ***

yj1936-1937 -0.1701 -12.6437 ***

yj1938-1939 -0.1824 -14.2604 ***

yj1940-1941 -0.2369 -18.5503 ***

yj1942-1943 -0.3011 -23.2736 ***

yj1944-1945 -0.3656 -27.9614 ***

yj1946-1947 -0.4000 -29.8086 ***

yj1948-1949 -0.4677 -35.9202 ***

yj1950-1951 -0.5401 -40.4203 ***

yj1952-1953 -0.6091 -42.1070 ***

yj1954-1955 -0.6373 -44.5672 ***

yj1956-1957 -0.7695 -55.2790 ***

yj1958-1959 -0.8536 -59.3754 ***

yj1960-1961 -0.9041 -60.3538 ***

yj1962-1963 -0.9470 -61.7582 ***

yj1964-1965 -0.8564 -49.7182 ***

yj1966-1967 -0.9392 -43.0552 ***

year dummies yesΔrgne yes

Page 66: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 15

Page 67: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 15

� Wage residuals ([[observed real wage (rw)]− [real wageestimated from observables with models 3-1 and 3-3 inTable 3 (E[rw])]]) reject panel unit root tests:

Page 68: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 15

� Wage residuals ([[observed real wage (rw)]− [real wageestimated from observables with models 3-1 and 3-3 inTable 3 (E[rw])]]) reject panel unit root tests:

– The firm’s evaluation of unobservable ability of eachworker converged to a unique fixed point.

Page 69: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 15

� Wage residuals ([[observed real wage (rw)]− [real wageestimated from observables with models 3-1 and 3-3 inTable 3 (E[rw])]]) reject panel unit root tests:

– The firm’s evaluation of unobservable ability of eachworker converged to a unique fixed point.

– Toward the true abilities, the firm was learning.

Page 70: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 15

� Wage residuals ([[observed real wage (rw)]− [real wageestimated from observables with models 3-1 and 3-3 inTable 3 (E[rw])]]) reject panel unit root tests:

– The firm’s evaluation of unobservable ability of eachworker converged to a unique fixed point.

– Toward the true abilities, the firm was learning.

– “Predictable winners and losers” (Baker et al 1994 QJE).

Page 71: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 16

Page 72: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 16

� Wage profiles: Maximum (Figure 1), medium (Figure 2),and minimum (Figure 3) in cohorts.

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14

Figure 1 Wage curves of two consectuve cohort year groups:Mean in each calender year

12

8

10

955

pric

e

6

8

y re

al w

age

in 1

9

4

Dai

ly

0

2

1929

1930

1931

1932

1933

1934

1935

1936

1937

1938

1939

1940

1941

1942

1943

1944

1945

1946

1947

1948

1949

1950

1951

1952

1953

1954

1955

1956

1957

1958

1959

1960

1961

1962

1963

1964

1965

1966

1967

1968

1969

year

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14

Figure 2 Wage curves of two consecutive cohort year groups: Maximum in each calender yeaar

12

10

pric

e

6

8

aily

wag

e in

195

5

4

Rea

l da

2

0

1929

1930

1931

1932

1933

1934

1935

1936

1937

1938

1939

1940

1941

1942

1943

1944

1945

1946

1947

1948

1949

1950

1951

1952

1953

1954

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1958

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1960

1961

1962

1963

1964

1965

1966

1967

1968

1969

year

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14

Figure 3 Wage curves of two consecutive cohort year groups: Minimum in each calender year

12

14

10

55 p

rice

6

8

daily

wag

e in

195

4

Rea

l

0

2

0

1929

1930

1931

1932

1933

1934

1935

1936

1937

1938

1939

1940

1941

1942

1943

1944

1945

1946

1947

1948

1949

1950

1951

1952

1953

1954

1955

1956

1957

1958

1959

1960

1961

1962

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1966

1967

1968

1969

year

Page 76: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 16

� Wage profiles: Maximum (Figure 1), medium (Figure 2),and minimum (Figure 3) in cohorts.

– “Predictable winners and losers” shown in suppressedwages of “losers”.

Page 77: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

Page 78: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

� Increasing coefficient of tenure (ten) as cohorts come downin model 2-2, Table 2.

