Down These Mean Median Streets

June 11, 2014
Posted by Jay Livingston

For a quick illustration of the difference between mean and median, I often use the example of income. I choose a plausible average (mean) for the classroom population and review the math. “If Bill Gates walks into the room,” I say, “the average income is now in the billions. The median hasn’t has hardly moved, but the mean has gone way up.” So has the Gini coefficient.

Here’s a more realistic and global illustration – the net worth of people in the wealthier countries.  The US ranks fourth in average worth – $301,000 per person . . .




. . . but the median is far lower – $45,000, 19th out of the twenty nations shown.  (The graph is from Credit Suisse via CNN )

The US is a wealthy nation compared with others, but  “average” Americans, in the way that term is generally understood, are poorer than their counterparts in other countries.

But as with so many things, most Americans are unaware of how life is lived in other countries.  In our ignorance and arrogance, we just know that, although things may not be perfect here, they are in all respects better than anywhere else.  As Sen. Marco Rubio put it at the 2012 Republican convention, speaking about Democratic proposals on things like inequality and health care, “These are ideas that threaten to make America more like the rest of the world instead of making the rest of the world more like America.”

The key word, of course, is “threaten.”  Affordable health care for all,  a higher median net worth – are these a threat? Only in America – or, more accurately, Republican America.

Marriage and Protection from Violence

June 10, 2014
Posted by Jay Livingston

This was the original headline in the Post Everything op-ed by Bradley Wilcox and Robin Fretwell Wilson.


Apparently, many outraged readers pointed out the  “blame the victim” assumption in the headline. Or as Erin Gloria Ryan, at Jezebel translated it,  “Violence Against Women Will End When You Sluts Get Married.”

Others pointed out that the data did not support that claim.  Wilcox, the lead author, tweeted.


The new headline wasn’t much better.


Offensive terms like “baby daddy” have been removed, but the idea is the same. And while Wilcox didn’t write those headlines, they do represent his thesis: marriage as protection.

And, most fundamentally, for the girls and women in their lives, married fathers provide direct protection by watching out for the physical welfare of their wives and daughters, and indirect protection by increasing the odds they live in safe homes and are not exposed to men likely to pose a threat. So, women: if you’re the product of a good marriage, and feel safer as a consequence, lift a glass to dear old dad this Sunday.

Philip Cohen (here)  has looked at the data, which clearly shows the trend Wilcox has been wringing his hands about for a long time: marriage in the US is on the decline. Wilcox would predict that the fall in marriage rates would result in huge increases in violence against wives and girlfriends.

But it hasn’t.  In this same period, the data show, “intimate partner violence” has also declined.  (Cohen’s analysis requires a bit of statistical sophistication, but his discussion makes the data clear, and his post is well worth reading.)

There are ecological-fallacy problems in the data, as Cohen acknowledges. But such problems have not prevented Wilcox from drawing shaky conclusions about the broad benefits of marriage.  Philip even provides a parody version of Wilcox’s strategy, though Cohen uses the data to draw the opposite conclusions about marriage.

We had reason to believe marriage was harmful, on average . . . as if marriage feeds off itself in a violence loop. . . . The bottom line is that intimate partner violence is much less common in years when marriage is more rare.

Cohen is kidding.  Sort of.  Underlying the traditional marriage – the one Wilcox takes as the ideal – is a power imbalance.  For Wilcox, that’s a good thing. As he says, husband/fathers provide “protection,” both direct and indirect.

But the marriage-as-protection trope reminded me of something Philip Slater wrote forty years ago:

In relation to women, men have taken the stance assumed by the warrior-aristocrat toward the peasant: “If you feed me, I will protect you.” Before long, of course, every protection contract becomes a protection racket: “Give me what I want and I will protect you against me.

Goffman and Veritas

June 9, 2014
Posted by Jay Livingston

Slate ran an article  by L.V. Anderson decrying the tendency of Ivy League graduates to be vague about their educational credentials.  Asked where they went to school, they say, “New Haven,” or “Boston,” or “New Jersey.”

If . . . you refuse to tell someone you went to Harvard, that reflects poorly on you – it implies that, on some level, you buy into the overblown mythos of Harvard and the presumption of Ivy League superiority.

Anderson’s course of study, wherever it was, must not have included even a paragraph of Goffman. One of the basic ideas of Presentation of Self is that people seek to control the impressions others make of them, and they do this by controlling the information others get. It’s not about what mythos Ivy Leaguers buy into. It’s about the mythos others have bought.



