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Writing The Social Animal has been an exhilarating journey. “The scientists I’ve spent the last three years talking to are truth seekers, unlike people [in Washington]. They’re not technical materialists. They love Henry and William James. They’ve helped me see how the power of deep ideas changes the way you think. It was part of my idea to go down, down, down, to look at moral and spiritual creativity, the deepest issues. You learn the importance of culture, of history—some of the deep knowledge that comes from Plato and Aristotle. Philosophy and theology are telling us less than they used to. Scientists and researchers are leaping in where these disciplines atrophy—they’re all drilling down into an explanation of what man is.”

“I have the sense it’s a big intellectual moment. You feel the heat. It’s like Silicon Valley in the ’90s.”

(An early conclusion: while we were late to understand how angry white voters were, a perhaps even more serious lapse was in failing to recognize how many disaffected Democrats there were who would stay home rather than support their party’s flawed candidate.)

Stories that would have killed any other politician—truly worrisome revelations about everything from the federal taxes Trump dodged to the charitable donations he lied about, the women he insulted and allegedly assaulted, and the mob ties that have long dogged him—did not stop Trump from thriving in this election year

the Oxford Dictionaries announced that “post-truth” had been chosen as the 2016 word of the year, defining it as a condition “in which objective facts are less influential in shaping public opinion than appeals to emotion and personal belief.”

Meantime, Trump personally blacklisted news organizations like Politico and The Washington Post when they published articles he didn’t like during the campaign, has openly mused about rolling back press freedoms enshrined by the U.S. Supreme Court, and has now named Stephen Bannon, until recently the executive chairman of Breitbart—a right-wing fringe website with a penchant for conspiracy theories and anti-Semitic tropes—to serve as one of his top White House advisers.

none of this has any modern precedent. And what makes it unique has nothing to do with the outcome of the election. This time, the victor was a right-wing demagogue; next time, it may be a left-wing populist who learns the lessons of Trump’s win.

This is no mere academic argument. The election of 2016 showed us that Americans are increasingly choosing to live in a cloud of like-minded spin, surrounded by the partisan political hackery and fake news that poisons their Facebook feeds.

To help us understand it all, there were choices, but not that many: three TV networks that mattered, ABC, CBS, and NBC; two papers for serious journalism, The New York Times and The Washington Post; and two giant-circulation weekly newsmagazines, Time and Newsweek. That, plus whatever was your local daily newspaper, pretty much constituted the news.

Fake news is thriving In the final three months of the presidential campaign, the 20 top-performing fake election news stories generated more engagement on Facebook than the top stories from major news outlets such as The New York Times.

Eventually, I came to think of the major media outlets of that era as something very similar to the big suburban shopping malls we flocked to in the age of shoulder pads and supply-side economics: We could choose among Kmart and Macy’s and Saks Fifth Avenue as our budgets and tastes allowed, but in the end the media were all essentially department stores, selling us sports and stock tables and foreign news alongside our politics, whether we wanted them or not. It may not have been a monopoly, but it was something pretty close.

This was still journalism in the scarcity era, and it affected everything from what stories we wrote to how fast we could produce them. Presidents could launch global thermonuclear war with the Russians in a matter of minutes, but news from the American hinterlands often took weeks to reach their sleepy capital. Even information within that capital was virtually unobtainable without a major investment of time and effort. Want to know how much a campaign was raising and spending from the new special-interest PACs that had proliferated? Prepare to spend a day holed up at the Federal Election Commission’s headquarters down on E Street across from the hulking concrete FBI building, and be sure to bring a bunch of quarters for the copy machine.

I am writing this in the immediate, shocking aftermath of a 2016 presidential election in which the Pew Research Center found that a higher percentage of Americans got their information about the campaign from late-night TV comedy shows than from a national newspaper. Don Graham sold the Post three years ago and though its online audience has been skyrocketing with new investments from Amazon.com founder Jeff Bezos, it will never be what it was in the ‘80s. That same Pew survey reported that a mere 2 percent of Americans today turned to such newspapers as the “most helpful” guides to the presidential campaign.

