History Readings

When you click to show the list of people who “liked” a post, you probably think you’re getting a list of people who expressed positive sentiment toward a particular combination of sentences. But computationally, what you’re getting is slightly different. “Show me a list of the people who liked a Facebook post” is actually a command more like “Display a list of FirstName and LastName for usernames where the flag LikedThisPost = True.” There are a lot of assumptions built in there.

There’s the assumption that the username corresponds to a single real person, which is not always true—people have multiple Facebook accounts, and some accounts have multiple people posting to them, and some accounts are fake

There’s the assumption that the agent that clicked the like button is the same person referred to by the username—not necessarily true. People often forget to log out of their Facebook accounts on desktops and laptops, or use other people’s phones to browse social media

The problem is structural and epistemological. Like all computer programs, databases are ultimately based on binary logic. If you want shades of meaning, you have to explicitly build that capability into your system. And building nuance is far harder than it seems.

For the kid listed in a gang database, it can be unclear how to get out of it. In the world of human interaction, we accept change through behavior: the addict can redeem himself by getting clean, or the habitual interrupter can redeem himself by not interrupting. We accept behavior change. But in the database world, unless someone has permission to delete or amend a database record, no such change is possible

The National Gang Center, in its list of gang-related legislation, shows only 12 states with policies that specifically address gang databases. Most deny the public access to the information in these databases. Only a few of these twelve mention regular purging of information, and some specifically say that a person cannot even find out if they have a record in the database

. “The last time that the gang unit purged its files, however, was in 1993—approximately 4 years before this study was conducted,” he wrote. “One clerk who is responsible for data entry and dissemination estimated, ‘At a minimum, 400 to 500 gang members would be deleted off the gang list today if we went through the files.

n predict what book I want to buy next, hasn’t this problem already been solved?” The answer is inevitably no. When computer scientists were building the Internet in the late 1990s, there weren’t any widely adopted or established ethical guidelines because we were building these systems for the first time in human history.

We also need to acknowledge that computer systems are not a panacea. “Your program really does stink, and the sooner you get used to the idea, the better,” writes Nathan S. Borenstein in Programming as if People Mattered. “The inadequacies of your software are simply a reflection of your frail, shortsighted, and limited human nature. Every program ever built is doomed to eventual obsolescence.” We need to put people before programs, and if programs don’t reflect our human values, we need to change the code. And if programmers can’t write code that is fair and just, we should consider relying on people instead of programs.

If American law enforcement is going to go deeper into the brave new world of data-driven policing, we need to create systems that have human values embedded in them. If our technological systems are entrapping innocent citizens or tampering with the presumption of innocence, should they be used?

The Koch brothers have put together a coalition that intends to spend almost $1 billion in 2016. Some donors complained after McCutcheon that they'd no longer be able to hide behind limits when they didn't want to give, but the overall landscape has clearly shifted toward those writing the checks.

Members of Congress get the shaft, too, spending up to 12 hours a day dialing for dollars. The simple drag of having to do all that seems like a potent reason for candidates to push back

even as it fails to rise to the top of most voters' agendas, majorities of Democrats, Republicans, and independents have voiced concern about the corrupting influence of money in polls, and the public generally supports spending caps.

The candidates who are doing best at fundraising, or for whom super PACs are likely to raise money effectively, are staying tactfully quiet on the issue.

she also called last week for a constitutional amendment to create limits or mandate transparency for campaign cash.

Peter Schweizer has excited the political world with allegations of quid pro quos, in which foreign governments gave to the Clinton Foundation and Hillary Clinton, then serving as secretary of state, did them favors—essentially alleging bribery in foreign affairs

Shadowy organizations funded by multimillionaires, many of which scrupulously cover up their sources of donations, are going to pour huge amounts of money into trying to sway the democratic process—all in an attempt to prove that huge, insufficiently transparent infusions of cash from wealthy donors can corrupt a public servant’s policy decisions. Is this irony lost on the donors and the candidates they back, or does it simply not bother them?