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Table 2 Effect of cohort and tenure, cont.2-2

Estimation method panel least squaresDependent variable log(rw)Cross-section pooled (no control)Independent variables coefficient t statistic

c 1.2552 58.1633 ***

log(S ) 0.0793 20.8082 ***

log(pre) 0.0787 90.4507 ***

log(pre)×ibs 0.0112 12.6312 ***

log(pre)×jbs 0.0188 18.5190 ***

log(ten) 0.0292 6.5046 ***

yj1930-1931×log(ten) -0.0031 -1.4496yj1932-1933×log(ten) 0.0060 4.6278 ***

yj1934-1935×log(ten) 0.0044 4.5885 ***

yj1936-1937×log(ten) 0.0062 7.2346 ***

yj1938-1939×log(ten) 0.0084 11.2656 ***

yj1940-1941×log(ten) 0.0101 13.4014 ***

yj1942-1943×log(ten) 0.0149 17.9592 ***

yj1944-1945×log(ten) 0.0200 23.1121 ***

yj1946-1947×log(ten) 0.0249 26.4728 ***

yj1948-1949×log(ten) 0.0151 16.8488 ***

yj1950-1951×log(ten) 0.0197 17.9671 ***

yj1952-1953×log(ten) 0.0216 12.4854 ***

yj1954-1955×log(ten) 0.0259 15.1794 ***

yj1956-1957×log(ten) 0.0259 17.3393 ***

yj1958-1959×log(ten) 0.0320 16.1331 ***

yj1960-1961×log(ten) 0.0415 14.1824 ***

yj1962-1963×log(ten) 0.0342 9.1698 ***

yj1964-1965×log(ten) 0.0439 6.4691 ***

yj1966-1967×log(ten) 0.0295 1.7782 *

year dummies yesyear joined dummies yes

Δrgnp yes

Page 80: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

� Increasing coefficient of tenure (ten) as cohorts come downin model 2-2, Table 2.

– Increasing return on firm-specific human capital, withcontrolling for

Page 81: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

� Increasing coefficient of tenure (ten) as cohorts come downin model 2-2, Table 2.

– Increasing return on firm-specific human capital, withcontrolling for

⊲ GNE growth rate (∆rgne),

Page 82: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

� Increasing coefficient of tenure (ten) as cohorts come downin model 2-2, Table 2.

– Increasing return on firm-specific human capital, withcontrolling for

⊲ GNE growth rate (∆rgne),

⊲ cohort effects (yj19XX),

Page 83: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

� Increasing coefficient of tenure (ten) as cohorts come downin model 2-2, Table 2.

– Increasing return on firm-specific human capital, withcontrolling for

⊲ GNE growth rate (∆rgne),

⊲ cohort effects (yj19XX),

⊲ schooling as general human capital (S),

Page 84: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Existence, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor marketCase establishment

and dataExistence of internal

labor market and its

change

Existence, cont

Existence, cont

Existence, cont

Existence, cont

⊲ Existence, cont

4. Wage growth in

the internal labor

market

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 17

� Increasing coefficient of tenure (ten) as cohorts come downin model 2-2, Table 2.

– Increasing return on firm-specific human capital, withcontrolling for

⊲ GNE growth rate (∆rgne),

⊲ cohort effects (yj19XX),

⊲ schooling as general human capital (S),

⊲ and industry-/task- specific skills acquired prior tojoining the case firm (pre× ibs, pre× jbs).

Page 85: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

4. Wage growth in the internal labor market

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth

in the internal

labor marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 18

Page 86: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

Page 87: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

� Impact of human capital investment (Table 3): Regressionof real wage (rw) on

Page 88: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

� Impact of human capital investment (Table 3): Regressionof real wage (rw) on

– height (hgt), years of schooling (S),

Page 89: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

� Impact of human capital investment (Table 3): Regressionof real wage (rw) on

– height (hgt), years of schooling (S),

– previous work experience (pre) and previous employment(pem),

Page 90: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

� Impact of human capital investment (Table 3): Regressionof real wage (rw) on

– height (hgt), years of schooling (S),

– previous work experience (pre) and previous employment(pem),

– the same previous industry dummy (ibs× pem) and thesame previous job dummy (jbs× pem),

Page 91: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

� Impact of human capital investment (Table 3): Regressionof real wage (rw) on

– height (hgt), years of schooling (S),

– previous work experience (pre) and previous employment(pem),

– the same previous industry dummy (ibs× pem) and thesame previous job dummy (jbs× pem),

– tenure (ten),

Page 92: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, wage and reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲Skill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 19

� Impact of human capital investment (Table 3): Regressionof real wage (rw) on

– height (hgt), years of schooling (S),

– previous work experience (pre) and previous employment(pem),

– the same previous industry dummy (ibs× pem) and thesame previous job dummy (jbs× pem),

– tenure (ten),

– in-house training program dummies (dcy: 1927-1935, sy:1935-1947, dct: 1939-1946, dc: 1946-1973), dcy× ten,sy × ten, dct× ten, dc× ten.