In 2013, Mark Leibovich wrote a bestselling book called This Town about the party-hopping, lobbyist-enabling nexus between Washington journalists and the political world they cover. A key character was Politico’s Mike Allen, whose morning email newsletter “Playbook” had become a Washington ritual, offering all the news and tidbits a power player might want to read before breakfast—and Politico’s most successful ad franchise to boot. In many ways, even that world of just a few years ago now seems quaint: the notion that anyone could be a single, once-a-day town crier in This Town (or any other) has been utterly exploded by the move to Twitter, Facebook, and all the rest. We are living, as Mark put it to me recently, “in a 24-hour scrolling version of what ‘Playbook’ was.”

Whether it was Walter Cronkite or The New York Times, they preached journalistic “objectivity” and spoke with authority when they pronounced on the day’s developments—but not always with the depth and expertise that real competition or deep specialization might have provided. They were great—but they were generalists.

I remained convinced that reporting would hold its value, especially as our other advantages—like access to information and the expensive means to distribute it—dwindled. It was all well and good to root for your political team, but when it mattered to your business (or the country, for that matter), I reasoned, you wouldn’t want cheerleading but real reporting about real facts. Besides, the new tools might be coming at us with dizzying speed—remember when that radical new video app Meerkat was going to change absolutely everything about how we cover elections?—but we would still need reporters to find a way inside Washington’s closed doors and back rooms, to figure out what was happening when the cameras weren’t rolling.

And if the world was suffering from information overload—well, so much the better for us editors; we would be all the more needed to figure out what to listen to amid the noise.

Trump turned out to be more correct than we editors were: the more relevant point of the Access Hollywood tape was not about the censure Trump would now face but the political reality that he, like Bill Clinton, could survive this—or perhaps any scandal. Yes, we were wrong about the Access Hollywood tape, and so much else.

These days, Politico has a newsroom of 200-odd journalists, a glossy award-winning magazine, dozens of daily email newsletters, and 16 subscription policy verticals. It’s a major player in coverage not only of Capitol Hill but many other key parts of the capital, and some months during this election year we had well over 30 million unique visitors to our website, a far cry from the controlled congressional circulation of 35,000 that I remember Roll Call touting in our long-ago sales materials.

, we journalists were still able to cover the public theater of politics while spending more of our time, resources, and mental energy on really original reporting, on digging up stories you couldn’t read anywhere else. Between Trump’s long and checkered business past, his habit of serial lying, his voluminous and contradictory tweets, and his revision of even his own biography, there was lots to work with. No one can say that Trump was elected without the press telling us all about his checkered past.

politics was NEVER more choose-your-own-adventure than in 2016, when entire news ecosystems for partisans existed wholly outside the reach of those who at least aim for truth

Pew found that nearly 50 percent of self-described conservatives now rely on a single news source, Fox, for political information they trust.

As for the liberals, they trust only that they should never watch Fox, and have MSNBC and Media Matters and the remnants of the big boys to confirm their biases.

And then there are the conspiracy-peddling Breitbarts and the overtly fake-news outlets of this overwhelming new world; untethered from even the pretense of fact-based reporting, their version of the campaign got more traffic on Facebook in the race’s final weeks than all the traditional news outlets combined.

When we assigned a team of reporters at Politico during the primary season to listen to every single word of Trump’s speeches, we found that he offered a lie, half-truth, or outright exaggeration approximately once every five minutes—for an entire week. And it didn’t hinder him in the least from winning the Republican presidential nomination.

when we repeated the exercise this fall, in the midst of the general election campaign, Trump had progressed to fibs of various magnitudes just about once every three minutes!

