How the NYTimes writes about men and women

Interesting results from statistical analysis of sentences about men and women from one week's worth of NYTimes articles earlier this year. 

My quick interepretation: If your knowledge of men's and women's roles in society came just from reading last week's New York Times, you would think that men play sports and run the government. Women do feminine and domestic things. To be honest, I was a little shocked at how stereotypical the words used in the women subject sentences were.

The top 10 words used disproportionately in referring to men were prime, baseball, official, capital, governor, fans, minister, sequester, league, failed. For women, they were pregnant, husband's, suffrage, breast, gender, pregnancy, dresses, birth, memoir, and baby. 

Some useful disclaimers within, but I'm more interested in this as an example of the type of analysis computers now enable which will unearth hidden patterns in language (as discussed in this earlier post on emotional expression in 20th century books). I'd love more access to tools like this.

Economics of Tiger Parenting

Ian Ayres

This choice made me proud because I want my children to be willing to delay gratification in exchange for probabilistically greater future rewards. When it comes to human capital, I want them to have low discount rates. One of the most foundational aspects of a person’s utility function is the intertemporal marginal rate of substitution, the willingness to forego current consumption in order to consume more in the future. If you (highly) discount future rewards, you’re less likely to be willing to invest in human capital; why give up leisure/consumption today for something in the future about which you don’t care very much?

Of course, if your discount rate is too low, you will sacrifice most of today’s pleasures for the prospect of even modestly greater rewards in the future. I want my kids’ discount rate to be low, but I don’t want it to be zero.? I don’t want them to sacrifice all of today’s pleasures for some future pie in the sky.

So, here’s a bleg for Freaknation: If you had to choose your child’s discount rate, what number would you choose, and why? How much pleasure would you want them to sacrifice now in exchange for more pleasure in the future? How low would you go?

Ayres goes on to endorse the value of the Suzuki method, one I'm familiar with from my many years playing the violin.

As a child of a Tiger Mom, I'm more empathetic to the sentiment that drives Tiger Moms the more the years pass. The payoff for hard work and perseverance often comes only years after the initial drudgery, and parents are often the only ones who realize it as they live in that future where they've reaped those benefits. How they get their children to appreciate those benefits before cashing them in is the trick of parenting, isn't it?

It can be taken too far, though, as in Japanese youth baseball. Young star Japanese pitchers are pushed to extremes that most of the world consider child abuse in efforts to win the mythical Koshien tournament, the most important Japanese high school baseball tourney. 

This spring, 16 year old Tomohiro Anraku pitched 772 pitches in 9 days for Saibi High of the Ehime Prefecture.  He pitched his team to the final, throwing four consecutive complete games — 232, 159, 138, and 134 pitches, respectively. It all caught up to him in the championship game, when he collapsed in the fifth and sixth innings, eventually getting pulled after 109 pitches in a 17-1 defeat as his velocity and mechanics disintegrated.

Modern pitchers already have a high injury rate, but the injury track record of Japanese pitchers coming to MLB has been even worse. There's a point at which pushing children for near-term gains (and college baseball coaches often subject star pitchers to high pitch counts in the NCAA tournament as well) at the expense of their future is a cruel inversion of the economics of parenting or mentorship.

Notable pieces on Trayvon Martin

I think the jury basically got it right. The only real eyewitness to the death of Trayvon Martin was the man who killed him. At no point did I think that the state proved second degree murder. I also never thought they proved beyond a reasonable doubt that he acted recklessly. They had no ability to counter his basic narrative, because there were no other eye-witnesses.

...

I think the message of this episode is unfortunate. By Florida law, in any violent confrontation ending in a disputed act of lethal self-defense, without eye-witnesses, the advantage goes to the living. 

From Ta-Nehisi Coates on the killing of Trayvon Martin. More from Coates here:

In trying to assess the killing of Trayvon Martin by George Zimmerman, two seemingly conflicting truths emerge for me. The first is that based on the case presented by the state, and based on Florida law, George Zimmerman should not have been convicted of second degree murder or manslaughter. The second is that the killing of Trayvon Martin is a profound injustice.
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It is painful to say this: Trayvon Martin is not a miscarriage of American justice, but American justice itself. This is not our system malfunctioning. It is our system working as intended. To expect our juries, our schools, our police to single-handedly correct for this, is to look at the final play in the final minute of the final quarter and wonder why we couldn't come back from twenty-four down.

From Amy Davidson at The New Yorker: What Should Trayvon Martin Have Done? 

There is an echo, in what people say Martin should and shouldn’t have done, of what people say to women when bad things happen to them in dark places. Why did you walk that way, why were you out in the rain? Why did you walk in the direction of the man instead of running? Why did you think you had the privilege to go out and get candy for a child? You didn’t; you should have known. It shouldn’t be that way. A woman should be able to walk on a dark street in Florida, or anywhere. That she might not be able to doesn’t make a similar restraint on Martin any more reasonable—one injustice doesn’t vindicate another—and, in a way, only adds to the pain. One of the answers, among the most mortifying, and rightly underlying the rage at the verdict, is that Trayvon Martin wasn’t supposed to act like a man.

