social networks

Social networks are a great way to introduce people to the power of Sociology. In my Intro class, I make a point to show students the way their social networks shape the spread of divorce, how people ask for help, and the surprisingly tangled world of dating.

Now there’s a new take on networks – the structure of our social relationships could be a key ingredient in comedy.

Sitcom” by tylerhoff, Flickr CC

Over at Socius, a new data visualization from Adam Roth is going straight into my syllabus. Using data from the NBC sitcom The Office, Roth shows how some characters are closely connected, like the accounting team, while others occupy what network theorists call “structural holes” — they are separated from each other by department boundaries or rare interactions.

Roth, A. R. (2022). Social Network Theory and Comedy: Insights from NBC’s The Office. Socius, 8. https://doi.org/10.1177/23780231221141524
Check out a full description at the open access article!

The key point, Roth argues, is that bringing together characters who are separated by structural holes makes for great comedy. After summarizing Greg Daniels’ approach to mixing and matching characters in the writers room, Roth writes:

 Burt (1992) described structural holes as separations in a social network between nonredundant contacts. Building on Granovetter’s (1973) weak tie argument, Burt theorized that a person who occupies a structural hole is privy to novel information, resources, and ideas by virtue of bridging two otherwise disconnected social circles…Overall, approximately one third of episodes (66 of 201) across the show’s nine seasons had at least one storyline involving two or more characters who did not routinely exchange lines on the show.

This isn’t just an excuse to show Seinfeld, Scrubs, or other sitcoms in class. Roth’s work demonstrates how these shows are a great teaching tool to show students how understanding social relationships can fuel our creativity!

Evan Stewart is an assistant professor of sociology at University of Massachusetts Boston. You can follow his work at his website, or on BlueSky.

It is hard to keep up habits these days. As the academic year starts up with remote teaching, hybrid teaching, and rapidly-changing plans amid the pandemic, many of us are thinking about how to design new ways to connect now that our old habits are disrupted. How do you make a new routine or make up for old rituals lost? How do we make them stick and feel meaningful?

Social science shows us how these things take time, and in a world where we would all very much like a quick solution to our current social problems, it can be tough to sort out exactly what new rules and routines can do for us.

For example, The New York Times recently profiled “spiritual consultants” in the workplace – teams that are tasked with creating a more meaningful and communal experience on the job. This is part of a larger social trend of companies and other organizations implementing things like mindfulness practices and meditation because they…keep workers happy? Foster a sense of community? Maybe just keep the workers just a little more productive in unsettled times?

It is hard to talk about the motives behind these programs without getting cynical, but that snark points us to an important sociological point. Some of our most meaningful and important institutions emerge from social behavior, and it is easy to forget how hard it is to design them into place.

This example reminded me of the classic Social Construction of Reality by Berger and Luckmann, who argue that some of our strongest and most established assumptions come from habit over time. Repeated interactions become habits, habits become routines, and suddenly those routines take on a life of their own that becomes meaningful to the participants in a way that “just is.” Trust, authority, and collective solidarity fall into place when people lean on these established habits. In other words: on Wednesdays we wear pink.

The challenge with emergent social institutions is that they take time and repetition to form. You have to let them happen on their own, otherwise they don’t take on the same same sense of meaning. Designing a new ritual often invites cringe, because it skips over the part where people buy into it through their collective routines. This is the difference between saying “on Wednesdays we wear pink” and saying

“Hey team, we have a great idea that’s going to build office solidarity and really reinforce the family dynamic we’ve got going on. We’re implementing: Pink. Wednesdays.”

All of our usual routines are disrupted right now, inviting fear, sadness, anger, frustration, and disappointment. People are trying to persist with the rituals closest to them, sometimes to the extreme detriment of public health (see: weddings, rallies, and ugh). I think there’s some good sociological advice for moving through these challenges for ourselves and our communities: recognize those emotions, trust in the routines and habits that you can safely establish for yourself and others, and know that they will take a long time to feel really meaningful again, but that doesn’t mean they aren’t working for you. In other words, stop trying to make fetch happen.

Evan Stewart is an assistant professor of sociology at University of Massachusetts Boston. You can follow his work at his website, or on BlueSky.

Political drama over the past few years has driven us to take a new look at bridging social division. Pundits worry about filter bubbles, cultural enclaves, and the way “identity politics” might be driving us apart into groups that understand each other less and less. The theory assumes we do a lot of identity policing—we figure out who we are, anchor that on who we are not, and spend a lot of time and effort policing that boundary to keep other people out. If everyone self-sorts into similar identity communities, it can be harder to connect in a diverse society.