By the time Trump in September issued his half-hearted disavowal of the Obama “birther” whopper he had done so much to create and perpetuate, one national survey found that only 1 in 4 Republicans was sure that Obama was born in the U.S., and various polls found that somewhere between a quarter and a half of Republicans believed he’s Muslim. So not only did Trump think he was entitled to his own facts, so did his supporters. It didn’t stop them at all from voting for him.

in part, it’s not just because they disagree with the facts as reporters have presented them but because there’s so damn many reporters, and from such a wide array of outlets, that it’s often impossible to evaluate their standards and practices, biases and preconceptions. Even we journalists are increasingly overwhelmed.

So much terrific reporting and writing and digging over the years and … Trump? What happened to consequences? Reporting that matters? Sunlight, they used to tell us, was the best disinfectant for what ails our politics.

2016 suggests a different outcome: We’ve achieved a lot more transparency in today’s Washington—without the accountability that was supposed to come with it.

For constrained domains the GOFAI approach is a winning strategy.

there is nothing intelligent or even interesting about the brute force approach.

the dominant paradigm in AI research has largely “moved on from GOFAI to embodied, distributed intelligence.” And Faustus from Cincinnati insists that as a result “machines with bodies that experience the world and act on it” will be “able to achieve intelligence.”

The new, embodied paradigm in AI, deriving primarily from the work of roboticist Rodney Brooks, insists that the body is required for intelligence. Indeed, Brooks’s classic 1990 paper, “Elephants Don’t Play Chess,” rejected the very symbolic computation paradigm against which Dreyfus had railed, favoring instead a range of biologically inspired robots that could solve apparently simple, but actually quite complicated, problems like locomotion, grasping, navigation through physical environments and so on. To solve these problems, Brooks discovered that it was actually a disadvantage for the system to represent the status of the environment and respond to it on the basis of pre-programmed rules about what to do, as the traditional GOFAI systems had. Instead, Brooks insisted, “It is better to use the world as its own model.”

although they respond to the physical world rather well, they tend to be oblivious to the global, social moods in which we find ourselves embedded essentially from birth, and in virtue of which things matter to us in the first place.

the embodied AI paradigm is irrelevant to Watson. After all, Watson has no useful bodily interaction with the world at all.

The statistical machine learning strategies that it uses are indeed a big advance over traditional GOFAI techniques. But they still fall far short of what human beings do.

“The illusion is that this computer is doing the same thing that a very good ‘Jeopardy!’ player would do. It’s not. It’s doing something sort of different that looks the same on the surface. And every so often you see the cracks.”

Watson doesn’t understand relevance at all. It only measures statistical frequencies. Because it is relatively common to find mismatches of this sort, Watson learns to weigh them as only mild evidence against the answer. But the human just doesn’t do it that way. The human being sees immediately that the mismatch is irrelevant for the Erie Canal but essential for Toronto. Past frequency is simply no guide to relevance.

The fact is, things are relevant for human beings because at root we are beings for whom things matter. Relevance and mattering are two sides of the same coin. As Haugeland said, “The problem with computers is that they just don’t give a damn.” It is easy to pretend that computers can care about something if we focus on relatively narrow domains — like trivia games or chess — where by definition winning the game is the only thing that could matter, and the computer is programmed to win. But precisely because the criteria for success are so narrowly defined in these cases, they have nothing to do with what human beings are when they are at their best.

Far from being the paradigm of intelligence, therefore, mere matching with no sense of mattering or relevance is barely any kind of intelligence at all. As beings for whom the world already matters, our central human ability is to be able to see what matters when.

But, as we show in our recent book, this is an existential achievement orders of magnitude more amazing and wonderful than any statistical treatment of bare facts could ever be. The greatest danger of Watson’s victory is not that it proves machines could be better versions of us, but that it tempts us to misunderstand ourselves as poorer versions of them.

nd this party-switching, in turn, was what drove the rightward swing of American politics after 1980. Race made Reaganism possible. And to this day Southern whites overwhelmingly vote Republican, to the tune of 85 or even 90 percent in the deep South.

