Over a recent break from school, Harvard sociology Ph.D. candidate Robert Manduca whipped up a fascinating visualization of the geography of American jobs, powered by data sets from the U.S. Census Bureau’s Longitudinal Employer-Household Dynamics.


Before you dig in to “Where are the Jobs?: Employment in America 2010,” it may help to note that each dot represents a single job—and you can tell what kind of job it is because of its color. Manufacturing and trade jobs are red; professional services jobs are blue; healthcare, education, and government jobs are green; and retail, hospitality, and other service jobs are yellow. You won’t find any dots for federal jobs (no available data), and Massachusetts is missing entirely—the only state to opt out of reporting its employment trends. The end result is a highly detailed map that gives viewers a quick summary of how many and what types of jobs are a part of the economy.

“I was surprised by the extent to which jobs are spatially concentrated,” Manduca says. “Even with the growth of suburban employment over the last 50-plus years, downtowns are still major job centers in most cities. And suburban jobs are clustered too—they are often located next to highways or transportation corridors, or else in groups of office parks. The counterpoint to this is the extent to which large parts of major cities—even parts that are very densely populated—have relatively few jobs.”

Though it may seem like a lot about our economy has changed since the last Census, subsequent surveys and reports suggest that Manduca’s findings remain relevant five years later. The distance between people and the jobs they hold is growing all the time. Nearly 600,000 workers in America are “mega-commuters,” traveling 90 minutes and over 50 miles to work—each way. Though that’s by definition an extreme sampling, 10.8 million U.S. workers don’t fare much better, traveling an hour to their jobs twice a day, according to a 2013 report from the Census Bureau. (Average commute times are about 26 minutes each way.)

By nearly every measure, long commutes make us sadder and less optimistic—even 40 percent more prone to divorce. By contrast, shorter commutes make us happier than earning an extra $40,000 a year. Long commutes are also terribly unhealthy. After just 10 miles spent commuting each way, our blood sugar, cholesterol, and risk for depression go up. Our blood pressure rises as our length of time commuting goes up. Workers who commute over 45 minutes report lower sleep quality and more exhaustion. And rush hour commutes are particularly bad, leading to dangerous spikes in blood pressure.

Yet plenty of us are willingly opting in to job sprawl. This spring, Brookings released a study about the growing distance between people and jobs in metropolitan America:

“Suburban residents saw the number of jobs within a typical commute distance drop by 7 percent, more than twice the decline experienced by the typical city resident (3 percent)… As poor and minority residents shifted toward suburbs in the 2000s, their proximity to jobs fell more than for non-poor and white residents… Residents of high-poverty and majority-minority neighborhoods experienced particularly pronounced declines in job proximity.”

One of the most striking examples of this occurs when comparing Manhattan and Hudson County, New Jersey, just across the river. Both are extremely densely populated areas—two of the densest in the country. But it’s expensive to live in a place like Manhattan, which “has a huge number of jobs, whereas Hudson County has very few relative to the number of people,” says Manduca. Commuters making the trek to Manhattan experience the longest commute times in the nation.

Despite hype to the contrary, there is plenty of evidence that in every major city in the world, “suburbs are expanding relative to urban cores.” Moving outside the city is especially attractive to low-wage workers, even though suburban sprawl and its accompanying lack of proximity to jobs hurts the poor the most.

To see this in action, zoom in on Detroit—which made the news early this year when one of its residents walked 21 miles to and from work every single day because the bus schedule wasn’t reliable, and after his car broke down, he couldn’t afford to replace it. And, of course, because the manufacturing work he does was tough to find closer to home. Detroit clearly shows a concentration of employment in the downtown area of the city, but dots of any color are few and far between in others (though, if you zoom in incredibly closely, you might be able to make out hints of the city’s growing hotbed of new “creative” residents from all over the country).

In contrast, nearby Ann Arbor—a quintessentially college town with cultural institutions, trendy bars, and hipsters in spades—is a vivid rainbow mix of dots, thanks in no small part to the presence of the University of Michigan. Business owners flock to Ann Arbor to cater to the needs and wants of U of M’s faculty, the 43,000 students, and the university itself.

For Michigan in particular, but also the country as a whole, it’s tempting to blame a decrease in manufacturing jobs. But according to the map, manufacturing is still a very significant part of the U.S. economy. The Economic Policy Institute notes that the manufacturing sector employed 12 million workers in 2013, 8.8 percent of total U.S. employment. It’s just that the manufacturing jobs are shifting in location, along with the types of products being produced.