Page 93: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

Page 94: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

Page 95: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Table 3 Wage regression3-1 3-2

Estimation method panel extended generalized least squaresDependent variable log(rw) log(rw)Cross-section random effect random effectPeriod (year) pooled (no control) pooled (no control)Independent variables coefficient t statistic coefficient t statistic

c -5.1929 -90.3758 *** -5.1849 -90.5617 ***

log(age) 1.5966 83.4939 *** 1.5866 82.8477 ***

log(S ) 0.1261 8.0918 *** 0.1353 8.7012 ***

log(S )×psw 0.1926 56.1371 *** 0.1868 54.2152 ***

log(pre) -0.0649 -13.5960 *** -0.0658 -13.8355 ***

log(pem) 0.0093 2.6088 *** 0.0084 1.9813 ***

log(pem)×ibs 0.0316 7.8710 ***

log(pem)×jbs -0.0432 -9.9478 ***

log(ten) 0.3013 53.8670 *** 0.3051 54.4364 ***

dcy -1.1508 -2.7924 *** -1.1462 -2.7821 ***

dcy×log(ten) 0.3935 2.7183 *** 0.3934 2.7177 ***

sy -0.3313 -8.2417 *** -0.3457 -8.6061 ***

sy×log(ten) 0.1034 6.7614 *** 0.1052 6.8851 ***

dct -0.3483 -9.4918 *** -0.3581 -9.7508 ***

dct×log(ten) 0.1125 8.0721 *** 0.1141 8.1829 ***

dc 0.4271 22.6746 *** 0.4412 23.4141 ***

dc×log(ten) -0.1500 -17.1910 *** -0.1539 -17.6580 ***

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Table 3 Wage regression, cont.3-3 3-4

Estimation method panel extended generalized least squaresDependent variable log(rw) log(rw)Cross-section random effect random effectPeriod (year) pooled (no control) pooled (no control)Independent variables coefficient t statistic coefficient t statistic

c -4.9152 -79.9421 *** -4.9043 -80.1085 ***

log(hgt) 0.5825 8.2301 *** 0.5631 8.0003 ***

log(age) 1.5772 75.9297 *** 1.5690 75.4308 ***

log(S ) 0.0015 0.0897 0.0087 0.5040log(S )×psw 0.2294 67.6927 *** 0.2248 65.9329 ***

log(pre) -0.0787 -13.5901 *** -0.0787 -13.6572 ***

log(pem) -0.0196 -4.8360 *** -0.0249 -5.2098 ***

log(pem)×ibs 0.0319 7.3004 ***

log(pem)×jbs -0.0381 -7.9866 ***

log(ten) 0.3807 68.7515 *** 0.3831 69.0893 ***

Page 97: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

– Positive impact of general human capital:

Page 98: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

– Positive impact of general human capital:

⊲ hgt, S, pre.

Page 99: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

– Positive impact of general human capital:

⊲ hgt, S, pre.

– Industry-specificity did matter.

Page 100: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

– Positive impact of general human capital:

⊲ hgt, S, pre.

– Industry-specificity did matter.

⊲ ibs× pem.

Page 101: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

– Positive impact of general human capital:

⊲ hgt, S, pre.

– Industry-specificity did matter.

⊲ ibs× pem.

– Large impact of firm-specific human capital:

Page 102: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Skill, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

⊲ Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 20

� Impact of human capital investment (Table 3), cont.

– Positive impact of general human capital:

⊲ hgt, S, pre.

– Industry-specificity did matter.

⊲ ibs× pem.

– Large impact of firm-specific human capital:

⊲ ten.

Page 103: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

Page 104: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

Page 105: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

Page 106: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

Page 107: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

– and real wage (rw).