But computers do not just replace humans in the workplace. They shift the balance of power even more in favor of employers.

Machines aren’t used because they perform some tasks that much better than humans, but because, in many cases, they do a “good enough” job while also being cheaper, more predictable and easier to control than quirky, pesky humans. Technology in the workplace is as much about power and control as it is about productivity and efficiency.

This is the way technology is being used in many workplaces: to reduce the power of humans, and employers’ dependency on them, whether by replacing, displacing or surveilling them

regardless of whether unemployment has gone up or down, real wages have been stagnant or declining in the United States for decades. Most people no longer have the leverage to bargain.

In the 1980s, the Harvard social scientist Shoshana Zuboff examined how some workplaces used technology to “automate” — take power away from the employee — while others used technology differently, to “informate” — to empower people.

For academics, software developers and corporate and policy leaders who are lucky enough to live in this “informate” model, technology has been good. So far.

It’s easy to imagine an alternate future where advanced machine capabilities are used to empower more of us, rather than control most of us. There will potentially be more time, resources and freedom to share, but only if we change how we do things.

This problem is not us versus the machines, but between us, as humans, and how we value one another.

These predictions have enormous implications for the millennial generation now entering the workforce. They have never known a world not defined by Moore’s Law. But unlike their generational predecessors, to this new cohort social networks and iPhone apps are old hat.

What obsesses them is hardware—drones, robots, 3-D printing—that is even more closely connected to the fortunes of Moore’s Law. Their careers will rise and fall on how well they ride the curve of an equation devised during the Johnson administration

And what a curve it will be. Moore’s Law is creative destruction on steroids. It regularly fosters the next wave of entrepreneurial opportunities made possible by the latest jump in chip performance. It can be blamed for much of the 90% mortality rate of electronics startups.

The great turning took place a decade ago, while we were all distracted by social networking, smartphones and the emerging banking crisis. Its breathtaking climb since tells us that everything of the previous 40 years—that is, the multi-trillion-dollar revolution in semiconductors, computers, communications and the Internet—was likely nothing but a prelude, a warm-up, for what is to come. It will be upon this wall that millennials will climb their careers against almost-unimaginably quick, complex and ever-changing competition.

Crowd-sharing, crowdfunding, bitcoin, micro-venture funding, cloud computing, Big Data—all have been early attempts, of varying success, to cope with the next phase of Moore’s Law. Expect many more to come. Meanwhile, as always, this new pace will become the metronome of the larger culture.

Rigid command-and-control structures in every walk of life, from corporations to governments to education, become vulnerable to competition by adaptive and short-lived alliances and confederacies. Now that process is going to attack every corner of society.

Even the human brain will be challenged by artificial intelligence—the latter enjoying the advantage of continuously improving at the pace of Moore’s Law.

Millennials face one of the greatest opportunities any generation has ever known: to completely remake the world through boundless digital technology.

The good news is that this generation seems to be already, often unconsciously, preparing for this adventure—through robotics competitions, gatherings of tech enthusiasts, engineers and tinkerers at Maker Faires and other do-it-yourself events, and playing with new applications for their drones and 3D printers. Having lived their entire lives at the pace of Moore’s Law, they seem to sense that the time has come to hit the accelerator. If millennials don’t entirely get it yet, they soon will.

“It was obvious that a negotiated solution was not a possibility,” Ms. Vestager said in the phone interview. “So I felt we should go in another direction.”

That direction was filing formal charges, called a statement of objection, accusing Google of favoring its own comparison shopping service, called Google Shopping. In practical terms, the commission found that when a consumer used Google to search for shopping-related information, the site systematically displayed the company’s own comparison product at the top of the search results — “irrespective of whether it is the most relevant response to the query,” Ms. Vestager said in a commission-issued statement about the charges.