He wasn’t quite one, yet. He was a child, who had just turned seventeen. He was learning how to be a man—and he had some reasonable guides in his parents, as we have learned through watching their utter dignity throughout the trial. That night, though, Martin was just guessing.

Finally, from Obama's speech:

You know, when Trayvon Martin was first shot, I said that this could have been my son. Another way of saying that is Trayvon Martin could have been me 35 years ago. And when you think about why, in the African- American community at least, there’s a lot of pain around what happened here, I think it’s important to recognize that the African- American community is looking at this issue through a set of experiences and a history that -- that doesn’t go away.

There are very few African-American men in this country who haven’t had the experience of being followed when they were shopping in a department store. That includes me.

And there are very few African-American men who haven’t had the experience of walking across the street and hearing the locks click on the doors of cars. That happens to me, at least before I was a senator. There are very few African-Americans who haven’t had the experience of getting on an elevator and a woman clutching her purse nervously and holding her breath until she had a chance to get off. That happens often.

And you know, I don’t want to exaggerate this, but those sets of experiences inform how the African-American community interprets what happened one night in Florida. And it’s inescapable for people to bring those experiences to bear.

Obama is at his best, in my opinion, when speaking on issues like this, as in what I consider his best speech, the one on race and Reverend Wright (PDF). 

I was in France when the Zimmerman verdict came in, and at that moment the issue of race was fresh on my mind. I'd had brunch with my friend Michelle, a Chinese American, who has been living in Paris for a few years. She noted that a strain of anti-immigrant sentiment had been running through the city and country for some time, and she often had to make clear that she was an American and not an immigrant from China as the Chinese were among the target immigrant groups for such French resentment. An exception, she said, was being or seeming Japanese.

Her words echoed in my head later that day when my friends and I were strolling near the Louvre. Three of the four of us were Chinese American. A guy walking past us about a hundred feet away shouted an epithet in our direction. I looked over my shoulder, uncertain who it was directed at, and the guy made eye contact with me. This time he paired the insult with an unmistakeable hand gesture, a couple sharp jabs of his index finger directed at my face.

This is not to condemn France or Paris based on the actions of one ignorant guy as we had an otherwise amazing time all throughout the country. But it was a vivid reminder of anti-immigrant sentiments that are prevalent in many countries throughout the world, and of how in many more places in the world than the ones I typically move in that race is one of the most powerful shapers of one's context that exists.

We are still far from a race-blind world, and how tragic it must be to to be in a double bind in which one of your choices is to deny who you are.

Glass half full?

Mr. Cowen, who is also an occasional contributor to the Sunday Business section of The New York Times, is more skeptical about a short-term takeoff, focusing instead on what he sees as a brightening, longer-term picture of the United States economy.

The recent surge in domestic oil and gas production signals “the start of a new era of cheap energy,” he said, while less expensive online education programs could open the door to millions of people who have been priced out of more traditional academics.

At the same time, Mr. Cowen said, he now expects subtler improvements in the country’s economic well-being that will not necessarily be reflected in statistics like gross domestic product, but will be significant nonetheless.

For example, slower growth in the cost of health care will be a boon for the government and businesses, but will actually subtract from reported economic activity. “It’s like the music industry,” he said. “Revenues are lower at record companies but the experience for listeners is better.”

...

“The great stagnation will end for a lot of people but not everyone,” Mr. Cowen said. “I think there will be great breakthroughs but the distribution of those gains will go to owners of capital and intellectual property.”

The ongoing debate about whether we're in the nascent days of some third industrial revolution, driven by the connective fabric of the Internet, or the Great Stagnation.

Being a macroeconomist seems like a fruitless enterprise, like being a fortune-teller, but I agree with the sentiment that the returns to owning capital are greater relative to the value of one's own labor than in the past.

Emotional expression in 20th century books

I'm not sure what to make of the data presented in this study of the frequency of emotion words in books, but it's intriguing. 

We also found a general decrease in emotional word usage in the past decades up to the present, which was observed also in fiction writing on its own. We interpret this as a genuine decrease in the literary expression of emotion, but an alternative explanation could be that mood words have changed, rather than decreased in usage, through the  century. This seems unlikely to explain the observed decrease, however, because we used contemporary word lists, analyzed recently in Twitter data to characterize recent events [24], any bias of which should have increased in usage towards the present.

Our results also support the popular notion that American authors express more emotion than the British. Somewhat surprisingly, this difference has apparently developed only since the 1960s, and as part of a more general stylistic differentiation in American versus British English, reflected similarly in content-free word frequencies. This relative increase of American mood word use roughly coincides with the increase of anti–social and narcissistic sentiments in U.S. popular song lyrics from 1980 to 2007 [6], as evidenced by steady increases in angry/antisocial lyrics and in the percentage of first-person singular pronouns (e.g., Ime,mine), with a corresponding decrease in words indicating social interactions (e.g., matetalk,child) over the same 27-year period [6].

As these findings appear to genuinely reflect changes in published language, a remaining question is whether word usage represents real behavior in a population, or possibly an absence of that behavior which is increasingly played out via literary fiction (or online discourse).

The joy-sadness curve, in particular, caught my eye. World War II seemed to cause a big spike in sadness, and the early 80's were a rough time too, though I have no idea why.

I wonder if the n-gram data from Google will include stickers and emoji for future generations to analyze.