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Table 4 Fertility decision by employees.4-1 4-2

Estimation method panel extended generalized least squaresDependent variable log(noc) log(noc)Cross-section pooled (no control ) random effectPeriod (year) fixed (year dummies inserted) pooled (no control)Independent variables coefficient t statistic coefficient t statistic

c -3.9310 -41.0856 *** -3.3146 -22.7870 ***

log(hgt) 0.2125 2.9278 *** -0.0794 -0.4104log(age) 1.2704 34.8650 *** 1.1175 28.0919 ***

log(S ) -0.0861 -5.0113 *** -0.1065 -2.2885 **

log(pre) 0.0354 5.6221 *** 0.0960 8.2808 ***

log(ten) 0.0366 3.5823 *** 0.0693 7.1136 ***

log(rw) 0.3200 9.6514 *** 0.0912 8.8631 ***

Page 109: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

– and real wage (rw).

– Positive coefficients of hgt, pre, ten as well as rw.

Page 110: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

– and real wage (rw).

– Positive coefficients of hgt, pre, ten as well as rw.

⊲ Human capital components had positive impactsindependently from current wage.

Page 111: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

– and real wage (rw).

– Positive coefficients of hgt, pre, ten as well as rw.

⊲ Human capital components had positive impactsindependently from current wage.

■ Expected future revenue was critical as well.

Page 112: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

– and real wage (rw).

– Positive coefficients of hgt, pre, ten as well as rw.

⊲ Human capital components had positive impactsindependently from current wage.

■ Expected future revenue was critical as well.

⊲ Job security at the firm ten was not dominant.

Page 113: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Reproduction

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

⊲ Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 21

� Reproduction decisions (Table 4): Regressing the number ofchildren (nos) on

– Human capital components,

⊲ height (hgt), schooling (S), previous work experience(pre), the firm tenure (ten).

– and real wage (rw).

– Positive coefficients of hgt, pre, ten as well as rw.

⊲ Human capital components had positive impactsindependently from current wage.

■ Expected future revenue was critical as well.

⊲ Job security at the firm ten was not dominant.

■ A flexible labor market was socially stable.

Page 114: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

Page 115: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

� Changes in training programs (models 3-1 and 3-2 in Table

3).

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Table 3 Wage regression3-1 3-2

Estimation method panel extended generalized least squaresDependent variable log(rw) log(rw)Cross-section random effect random effectPeriod (year) pooled (no control) pooled (no control)Independent variables coefficient t statistic coefficient t statistic

c -5.1929 -90.3758 *** -5.1849 -90.5617 ***

log(age) 1.5966 83.4939 *** 1.5866 82.8477 ***

log(S ) 0.1261 8.0918 *** 0.1353 8.7012 ***

log(S )×psw 0.1926 56.1371 *** 0.1868 54.2152 ***

log(pre) -0.0649 -13.5960 *** -0.0658 -13.8355 ***

log(pem) 0.0093 2.6088 *** 0.0084 1.9813 ***

log(pem)×ibs 0.0316 7.8710 ***

log(pem)×jbs -0.0432 -9.9478 ***

log(ten) 0.3013 53.8670 *** 0.3051 54.4364 ***

dcy -1.1508 -2.7924 *** -1.1462 -2.7821 ***

dcy×log(ten) 0.3935 2.7183 *** 0.3934 2.7177 ***

sy -0.3313 -8.2417 *** -0.3457 -8.6061 ***

sy×log(ten) 0.1034 6.7614 *** 0.1052 6.8851 ***

dct -0.3483 -9.4918 *** -0.3581 -9.7508 ***

dct×log(ten) 0.1125 8.0721 *** 0.1141 8.1829 ***

dc 0.4271 22.6746 *** 0.4412 23.4141 ***

dc×log(ten) -0.1500 -17.1910 *** -0.1539 -17.6580 ***

Page 117: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

� Changes in training programs (models 3-1 and 3-2 in Table

3).

– By the middle 1940s (dcy, sy, dct).

Page 118: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

� Changes in training programs (models 3-1 and 3-2 in Table

3).

– By the middle 1940s (dcy, sy, dct).

⊲ Negative coefficients of the training programdummies: dcy, sy, dct

Page 119: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

� Changes in training programs (models 3-1 and 3-2 in Table

3).

– By the middle 1940s (dcy, sy, dct).

⊲ Negative coefficients of the training programdummies: dcy, sy, dct

⊲ Positive coefficients of interactions with workexperience: dcy × ten, sy × ten, dct× ten.