In addition to the formal complaint related to Google Shopping, Ms. Vestager said her office was still looking into accusations that Google had restricted its advertising partners from using rival platforms and that it scraped online content from competitors. She also announced a separate “in-depth investigation” into accusations of anticompetitive company practices regarding Google’s relationships with device manufacturers that rely on its Android operating system.

Longtime observers of Ms. Vestager theorized that she had chosen to initially pursue a narrow case in which she had the most confidence, while keeping pressure on her adversary to settle by opening parallel lines of inquiry.

“It’s about power. Any deal she makes, it’s about how much power she has and how much power her adversary has,” says Martin Krasnik, the host of a late-night current affairs show on Danish national television who describes Ms. Vestager as the most impenetrable politician he has ever interviewed.

Mr. Hoenig devised a list of three criteria for banks that could be exempted from some regulations without posing risks to the financial system and taxpayers.The winners: banks that hold no trading assets or liabilities, those that have no derivatives positions other than plain-vanilla interest-rate swaps and foreign exchange derivatives and, finally, banks whose notional value of all derivatives exposures totals less than $3 billion.

Roughly 6,100 of the more than 6,500 commercial banks would pass this test, according to the F.D.I.C. Of the remaining 400 that would not, many are behemoths: 310 of them have more than $250 million in assets.Clearly, this is a regulatory relief proposal that benefits bankers on Main Street, not Wall Street.

it’s not only small banks that could catch a break on regulations under the Hoenig plan. His office said it had identified 18 banks with total assets greater than $10 billion that would qualify

Banks meeting the criteria set out by Mr. Hoenig would not be exempt from the Volcker Rule, which was intended to separate banks’ risk-taking trading desks from their federally insured units. That’s because these banks aren’t engaging in these kinds of practices.

The clamor for regulatory relief from large and politically connected financial institutions has been a constant ever since Dodd-Frank was enacted five years ago. First, these institutions worked to water down the rules as the regulators were writing them. Now they are pushing for repeal.

Experts say that is giving rise to a more chaotic global shift, especially toward China, which even Obama administration officials worry is extending its economic influence in Asia and elsewhere without following the higher standards for environmental protection, worker rights and business transparency that have become the norms among Western institutions.

: “The fastest-growing markets, the most populous markets, are going to be in Asia, and if we do not help to shape the rules so that our businesses and our workers can compete in those markets, then China will set up the rules that advantage Chinese workers and Chinese businesses.”

But China’s rising sway in Africa, South Asia, and even Latin America could blunt efforts by the United States and its allies on a range of issues, from stemming violent extremism to slowing climate change.For much of Washington and the world’s economic leaders, China’s creation of the Asian Infrastructure Investment Bank crystallized the choice policy makers face. Earlier this month, Lawrence Summers, who was a top economic adviser for both President Bill Clinton and Mr. Obama, declared that China’s establishment of a new economic institution and Washington’s failure to keep its allies from joining it signaled “the moment the United States lost its role as the underwriter of the global economic system.”

In 2010, Mr. Obama brokered a deal to raise China’s stake in the I.M.F. to 6 percent from 3.8 percent, still far below the United States’ vetoing share of 16.5 percent but enough to give Beijing a larger say. Congress has blocked the proposed adjustment.

Fred P. Hochberg, who heads the Export-Import Bank, said that in the last two years alone, Chinese state-run lenders have lent $670 billion. Ex-Im has lent $590 billion since it was created during the Depression of the 1930s.

China’s president, Xi Jinping, plans to offer $46 billion to Pakistan for infrastructure assistance that would open new transportation routes across Asia and challenge the United States as the dominant power in the region.

The leader of the opposition both to the I.M.F. reforms and the Export-Import Bank has been Representative Jeb Hensarling of Texas, the chairman of the House Financial Services Committee, backed by the Tea Party wing of the Republican Party

“The network of international rules and institutions is a peculiarly U.S. creation” that has helped foster peace and prosperity for decades, he said. “The U.S. has built this up, not only for our own benefit but for the world. That we are now stepping back from a leadership role is highly, highly problematic.”

