Tag Archives: gender inequality

Doing math one-handed? Inequality and the marriage problem (#asa14)

I’m at the American Sociological Association meetings in San Francisco, on my way over to present the following slides at a session on “Closing the Economic Marriage Gap: The Policy Debate.” Looks like a great session, organized by Melanie Heath, Orit Avishai, and Jennifer Randles, and including Andrew Cherlin, Sarah Halpern-Meekin, Mignon Moore, and Ronald Mincy – with a discussion by Barbara Risman.

I’ve uploaded the slides for my talk, here.

The background is in this post, which I wrote in 2011, called, “Is it a ‘marriage problem’?” Here it is again:

Is it a “marriage problem”?

A self-described liberal (Andrew Cherlin) and conservative (W. Bradford Wilcox) pair of academics have produced a “policy brief”* for the Brookings Institution entitled, The Marginalization of Marriage in Middle America.

There’s no new information or analysis in the report, so I won’t dwell on it. But I’d like to use it to point out a logical problem with pro-marriage social science in general. Here’s an excerpt from the introduction, with my comment following:

This policy brief reviews the deepening marginalization of marriage and the growing instability of family life among moderately-educated Americans: those who hold high school degrees but not four-year college degrees and who constitute 51 percent of the young adult population (aged twenty-five to thirty-four). … [b]oth of us agree that children are more likely to thrive when they reside in stable, two-parent homes. … Thus, we conclude by offering six policy ideas, some economic, some cultural, and some legal, designed to strengthen marriage and family life among moderately-educated Americans. … To be sure, not every married family is a healthy one that benefits children. Yet, on average, the institution of marriage conveys important benefits to adults and children. … The fact is that children born and raised in intact, married homes typically enjoy higher quality relationships with their parents, are more likely to steer clear of trouble with the law, to graduate from high school and college, to be gainfully employed as adults, and to enjoy stable marriages of their own in adulthood. Women and men who get and stay married are more likely to accrue substantial financial assets and to enjoy good physical and mental health. In fact, married men enjoy a wage premium compared to their single peers that may exceed 10 percent. At the collective level, the retreat from marriage has played a noteworthy role in fueling the growth in family income inequality and child poverty that has beset the nation since the 1970s. For all these reasons, then, the institution of marriage has been an important pillar of the American Dream, and the erosion of marriage in Middle America is one reason the dream is increasingly out of reach for men, women, and children from moderately-educated homes.

It’s obvious empirically that adults and children in married-couple families, on average, are doing better on many measures than those not in such families. The logical problem is when people conclude from this pattern that the obvious response is to “strengthen marriage and family life.” But, why not try to reduce that disparity instead?

This is the logical equivalent of the Republican mantra that “We don’t have a revenue problem in Washington; we have a spending problem.” That’s only true if you’re doing one-handed math. And the same holds for marriage.

Yes, there is less marriage, and many people are less well off without it. Does that mean we have a “marriage” problem, or a family inequality problem? Is there any other way to help people develop high quality relationships with their parents, complete more education, get better jobs, accrue financial assets and maintain good physical and mental health?

In the categorical math of inequality, you can try (with little chance of success in this case) to reduce the number of people in the disadvantaged category (non-married families), or you can try to reduce the size of the disparity between the two categories.

*I’m not sure, but I think a “policy brief” is a blog post about policy matters, produced on the PDF letterhead of a foundation. Not that there’s anything wrong with that. As far as I can tell, this one is a non-peer-reviewed essay which handles sourcing like this: “the findings detailed in this policy brief come from a new report by Wilcox, When Marriage Disappears: The New Middle America.” As I’ve pointed out (here andhere), Wilcox’s reports at the National Marriage Project are also non-peer-reviewed essays with a lot of substantially misleading and erroneous content.


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Post-summer reading list: The Family, gender, race, economics, gayborhoods, insecurity and overwhelmed

I was extremely fortunate to have a real vacation this summer — two whole weeks. I feel like half a European. In that time I read, almost read, or thought about reading, a number of things I might have blogged about if I’d been working instead of at the beach:


The Family: Diversity, Inequality, and Social Change

Yes, my own book came out. I never worked on one thing so much. I really hope you like it. Look for it at the Norton booth at the American Sociological Association meetings in San Francisco this week. Info on ordering exam copies here.

