Tag Archives: marriage

No, you should get married in your late 40s (just kidding)

Please don’t give (or take) stupid advice from analyses like this.

Since yesterday, Nick Wolfinger and Brad Wilcox have gotten their marriage age analysis into the Washington Post Wonkblog (“The best age to get married if you don’t want to get divorced”) and Slate (“The Goldilocks Theory of Marriage”). The marriage-promotion point of this is: don’t delay marriage. The credulous blogosphere can’t resist the clickbait, but the basis for this is very weak.

Yesterday I complained about Wolfinger pumping up the figure he first posted (left) into the one on the right:

wolfbothToday I spent a few minutes analyzing the American Community Survey (ACS) to check this out. Wolfinger has not shared his code, data, models, or tables, so it’s hard to know what he really did. However, he lists a number of variables he says he controlled for using the National Survey of Family Growth: “sex, race, family structure of origin, age at the time of the survey, education, religious tradition, religious attendance, and sexual history, as well as the size of the metropolitan area.”

The ACS seems better for this. It’s very big, so I can analyze just the one-year incidence of divorce (did you get divorced in the last year?), according to the age at which people married. I don’t have family structure of origin, religion, or sexual history, but he says those don’t influence the age-at-marriage effect much. He did not control for duration of marriage, which is messed up in his data anyway because of the age limits in the NSFG.

So, in my model I used women in their first marriages only, and controlled for marriage duration, education, race, Hispanic ethnicity, and nativity/citizenship. This is similar to models I used in this (shock) peer-reviewed paper. Here are the predicted probabilities of divorce, in one year, holding those control variables constant.


Yes, there is a little bump up for the late 30s compared with the early 30s, but it’s very small.

Closer analysis (added to the post 7/19), generated from a model with age-at-marriage–x–marital duration interactions, shows that the late-30s bump is concentrated in the first five years of marriage:


This doesn’t much undermine the “conventional wisdom” that early marriage increases the risk of divorce. Of course, this should not be the basis for advice to people who are, say, dating a person they’re thinking of marrying and hoping to minimize chance of divorce.

If you want to give advice to, say, a 15-year-old woman, however, the bottom line is still: Get a bachelor’s degree. You’ll likely earn more, marry later, and have fewer kids. If you or your spouse decide to get divorced after all that, it won’t hurt that you’re more independent. For what it’s worth, here are the education effects from this same model:


(The codebook for my IPUMS data extraction is here, my Stata code is here.)

Anyway, it’s disappointing to see this in the Wonkblog piece:

But the important thing, for Wolfinger, is that “we do know beyond a shadow of a doubt that people who marry in their thirties are now at greater risk of divorce than are people who wed in their late twenties. This is a new development.”

That’s just not true. I wouldn’t swear by this quick model I did today. But I would swear that it’s too early to change the “conventional wisdom” based only on a blog post on a Brad-Wilcox-branded site.


One interesting issue is the problem of age at marriage and education. They are clearly endogenous — that is, they influence each other. Women delay marriage to get more education, they stop their education when they have kids, they go back to school when they get divorced — or think they might get divorced. And so on. And, for the regression models, there are no highly-educated people getting married at really young ages, because they haven’t finished school yet. On the other hand, though, there are lots of less-educated people getting married for the first time at older ages. Using the same ACS data, here are two looks at the women who just married for the first time, by age and education.

First, the total number per year:


Then, the percent distribution of that same data:

age-ed-mar-distInteresting thing here is that college graduates are only the majority of women getting married for the first time in the age range 27-33. Before and after that most women have less than a BA when they marry for the first time. This is also complicated because the things that select people into early marriage are sometimes but not always different from those that select people into higher education. Whew.

It really may not be reasonable to try to isolate the age-at-marriage effect after all.