But is that really what’s happening? Sociologists know that identities are a key part of cultural membership, but we often complain about “identity politics” for certain groups and ignore it for others. Now, new research shows how focusing on one kind of identity can bring people together, rather than pushing them apart.

Photo Credit: Ted Eytan, Flickr CC

In a new study published in Sociological Science, Adam Horowitz and Charles Gomez look at “identity override”—a process where a shared identity can lead people to bridge other social divides. Using data from the National Longitudinal Survey of Adolescent to Adult Health, they find evidence for an interesting case of identity override: people who identify as lesbian, gay, or bisexual (GLB) have more friendships and relationships with people from different racial groups.

Identity was the key factor here; people who reported same-sex relationships but didn’t identify as LGB didn’t show the same patterns. Rates of interracial relationships also held after the authors controlled for other demographics and whether respondents lived in urban areas. Racial segregation still persists in the United States, but it looks like coming out and coming together encourages interracial social ties that can overcome some of these barriers. Horowitz and Gomez write,

the cross-racial nature of GLB membership allows it to override the otherwise high borders between people without such a second salient identity.

This research provides a little bit of good news for a world that seems full of conflict. In this case, there’s some evidence that investing in an identity doesn’t always mean cutting other people off.Evan Stewart is an assistant professor of sociology at University of Massachusetts Boston. You can follow his work at his website, or on BlueSky.

A new study tackles the media landscape building up to the election. The lead investigator, Rob Faris, runs a center at Harvard that specializes in the internet and society. He and his co-authors asked what role partisanship and disinformation might have played in the 2016 U.S. election. The study looked at links between internet news sites and also the behavior of Twitter and Facebook users, so it paints a picture of how news and opinion is being produced by media conglomerates and also how individuals are using and sharing this information.

They found severe ideological polarization, something we’ve known for some time, but also asymmetry in how media production and consumption works on either side. That is, journalists and readers on the left are behaving differently from those on the right.

The right is more insular and more partisan than the left: conservatives consume less neutral and “other side” news than liberals do and their outlets are more aggressively partisan. Breitbart News now sits neatly at the center. Measured by inlinks, it’s as influential as FOX News and, on social media, substantially more. Here’s the  network map for Twitter:

Breitbart’s centrality on the right is a symptom of how extreme the Republican base has become. Breitbart’s Executive Chairman, Steve Bannon — former White House Chief Strategist — calls it “home of the alt-right,” a group that shows “extreme” bias against racial minorities and other out-groups. 

The insularity and lack of interest in balanced reporting made right-leaning readers susceptible to fake stories. Faris and his colleagues write:

The more insulated right-wing media ecosystem was susceptible to sustained network propaganda and disinformation, particularly misleading negative claims about Hillary Clinton. Traditional media accountability mechanisms — for example, fact-checking sites, media watchdog groups, and cross-media criticism — appear to have wielded little influence on the insular conservative media sphere.

There is insularity and partisanship on the left as well, but it is mediated by commitments to traditional journalistic norms — e.g., covering “both sides” — and so, on the whole, the left got more balance in their media diet and less “fake news” because they were more friendly to fact checkers.

The interest in balance, however, perhaps wasn’t entirely good. Faris and his co-authors found that the right exploited the left’s journalistic principles, pushing left-leaning and neutral media outlets to cover negative stories about Clinton by claiming that not doing so was biased. Centrist media outlets responded with coverage, but didn’t ask the same of the right (it is possible this shaming tactic wouldn’t have worked the other way).

The take home message is: During the 2016 election season, right-leaning media consumers got rabid, un-fact checked, and sometimes false anti-Clinton and pro-Trump material and little else, while left-leaning media consumers got relatively balanced coverage of Clinton: both good stories and bad ones, but more bad ones than they would have gotten (for better or worse) if the right hadn’t been yanking their chain about being “fair.”

We should be worried about how polarization, “fake news,” horse-race journalism, and infotainment are influencing the ability of voters to gather meaningful information with which to make voting decisions, but the asymmetry between the left and the right media sphere — particularly how it makes the right vulnerable to propagandists and the left vulnerable to ideological bullying by the right — should leave us even more worried. These are powerful forces, held up both by the institutions and the individuals, that are dramatically skewing election coverage, undermining democracy, and throwing elections, and governance itself, to the right.