About that gender stall

The Council on Contemporary Families, on whose board I serve, published an online symposium titled, After a Puzzling Pause, the Gender Revolution Continues. It features work by the team of David Cotter, Joan Hermsen, and Reeve Vanneman on a rebound in gender attitudes; new research on sex (by Sharon Sassler) and divorce (by Christine Schwartz) in egalitarian marriages; and how overwork contributes to the gender gap (by Youngjoo Cha). For additional commentary, see this piece by Virginia Rutter at Girl w/ Pen!, and an important caution from Joanna Pepin (who finds no rebound in attitudes in the trends for high school students). If I had written a whole post about this I would have found a way to link to my essay on the gender stall in the NYTimes, too.

Gender and Piketty

How Gender Changes Piketty’s ‘Capital in the Twenty-First Century’.” A discussion hosted by The Nation blog between Kathleen Geier, Kate Bahn, Joelle Gamble, Zillah Eisenstein and Heather Boushey

Scientists strike back at Nicholas Wade

Geneticists decry book on race and evolution.” More than 100 scientists signed a letter to the New York Times disavowing Wade’s use of population genetics. This story quotes Sarah Tishkoff, whose work Wade specifically misrepresented (as I described in my review in Boston Review). The article in Science also includes Wade’s weak response, in which he repeats the claim, which I do not find credible, that their objections are “driven by politics, not science.” He repeats this no matter how scientific the objections to his work.

Here comes There Goes the Gayborhood?

Amin Ghaziani’s new book has gotten a lot of well-deserved attention in the last few weeks. Here’s one good article in the New Yorker.

Cut Adrift: Families in Insecure Times

Marianne Cooper’s book is out now. From the publisher: “Through poignant case studies, she reveals what families are concerned about, how they manage their anxiety, whose job it is to worry, and how social class shapes all of these dynamics, including what is even worth worrying about in the first place.” Cooper led the research for Sheryl Sandberg’s book Lean In, and the book is from her sociology dissertation.

Overwhelmed: Work, Love, And Play When No One Has The Time

Brigid Schulte, a Washington Post journalist, has written a really good book about gender, work, and family. (I was happy to listen to it during the drive to our vacation, because it helped me let go and ignore work more.) I’ll write a longer review, but let me just say here it is very well written and researched on the issues of time use, the household division of labor, and work-family policy and politics, featuring many of your favorite social scientists in this area. Well worth considering for an undergrad family course. (Also, helps explain why there are so many Europeans on American beaches.)


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What drives the rise of stay at home fathers?

At Pew Social Trends, Gretchen Livingston has a new report on fathers staying at home with their kids. They define stay at home fathers as any father ages 18-69 living with his children who did not work for pay in the previous year (regardless of marital status or the employment status of others in the household). That produces this trend:


At least for the 1990s and early-2000s recessions, the figure very nicely shows spikes upward of stay-at-home dads during recessions, followed by declines that don’t wipe out the whole gain — we don’t know what will happen in the current decline as men’s employment rates rise.

In Pew’s numbers 21% of the stay at home fathers report their reason for being out of the labor force was caring for their home and family; 23% couldn’t find work, 35% couldn’t work because of health problems, and 22% were in school or retired.

It is reasonable to call a father staying at home with his kids a stay at home father, regardless of his reason. We never needed stay at home mothers to pass some motive-based criteria before we defined them as staying at home. And yet there is a tendency (not evidenced in this report) to read into this a bigger change in gender dynamics than there is. The Census Bureau has for years calculated a much more rigid definition that only applied to married parents of kids under 15: those out of the labor force all year, whose spouse was in the labor force all year, and who specified their reason as taking care of home and family. You can think of this as the hardcore stay at home parents, the ones who do it long term, and have a carework motivation for doing it. When you do it that way, stay at home mothers outnumber stay at home fathers 100-to-1.

I updated a figure from an earlier post for Bryce Covert at Think Progress, who wrote a nice piece with a lot of links on the gender division of labor. This shows the percentage of all married-couple families with kids under 15 who have one of the hard core stay at home parents:


That is a real upward trend for stay at home fathers, but that pattern remains very rare.

(The Census spreadsheet is here)


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The most comprehensive analysis ever of the gender of New York Times writers

In this post I present the most comprehensive analysis ever reported of the gender of New York Times writers (I think), with a sample of almost 30,000 articles.