Page 120: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

� Changes in training programs (models 3-1 and 3-2 in Table

3).

– By the middle 1940s (dcy, sy, dct).

⊲ Negative coefficients of the training programdummies: dcy, sy, dct

⊲ Positive coefficients of interactions with workexperience: dcy × ten, sy × ten, dct× ten.

■ Less productive employees were selected fortraining.

Page 121: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling and career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and

career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 22

� Changes in training programs (models 3-1 and 3-2 in Table

3).

– By the middle 1940s (dcy, sy, dct).

⊲ Negative coefficients of the training programdummies: dcy, sy, dct

⊲ Positive coefficients of interactions with workexperience: dcy × ten, sy × ten, dct× ten.

■ Less productive employees were selected fortraining.

■ Training programs and work experience werecomplements.

Page 122: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

Page 123: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

Page 124: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

Page 125: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

⊲ Positive coefficient of the training program dummy:dc.

Page 126: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

⊲ Positive coefficient of the training program dummy:dc.

⊲ Negative coefficient of interaction with tenure:dc× ten.

Page 127: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

⊲ Positive coefficient of the training program dummy:dc.

⊲ Negative coefficient of interaction with tenure:dc× ten.

■ More productive employees were selected fortraining.

Page 128: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

⊲ Positive coefficient of the training program dummy:dc.

⊲ Negative coefficient of interaction with tenure:dc× ten.

■ More productive employees were selected fortraining.

■ Training program and experience became lesscomplementary

Page 129: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

⊲ Positive coefficient of the training program dummy:dc.

⊲ Negative coefficient of interaction with tenure:dc× ten.

■ More productive employees were selected fortraining.

■ Training program and experience became lesscomplementary and/or

Page 130: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

⊲ Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 23

� Changes in training programs (Table 3), cont.

– From the late 1940s (dc).

⊲ Positive coefficient of the training program dummy:dc.

⊲ Negative coefficient of interaction with tenure:dc× ten.

■ More productive employees were selected fortraining.

■ Training program and experience became lesscomplementary and/or statistical discrimination inselection for training was strengthened.

Page 131: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

Page 132: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

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Table 5 Probability of acceptance as a trainee for in-house training programs5-1 5-2 5-3 5-4

Estimation method binary logit binary logit binary logit binary logitDependent variable dcy sy dct dcIndependent variablescoefficient z statistic coefficient z statistic coefficient z statistic coefficient z statistic

c 2.3746 0.6086 -8.8777 -9.5963 *** 2.9806 2.5088 ** 16.7397 24.8991 ***

log(hgt) -5.0770 -5.2063 *** -0.9344 -0.6923 6.3238 9.9823 ***

log(age) -3.5316 -3.4444 *** 1.6106 7.3966 *** -0.0497 -0.1808 -2.6587 -20.1175 ***

log(S ) -1.2195 -1.0438 0.3655 1.4109 -3.4230 -9.3482 *** -3.4935 -17.0443 ***

log(pre) 2.4420 4.4549 *** -1.1127 -12.3857 *** -0.4552 -3.4648 *** -1.0546 -25.3514 ***

log(pem) 0.9264 10.5333 *** 1.1091 10.5331 *** -1.8567 -23.6954 ***

Page 134: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

Page 135: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

Page 136: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

■ More likely accepted shorter employees.

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Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

■ More likely accepted shorter employees.

⊲ From the late 1940s (dc):

Page 138: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

■ More likely accepted shorter employees.

⊲ From the late 1940s (dc):

■ More likely accepted taller employees.

Page 139: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

■ More likely accepted shorter employees.

⊲ From the late 1940s (dc):

■ More likely accepted taller employees.

– Previous work experience and employment:

Page 140: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

■ More likely accepted shorter employees.

⊲ From the late 1940s (dc):

■ More likely accepted taller employees.

– Previous work experience and employment:

⊲ From the middle 1940s (dct, dc):

Page 141: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

⊲ Schooling, cont

Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 24

� Table 5: Selection for training programs.

– Height:

⊲ By the middle 1940s (dcy, sy, dct):

■ More likely accepted shorter employees.

⊲ From the late 1940s (dc):

■ More likely accepted taller employees.

– Previous work experience and employment:

⊲ From the middle 1940s (dct, dc):

■ More likely accepted employees with less previousexperience.