But Mr. Bartels showed that the working-class turn against Democrats wasn’t a national phenomenon — it was entirely restricted to the South, where whites turned overwhelmingly Republican after the passage of the Civil Rights Act and Richard Nixon’s adoption of the so-called Southern strategy.

The first, by the political scientist Larry Bartels, analyzed the move of the white working class away from Democrats, a move made famous in Thomas Frank’s “What’s the Matter With Kansas?” Mr. Frank argued that working-class whites were being induced to vote against their own interests by the right’s exploitation of cultural issues.

The second paper, by the economists Alberto Alesina, Edward Glaeser, and Bruce Sacerdote, was titled “Why Doesn’t the United States Have a European-style Welfare State?”

Its authors — who are not, by the way, especially liberal — explored a number of hypotheses, but eventually concluded that race is central, because in America programs that help the needy are all too often seen as programs that help Those People:

you might wonder if things have changed since then. Unfortunately, the answer is that they haven’t, as you can see by looking at how states are implementing — or refusing to implement — Obamacare.

states were being offered a federally-funded program that would provide major benefits to millions of their citizens, pour billions into their economies, and help support their health-care providers. Who would turn down such an offer?

The answer is, 22 states at this point, although some may eventually change their minds. And what do these states have in common? Mainly, a history of slaveholding

it’s not just health reform: a history of slavery is a strong predictor of everything from gun control (or rather its absence), to low minimum wages and hostility to unions, to tax policy.

Every once in a while you hear a chorus of voices declaring that race is no longer a problem in America. That’s wishful thinking; we are still haunted by our nation’s original sin

Even after slavery, these schools continued to oppress Black people by not allowing them to enroll as students.

Even though the nation’s 100 or so HBCUs represent less than 3% of the nation’s 4,360 colleges and universities, they graduated 13% of Black undergraduate college students nationally in the 2017-2018 school year.

The disparities transcend higher education. White families, on average, tend to have 10 times the wealth of Black families.

Yet scholars and economists studying racial economic inequality, such as William A. Darity Jr., point to the need for federal action. This action could range from economic reparations and endowment-building at HBCUs to debt forgiveness for Black students.

they are rebuking Trump and the Republicans in a way we haven’t seen since the 2008 presidential” race

We see even people who self-identify as young Republicans disagree with Trump on almost every issue

Some are motivated by potential business revenue, others by national security concerns.

Sometimes, they trade letters, opinion essays or social threads outlining their positions and attacking others’ in public view. More often, they tout their viewpoints without acknowledging alternatives, leaving the impression that their enlightened perspective is the inevitable lens through which to view A.I.

you’ll realize this isn’t really a debate only about A.I. It’s also a contest about control and power, about how resources should be distributed and who should be held accountable.

It is critical that we begin to recognize the ideologies driving what we are being told. Resolving the fracas requires us to see through the specter of A.I. to stay true to the humanity of our values.

Because language itself is part of their battleground, the different A.I. camps tend not to use the same words to describe their positions

One faction describes the dangers posed by A.I. through the framework of safety, another through ethics or integrity, yet another through security and others through economics.

The Doomsayers

These are the A.I. safety people, and their ranks include the “Godfathers of A.I.,” Geoff Hinton and Yoshua Bengio. For many years, these leading lights battled critics who doubted that a computer could ever mimic capabilities of the human mind

The technology historian David C. Brock calls these fears “wishful worries” — that is, “problems that it would be nice to have, in contrast to the actual agonies of the present.”

Reasonable sounding on their face, these ideas can become dangerous if stretched to their logical extremes. A dogmatic long-termer would willingly sacrifice the well-being of people today to stave off a prophesied extinction event like A.I. enslavement.