Any Democrat would try to preserve the 2010 financial reform, which has recently been looking much more effective than critics suggested. Any Republican would seek to roll it back, eliminating both consumer protection and the extra regulation applied to large, “systemically important” financial institutions.

And any Democrat would try to move forward on climate policy, through executive action if necessary, while any Republican — whether or not he is an outright climate-science denialist — would block efforts to limit greenhouse gas emissions.

How did the parties get this far apart? Political scientists suggest that it has a lot to do with income inequality. As the wealthy grow richer compared with everyone else, their policy preferences have moved to the right — and they have pulled the Republican Party ever further in their direction. Meanwhile, the influence of big money on Democrats has at least eroded a bit, now that Wall Street, furious over regulations and modest tax hikes, has deserted the party en masse. The result is a level of political polarization not seen since the Civil War.

The United States has one of the world’s largest pay gaps, with chief executives earning nearly 300 times what the average worker makes, according to some economists’ estimates. That is much higher than the 20-to-1 ratio recommended by Gilded Age magnates like J. Pierpont Morgan and the 20th century management visionary Peter Drucker.

“The market rate for me as a C.E.O. compared to a regular person is ridiculous, it’s absurd,” said Mr. Price, who said his main extravagances were snowboarding and picking up the bar bill. He drives a 12-year-old Audi

Mr. Price, who started the Seattle-based credit-card payment processing firm in 2004 at the age of 19, said he would pay for the wage increases by cutting his own salary from nearly $1 million to $70,000 and using 75 to 80 percent of the company’s anticipated $2.2 million in profit this year.

Of all the social issues that he felt he was in a position to do something about as a business leader, “that one seemed like a more worthy issue to go after.”

The happiness research behind Mr. Price’s announcement on Monday came from Angus Deaton and Daniel Kahneman, a Nobel Prize-winning psychologist. They found that what they called emotional well-being — defined as “the emotional quality of an individual’s everyday experience, the frequency and intensity of experiences of joy, stress, sadness, anger, and affection that make one’s life pleasant or unpleasant” — rises with income, but only to a point. And that point turns out to be about $75,000 a year.

Of course, money above that level brings pleasures — there’s no denying the delights of a Caribbean cruise or a pair of diamond earrings — but no further gains on the emotional well-being scale.

As Mr. Kahneman has explained it, income above the threshold doesn’t buy happiness, but a lack of money can deprive you of it.

For example, recent research by the Economic Policy Institute shows that men still outearn women at every rung of the income ladder. The higher up the ladder, the bigger the gap. In 2014, women in the 95th percentile of female earners made 79 percent of wages for men at the 95th percentile, while women in the lowest 10th percentile made 91 cents for each $1 earned by their male counterparts.

Men even make more than women in traditionally female occupations. Recent research led by the University of California, San Francisco, shows that male registered nurses outearn female registered nurses by an average of $5,100 per year across most specialties and positions — an earnings gap that has not improved over the past 30 years. Other research has shown that male schoolteachers tend to outearn female schoolteachers.

In 2010, 2012 and 2014, congressional Republicans blocked consideration of the Paycheck Fairness Act, a bill supported by President Obama that would have extended pay-equity rules that apply to federal contractors to the entire American work force, in addition to making needed updates to the Equal Pay Act. Obstructionism has only made the problem worse, and an even more pressing one for the presidential candidates to address.