Page 142: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

⊲ Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 25

Page 143: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

⊲ Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 25

� Table 5 and Table 3: Selection for training programs, cont.

Page 144: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

⊲ Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 25

� Table 5 and Table 3: Selection for training programs, cont.

– From the late 1940s.

Page 145: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Schooling, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

⊲ Schooling, cont

Return on schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 25

� Table 5 and Table 3: Selection for training programs, cont.

– From the late 1940s.

⊲ Expectedly more talented employees were selected,based on statistical discrimination by height.

Page 146: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

Page 147: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

Page 148: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S),

Page 149: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S), with controlling for employerlearning effect (S × ten).

Page 150: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Table 6 Change in return on education.6-1 6-2 6-3

Estimation method panel extended generalized least squaresDependent variable log(rw) log(rw) log(rw)Cross-section random effect random effect random effectPeriod (year) pooled (no control) pooled (no control) pooled (no control)Independent variables coefficient t statistic coefficient t statistic coefficient t statistic

c -0.9826 -34.7064 *** -1.0913 -27.4007 *** -0.9943 -35.1979 ***

log(pre) 0.1198 35.5105 *** 0.1181 34.7707 *** 0.1088 51.9371 ***

log(ten) 0.7398 221.7444 *** 0.7741 82.0526 *** 0.7903 85.6815 ***

log(S )×log(ten) -0.0039 -3.8809 *** -0.3265 -77.0755 ***

yj1930-1931×log(S ) -0.0836 -2.4515 ** -0.0347 -0.9563 0.0138 0.4656yj1932-1933×log(S ) -0.0119 -0.5221 0.0369 1.4218 0.0165 0.7792yj1934-1935×log(S ) 0.0004 0.0226 0.0510 2.3683 ** -0.0183 -1.0144yj1936-1937×log(S ) 0.0145 0.9529 0.0642 3.2286 *** -0.0372 -2.2082 **

yj1938-1939×log(S ) 0.0297 2.2539 ** 0.0794 4.3204 *** -0.0524 -3.3172 ***

yj1940-1941×log(S ) 0.0204 1.5904 0.0709 3.8779 *** -0.0778 -4.9609 ***

yj1942-1943×log(S ) 0.0275 2.0734 ** 0.0782 4.2016 *** -0.1125 -7.0928 ***

yj1944-1945×log(S ) 0.0385 2.8024 *** 0.0888 4.7023 *** -0.1248 -7.8059 ***

yj1946-1947×log(S ) 0.0608 4.1497 *** 0.1108 5.6798 *** -0.1682 -10.3068 ***

yj1948-1949×log(S ) 0.1120 9.5726 *** 0.1644 9.2028 *** -0.1864 -12.0325 ***

yj1950-1951×log(S ) 0.1809 14.5197 *** 0.2328 12.7433 *** -0.2221 -14.1319 ***

yj1952-1953×log(S ) 0.2211 14.5233 *** 0.2727 13.4930 *** -0.2703 -16.3457 ***

yj1954-1955×log(S ) 0.2752 19.6006 *** 0.3275 16.8233 *** -0.2912 -17.9801 ***

yj1956-1957×log(S ) 0.3186 26.0797 *** 0.3704 20.4785 *** -0.3378 -21.5183 ***

yj1958-1959×log(S ) 0.3544 28.7238 *** 0.4058 22.4233 *** -0.3934 -24.9609 ***

yj1960-1961×log(S ) 0.3955 29.5031 *** 0.4469 23.7188 *** -0.4170 -26.1997 ***

yj1962-1963×log(S ) 0.4445 33.3611 *** 0.4948 26.6102 *** -0.4404 -27.7495 ***

yj1964-1965×log(S ) 0.4865 26.5974 *** 0.5384 23.7596 *** -0.4066 -24.3892 ***

yj1966-1967×log(S ) 0.6178 25.0225 *** 0.6679 23.9780 *** -0.4757 -27.5336 ***

training program dummies yes yes yestraining program dummy × log yes yes yes

dy×log(S ) No No Yes

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Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S), with controlling for employerlearning effect (S × ten).

⊲ Coefficients of yj19XX× S: Rapidly increasing fromthe 1950s in 6-2.

Page 152: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S), with controlling for employerlearning effect (S × ten).