Many doomsayers say they are acting rationally, but their hype about hypothetical existential risks amounts to making a misguided bet with our future

OpenAI’s Sam Altman and Meta’s Mark Zuckerberg, both of whom lead dominant A.I. companies, are pushing for A.I. regulations that they say will protect us from criminals and terrorists. Such regulations would be expensive to comply with and are likely to preserve the market position of leading A.I. companies while restricting competition from start-ups

the roboticist Rodney Brooks has pointed out that we will see the existential risks coming, the dangers will not be sudden and we will have time to change course.

While we shouldn’t dismiss the Hollywood nightmare scenarios out of hand, we must balance them with the potential benefits of A.I. and, most important, not allow them to strategically distract from more immediate concerns.

they appear deeply invested in the idea that there is no limit to what their creations will be able to accomplish.

While the doomsayer faction focuses on the far-off future, its most prominent opponents are focused on the here and now. We agree with this group that there’s plenty already happening to cause concern: Racist policing and legal systems that disproportionately arrest and punish people of color. Sexist labor systems that rate feminine-coded résumés lower

Superpower nations automating military interventions as tools of imperialism and, someday, killer robots.

Propagators of these A.I. ethics concerns — like Meredith Broussard, Safiya Umoja Noble, Rumman Chowdhury and Cathy O’Neil — have been raising the alarm on inequities coded into A.I. for years. Although we don’t have a census, it’s noticeable that many leaders in this cohort are people of color, women and people who identify as L.G.B.T.Q.

Others frame efforts to reform A.I. in terms of integrity, calling for Big Tech to adhere to an oath to consider the benefit of the broader public alongside — or even above — their self-interest. They point to social media companies’ failure to control hate speech or how online misinformation can undermine democratic elections. Adding urgency for this group is that the very companies driving the A.I. revolution have, at times, been eliminating safeguards

reformers tend to push back hard against the doomsayers’ focus on the distant future. They want to wrestle the attention of regulators and advocates back toward present-day harms that are exacerbated by A.I. misinformation, surveillance and inequity.

Integrity experts call for the development of responsible A.I., for civic education to ensure A.I. literacy and for keeping humans front and center in A.I. systems.

Surely, we are a civilization big enough to tackle more than one problem at a time; even those worried that A.I. might kill us in the future should still demand that it not profile and exploit us in the present.

Other groups of prognosticators cast the rise of A.I. through the language of competitiveness and national security.

Some arguing from this perspective are acting on genuine national security concerns, and others have a simple motivation: money. These perspectives serve the interests of American tech tycoons as well as the government agencies and defense contractors they are intertwined with.

The Reformers

U.S. megacompanies pleaded to exempt their general purpose A.I. from the tightest regulations, and whether and how to apply high-risk compliance expectations on noncorporate open-source models emerged as a key point of debate. All the while, some of the moguls investing in upstart companies are fighting the regulatory tide. The Inflection AI co-founder Reid Hoffman argued, “The answer to our challenges is not to slow down technology but to accelerate it.”

The warriors’ narrative seems to misrepresent that science and engineering are different from what they were during the mid-20th century. A.I. research is fundamentally international; no one country will win a monopoly.

As the science-fiction author Ted Chiang has said, fears about the existential risks of A.I. are really fears about the threat of uncontrolled capitalism

Regulatory solutions do not need to reinvent the wheel. Instead, we need to double down on the rules that we know limit corporate power. We need to get more serious about establishing good and effective governance on all the issues we lost track of while we were becoming obsessed with A.I., China and the fights picked among robber barons.

By analogy to the health care sector, we need an A.I. public option to truly keep A.I. companies in check. A publicly directed A.I. development project would serve to counterbalance for-profit corporate A.I. and help ensure an even playing field for access to the 21st century’s key technology while offering a platform for the ethical development and use of A.I.

Also, we should embrace the humanity behind A.I. We can hold founders and corporations accountable by mandating greater A.I. transparency in the development stage, in addition to applying legal standards for actions associated with A.I. Remarkably, this is something that both the left and the right can agree on.

In the early 1990s, The Journal sent me on many reporting trips to the U.S.S.R.