This subject has been in the news, with a good piece the other day by Liza Mundy — in the New York Times — who wrote on the media’s Woman Problem, prompted by the latest report from the Women’s Media Center. The WMC checked newspapers’ female byline representation from the last quarter of 2013, and found levels ranging from a low of 31% female at the NYT to a high of 46% at the Chicago Sun-Times. That’s a broad study that covers a lot of other media, and worth reading. But we can go deeper on the NYTimes. The WMC report, it appears (in full here), only focused on the A-section of each newspaper, with articles coded by topic according to unspecified criteria. Thanks to the awesome data collecting powers of my colleague Neal Caren, a sociology professor at UNC, we can do better.*

I started this project with a snap survey of the gender of writers on the front page of each section of NYTimes.com: result, 36% female from a sample of 164 writers. Then I followed the front page of the website for a month: result, 29% female from a sample of 421. For this, Neal gave me everything the NYTimes published online from October 23, 2013 to February 25, 2014 — a total of 29,880 items, including online-only and print items. After eliminating the 7,669 pieces that had no author listed (mostly wire stories), we tried to determine the gender of the the first author of each piece. To start, Neal gave me the gender for all first names that were more than 90% male or female in the Social Security name database in the years 1945-1970. That covered 97% of the total. For the remainder, I investigated the gender of all writers who had published 10 pieces or more during the period (attempting to find both images and gendered pronouns). That resolved all but 255 pieces, and left me with a sample of 21,440.** These are the results.

Women’s authorship

1. Women were the first author on 34% of the articles. This is a little higher than the WMC got with their A-section analysis, which is not surprising given the distribution of writers across sections.

2. Women wrote the majority of stories in five out of 21 major sections, from Fashion (52% women ), to Dining, Home, Travel, and Health (76% women). Those five sections account for 11% of the total.

3. Men wrote the majority of stories in the seven largest sections. Two sections were more than three-fourths male (Sports, 89%; and Opinion, 76%). U.S., World, and Business were between 66% and 73% male.

Here is the breakdown by section (click to enlarge):


Gender words

Since we have all this text, we can go a little beyond the section headers served up by the NYTimes‘ API. What are men and women writing about? Using the words in the headlines, I compiled a list of those headline words with the biggest gender difference in rates of appearance. That is, I calculated the frequency of occurrence of each headline word, as a fraction of all headline words in female-authored versus male-authored stories.

For example, “Children” occurred 36 times in women’s headlines, and 24 times in men’s headlines. Since men used more than twice as many headline words as women, this produced a very big gender spread in favor of women for the word “Children.”  On the other hand, women’s headlines had 10 instances of “Iran,” versus 85 for men. Repeating this comparison zillions of times, I generated these lists:

NYTimes headline words used disproportionately in stories by

Scene US
Israel Deal
London Business
Hotel Iran
Her Game
Beauty Knicks
Children Court
Home NFL
Women Billion
Holiday Nets
Food Music
Sales Case
Wedding Test
Museum His
Cover Games
Quiz Bitcoin
Work Jets
Christie Chief
German Firm
Menu Nuclear
Commercial Talks
Fall Egypt
Shoe Bowl
Israeli Broadway
Family Oil
Restaurant Shows
Variety Super
Cancer Football
Artists Hits
Shopping UN
Breakfast Face
Loans Russia
Google Ukraine
Living Yankees
Party Milan
Vows Mets
Clothes Kerry
Life Gas
Child Investors
Credit Plans
Health Calls
Chinese Fans
India Model
France Fed
Park Protesters
Doctors Team
Hunting Texas
Christmas Play

Here is the same table arranged as a word cloud, with pink for women and blue for men (sue me), and the more disproportionate words larger (click to enlarge):


What does it mean?

It’s just one newspaper but it matters a lot. According to Alexa, NYTimes.com is the 34th most popular website in the U.S., and the 119th most popular in the world — and the most popular website of a printed newspaper in the U.S. In the JSTOR database of academic scholarship, “New York Times” appeared almost four-times more frequently than the next most-commonly mentioned newspaper, the Washington Post.

Research (including this paper I wrote with Matt Huffman and Jessica Pearlman) shows that women in charge, on average, produce better outcomes for women below them in the organizational hierarchy. Jill Abramson, the NYTimes‘ executive editor, is the 19th most powerful woman in the world, behind only Sheryl Sandberg and Oprah Winfrey among media executives on that list. She is aware of this issue, and proudly told the Women’s Media Center that she had reached the “significant milestone” of having a half-female news masthead (which is significant). So why are women underrepresented in such prominent sections? That’s not a rhetorical question; I’m really wondering how this happens. The NYTimes doesn’t even do as well as the national average: 41% of the 55,000 “News Analysts, Reporters and Correspondents” working full-time, year-round in 2012 were women.