Filed under Research reports

To tell the truth (right-wing front edition)


The mission of the Institute for Family Studies is “strengthening marriage and family life, and advancing the well-being of children, through research and public education.” As of this morning, this includes not a single use of the words “gay,” “lesbian,” or “same-sex” anywhere on their website, according to Google. They routinely post links to articles and research “of note,” that might interest readers who believe in their mission. So, why never mention the gay?

Or — dramatic pause — is that really their whole mission? The IFS website lists seven “senior fellows.” Don’t tell the others, but W. Bradford Wilcox is the only one getting paid $50,000 per year (in 2013). Their 2013 fundraising included $50,000 from the Bradley Foundation, which also supported Wilcox’s effort to fund the Regnerus study; and $20,000 from the Vine and Branches foundation, which lists the purpose of the donation as “religious” (the foundation’s eligibility criteria include, “Christian organizations that overtly express their faith through programming”).

So, do you really believe this?

As a nonpartisan, nonsectarian, and not-for-profit institute committed to the study of family life, IFS works with scholars, writers, and supporters without regard to academic discipline, party, or ideology.

The only thing that bothers me about this, besides the values, is the blatant, routine dishonesty. Why do respectable people just tolerate that?

Not to get into minutiae, but also, would it kill him to have any women among the nine officers of his shadowy, bogus non-profit foundation?

Note: I first wrote about IFS here, but only some of that info is still accurate.


Filed under In the news

Things are getting better/worse, and we’re not going to take it anymore

There is a whole social science to the optimal balance of victory and defeat in social movements and social change. Trying to sort that out recently reminds me of the time in 1980 when the Williams pinball machine company introduced Black Knight, which featured four flippers, 2- and 3-ball multiball™ play, and magna-save (don’t ask). And it talked. It was hard to get to sleep that week, with the ringing in my ears, the flashing lights burned into my eyes, and the endless strategic possibilities bouncing around in my head (though, looking at it now, I find this all hard to believe).

So, too, in the last week. Consider two political cartoons by Mike Luckovich. This from June 21:


And this one from June 25:


Did he really just demand the removal of the Confederate flag and then mock people who would celebrate its removal? Is that how much things change in a week? But in periods of social change, moving the goal posts is what it’s all about. And there’s nothing wrong with that.

The Charleston massacre was a horrific reminder of how it seems some things never change. But they do change. Dylann Roof was caught and may be put to death, legally. And it turned out that, not only had the Confederate flag only been flying at the South Carolina capitol for a few decades, but it actually could be taken down in response to public outrage. And yet, that’s not the end of racism. (Four flippers, three balls, magna-save.)

Anthea Butler, a religion and Africana studies professor at Penn, who wrote an op-ed in the Washington Post, was on the On Point radio show last week. She was talking to host Tom Ashbrook, when she got this:

Tom Ashbrook: If you ask me, I understand that feeling and that vivid response. At the same time, I, and maybe you, Anthea Butler, Dr. Butler, don’t want to lose, or not recognize, or lose the progress that has been made. And this is nowhere near paradise…

Anthea Butler: But what kind of progress? What kind of progress? This is what we keep talking about. And I don’t understand, when you say, “We’ve made progress.” How have we made progress when the president of the United States has been constantly questioned because he is partially a Black man? And so you talk progress — and this is the kind of talk we’re going to hear all week long after this.

TA: But he’s president, madam.

AB: He is president.

TA: Well, that’s a pretty big deal…

AB: That is a big deal, but to some people in this country, like Dylann Roof, that is the end of this country. That’s why you had the kind of phrase that he said, that all your politicians, the right Republican politicians have been saying, “Take our country back.” And so, I want to talk about the rhetoric that’s happened…

Ashbrook has a point about progress, of course, but it’s just the wrong time to say that, days after a racist massacre that seems as timeless as a Black-church burning. At that moment there could be no progress.

For whatever reason, Ashbrook turned to progress on the interpersonal level:

TA: We did see White people in South Carolina, in Charleston, pour into the churches alongside African Americans over this weekend.