Reality has changed, but my mental frameworks just sit there. Worse, they prevent me from even seeing the change that is already underway — what the experts call “conceptual blindness.”

By the time I came to this job, in 2003, I was having qualms about the free-market education I’d received — but not fast enough. It took me a while to see that the postindustrial capitalism machine — while innovative, dynamic and wonderful in many respects — had some fundamental flaws.

The most educated Americans were amassing more and more wealth, dominating the best living areas, pouring advantages into their kids. A highly unequal caste system was forming. Bit by bit it dawned on me that the government would have to get much more active if every child was going to have an open field and a fair chance.

the financial crisis hit, the flaws in modern capitalism were blindingly obvious, but my mental frames still didn’t shift fast enough.

Sometimes in life you should stick to your worldview and defend it against criticism. But sometimes the world is genuinely different than it was before. At those moments the crucial skills are the ones nobody teaches you: how to reorganize your mind, how to see with new eyes.

The teams with training that engaged in probabilistic thinking performed best. The training involved learning some of the lessons included in Daniel Kahneman’s great work, “Thinking, Fast and Slow.” For example, they were taught to alternate between taking the inside view and the outside view.

Most important, participants were taught to turn hunches into probabilities. Then they had online discussions with members of their team adjusting the probabilities, as often as every day

In these discussions, hedgehogs disappeared and foxes prospered. That is, having grand theories about, say, the nature of modern China was not useful. Being able to look at a narrow question from many vantage points and quickly readjust the probabilities was tremendously useful.

In the second year of the tournament, Tetlock and collaborators skimmed off the top 2 percent of forecasters across experimental conditions, identifying 60 top performers and randomly assigning them into five teams of 12 each. These “super forecasters” also delivered a far-above-average performance in Year 2. Apparently, forecasting skill cannot only be taught, it can be replicated.

He believes that this kind of process may help depolarize politics. If you take Republicans and Democrats and ask them to make a series of narrow predictions, they’ll have to put aside their grand notions and think clearly about the imminently falsifiable.

a human life is not just a means to produce outcomes, it is an end in itself. When we evaluate our friends, we don’t just measure the consequences of their lives. We measure who they intrinsically are. We don’t merely want to know if they have done good. We want to know if they are good.

We live in a relentlessly commercial culture, so it’s natural that many people would organize their lives in utilitarian and consequentialist terms. But it’s possible to get carried away with this kind of thinking — to have logic but no wisdom

Both blacks and whites subtly try to get a white partner when asked to team up to do an intellectually difficult task. In computer shooting simulations, both black and white participants were more likely to think black figures were armed. In emergency rooms, whites are pervasively given stronger painkillers than blacks or Hispanics.

Clearly, we should spend more effort rigging situations to reduce universal, unconscious racism.

Other big thinkers believed that if people are left perfectly free to follow their desires, their baser ones will end up dominating their nobler ones. For these writers, the goal in life is not primarily to be free but to be good. Being virtuous often means thwarting your inclinations, obeying a power outside yourself. It means maintaining a balance between liberty and restraint, restricting freedom for the sake of an ordered existence.

Recently, the balance between freedom and restraint has been thrown out of whack. People no longer even have a language to explain why freedom should sometimes be limited. The results are as predicted. A decaying social fabric, especially among the less fortunate. Decline in marriage. More children raised in unsteady homes. Higher debt levels as people spend to satisfy their cravings.

who knows, maybe we’ll see other spheres in life where restraints are placed on maximum personal choice. Maybe there will be sumptuary codes that will make lavish spending and C.E.O. salaries unseemly. Maybe there will be social codes so that people understand that the act of creating a child includes a lifetime commitment to give him or her an organized home. Maybe voters will restrain their appetite for their grandchildren’s money. Maybe more straight people will marry.