⊲ Coefficients of yj19XX× S: Rapidly increasing fromthe 1950s in 6-2.

– Robustness check:

Page 153: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S), with controlling for employerlearning effect (S × ten).

⊲ Coefficients of yj19XX× S: Rapidly increasing fromthe 1950s in 6-2.

– Robustness check:

⊲ Controlling for changes in return on schoolingthroughout the period (dy× S) in 6-3.

Page 154: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S), with controlling for employerlearning effect (S × ten).

⊲ Coefficients of yj19XX× S: Rapidly increasing fromthe 1950s in 6-2.

– Robustness check:

⊲ Controlling for changes in return on schoolingthroughout the period (dy× S) in 6-3.

■ Return on schooling is rather decreasing.

Page 155: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on schooling

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

⊲Return on

schooling

Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 26

� Return on schooling (Table 6): Regressing real wage (rw) on

– interaction of 2-year cohort dummy and years ofschooling (yj19XX× S), with controlling for employerlearning effect (S × ten).

⊲ Coefficients of yj19XX× S: Rapidly increasing fromthe 1950s in 6-2.

– Robustness check:

⊲ Controlling for changes in return on schoolingthroughout the period (dy× S) in 6-3.

■ Return on schooling is rather decreasing.

– Return on schooling surged from the 1950s.

Page 156: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

⊲Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 27

Page 157: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

⊲Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 27

� Decrease in return on previous career experiences: Table 7.

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Table 7 Change in return on previous experience7-1 7-2

Estimation method panel extended generalized least squaresDependent variable log(rw) log(rw)Cross-section random effect random effectPeriod (year) pooled (no control) pooled (no control)Independent variables coefficient t statistic coefficient t statistic

c -1.5040 -38.5382 *** 0.7721 31.3067 ***

log(S ) 0.3817 22.8836 *** -0.6680 -15.8473 ***

log(ten) 0.7272 217.0572 *** 0.1594 77.5090 ***

yj1930-1931×log(pre) -0.2524 -3.2224 *** 0.4138 7.5492 ***

yj1932-1933×log(pre) -0.1702 -3.2218 *** 0.4394 12.2587 ***

yj1934-1935×log(pre) 0.0047 0.2282 0.2264 15.6921 ***

yj1936-1937×log(pre) 0.0124 0.9361 0.2323 25.8521 ***

yj1938-1939×log(pre) 0.0282 3.6060 *** 0.2260 43.4484 ***

yj1940-1941×log(pre) 0.0202 2.8682 *** 0.1929 41.9910 ***

yj1942-1943×log(pre) 0.0437 4.6432 *** 0.1793 28.9781 ***

yj1944-1945×log(pre) 0.0386 2.5344 ** 0.1679 16.4962 ***

yj1946-1947×log(pre) 0.0641 2.3179 ** 0.2087 11.9011 ***

yj1948-1949×log(pre) 0.1086 29.7683 *** 0.1211 55.8757 ***

yj1950-1951×log(pre) 0.1802 29.0458 *** 0.0885 23.4763 ***

yj1952-1953×log(pre) 0.2040 12.0810 *** 0.0598 6.0022 ***

yj1954-1955×log(pre) 0.2693 12.6736 *** 0.0115 0.9917yj1956-1957×log(pre) 0.3053 52.5736 *** 0.0060 1.8108 *

yj1958-1959×log(pre) 0.3889 37.9170 *** -0.0700 -13.3223 ***

yj1960-1961×log(pre) 0.4021 31.5316 *** -0.0710 -11.7570 ***

yj1962-1963×log(pre) 0.4687 32.8774 *** -0.0685 -11.4832 ***

yj1964-1965×log(pre) 0.3787 26.9705 *** 0.0306 4.8372 ***

yj1966-1967×log(pre) 0.7771 18.0706 *** -0.0502 -3.1390 ***

training program dummies yes yestraining program dummy × log yes yes

dy×log(S ) No Yes

Page 159: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

⊲Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 27

� Decrease in return on previous career experiences: Table 7.

– Return appears to increase (7-1),

Page 160: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

⊲Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 27

� Decrease in return on previous career experiences: Table 7.

– Return appears to increase (7-1), but,

Page 161: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

⊲Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 27

� Decrease in return on previous career experiences: Table 7.