AB: Yes we did. But you need to understand the distinction here. I don’t doubt that there are well-meaning, good White people, good White Christians, who are appalled at this. I understand that. But when you have a structural system that continues to do this kind of racial profiling, the kinds of things that are going on with the police in this country, the kinds of issues that we’ve had. The problem becomes this: you can talk about progress all you want, but reality is another thing altogether.

Again, it’s progress, but focusing on it at that moment is basically #AllLivesMatter. President Obama also tried to keep his eyes on the prize, in his appearance on the WTF podcast:

Racism, we are not cured of it. And it’s not just a matter of it not being polite to say “nigger” in public. That’s not the measure of whether racism still exists or not. It’s not just a matter of overt discrimination. Societies don’t, overnight, completely erase everything that happened 200 to 300 years prior.

Outrage ensued about his use of “nigger,” but White House Press Secretary Josh “earnest non-racist white guy” Earnest doubled down:

The President’s use of the word and the reason that he used the word could not be more apparent from the context of his discussion on the podcast.  The President made clear that it’s not possible to judge the nation’s progress on race issues based solely on an evaluation of our country’s manners.  The fact is that we’ve made undeniable progress in this country over the last several decades, and as the President himself has often said, anyone who lived in this country through the ‘50s and the ‘60s and the ‘70s and the ‘80s notes the tremendous progress that we’ve made.  That progress is undeniable. But what’s also undeniable is that there is more work that needs to be done, and there’s more that we can do.  And the fact is everyone in this country should take some inspiration from the progress that was made in the previous generation and use that as a motivation and an inspiration to try to make further progress toward a more perfect union.

Now is no time to talk about progress, some say. With Black church members being gunned down and churches burning, and one appalling, outrageous video after another showing the abuse of Black citizens by police, having a Black president is not a victory. So much so that maybe he’s not really Black at all. Frank Roberts writes of Obama’s “Amazing Grace” moment:

With Obama … blackness has been reduced to a theatrical prop; a shuck-and-jive entertainment device that keeps (black) audiences believing that the President “feels their pain” — at precisely the same time that he fails to provide a substantive policy response to black unemployment, over-incarceration, and/or racialized state violence.

The social scientist in me objects, because the rate of progress is not determined by the victory or tragedy of the moment, or by the blackness of a man. And Obama probably has done more than any other president (at least recently) to address Black unemployment, incarceration, and racialized state violence. That’s not a moral or political statement — and it doesn’t imply “enough” — it’s an empirical one.

Movements use good news for legitimacy, and bad news for urgency.  When something goes well, they need to claim credit and also make sure their supporters know there is more work to be done. When something awful happens they place the troubles in the context of a narrative of struggle, but they don’t want to appear powerless because that saps support as well, and undermines morale.

Case in point, marriage equality

In that old psychology study of lottery winners and paraplegic accident victims, the researchers concluded that we put too much weight on the fleeting reactions of others to good or bad events, falsely assuming that these events will define them permanently. Since gay marriage will not actually make their lives worse, I have to assume that the doom-and-gloom gang on pathetic display in a mordantly morose, delightfully depressive, symposium on the Supreme Court decision at the religious conservative First Things site will soon again return to being their sunny selves.*

And these people will go back to being miserable soon enough. (Photo by James Buck)

And these San Francisco Pride marchers will go back to being miserable soon enough. (Photo by James Buck)

In the meantime, the family right will use SCOTUS to stoke their movement — after an oh-so-dramatic display of what Jeffrey Toobin called a “religiously themed retreat into victimology.”

But the anti-equality right has to be careful, or their nattering negativity will undermine their appeal, especially among young people who haven’t yet given up all hope of being the change they want to see. For Ted Cruz to call this — that is, people getting married — “some of the darkest 24 hours in our nation’s history,” to declare a “day of mourning,” or to see a vision of Jesus weeping, all may be a little much for the youth vote. (Not that kids these days know how to spell anymore, but I think they’ll get the difference between “morning” and “mourning” in America.) It’s one thing for religious conservatives to entice others to join them on the holier-than-them side of the fence with a little martyrdom (after all, whole religions have been built on it). But who wants to join a movement — much less have Thanksgiving dinner — with a guy who wallows in his own defeat like this?