Lisa Wade, PhD is an Associate Professor at Tulane University. She is the author of American Hookup, a book about college sexual culture; a textbook about gender; and a forthcoming introductory text: Terrible Magnificent Sociology. You can follow her on Twitter and Instagram.

1Originally posted at Montclair Socioblog.

A girl takes a selfie, posts it to Instagram, and waits. She doesn’t have to wait long – a minute or two – before the likes and comments start rolling in. “Gorgeous,” “So pretty OMG,” “Stunning,” “Cutest.”

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You can see why people might look at this and think: narcissism. You can see why they might think that new technologies – Instagram, cell phones (self-phones?) – have made kids today the most narcissistic generation in history.  In an earlier post, I expressed my skepticism about that claim. And, if we can generalize from an episode of This American Life last November, the selfie-Instagram-comments syndrome is not about narcissism – seeing yourself as standing shiningly above everyone else. It’s about fitting in – reading the social map, finding where you stand, and maybe changing that place.

Here is a slightly edited-down excerpt of the first part of the show. As Ira Glass says, if you have teenage girls in your life, you’re probably familiar with this. I don’t and I’m not, so I found it fascinating listening. (When the girls were reading their comments, I thought one of the girls, Jane, was saying “Hard eyes,” and I couldn’t imagine why that was a compliment. Turns out, she was saying “Heart eyes.”) Here’s Ira Glass’s distillation:

They want comments from other girls. This is not about sex. It’s not about boys. It’s about girls, and friendship. And it’s very repetitive – the same phrases, over and over.

All these moves – the posting, the commenting and liking – have a meaning that girls know intuitively but that must be decoded for outsiders like me and Ira.


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Transcript:

Ira Glass: These comments are a very specific language that tells the girls all kinds of things.  And a lot of the meaning in the comments has nothing to do with the actual words. . .  It’s about who is doing the commenting . . .  Liking a photo means something totally different from commenting. You comment with someone you’re close to or someone you want to get close to.

Ella: It’s definitely a social obligation, because you want to let them know, and also let people who are seeing those, that I have a close relationship with this person, so close that I can comment on their pictures, like, this is so cute, or, you look so great here.

Jane:  Especially because we, like, just started high school, so we’re meeting a lot of new people. So you would comment on someone’s photo who you’re not really super close with or that you don’t know really well. And it’s sort of a statement, like, I want to be friends with you, or I want to get to know you, or like, I think you’re cool.

If someone that you don’t know very well commented on your photo, you – it’s sort of like an unspoken agreement that you have to comment back on their photo. Like when you’re making new friends, if they comment on your photo, you comment on their photo.

It’s hard to find narcissism or vanity in any of this. The girls are not preening, not basking in their triumphs, not nursing an ego wounded from some social slight. They are reading a constantly changing sociogram or network model of their world.

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Transcript:

Ira Glass:  They’re only three months into high school, so there is a lot at stake right now.

Julia:  One of my, like, best friends posts a selfie. Maybe this isn’t, like, healthy. But I might go through the comments and see who she’s, like, really good friends with, just ’cause we’re in high school and there’’s that sense of jealousy between everyone.

Ira Glass:  Do you have people who you’re jealous of?

Jane: Yeah.

Julia:  Yeah. I definitely would. I go through, like, the comments that people see– like that people say, and like, I see what other people have said to other people.

Jane:  Yeah.

Julia:  Just to see, like, the whole– like, the whole social like map.

Jane:  Looking, mapping out your social world, seeing who’s with who, who’s hanging out with who, who is best friends with who.

Julia:  If you didn’t have it, like, I feel like I’d be missing so much. And it would just –

Jane:    Because you wouldn’t see what other people were saying. A lot goes on.

Ira Glass:  Well, no, that’s, I feel like, the thing that I’m understanding from this conversation, is like – it’s actually like, you’re getting a picture of your entire social world and who’s up and who’s down and who’s close to who, and it’s like you’re getting a diagram of where everybody stands with everybody else.

Jane:  Yeah.

Ella:  Yeah.

Jane:  Definitely. Definitely.

Ira Glass: As it changes in real time, every day, every 10 minutes.

Ella: Yeah.

Jane:  Yeah. Everyone can see it.

Julia:  It’s crazy.

If you look at the individual –a girl posting a selfie and reading the laudatory comments – you see a personality trait, narcissism. But the behavior that looks like narcissism is really an aspect of the social structure (girls’ friendships networks) and the institution those networks are embedded in (school). Jay Livingston is the chair of the Sociology Department at Montclair State University. You can follow him at Montclair SocioBlog or on Twitter.

