At Trulia, a residential real estate Web site, the analysts are constantly crunching data â" home and apartment listings, prices, school ratings, crime rates and other numbers.
With Valentineâs Day coming this week, Jed Kolko, Truliaâs chief economist and head of analytics, decided to sift through household, gender, city and neighborhood data in America. If youâre looking for someone single of the opposite sex, where are your chances best and worst, statistically speaking
He posted his findings on the Trulia Trends site on Monday.
According to Truliaâs analysis, men living alone most outnumber women living alone in Las Vegas; Honolulu; Palm Bay, Fla.; Gary, Ind.; and San Jose, Calif.
Women most outnumber men in Bethesda, Md.; Washington; Boston; New York; and Raleigh, N.C.
At the broader metropolitan level, Mr. Kolko said in an intervie, labor markets are typically the determining factor. Men outnumber women in regions that have a higher proportion of technology, manufacturing and construction jobs. Women outnumber men most in places with more professional services jobs and in bigger cities.
The data sets for many thousands of ZIP codes, Mr. Kolko explained, all came from the 2010 census and were downloaded onto a laptop, then sliced, diced and manipulated using Stata data analysis and statistical software.
The data was massaged a bit. Only people living alone were counted; an earlier survey showed singles prefer to date someone who lives alone. And this time, Mr. Kolko factored out the gay and lesbian population, using the assumption that the share of gay or lesbian singles in neighborhoods would be roughly equal to same-sex couples living in those neighborhoods. (Last year, Mr. Kolko did an analysis of the ZIP code neighborhoods with the highest shares of gays and lesbians.)
Local industries may play a large role in gender populations for cities as a whole. But neighborhoods, Mr. Kolko said, are a more genuine reflection of where people want to live. So for each of the 10 largest metropolitan areas, he calculated the ZIP codes with the highest ratio of men to women, and women to men.
Men, Mr. Kolko observed, tend to settle near downtown or in recently redeveloped neighborhoods like the Waterfront in Boston or Long Island City in New York. Women are more likely to live in residential areas, including the Marina in San Francisco and Queen Anne in Seattle, and neighborhoods that are seen as safe and are more affluent, like the Upper East Side of New York and Upper Connecticut Avenue in Washington.
More women in high-income neighborhoods Is this another sign of the much-discussed trend of women doing better than men Mr. Kolko did not push the data that far. âIt probably says more about where men and women choose to live in a given city rather than which gender is more successful,â he said.