While many have pointed to the 1973 decision of Roe v. Wade as an obvious historical analogue for the Obergefell decision, to my mind, the insistence that all must conform to the new, official definition of marriage that no civilization has ever endorsed until yesterday seems to be more aptly compared to life under Communism. … The “monopoly of violence” possessed by the State is now a main weapon in perpetuating this lie, and will be used mercilessly and without cessation against those who persist on pointing out that it seeks to perpetuate a lie. But violence will serve as a last resort, merely backstopping the education system, the economic players, and even family members who will work to correct wayward thinkers.

That poor persecuted soul, by the way, is a tenured professor.

Four flippers, three balls, magna-save.

* The First Things symposium was linked without explicit endorsement by Ross Douthat, who on marriage equality day did not pause to congratulate a gay couple (whose wedding he would rather not attend anyway) before mean-spiritedly besmirching the movement by speculating on the coming legalization of polygamy.


Filed under Politics

Cohabitation in the marriage trend

The other day I complained about the low value added from a commercial marriage soothsayer. Making predictions about marriage in the short run isn’t very important (because short-run change is modest), and in the long run is much more complicated than the simple models I used. One very important complication that we in the United States are ill-prepared to deal with is cohabitation, raised in a comment yesterday by Gosta Esping-Andersen.

After a scare last fall over funding for the marital events and marital history questions in the Census Bureau’s American Community Survey (ACS), the government decided to keep the questions (I wrote about it here, here, and here). With these questions, we know a lot about the timing of marriage and divorce, in addition to births, from the biggest annual survey we have. However, we don’t know much about cohabitation. We know if people are cohabiting as “unmarried partners,” but only if they are doing so in a home owned or rented by one of the partners. And we don’t know how long they’ve been living together, or if someone used to cohabit but no longer does (cohab breakups aren’t recorded like divorces).

This isn’t so bad in the U.S., compared to some other countries where cohabitation tends to me more serious and long-lasting, but it still is a significant blind spot in our demographic data system. For example, according to an analysis of data from the National Survey of Family Growth (much smaller and less frequent than the ACS), by the Nation Center for Family and Marriage Research, the majority of unmarried women having births (57%) are in cohabiting relationships, which amounts to a quarter of all births. The proportion of single new-mothers living with someone is higher among Whites and Hispanics (two-thirds) than among Blacks (one-third).

Ultimately, the reason we care whether parents are married, or cohabiting, is because we want to know who’s going to take care of the children, and pay for them, and what their developmental environment will be. Marital status or living arrangements are a rough way to measure these things.

Marriage trends

Anyway, what role does cohabitation play in the decline in marriage? If people were just redefining their commitments, choosing cohabitation instead of marriage, that would mean something different than if they were just spending more of their lives truly single.

Frustratingly, the best annual data on cohabitation now comes from the Census Bureau’s Current Population Survey (CPS), rather than the ACS, which means it’s not paired with the marital events and history questions. In the CPS, since 2007 (a change I discussed here), we know if someone is cohabiting even if the couple is living in someone else’s household (such as a parent or roommate). So here’s a look at where cohabitation fits in to the marriage trends for young adults, from 2007 to 2014 (for these trends, I counted people as married only if they were not separated, and I counted people as cohabiting if they said they were living with a boyfriend or girlfriend even if they were married but separated):

Microsoft PowerPoint - marcohab-07-14.pptx

The figure shows that, even with the increase in cohabitation for 25-34-year-olds, singleness is still increasing. This is especially true for those in the peak marriage age of 25-29, for whom marriage has decreased 9% while cohabitation has increased only 4%. Strikingly, it also shows that cohabitation now is more common among 20-24-year-olds than marriage; I don’t remember noticing that before.*

So, at least in these broad strokes, cohabitation doesn’t account statistically for recent declines in marriage. But it is important: if you just focus on marriages, you miss the trend toward higher rates of cohabitation among unmarried people.