Last month my neighbor and I mustered our emotional strength, gathered up our neighborhood cat, and drove to the SPCA to help her leave this earth in peace. He had named her Minou — French for kitty, a common term of endearment for cats in Cajun country — though I’m sure she’d had many names, which is why I’m posting about her here.

Minou is one of the tens of thousands of animals that were victims of Hurricane Katrina. An estimated 15,500 were rescued, many more died, and some, like Minou, started a new life all on their own. Another of my neighbors, one who rode out the storm, remembers Minou showing up after the waters receded. The cat — tame, spayed, and quite clearly someone’s pet before Katrina — made my and my neighbors’ yards her home, supporting herself for 11 years on lizards and rainwater and the kindness of strangers.

When I showed up two years ago, she was the first to welcome me. I woke up one morning to find her snuggled up in bed. She had found one of the holes in my dilapidated house and climbed in. She left me dead things. She made me feel at home.

She was our little Minou. One of my neighbors fed her. We all gave her pets and treats. When she got sick, I was the one who could afford to take her to the vet, so I did. I bought her the medicine; a neighbor administered it.

She had always been a tough little survivor but, in the end, it was her time. She died in the arms of people she loved, who loved her.

As we drove to the SPCA to say goodbye, I was struck by how much she had done for us. She had brought us together by giving us a common friend and responsibility. She was the node in our network, more so even than our proximity. Often, she was why we talked to each other. Or we talked to each other over her. When one of us paused to give her some attention, it kept us outside long enough to run into each other. And since everyone stopped to give her a pet, we’d all be there together.

I knew, too, that the two of us who rode in that car together — we who had made and then carried out that impossible decision — would never be able to call each other strangers. Even in her last minutes, Minou forged a bond.

Sociologists are interested in community: the difference between those neighborhoods in which people feel a sense of togetherness and those in which they do not. I don’t know much about that literature, nor much about social networks, but I do know that, with noted exceptions, pets are on the fringe of sociological analysis. It’s an interesting oversight given that more than half of American households include at least one pet. And that’s not counting the strays.

But I do know that Minou is part of why my neighbors and I are a community and her final gift to us was to cement that bond. And when I memorialized her passing on social media, many people commiserated with similar stories of “neighborhood cats.” I bet there are stray cats all over America, bringing people together. I’m so grateful that she did that for us.

2Lisa Wade, PhD is an Associate Professor at Tulane University. She is the author of American Hookup, a book about college sexual culture; a textbook about gender; and a forthcoming introductory text: Terrible Magnificent Sociology. You can follow her on Twitter and Instagram.

Originally posted at Orgtheory.

6Iowa in 2008, Iowa in 2016

So there are a thousand reasons Trump won the election, right? There’s race, there’s class, there’s gender. There’s Clinton as a candidate, and Trump as a candidate, the changing media environment, the changing economic environment, and the nature of the primary fields. It’s not either-or, it’s all of the above.

But Josh Pacewicz’s new book, Partisans and Partners: The Politics of the Post-Keynesian Society, implies a really interesting explanation for the swing voters in the Rust Belt—the folks who went Obama in 2008, and maybe 2012, but Trump in 2016. These voters may make up a relatively small fraction of the total, but they were key to this election.

Pacewicz’s book, which just came out this month, doesn’t mention Trump, and presumably went to press long before Trump was even the presumptive Republican nominee. And the dynamics Pacewicz identifies didn’t predict a specific outcome. (In fact, Josh guest-blogged at orgtheory in August, but focused on explaining party polarization, and did not venture to predict a winner.)

But Partisans and Partners nevertheless does a really good job of explaining what just happened. Its argument is complex, and doesn’t imply a lot of obvious leverage points for decreasing political polarization or the desire for “disruptive” candidates. But I think it’s an important explanation nonetheless.

The book is based on ethnographic and interview data collected over a period of several years in two Rust-Belt Iowa cities of similar size, one traditionally Republican, and the other traditionally Democratic. Both of these cities saw a transformation in their politics in the 1980s. Until the 1970s, urban politics were organized around a partisan divide closely associated with local business elites, on the Republican side, and union leaders, on the Democratic side. Politics was highly oppositional, and the party that won local elections got to distribute a lot of spoils. But it was not polarized in the sense it is today—while there were fundamental differences between the parties, particularly on economic issues, positions on social issues were less rigidly defined.