The proponents of same-sex marriage used the language of equality and rights in promoting their cause, because that is the language we have floating around. But, if it wins, same-sex marriage will be a victory for the good life, which is about living in a society that induces you to narrow your choices and embrace your obligations.

two things data does really well.

it’s really good at exposing when our intuitive view of reality is wrong

data can illuminate patterns of behavior we haven’t yet noticed

The leader who does good things cannot always be good himself. Sometimes bad acts produce good outcomes. Sometimes a leader has to love his country more than his soul.

Since a leader is forced by circumstances to do morally suspect things, Machiavelli at least wants him to do them effectively

When you read Machiavelli, you realize how lucky we are. Unlike 16th-century Florence, we have a good Constitution that channels conflict. We have manners, respect for law and social trust that softens behavior, at least a bit. Even in the realm of foreign affairs, we’ve inherited an international order that restrains conflict. Our ancestors behaved savagely to build our world, so we don’t have to.

But it’s still not possible to rule with perfectly clean hands. There are still terrorists out there, hiding in the shadows and plotting to kill Americans. So even today’s leaders face the Machiavellian choice: Do I have to be brutal to protect the people I serve? Do I have to use drones, which sometimes kill innocent children, in order to thwart terror and save the lives of my own?

When Barack Obama was a senator, he wasn’t compelled to confront the brutal logic of leadership. Now in office, he’s thrown into the Machiavellian world. He’s decided, correctly, that we are in a long war against Al Qaeda; that drone strikes do effectively kill terrorists; that, in fact, they inflict fewer civilian deaths than bombing campaigns, boots on the ground or any practical alternative; that, in fact, civilian death rates are dropping sharply as the C.I.A. gets better at this. Acting brutally abroad saves lives at home.

Machiavelli tells us that men are venal self-deceivers, but then he gives his Prince permission to do all these monstrous things, trusting him not to get carried away or turn into a monster himself.

Our founders were more careful. Our founders understood that leaders are as venal and untrustworthy as anybody else. They abhorred concentrated power, and they set up checks and balances to disperse it.

If you take Machiavelli’s tough-minded view of human nature, you have to be brutal to your enemies — but you also have to set up skeptical checks on the people you empower to destroy them.

Of the 1,027 private colleges studied, 761 have graduation rates of less than 67 percent.

the rate is even lower, 46 percent

high schools in which more than a third of students do not graduate on time are labeled to receive special attention by federal standards.

a college can have a graduation rate as low as 2 percent and still preserve its accreditation

“We act as if they’re all the same right now. In K-12 we differentiate.”

“Graduation rates are primarily two factors: what the student brings and what the college brings to the experience,”

Colleges with lower graduation rates tend to admit a higher percentage of students with Pell grants, which usually go to lower-income students.

money is a huge roadblock to graduation.

“That is the No. 1 reason our students give when they drop out,”

any setback or poor grade can make them question whether they should be in college in the first place

colleges are not fulfilling their promise of upward mobility to students, particularly those who are trying to become the first in their families to earn a degree

“It’s not that the low-income students are destined to fail,” Mr. Shireman said. “It’s just that they have more challenges, so it takes a lot more resources to ensure that they succeed.”

The 2004 campaign was the year of the “Web log,” or blog, when mainstream reporters and campaigns officially began losing any control they may have had over political new

Marco Rubio’s campaign marched into the election season ready to fight the usual news-cycle-by-news-cycle skirmishes. It was surprised to learn that, lo and behold, “There was no news cycle — everything was one big fire hose,” Alex Conant, a senior Rubio strategist, told me. “News was constantly breaking and at the end of the day hardly anything mattered. Things would happen; 24 hours later, everyone was talking about something else.”

Snapchat represents a change to something else: the longevity of news, how durably it keeps in our brain cells and our servers.

Snapchat is recording the here and the now, playing for today. Tomorrow will bring something new that renders today obsolete. It’s a digital Tibetan sand painting made in the image of the millennial mind.

Snapchat executives say they set up the app this way because this is what their tens of millions of younger users want; it’s how they live.