Here are some figures showing the relative prevalence of cohabitation versus marriage, by sex, age, and year, using the same data and definitions as above. Restricting the data to those who are married or cohabiting, these figures show the percentage cohabiting, so over 50% means more people are cohabiting than are married (spouse present). Green is more cohabitation, red is less. Moving down the figures is time, and to the right is age, so older people are more likely to be married, and cohabitation increased from 2007 to 2014. By 2014, cohabiting was more common for men up to age 25, for women up to age 23. Because the samples are relatively small the estimates bounce around, so I smoothed the figures by averaging adjacent cells.




Filed under In the news

Demographic Intelligence, low bar edition

U.S. marriage rates are falling generally, so that’s the real news. And it’s important. In fact, one classic projection has the rate hitting zero at 2042. But the news shenanigans are in the prediction business.

I first wrote here about Demographic Intelligence, a profit-making venture founded by Brad Wilcox (full file). They prey on companies’ ignorance about demography and the news media’s desire to stay ahead of the story, making ridiculous claims like “99% accuracy” in their forecasts. Here’s an update.

In a Washington Post Wonkblog entry meaninglessly titled, “Why parents should stop hoping their kids will get married,” we read:

“Millennials are such a big generation, we’re going to have more people of prime marriage age in the next five years than we’ve had at any time in U.S. history. For that alone, we’d expect an uptick in marriage rates,” said Sam Sturgeon, president of Demographic Intelligence.

Setting aside the knowledge-sucking obsession with generational marketing terms, let’s just hold the president of a company with “demographic” in the title to a slightly-higher-than-complete-nonsense standard of demographic intelligence. The median age at marriage is now 28 (combining men and women). At that age there were 4.3 million people in 2013. That is actually the highest number of people ever at the median age at marriage. For example, in 1900, when the median age at marriage was 24, there were only 1.5 million people that age. Wow!

However, intelligent demographer Sturgeon said “for that alone, we’d expect an uptick in marriage rates.” And marriage rates are based on population size. that 4.3 million people at age 28 in 2013 was only 1.35% of the population, while the 1.5 million people at age 24 in 1900 was 1.96% of the population. In fact, the pattern is the opposite of what Sturgeon said: we have never had fewer people — proportionately — in the prime marrying age. Double wow!

Here is the population distribution by age from 1900 to 2013, from the IPUMS.org online table maker (try it, it’s easy!). The color coding helpfully shows where the number is above average (red) versus below average (blue). I’ve highlighted the five-year age interval that contains the median marriage age for each decade:

Microsoft PowerPoint - uspop-age-dist-marriage-age.pptx

That the marriage rate is falling — Sturgeon’s expert prediction (see below) is that it will reach an all-time low in 2016 (as it has in 16 of the last 33 years) — is in large part driven by this age composition trend.

How accurate is that forecast?

Demographic Intelligence boasts “99% accuracy” in its wedding forecasts. And these forecasts, they say, are very useful:

This unique forecast is especially valuable as the federal marriage statistics are usually released 12 to 24 months after the date to which they apply, making official data of limited usefulness to the wedding industry. Our forecast is available 24 months before weddings happen, thereby offering a tremendous value to companies that focus on weddings and ancillary businesses.

Now, I’m all in favor of wasting the wedding industry’s money, but I don’t like deceiving the public. So I have to tell you: for every year from 2001 to 2012, if you had simply used last year’s marriage rate to predict this year’s, you would have averaged 98.3% accuracy. That is the deer-in-headlights method of forecasting. In fact, the deer-in-the-headlights forecast for 2012 — that is, assuming no change from 2011 — yields an astonishing accuracy of 99.87% (see below). Not bad! I’ll sell that to you for just 98% of what Demographic Intelligence is charging (except you’re already paying for my services, so you’re welcome).