During the 1980s, something changed. Pacewicz calls that something “neoliberal reforms”; I might argue that those are just one piece of a bigger economic transformation that was happening. But either way, the political environment shifted. Regulatory changes encouraged corporate mergers and buyouts. This put control of local industry in distant cities and hollowed out both business elites and union power. The federal government shifted from simply handing cities pots of money that the party in power could control, to requiring cities to compete for funds, putting together applications that would compete with those of other cities. This environmental change facilitated the decline of the old “partisans”—the business and labor elites—and the rise of a new group of local power brokers—the “partners”.

The partners were more technocratic and pragmatic. They did not have strong party allegiances, nor did they see politics as being fundamentally about competition between the incompatible interests of business and labor. Instead, they focused on building temporary alliances among diverse groups with often-conflicting interests. Think business-labor roundtables, public-private partnerships, and the like. This is what was needed to attract industry from other places (look how smooth our labor relations are!) and to compete for federal grants and incentives (cities with obviously oppositional politics tended to lose out). The end of politics. Sounds great, right?

The problem was that these dynamics also hollowed out local parties. The old partisans had lost power. Partners didn’t want to be active in party politics. This left parties to activists, who over time came to represent increasingly extreme positions—a new wave of partisans.

What did this mean for the average voter? Pacewicz shows how older voters still conceptualized the two parties as fundamentally reflecting a business/labor divide. But most younger voters came to understand politics as representing a divide between partners—people working together, setting aside differences, for the benefit of the community—and partisans—people representing the interests of particular groups.

Partners didn’t like politics. They didn’t really think it should exist. They disliked political polarization, thought that people were pretty similar underneath their surface differences, and that conflict was generally avoidable. They distrusted politics, their party affiliation tended to be provisional, and they often responded only to negative ads around hot-button issues.

The new partisans, on the other hand, were alienated from contemporary life. They thought things were going to hell in a handbasket. They were looking for change, and saw outsider candidates as appealing—candidates who promised to shake up the system. Many had a strong preference for Democrats or Republicans. But while for traditional voters party affiliation was rooted in a sense of positive commitment, for the new partisans, it was based on disaffection with the alternative. And a key group of “partisans” was politically uncommitted (a contradiction in terms?)—disaffected and angry and wanting politics to solve their problems, but not aligned with a party.

The 2008 election illustrates how these types respond to candidates. In the primaries, partners liked Obama, responding well to his post-partisan image. He was less favored by Democrats and traditional voters and partisans. By fall, though, traditional (Democratic) voters and (Democratic) partisans tended to get on board, while partners waffled as Obama came to seem more partisan.

The most erratic group was the uncommitted partisans. These people wanted somebody—anybody—to shake things up, to change the system. And they wanted somebody to represent them—the outsider. They tended to lean toward GOP candidates (one illustrative voter was a big Palin fan), but many also simply remained disaffected and stayed home.

This is the group, it seems to me, that is key to understanding the 2016 election. Democrats gonna Democrat, and Republicans gonna Republican. In the end, most people really aren’t swing voters. But the unaffiliated partisans are the type of voters who would have found some appeal in both Bernie and Trump: someone claiming to represent the everyman, and someone willing to shake up the status quo.

In the end, these folks are unlikely to be motivated to vote for a Clinton or a Romney. It’s just more of the same. But they can be energized by populism, and by the outsider. These are the people who will vote for Trump just as a big old middle finger to the system. Partisans and Partners isn’t specifically trying to explain Trump’s win, in Iowa or anywhere else. But it does as good a job as anything I’ve read at pointing in the direction we should be looking.

Elizabeth Popp Berman, PhD is an associate professor of sociology at the University at Albany, SUNY, and the author of the award-winning book Creating the Market University: How Academic Science Became an Economic Engine. 

2 (1)There was a great article in The Nation last week about social media and ad hoc credit scoring. Can Facebook assign you a score you don’t know about but that determines your life chances?

Traditional credit scores like your FICO or your Beacon score can determine your life chances. By life chances, we generally mean how much mobility you will have. Here, we mean a number created by third party companies often determines you can buy a house/car, how much house/car you can buy, how expensive buying a house/car will be for you. It can mean your parents not qualifying to co-sign a student loan for you to pay for college. These are modern iterations of life chances and credit scores are part of it.

It does not seem like Facebook is issuing a score, or a number, of your creditworthiness per se. Instead they are limiting which financial vehicles and services are offered to you in ads based on assessments of your creditworthiness.