Ivy Leaguers have a very good notion, usually based on experience, of the impression that “Harvard” or “Yale” creates in others’ minds.  Alyssa Metzger in the Chronicle  sets the record straight.

When I would visit my former local bar in Philly . . . a reply of “In Boston” usually led to them returning to their beers with an “Oh cool … my friend’s sister goes to BU” . . .  If I said, “At Harvard,” it tended to lead to them turning on their stools to face me, wide-eyed, with an “Oh wow … you must be really smart.” I wasn’t Allyssa, I was SMART PERSON (TM)— more object than person.

Who wants to be seen as an exemplar of a stereotype? And stereotype we do, even those of us who should know better.  A few years ago (here) I reported a conversation from my playground days. I had gotten to know another playground dad (weekdays at the playground, the dad sample is a very small n). Brad was a Juilliard grad who was eking out a living as a conductor with a regional orchestra – five concerts a year. 

One day we were sitting on the bench, and Brad asked me where I’d gotten my Ph.D. I guess we’d never talked much about higher education. Harvard, I told him.

“I didn’t know that,” he said, surprised, “and I’ve known you all this time.”
“Don’t be impressed,” I said.
“But I am,” he said. From his voice and the look on his face, I could see that he meant it. I wanted to convince him not to be.
“Oh Brad,” I said, my voice rising in mock awe, “You went to Juilliard?! You must be this really great and talented musician. Juilliard – wow!” Or something like that.
He laughed.
“See what I mean?” I asked.
“Yes,” he said. Then a pause. “But I’m still impressed.”

Harvard grads don’t want to lie. So they tell the veritas, just not the whole veritas. Yalies may shade the veritas in order to present themselves in the lux that best fits the situation.  But, as Goffman pointed out, that’s what we all do all the time.

The Belmont – No Place Like Place?

June 7, 2014
Posted before post time by Jay Livingston

At Freakonomics Steven Levitt argues for making “a place bet on California Chrome” mostly because the odds to win will be so low.

When California Chrome won the Preakness, a $2 bet to win returned $3. A $2 bet to place also returned $3! . . . You can’t know with certainty what the place payout will be ahead of time because it depends on what other horse finishes in the top two, but if you watch the allocation of money in the place pool you can get a pretty good idea. Sometimes crazy things happen. When Big Brown won the Preakness, he paid $2.40 to win, $2.60 to place, and $2.40 to show!

Levitt is right when he says that the place payout depends on which other horse finishes in the top two. But he’s wrong when he says that you can get a pretty good idea by watching the place pool. The Tote board at the track does show how much money is bet on each horse to win, to place, and to show.  The place payout is determined by taking all the losing bets and dividing them up among people who bet on the winner and those who bet on the place horse.

The reason Big Brown paid more to place than to win was that horse who finished second, Macho Again, at 40-1 was the second longest shot in the race.  That meant more money in the place pool to be divided (all the money bet on the other ten horses) and fewer people that it would be divided among  So if you are betting a heavy favorite to place, you not only have to watch the place pool bets, but you also have to pray that the horses with big money bet on them finish no better than third.

Levitt’s best bet is Commanding Curve to win. The odds will be attractive. A dollar on California Chrome, if he wins, will get you fifty cents; if you bet him to place, you might win only a dime. The morning line on Commanding Curve is 15-1, but I expect it will by lower by post time. Commanding Curve closed six lengths on California Chrome in the final furlong of the Derby, an indication that he might have the stamina for the added quarter-mile of the Belmont.  Commanding Curve also skipped the Preakness, giving him an extra two weeks of rest.

My own long shot is Wicked Strong, another possible closer. The morning line is 6-1, but I predict it will be higher. He had some bad racing luck in the Derby and still got fourth.

Finally, I cannot do a post on horse racing without reiterating my pet peeve about the incorrect use of “track record” that has become so widespread (see my earlier post here).  In racing, where the term originates, it does not refer to a horse’s past performances. It refers to the record time at that track for a given distance. People don’t have track records, tracks do. The Belmont stakes is a mile and a half.  The fastest time for that distance at Belmont – the track record – is 2:24.  That’s way fast, and here’s what it looked like.


In a sport where the difference between win and place is usually a fraction of a second, Secretariat is four or five seconds ahead of the rest.

UPDATE: Both Levitt and I were wrong. The winner was Tonalist at 8-1, a horse who had raced only four times and only once against top horses, though he won that one (a grade-2 stakes). The place horse was an even longer shot, Commissioner at 20-1.