Of course, demographers like projections, and I’m no exception. It is frustrating that official marriage statistics lag “real time” so much more than other important statistics, such as the unemployment rate or the number of named storms per season. That’s why in 2013 I announced a marriage forecast contest to predict the 2012 marriage rate, and provided some trends in key variables for you to experiment with (in a spreadsheet here): Google searches for wedding invitations, bridal showers, and wedding gifts; the unemployment rate, the Index of Consumer Sentiment, and the number of women ages 20-39:

There was so little interest in my contest (go figure), that I never got around to updating the results. So here goes. We now know from official statistics that there were 2,131,000 marriages in 2012, which, for a population of 313,914,040, yields a marriage-per-1000 rate of 6.788, down from 6.797 in 2011. Using different combinations of these variables, I generated projections using linear regressions. As I noted, the no-change performed very well, at 99.87% accuracy. But the winning model was actually the one that used the Google search trends only, which predicted 2,133,647 weddings, an astonishing 99.88% accurate. If Google is not using their data to get filthy rich — oh wait.

Anyway, in this exercise I’m just predicting the next year in the series — it gets a little trickier if you want to go four years out. And demographic projections are a serious science. But this prediction business is just wasting money and confusing people.


Filed under In the news

Marriage promotion and the myth of teen pregnancy

First some context, then some data.

Ruth Graham has a story in the Boston Globe about how liberals and conservatives — researchers as well as policy advocates — are starting to agree that marriage is good and policy should promote it. I’m quoted, but apparently as an example of what Andrew Cherlin refers to as someone standing at “a line some liberal sociologists won’t cross, that line of accepting marriage as the best arrangement.” This is part of a spate of stories in which journalists look for a new consensus on marriage. Previous entries include David Leonhardt in the New York Times saying liberals are wrong in attributing the decline of marriage to economics alone, and Brigid Schulte in the Washington Post reporting that Isabel Sawhill has given up on “trying to revive marriage.” The narrow consensus in policy terms involves a few things, like increasing the Earned Income Tax Credit and reducing marriage penalties in some parts of the safety net, along with trying to improve conditions at the low end of the labor market (see this Center for American Progress report for the liberal side of these policies).

From teen births to marriage promotion

The idea of a cultural revival of marriage has been the futile bleat of the family right for decades, most recently retooled by David Blankenhorn. And in recent years these ideologues have taken to using as an example the supposed success of the cultural intervention to reduce teen pregnancy, to show how we might increase marriage and reduce nonmarital birth rates. This has been a common refrain from Brad Wilcox, quoted here by Graham:

As evidence of his optimism, Wilcox points to teen pregnancy, which has dropped by more than 50 percent since the early 1990s. “Most people assumed you couldn’t do much around something related to sex and pregnancy and parenthood,” he said. “Then a consensus emerged across right and left, and that consensus was supported by public policy and social norms. … We were able to move the dial.”

I think that interpretation is not just wrong, it’s the opposite of right, as I’ll explain below.

I don’t know of any evidence that cultural intervention affected teen birth rates. Cultural intervention effects are different from cultural effects — of course cultural change is part of the trend in marriage and birth timing, but the commonly cited paper showing an apparent effect of 16 and Pregnant on teen births, for example, is not evidence that the campaign to reduce teen pregnancy was successful. There was a campaign to end teen pregnancy, and teen pregnancy declined. I think the trend might have happened for the same set of reasons the campaign happened — the same reasons for the decline in marriage and the shift toward later marriage. The campaign was one expression of shifting norms toward women’s independence, educational investment, and delayed family formation.

The myth of teen pregnancy

I’ve been trying to say this for a while, and it doesn’t seem to be taking. Maybe I’m wrong, but I’m not giving up yet. So here goes again.

If you had never heard of teen pregnancy, you would see the decline in births among teenagers as what it is: part of the general historic trend toward later births and later marriage. I tried to show this in a previous post. I’ll repeat that, and then give you the new data.