Such trends are endlessly compelling, and Manduca has ambitious goals to make his map even more interesting. “Zoning decisions, transportation planning, economic development projects, and other policy choices need to be well tailored to the economic situation on the ground. With many of these decisions, and with urban policy more generally, there is no one-size-fits-all solution. The policies that work in New York aren’t necessarily going to work in Texas, and what makes sense in Chicago won’t necessarily be right for South Dakota. I hope that this map will help citizens and their representatives better understand their regional economies by giving them a bird’s eye view,” he says.

Though the map doesn’t provide solutions to city problems, it does tend to inspire one to ask questions, and such questions could lead to policy changes that significantly impact how cities operate. If civic and business leaders do not see the type of employment diversity or just employment period that they would like to have, then the question becomes, How do cities attract the types of employment opportunities they desire—and is the current population capable of taking advantage of said opportunities? Economic stability, environmental sustainability, labor laws, and other issues are all important aspects of assessing employment options and determining what is best for any given community.

“I’d love to add a temporal component to the project to see how the distribution of employment has changed over time,” Manduca adds.

  • Man’s dog suddenly becomes protective of his wife, Internet clocks the reason right away
    Dogs have impressive observational powers.Photo credit: Canva

    Reddit user Girlfriendhatesmefor’s three-year-old pitbull, Otis, had recently become overprotective of his wife. So he asked the online community if they knew what might be wrong with the dog.

    “A week or two ago, my wife got some sort of stomach bug,” the Reddit user wrote under the subreddit /r/dogs. “She was really nauseous and ill for about a week. Otis is very in tune with her emotions (we once got in a fight and she was upset, I swear he was staring daggers at me lol) and during this time didn’t even want to leave her to go on walks. We thought it was adorable!”

    His wife soon felt better, butthe dog’s behavior didn’t change.

    pregnancy signs, dogs and pregnancy, pitbull behavior, pet intuition, dog overprotection, Reddit stories, viral Reddit, dog instincts, canine emotions, dog owner tips
    Otis knew before they did. Canva

    Girlfriendhatesmefor began to fear that Otis’ behavior may be an early sign of an aggression issue or an indication that the dog was hurt or sick.

    So he threw a question out to fellow Reddit users: “Has anyone else’s dog suddenly developed attachment/aggression issues? Any and all advice appreciated, even if it’s that we’re being paranoid!”

    The most popular response to his thread was by ZZBC.

    Any chance your wife is pregnant?

    ZZBC | Reddit

    The potential news hit Girlfriendhatesmefor like a ton of bricks. A few days later, Girlfriendhatesmefor posted an update and ZZBC was right!

    “The wifey is pregnant!” the father-to-be wrote. “Otis is still being overprotective but it all makes sense now! Thanks for all the advice and kind words! Sorry for the delayed reply, I didn’t check back until just now!”

    Redditors responded with similar experiences.

    Anecdotal I know but I swear my dog knew I was pregnant before I was. He was super clingy (more than normal) and was always resting his head on my belly.

    realityisworse | Reddit

    So why do dogs get overprotective when someone is pregnant?

    Jeff Werber, PhD, president and chief veterinarian of the Century Veterinary Group in Los Angeles, told Health.com that “dogs can also smell the hormonal changes going on in a woman’s body at that time.” He added the dog may “not understand that this new scent of your skin and breath is caused by a developing baby, but they will know that something is different with you—which might cause them to be more curious or attentive.”

    The big lesson here is to listen to your pets and to ask questions when their behavior abruptly changes. They may be trying to tell you something, and the news may be life-changing.

    This article originally appeared last year.

  • Throughout history, women have stood up and fought to break down barriers imposed on them from stereotypes and societal expectations. The trailblazers in these photos made history and redefined what a woman could be. In doing so, they paved the way for future generations to stand up and continue to fight for equality.

  • ,

    Why mass shootings spawn conspiracy theories

    Mass shootings and conspiracy theories have a long history.

    While conspiracy theories are not limited to any topic, there is one type of event that seems particularly likely to spark them: mass shootings, typically defined as attacks in which a shooter kills at least four other people.

    When one person kills many others in a single incident, particularly when it seems random, people naturally seek out answers for why the tragedy happened. After all, if a mass shooting is random, anyone can be a target.

    Pointing to some nefarious plan by a powerful group – such as the government – can be more comforting than the idea that the attack was the result of a disturbed or mentally ill individual who obtained a firearm legally.


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