They can’t possibly have enough bandwidth to process all the incoming information and still dwell on what already was, can they?

Experienced strategists and their candidates, who could always work through their election plans methodically — promoting their candidacies one foot in front of the other, adjusting here and there for the unexpected — suddenly found that they couldn’t operate the way they always did.

The question this year has been whether 2016 will be the “Snapchat election,

Then there was Jeb Bush, expecting to press ahead by presenting what he saw as leading-edge policy proposals that would set off a prolonged back-and-forth. When Mr. Bush rolled out a fairly sweeping plan to upend the college loan system, the poor guy thought this was going to become a big thing.

It drew only modest coverage and was quickly buried by the latest bit from Donald Trump.

In this “hit refresh” political culture, damaging news does not have to stick around for long, either. The next development, good or bad, replaces it almost immediately.

Mr. Miller pointed to a recent episode in which Mr. Trump said a protester at a rally had “ties to ISIS,” after that protester charged the stage. No such ties existed. “He says ‘ISIS is attacking me’; this was debunked in eight minutes by Twitter,” Mr. Miller said. “Cable talked about it for three hours and it went away.”

“Hillary Clinton said that she was under sniper fire in Bosnia” — she wasn’t — “and that has stuck with her for 20 years,”

Mr. Trump has mastered this era of short attention spans in politics by realizing that if you’re the one regularly feeding the stream, you can forever move past your latest trouble, and hasten the mass amnesia.

It was with this in mind that The Washington Post ran an editorial late last week reminding its readers of some of Mr. Trump’s more outlandish statements and policy positions

The Post urged its readers to “remember” more than two dozen items from Mr. Trump’s record, including that he promised “to round up 11 million undocumented immigrants and deport them,” and “lied about President Obama’s birth certificate.”

as the media habits of the young drive everybody else’s, I’m reminded of that old saw about those who forget history. Now, what was I saying?

Libertarians congregated around a government-centric theory. Great Society programs enabled people to avoid work and gave young women an incentive to have children without marrying.

Neo-conservatives had a more culturally deterministic theory. Many of them had been poor during the Depression. Economic stress had not undermined the family then. Moreover, social breakdown began in the 1960s, a time of unprecedented prosperity. They argued that the abandonment of traditional bourgeois norms led to social disruption, especially for those in fragile circumstances.

a new body of research has emerged, which should lead to new theories. This research

tends to support a few common themes. First, no matter how social disorganization got started, once it starts, it takes on a momentum of its own. People who grow up in disrupted communities are more likely to lead disrupted lives as adults, magnifying disorder from one generation to the next.

Second, it’s not true that people in disorganized neighborhoods have bad values. Their goals are not different from everybody else’s. It’s that they lack the social capital to enact those values. Third, while individuals are to be held responsible for their behavior, social context is more powerful than we thought. If any of us grew up in a neighborhood where a third of the men dropped out of school, we’d be much worse off, too.

disruption breeds disruption

children who can’t form secure attachments by 18 months face a much worse set of chances for the rest of their lives because they find it harder to build stable relationships.

The proper question is: How can we ourselves overcome our natural tendency to evade and self-deceive. That was the proper question after Abu Ghraib, Madoff, the Wall Street follies and a thousand other scandals. But it’s a question this society has a hard time asking because the most seductive evasion is the one that leads us to deny the underside of our own nature.

The industrial era favored the inner-directed personality type. The inner-directed person was guided by a set of strong internal convictions, like Victorian morality. The inner-directed person was a hardy pioneer, the stolid engineer or the resilient steelworker — working on physical things. This person was often rigid, but also steadfast.

The other-directed personality type emerges in a service or information age economy. In this sort of economy, most workers are not working with physical things; they are manipulating people. The other-directed person becomes adept at pleasing others, at selling him or herself. The other-directed person is attuned to what other people want him to be. The other-directed person is a pliable member of a team and yearns for acceptance. He or she is less notable for having a rigid character than for having a smooth personality.