Organizational research finds that large companies are less likely to discriminate against women, and we suspect three main reasons: greater visibility to the public, which may complain about bias; greater visibility to the government, which may enforce anti-discrimination laws; and greater use of formal personnel procedures, which limits managerial discretion and is supposed to weaken old-boy networks. Among writers, however, an informal, back-channel norm still apparently prevails — at least according to a recent essay by Ann Friedman. Maybe NYTimes‘ big-company, formalized practices apply more to departments other than those that select and hire writers.

Finally, I am sorry I’m not doing this for race/ethnicity. It’s just a much different project to do that, because the names don’t tell you the identities as well. If someone wants to figure out the race/ethnicity of NYTimes authors (such as someone, say, inside their HR department) and send it to me, I would love to analyze it.

* Neal has a series of tutorials on analyzing text as data, and he has posted some slides on how to do this with the NYT’s application programming interface (API).

** A couple other notes. This is a count of stories by the gender of their authors, not a count of authors. If men or women write more stories per person then this will differ from the gender composition of authors. So it’s not a workplace study but a content study. It asks: When you see something in the NYTimes, what is the chance it was written by a woman versus a man? I combined Sunday Review (which was small) with Opinion, since they have the same editor and are the same on Sundays. I combined Style (which was small) into Fashion, since they’re “Fashion and Style” in the paper. I  combined T Mag (which was small) into T:Style, since they seem to be the same thing. Also, I coded Reed Abelson‘s articles as female because I know she’s a woman even though “Reed” is male more than 90% of the time.


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Obama economic adviser on marriage and the gender gap

Two parts of this interview with Obama economic adviser Betsey Stevensen stood out to me. I’m just surprised to hear such straightforward social science from someone in such a powerful position.


This, on marriage and poverty:

What’s your reaction when you hear conservatives talk about marriage as a poverty reduction tool?

My research found that actually, if you want to increase marriage, you need to increase the minimum wage and strengthen the middle class so that people can enjoy the fruits of marriage from those more comfortable positions. I do think that conservatives don’t understand that the dynamics of marriage have changed in such a way that income supports marriage, rather than the marriage supporting having a higher income or supporting getting people out of poverty. There’s also the fact that they seem to really believe that if you push young people to marriage you can alleviate poverty, but then you see enormously high divorce rates, which actually makes things even worse because divorce is very expensive. The big differences in divorce come from, if you’re a 20-year-old high school dropout, you have [approximately] a 60% chance of divorcing within 10 years of marriage, but if you’re a 35-year-old with a college degree, you have [approximately] a 5% chance of divorcing. If what you think is that marriage is important for having a strong middle class, what you do is actually encourage people to wait before settling down.

The conservative view is, we should smush you together, then you’ll have more money, then there’ll be less tension. But actually, when you get two people making $7.25, there’s a lot of tension because you’re both still struggling. That tension leads to family conflict.

And this, on the gender wage gap:

Every time the president comes out and says, women should have equal pay for equal work, you have folks, including economists, come out and say, that’s a misleading number, that’s not for the same job, that’s year-round full-time wages, and a big part of it is women’s choices. What’s your response to that, and what’s a good way to understand these numbers?

When people come out and say that’s not a fair number, well, what really is a fair number? You brought up “women’s choices.” Well, some women’s choices come about because they’re being discriminated against. Some of women’s choices come because they experience sexism. Some of women’s choices come because they are disproportionately balancing the needs of work and family. Which of these choices should we consider legitimate choices, and which of them should we consider things that we have a societal obligation to try to mitigate, to alleviate some of these constraints so that they can make different choices? A lot of people will say things like, let’s control for occupational choices. But the research is showing us that women are choosing occupations which penalize them the least for taking time out of work.

If there was less discrimination, if there was more flexibility in work, you wouldn’t see women necessarily choosing the same occupations. So why should I take the wage gap holding occupation constant? If we change society, we reduce discrimination, we’re not going to hold occupational choice constant – women are going to choose different occupations.