– Return appears to increase (7-1), but,

– with controlling for increase in return on schooling(interaction of cohort dummies and schooling,dy19XX× S),

Page 162: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Return on career experiences

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

marketSkill, wage and

reproduction

Skill, cont

Reproduction

Schooling and career

experiences

Schooling, cont

Schooling, cont

Schooling, cont

Return on schooling

⊲Return on career

experiences

5. Discussion

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 27

� Decrease in return on previous career experiences: Table 7.

– Return appears to increase (7-1), but,

– with controlling for increase in return on schooling(interaction of cohort dummies and schooling,dy19XX× S), sharply fell from the 1950s (7-2).

Page 163: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

5. Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

⊲ 5. Discussion

Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 28

Page 164: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

Page 165: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

Page 166: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

– Intermediate recruiting market was active by the 1960s.

Page 167: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

– Intermediate recruiting market was active by the 1960s.

– Employees’ reproduction decision depended on moreprevious experience than on firm tenure.

Page 168: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

– Intermediate recruiting market was active by the 1960s.

– Employees’ reproduction decision depended on moreprevious experience than on firm tenure.

– Return on firm tenure gradually increased from the 1930sto the 1960s.

Page 169: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

– Intermediate recruiting market was active by the 1960s.

– Employees’ reproduction decision depended on moreprevious experience than on firm tenure.

– Return on firm tenure gradually increased from the 1930sto the 1960s.

– Selection for training programs came to be based onheight (or schooling) as a signal of innate ability from thelate 1940s.

Page 170: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

– Intermediate recruiting market was active by the 1960s.

– Employees’ reproduction decision depended on moreprevious experience than on firm tenure.

– Return on firm tenure gradually increased from the 1930sto the 1960s.

– Selection for training programs came to be based onheight (or schooling) as a signal of innate ability from thelate 1940s.

– Return on schooling surged from the 1950s.

Page 171: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

⊲ Discussion

Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 29

� Results:

– Intermediate recruiting market was active by the 1960s.

– Employees’ reproduction decision depended on moreprevious experience than on firm tenure.

– Return on firm tenure gradually increased from the 1930sto the 1960s.

– Selection for training programs came to be based onheight (or schooling) as a signal of innate ability from thelate 1940s.

– Return on schooling surged from the 1950s.

– Return on previous career experience fell from the 1950s.

Page 172: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

Page 173: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

� Interpretation:

Page 174: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

� Interpretation:

– Extended secondary schooling replaced previous careerexperiences as an opportunity of general human capitalinvestment from the 1950s,

Page 175: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

� Interpretation:

– Extended secondary schooling replaced previous careerexperiences as an opportunity of general human capitalinvestment from the 1950s,

⊲ To the “ports of entry” policy after the 1970s?

Page 176: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

� Interpretation:

– Extended secondary schooling replaced previous careerexperiences as an opportunity of general human capitalinvestment from the 1950s,

⊲ To the “ports of entry” policy after the 1970s?

– The Japanese model was occasionally formed at thecoincidence of the explosive expansion of demand forbetter educated workers and the prevalence of internallabor markets, catching up with the U.S. model.

Page 177: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

� Interpretation:

– Extended secondary schooling replaced previous careerexperiences as an opportunity of general human capitalinvestment from the 1950s,

⊲ To the “ports of entry” policy after the 1970s?

– The Japanese model was occasionally formed at thecoincidence of the explosive expansion of demand forbetter educated workers and the prevalence of internallabor markets, catching up with the U.S. model.

� Comparison with the German case.

Page 178: Career Experiences Replacedeconseminar/20130508Nakabayashi GRIPS...Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 4 Motivation, cont. – Japan is specific

Discussion, cont

1. Introduction

2. Underlining

framework

3. Existence of an

internal labor market

4. Wage growth in

the internal labor

market

5. Discussion

Discussion

⊲ Discussion, cont

Career Experiences Replaced GRIPS Seminar in Economics, May 8, 2013 – slide 30

� Interpretation:

– Extended secondary schooling replaced previous careerexperiences as an opportunity of general human capitalinvestment from the 1950s,

⊲ To the “ports of entry” policy after the 1970s?

– The Japanese model was occasionally formed at thecoincidence of the explosive expansion of demand forbetter educated workers and the prevalence of internallabor markets, catching up with the U.S. model.

� Comparison with the German case.

– Apprentice system seamlessly connected to compulsoryschooling (Pischke and von Wachter 2008 REStat).