Nevertheless, the American public embraced this image of itself. Even today, with little reflection on whether it is true or not, Americans like to echo Myrdal’s hypothesis that they belong to a people whose moral compass drives them to address racial discrimination

The University of North Carolina’s Campbell tested the hypothesis on nearly three hundred students at an un-disclosed public university in the South that was likely his own. “Gunnar Myrdal performed a disservice to our understanding of segregated social systems by his drastic simplification of the normative dimensions of the issue,” he concluded. “It seems apparent that the American Creed simply is not transmitted to many people as a set of values pertinent to racial issues. Further, a segregated system provides its own set of counter-norms, a rationale that justifies the system while it helps the actor in the system to compartmentalize or re-interpret the American Creed.” Yes, racial discrimination in the United States conflicted with the American Creed. And yet, Campbell’s study suggested that Americans did not necessarily experience any moral angst about the contradiction.  

The first pages of An American Dilemma stated that the race problem in the United States was a moral issue: “The Negro is a ‘problem’ to the average American partly because of a palpable conflict between the status actually awarded him and those ideals.” Americans not only felt this tension, he argued, but also acted on it to create positive social change in the country. In the final chapter, he emphasized to his American readers the global significance of living up to their egalitarian ideals. However, he offered no empirical support for his conclusion that Americans experienced a moral dilemma at the sight of racial discrimination.

Instead of assuming, like Myrdal, that Americans will inevitably feel compelled to rectify racial discrimination to meet their egalitarian ideals, perhaps making progress on issues of race requires acknowledging that absent difficult discussions on what equality means in the U.S. and conscious organizing to bring it about, nothing will change at all.

The military occupation created pockets of stability and moments of order. Excluded from politics before the war, black men won more than 1,500 offices during Reconstruction. By 1880, 20 percent of black families owned farms.

But the occupation that helped support these gains could not be sustained. Anxious politicians reduced the Army’s size even as they assigned it more tasks. After Grant used the military to put down the Ku Klux Klan in the Carolinas in 1871, Congress and the public lost the will to pay the human and financial costs of Reconstruction.

Once white Southern Democrats overthrew Reconstruction between the 1870s and 1890s, they utilized the Appomattox myth to erase the connection between the popular, neatly concluded Civil War and the continuing battles of Reconstruction.

By the 20th century, history textbooks and popular films like “The Birth of a Nation” made the Civil War an honorable conflict among white Americans, and Reconstruction a corrupt racial tyranny of black over white (a judgment since overturned by historians like W. E. B. DuBois and Eric Foner).

separating the war and the military from Reconstruction contributes to an enduring American amnesia about the Army’s role in remaking postwar societies.

While it is tempting to blame the George W. Bush administration for these recent wars without end, the problem lies deep within Americans’ understanding of what wars are. We wish that wars, like sports, had carefully organized rules that would steer them to a satisfying end. But wars are often political efforts to remake international or domestic orders. They create problems of governance that battles alone cannot resolve.

the South “surrendered at Appomattox, and the North has been surrendering ever since.” In so many wars since, the United States won the battlefield fighting but lost ground afterward.

Although a nation has a right to decide what conflicts are worth fighting, it does not have the right to forget its history, and in the process to repeat it.

Today, Congress will not even approve enough money to keep decrepit bridges from falling down, and has whittled away funds to help working kids stay in college. It’s laughable to think of Republicans’ approving of something visionary and forward-looking in the realm of transportation, energy or education. Government, in their minds, can never be a force for good.

In 1864, Lincoln signed a bill that allowed California to protect the Yosemite Valley and the Mariposa Grove of giant Sequoias — wild land that would eventually become part of the National Park system. Republicans of today are openly hostile to conservation, a largely Republican idea.

The great, nation-shaping accomplishments of Lincoln’s day happened only because the South, always with an eye on protecting slavery and an estate-owning aristocracy, had left the union — ridding Congress of the naysayers.

you can say this with certainty: what unites the Republican Party, on this 150th anniversary of the murder of Lincoln, is that they are against the type of progressive legislation that gave rise to their party. Lincoln is an oil painting in the parlor, to be dusted off while Republican leaders plot new ways to kill things that he would have approved of.