Own a pet and flashlight? Study says it tells race
The cultural divide is real, and it’s huge. Americans live such different lives that what we buy, do or watch can be used to predict our politics, race, income, education and gender — sometimes with more than 90 percent accuracy.
It turns out that people are separated not just by gun ownership, religion and their beliefs on affirmative action — but also by English muffins, flashlights and mustard.
To prove it, University of Chicago economists Marianne Bertrand and Emir Kamenica taught machines to guess a person’s income, political ideology, race, education and gender based on either their media habits, their consumer behavior, their social and political beliefs, and even how they spent their time. Their results were released in a new working paper from the National Bureau of Economic Research.
The duo trained their algorithms to detect patterns in decades of responses to three long-running surveys. The surveys were tuned and filtered to be consistent over time, which allowed Bertrand and Kamenica to measure how America’s cultural divides have evolved.
Spending predicts gender with almost perfect accuracy, for example, because men don’t buy nearly as much mascara as women do, and women buy much less aftershave/cologne than men do. But others are revelatory: White people and black people are almost as different in their spending habits as rich people and poor people are, for example.
Differences in social attitudes between liberals and conservatives have been widened over time, Bertrand and Kamenica found. The gap in social attitudes between whites and nonwhites has fallen slightly, but the difference in consumer behavior between races has grown.
Race
In the world of television in 2016, some of the top 10 predictors of whiteness were watching Rudolph the Red-Nosed Reindeer, American Pickers, The Big Bang Theory and the Kentucky Derby. If we’re looking at specific brand names, the top 10 included Thomas’ English muffins, Sweet Baby Ray’s barbecue sauce and Stove Top stuffing.
More generally, in consumer products, the best predictor of whiteness was whether someone owned a pet — followed closely by whether they owned a flashlight. Many of the differences appear to be correlated with wealth and homeownership, areas in which America suffers from vast racial disparities.
The Federal Reserve has found that the median net worth of a white household in 2016 was 9.7 times greater than that of a black one.
Each analysis is binary, meaning that although the authors frame everything in terms of predicting whether someone is white, or high income, or male, the direct opposite is equally true. In other words, “doesn’t own a pet” predicts that someone isn’t white just as strongly as “owns a pet” predicts that someone is white.
To maintain statistical integrity, the authors were able to break the population into only two categories, “white” and “nonwhite,” which may hide differences across a large and diverse population.
Income
Attitudes toward police violence are only a few percentage points less effective in predicting high (in the top 25 percent) income than they are in predicting whiteness. The overlap shows how closely related race and income are, probably because of historical disparities and continuing problems with racial bias.
Race aside, consumer behavior is strongly linked to income level. In 1992, Grey Poupon mustard predicted income better than any other brand. By 2016, its place as the key signifier of the country’s economic and cultural divide had been taken by Apple’s iPhone — which the researchers found to be a much clearer signifier of income than the condiment had been.
Politics
Because of limitations in the media and consumer components of the survey they used, researchers couldn’t get reliable data on the liberal-conservative split that was more recent than 2009. But differences up to that time include some of the most interesting findings in the survey.
They start with superficial differences: If someone went to Arby’s or Applebee’s or used Jif peanut butter, you might guess they were conservative. If they didn’t own fishing gear or use ranch dressing, but drank alcohol and bought novels? Probably a liberal.
The researchers find that, across almost every dimension, America’s cultural divide has remained constant. Yes, high income households buy different things from low income ones, and white Americans and black Americans watch different television programs and movies. We’re divided. But we always have been and, despite popular narratives to the contrary, it’s not getting worse.
“What’s really striking to me,” Kamenica said, “is how constant cultural divisions have been as the world has changed.”
But there’s one exception. And it’s a big one. The ideological difference between conservatives and liberals is wide and growing.
“This is not a new phenomenon,” Kamenica said. “For the past 40 years, liberals and conservatives are disagreeing more each year. On every topic, liberals and conservatives are disagreeing more than they used to.”
And their analysis of television-watching habits indicates that the nature of America’s media divide may be changing, even if its size isn’t. In 2001, you could predict that someone was conservative if he or she hadn’t watched the Academy Awards or Will and Grace. By 2009, those cultural signifiers had been replaced by three major Fox News programs: The O’Reilly Factor, Fox and Friends and Hannity & Colmes.
According to Bertrand, cultural factors such as television and movies matter because of how they enable (or disable) conversation and exchange between neighbors of different backgrounds and viewpoints.