One of the authors of The Nation piece (disclosure: a friend), Astra Taylor, points out how her Facebook ads changed when she started using Facebook to communicate with student protestors from for-profit colleges. I saw the same shift when I did a study of non-traditional students on Facebook.

You get ads like this one from DeVry:

2 (1)

Although, I suspect my ads were always a little different based on my peer and family relations. Those relations are majority black. In the U.S. context that means it is likely that my social network has a lower wealth and/or status position as read through the cumulative historical impact of race on things like where we work, what jobs we have, what schools we go to, etc. But even with that, after doing my study, I got every for-profit college and “fix your student loan debt” financing scheme ad known to man.

Whether or not I know these ads are scams is entirely up to my individual cultural capital. Basically, do I know better? And if I do know better, how do I come to know it?

I happen to know better because I have an advanced education, peers with advanced educations and I read broadly. All of those are also a function of wealth and status. I won’t draw out the causal diagram I’ve got brewing in my mind but basically it would say something like, “you need wealth and status to get advantageous services offered you on the social media that overlays our social world and you need proximity wealth and status to know when those services are advantageous or not”.

It is in interesting twist on how credit scoring shapes life chances. And it runs right through social media and how a “personalized” platform can never be democratizing when the platform operates in a society defined by inequalities.

I would think of three articles/papers in conversation if I were to teach this (hint, I probably will). Healy and Fourcade on how credit scoring in a financialized social system shapes life chances is a start:

providers have learned to tailor their products in specific ways in an effort to maximize rents, transforming the sources and forms of inequality in the process.

And then Astra Taylor and Jathan Sadowski’s piece in The Nation as a nice accessible complement to that scholarly article:

Making things even more muddled, the boundary between traditional credit scoring and marketing has blurred. The big credit bureaus have long had sidelines selling marketing lists, but now various companies, including credit bureaus, create and sell “consumer evaluation,” “buying power,” and “marketing” scores, which are ingeniously devised to evade the FCRA (a 2011 presentation by FICO and Equifax’s IXI Services was titled “Enhancing Your Marketing Effectiveness and Decisions With Non-Regulated Data”). The algorithms behind these scores are designed to predict spending and whether prospective customers will be moneymakers or money-losers. Proponents claim that the scores simply facilitate advertising, and that they’re not used to approve individuals for credit offers or any other action that would trigger the FCRA. This leaves those of us who are scored with no rights or recourse.

And then there was Quinn Norton this week on The Message talking about her experiences as one of those marketers Taylor and Sadowski allude to. Norton’s piece summarizes nicely how difficult it is to opt-out of being tracked, measured and sold for profit when we use the Internet:

I could build a dossier on you. You would have a unique identifier, linked to demographically interesting facts about you that I could pull up individually or en masse. Even when you changed your ID or your name, I would still have you, based on traces and behaviors that remained the same — the same computer, the same face, the same writing style, something would give it away and I could relink you. Anonymous data is shockingly easy to de-anonymize. I would still be building a map of you. Correlating with other databases, credit card information (which has been on sale for decades, by the way), public records, voter information, a thousand little databases you never knew you were in, I could create a picture of your life so complete I would know you better than your family does, or perhaps even than you know yourself.

It is the iron cage in binary code. Not only is our social life rationalized in ways even Weber could not have imagined but it is also coded into systems in ways difficult to resist, legislate or exert political power.

Gaye Tuchman and I talk about this full rationalization in a recent paper on rationalized higher education. At our level of analysis, we can see how measurement regimes not only work at the individual level but reshape entire institutions. Of recent changes to higher education (most notably Wisconsin removing tenure from state statute causing alarm about the role of faculty in public higher education) we argue that:

In short, the for-profit college’s organizational innovation lies not in its growth but in its fully rationalized educational structure, the likes of which being touted in some form as efficiency solutions to traditional colleges who have only adopted these rationalized processes piecemeal.

And just like that we were back to the for-profit colleges that prompted Taylor and Sadowski’s article in The Nation.

Efficiencies. Ads. Credit scores. Life chances. States. Institutions. People. Inequality.

And that is how I read. All of these pieces are woven together and its a kind of (sad) fun when we can see how. Contemporary inequalities run through rationalized systems that are being perfected on social media (because its how we social), given form through institutions, and made invisible in the little bites of data we use for critical minutiae that the Internet has made it difficult to do without.

Tressie McMillan Cottom is an assistant professor of sociology at Virginia Commonwealth University.  Her doctoral research is a comparative study of the expansion of for-profit colleges.  You can follow her on twitter and at her blog, where this post originally appeared.