I agree that the 77 cents on the dollar is not all due to discrimination. No one is trying to say that it is. But you have to point to some number in order for people to understand the facts. And what it represents is the fact that women on average are put in situations every day that for a variety of reasons mean they earn less. Much of what we need to do to close that gap is to change the constraints that women face. And there are things we haven’t tried.

I wouldn’t expect Obama to say things like this, but I’m impressed that someone in his near proximity would.

For more, follow the tags for marriage promotion and the gender inequality.


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Peak women, labor force participation edition

I had a great visit at the University of Pennsylvania the other day, and gave a talk titled, “What Happened to the Gender Revolution?” It was an elaboration of the op-ed I wrote last fall, in which I sketched out the stall in progress toward gender equality (a recurring theme, not my discovery) and offered some ideas about getting it moving again.

One objection I got during the talk (rather belligerently, from Herbert Smith) was that I was making a big deal out of women’s labor force share peaking at just under half the total, which is a natural place to peak and so we shouldn’t expect it to keep going up.


My first response was that the feminism-has-gone-too-far gang (Hanna Rosin, Kay Hymowitz, Christina Hoff Sommers, etc.) complains as if women’s progress has already shot past 50/50. Although it hasn’t on almost all measures, there’s also no reason why women couldn’t become dominant. Judging from history, one gender dominating the labor market is hardly an impossibility. So women’s labor force share tapering off as it approaches 50% shouldn’t be considered a natural phenomenon.

But second, and for this I blame my presentation, women’s share of the labor force isn’t the best measure because it depends also on men’s labor force participation, too, which has been falling since the 1960s. So maybe it’s best to focus on women’s participation rates instead (it is on this measure that the U.S. has slipped behind many other rich countries).

Here are the labor force participation rates for women by age, education, race/ethnicity, and marital status, from 1962 to 2013, from the Current Population Survey, with men for comparison. The dots show the peak year for each trend (click to enlarge).


Women’s overall share of the labor force hit 46% in 1994, and has spent the last 20 years within a point of that (as both men’s and women’s rates fell). But if you look at all these groups it’s clear that doesn’t represent the simple slide of women into the home plate of equality. Every line here rose for decades before hitting a peak between 1996 and 2001. And they peaked at different levels: Women with BA degrees peaked at 85%, Black women peaked at 80%, Hispanic women peaked at 68%. Married women peaked at 75%, single women at 82%. And so on.

Maybe all these trends are not being driven by the same underlying forces. But I’m pretty sure it’s not a complete coincidence.


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Flip that effect: gender gap, returns to education, marriage premium

How we describe the directionality of an effect affects how we think about it. Andrew Gelman complains that the recent paper by Dalton Conley and Emily Rauscher does this. It’s called, “The Effect of Daughters on Partisanship and Social Attitudes Toward Women.” And the news headlines were things like, “Does Having Daughters Make You More Republican?” Ross Douthat called it “The Daughter Theory.”

But of course the finding could just as well be described as the effect of sons on making people more liberal.

In this case it’s a great example of boys being the norm and girls being difference. But there are plenty of examples of when we describe an effect as if its opposite doesn’t exist. Here are three:

The marriage premium. This usually refers to married men earning more than single men. But it is just as much a penalty for being single as it is a reward for being married. In my own work on this I described three possible mechanisms: positive selection into marriage (higher earners marry), productivity-enhancing effects of marriage (wives make men better workers), and discrimination (bosses prefer married men). But all of these could have been expressed in the reverse direction. Lots of “marriage is good” arguments should be turned around to ask, “How could we punish single people less”?


The gender gap. President Obama has frequently implied that reducing the gender gap in pay will be good for “middle class families.” Under “Protecting the Middle Class News,” the White House writes that the gender gap “means less for families’ everyday needs, less for investments in our children’s futures, and, when added up over a lifetime of work, substantially less for retirement.” Of course, it also means more for families with employed men. I hate to be a buzzkill on this, but there is no reason to think that reducing gender discrimination just means paying women more. How do we know women are underpaid, instead of men being overpaid?

Returns to education. This one is tricky, because there is a return on investment from education, so it’s reasonable to talk about the effect in that direction: you spend money on education, you get a benefit. But the society that rewards education also penalizes lack of education relatively speaking (unless everyone is equally educated). Nothing against educated people, but to reduce inequality it would be good to reduce the returns to education. For example, raising the minimum wage, or providing government jobs to low-skilled workers, would reduce returns to education (if that is operationalized as the difference between college and non-college wages.


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