First, I showed that teen birth trends simply follow the overall trend toward later births. Few births at young ages, more at older ages:

It doesn’t look like anything special happening with teens. To show that a different way, I juxtaposed teen birth rates with the tendency of older women (25-34) to have births relative to younger women (20-24). This showed that teen births are less common where older births are more common:

In other words, teen births follow general trends toward older births.

Today’s data exercise

Here’s a more rigorous (deeper dive!) into the same question. I show here that teenage women are less likely to have a birth if they live in place with higher age at marriage, and if they live in a place with lower marriage rates. That is, lower teen births go along with the main historical trend: delayed and declining marriage.

So if you think declining teen births are an example of how a policy for “cultural” intervention can reverse the historical tide, you’re not just wrong, you’re the opposite of right. The campaign to reduce teen births succeeded in doing what was happening already. This is not a model for marriage promotion.

Here’s what I did. I used the 2009-2011 American Community Survey, distributed by IPUMS.org. For 283 metropolitan areas, accounting for 73% of all U.S. 15-19 year-old women, I calculated the odds of a teenage woman reporting a birth in the previous year, as a function of: (a) the median age of women who married in that area in the previous year, and (b) the proportion of women ages 18-54 that are currently married in that area. I adjusted these odds for age, race/ethnicity, and nativity (foreign born). I didn’t adjust for things that are co-determined with births among teens, such as marital status, education, and living arrangements (in other words there is plenty of room to dive deeper). All effects were statistically significant when entered simultaneously in a logistic regression model, with robust standard errors for metro area clustering.*

The figures show probabilities of having a birth in the last year, adjusted for those factors, with 95% confidence intervals:



To summarize:

  • Teen births are a myth. There are just births to people ages 13 to 19.
  • Teen births have fallen as people increasingly delay childbearing and marriage. Falling teen births are simply part of the historical trend on marriage: rising age at marriage, declining marriage rates.
  • The campaign to prevent teen births coincided with the trends already underway. Any suggestion that this could be a model for promoting marriage — that is, a policy that goes against the historical tide on marriage — is hokum.
  • There remains no evidence at all to support any policy intervention to promote marriage.

* Well, the age at marriage effect is on significant at p=.054 (two-tailed), but my hypothesis is directional — and that cluster adjustment is brutal! Anyway, happy to share code and output, just email me. Here’s the regression table:



Filed under Uncategorized

Who’s your marriage market?

Richard Florida and the CityLab crew have produced some maps showing the relative size of the single male and female populations in metro areas across the country. They run the maps by age group — here’s the one for all single men and women ages 18-64:

180278ee4It mostly shows larger single female surpluses in the South and Northeast, and male surpluses in the West and upper Midwest.

The maps are interesting, but marriage markets aren’t as simple as gender. For example, among White, Black, and Hispanic newlyweds, 87% married someone in the same race/ethnic group, and 77% married someone on the same side of the BA/no-BA education divide. (I previously showed some figures on the relative number of “marriageable” Black and White men, by education, here.)

Just to underscore that point, here are the match rates in more detail. To make this I counted the matches by race/ethnicity (Black, White, Hispanic), education (BA/no-BA), and age (within 5 years) of people who were married in the previous 12 months, in the American Community Survey 2010-2012 (from IPUMS.org).

Here are the match rates, broken down by sex and race/ethnicity:

who they married 2010-2012.xlsxThis shows:

  • Altogether, half the newlyweds match their spouses on all three characteristics, and Whites are most likely to match.
  • Blacks are least likely to match on age.
  • Black women are more likely to match on race than Black men.
  • Hispanics are most likely to match on education (mostly without BAs).

Of course, lots of people don’t match on these traits — maybe even especially those adventurous types who pick up and move when they see a map like this. But whether you’re a matcher or not, before you plan your marriage-seeking move you need to know what you’re looking for (and what’s looking for you).


Filed under Uncategorized