What percentage of mothers with a child aged 0-2 yrs have a paid job

NZ has smallest gender pay gap in OECD @GreenCatherine @JanLogie

More evidence from the @economicpolicy institute of the great success of the 1996 US federal welfare reforms

The Gender Gap: What the World Economic Forum got wrong

1996 US welfare reforms & single mother employment rates @garethmorgannz @geoffsimmonz

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Source: Ron Haskins (2015).

Percentage of American men and women aged 25 to 29 with bachelors degree or higher, 1971 – 2013

The gender gap in higher education reversed in the year 2000

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Source: Educational Attainment | Child Trends

More on the reversing gender pay gap or men getting their comeuppances?

Why aren’t female wages stagnating?

The reverse gender gap in clothes prices

The reversing gender gap in marathon completion

@geoffsimmonz The family wage gap or why are the Swiss implicitly biased in favour of single women but heavily against married women?

The gender wage gap from married women is 3 to 30 times that of single women. This was actually have a positive gender wage gap.

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Source: IZA World of Labor – Equal pay legislation and the gender wage gap.

The smallest of the gender wage gap for single women, which has been well known for a long time, does not bode well for those such as Geoff Simmons who argue that implicit bias is an important driver of the gender pay gap.

Why are there vast differences in this implicit bias against women between countries. Why is this implicit bias so much stronger against married women? Having an implicit bias against married women but not single women is a very odd implicit bias.

These puzzles are before considering the information extraction problem facing employers who are implicitly bias against married women. Employers do not know whether an applicant is married or single and pay less accordingly. As Polachek observed:

Corporate discrimination cannot explain these wage patterns. Were corporate discrimination the reason, one would need an explanation why corporations hardly discriminate against single women, but discriminate enormously against married women, especially married women with children spaced widely apart, given that they often cannot legally ask questions about marital status in employment applications.

Even if they could get this marital status information, they wouldn’t have information on the number and spacing of one’s children. But even if supervisors knew number of children, they are far less knowledgeable about children’s ages, and hence less likely to know much about child spacing.

Employers who are slightly less implicitly biased against married women would have a far higher quality recruitment pool which gives them a competitive advantage. Employers who are implicitly biased against women and married women are less likely to survive in competition.

Roland Fryer on Education, Inequality, & Incentives

@CHSommers More reasons for women to avoid STEM careers @stevenljoyce @GreenCatherine

Many young women choose to not pursue science, technology, engineering and maths (STEM) careers because there are other career options that allow them to better use their superior verbal and reading abilities.

Further reasons for women to hesitate entering STEM occupations is their faster rate of human capital depreciation. It has been well known for a long time that human capital atrophy rates differ greatly by occupation and are much higher in professional, managerial and craft occupations.

Source: Polachek (1981).

Even a year out of the workforce can greatly reduce earning power because of a rapid depreciation of the human capital accumulated from certain occupations. Women make education and career choices that minimise these losses in light of periods away from work because of motherhood.

Women self-selecting to those occupations with low rates of human capital depreciation. As De Grip explains using German data:

…women who anticipate career interruptions for family reasons take account of the wage penalties related to such a break when they choose their occupational field, i.e. women select occupations where human capital deprecation during a career interruption is the lowest…

Our estimation results have important implications for public policies which attempt to encourage the interest of female students in technical studies and occupations. Obviously, the higher human-capital depreciation rates for workers with family-related career breaks in these male occupations can be a serious threshold for women to choose these occupations

Women choose the occupations that maximise the returns from their skills. Occupations that neither well-reward superior verbal and reading skills and have rapid rates of depreciation on occupational human capital are not a good investment for many of the women anticipating spells out of the workforce because of motherhood.

Rendall and Rendall (2015) recently investigated differential depreciation rates on verbal and maths skills in competing occupational choices for college educated women. Not surprisingly, they found that in the USA verbal skills suffered only minor depreciation during career interruptions but maths skills experience costly depreciation. They found that:

…college educated women avoid occupations requiring significant math skills due to the costly skill atrophy experienced during a career break. In contrast, verbal skills are very robust to career interruptions. The results support the broadly observed female preference for occupations primarily requiring verbal skills – even though these occupations exhibit lower average wages.

Thus, skill-specific atrophy during employment leave and the speed of skill repair upon returning to the labour market are shown to be important factors underpinning women’s occupational outcomes. This research suggests that a substantial portion of female occupational sorting could be determined by skill-specific atrophy-repair characteristics.

This is no surprise as verbal skills improve with age because of expanding vocabularies and better judgement based on accumulated experience. Maths skills tend to be the type of skills where your best years in your 20s and after that things fall away.

These findings by Rendall and Rendall reinforce the initial bias women have against STEM occupations because of their superior reading and verbal skills. STEM occupations are a poor career choice for women because they undervalue their innate skills and heavily penalise career interruptions.

Such is the fatal conceit of politicians is they want to encourage women to make poor education and occupational investments. Women self-selecting into vastly different occupations to men because they are smarter than the average politician about what is the best of them.

Differential atrophy rates on human capital as drivers of the gender wage gap and occupational segregation have nothing to do with the choices of employers – nothing to do with blameworthy behaviour on their part. The blameworthy behaviour can be explicit prejudice, implicit bias or statistical discrimination.

Much of occupational segregation is the result from self-selection by women into occupations on the basis of superior innate skills and the slow rates at which these verbal and reading skills depreciate with time both in general and with time away from the workforce.

The gender gap among the top 1%

US maternal employment rates by number and age of children

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Source: Pensions at a Glance 2015 – Statistics – OECD iLibrary.

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