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This is why, for example, large numbers of Americans oppose the idea of an estate tax even though the current form of the tax, slated to return in 2011, is very unlikely to affect them or their estates. In narrowly self-interested terms, that view may be irrational, but most Americans are unwilling to frame national issues in terms of rich versus poor. There’s a great deal of hostility toward various government bailouts, but the idea of “undeserving” recipients is the key factor in those feelings. Resentment against Wall Street gamesters hasn’t spilled over much into resentment against the wealthy more generally. The bailout for General Motors’ labor unions wasn’t so popular either—again, obviously not because of any bias against the wealthy but because a basic sense of fairness was violated. As of November 2010, congressional Democrats are of a mixed mind as to whether the Bush tax cuts should expire for those whose annual income exceeds $250,000; that is in large part because their constituents bear no animus toward rich people, only toward undeservedly rich people.

envy is usually local. At least in the United States, most economic resentment is not directed toward billionaires or high-roller financiers—not even corrupt ones. It’s directed at the guy down the hall who got a bigger raise. It’s directed at the husband of your wife’s sister, because the brand of beer he stocks costs $3 a case more than yours, and so on. That’s another reason why a lot of people aren’t so bothered by income or wealth inequality at the macro level. Most of us don’t compare ourselves to billionaires. Gore Vidal put it honestly: “Whenever a friend succeeds, a little something in me dies.”

Occasionally the cynic in me wonders why so many relatively well-off intellectuals lead the egalitarian charge against the privileges of the wealthy. One group has the status currency of money and the other has the status currency of intellect, so might they be competing for overall social regard? The high status of the wealthy in America, or for that matter the high status of celebrities, seems to bother our intellectual class most. That class composes a very small group, however, so the upshot is that growing income inequality won’t necessarily have major political implications at the macro level.

All that said, income inequality does matter—for both politics and the economy.

The numbers are clear: Income inequality has been rising in the United States, especially at the very top. The data show a big difference between two quite separate issues, namely income growth at the very top of the distribution and greater inequality throughout the distribution. The first trend is much more pronounced than the second, although the two are often confused.

When it comes to the first trend, the share of pre-tax income earned by the richest 1 percent of earners has increased from about 8 percent in 1974 to more than 18 percent in 2007. Furthermore, the richest 0.01 percent (the 15,000 or so richest families) had a share of less than 1 percent in 1974 but more than 6 percent of national income in 2007. As noted, those figures are from pre-tax income, so don’t look to the George W. Bush tax cuts to explain the pattern. Furthermore, these gains have been sustained and have evolved over many years, rather than coming in one or two small bursts between 1974 and today.1

At the same time, wage growth for the median earner has slowed since 1973. But that slower wage growth has afflicted large numbers of Americans, and it is conceptually distinct from the higher relative share of top income earners. For instance, if you take the 1979–2005 period, the average incomes of the bottom fifth of households increased only 6 percent while the incomes of the middle quintile rose by 21 percent. That’s a widening of the spread of incomes, but it’s not so drastic compared to the explosive gains at the very top.

The broader change in income distribution, the one occurring beneath the very top earners, can be deconstructed in a manner that makes nearly all of it look harmless. For instance, there is usually greater inequality of income among both older people and the more highly educated, if only because there is more time and more room for fortunes to vary. Since America is becoming both older and more highly educated, our measured income inequality will increase pretty much by demographic fiat. Economist Thomas Lemieux at the University of British Columbia estimates that these demographic effects explain three-quarters of the observed rise in income inequality for men, and even more for women.2

Attacking the problem from a different angle, other economists are challenging whether there is much growth in inequality at all below the super-rich. For instance, real incomes are measured using a common price index, yet poorer people are more likely to shop at discount outlets like Wal-Mart, which have seen big price drops over the past twenty years.3 Once we take this behavior into account, it is unclear whether the real income gaps between the poor and middle class have been widening much at all. Robert J. Gordon, an economist from Northwestern University who is hardly known as a right-wing apologist, wrote in a recent paper that “there was no increase of inequality after 1993 in the bottom 99 percent of the population”, and that whatever overall change there was “can be entirely explained by the behavior of income in the top 1 percent.”4

And so we come again to the gains of the top earners, clearly the big story told by the data. It’s worth noting that over this same period of time, inequality of work hours increased too. The top earners worked a lot more and most other Americans worked somewhat less. That’s another reason why high earners don’t occasion more resentment: Many people understand how hard they have to work to get there. It also seems that most of the income gains of the top earners were related to performance pay—bonuses, in other words—and not wildly out-of-whack yearly salaries.5

It is also the case that any society with a lot of “threshold earners” is likely to experience growing income inequality. A threshold earner is someone who seeks to earn a certain amount of money and no more. If wages go up, that person will respond by seeking less work or by working less hard or less often. That person simply wants to “get by” in terms of absolute earning power in order to experience other gains in the form of leisure—whether spending time with friends and family, walking in the woods and so on. Luck aside, that person’s income will never rise much above the threshold.

The funny thing is this: For years, many cultural critics in and of the United States have been telling us that Americans should behave more like threshold earners. We should be less harried, more interested in nurturing friendships, and more interested in the non-commercial sphere of life. That may well be good advice. Many studies suggest that above a certain level more money brings only marginal increments of happiness. What isn’t so widely advertised is that those same critics have basically been telling us, without realizing it, that we should be acting in such a manner as to increase measured income inequality. Not only is high inequality an inevitable concomitant of human diversity, but growing income inequality may be, too, if lots of us take the kind of advice that will make us happier.

Why is the top 1 percent doing so well?

Steven N. Kaplan and Joshua Rauh have recently provided a detailed estimation of particular American incomes.6 Their data do not comprise the entire U.S. population, but from partial financial records they find a very strong role for the financial sector in driving the trend toward income concentration at the top. For instance, for 2004, nonfinancial executives of publicly traded companies accounted for less than 6 percent of the top 0.01 percent income bracket. In that same year, the top 25 hedge fund managers combined appear to have earned more than all of the CEOs from the entire S&P 500. The number of Wall Street investors earning more than $100 million a year was nine times higher than the public company executives earning that amount. The authors also relate that they shared their estimates with a former U.S. Secretary of the Treasury, one who also has a Wall Street background. He thought their estimates of earnings in the financial sector were, if anything, understated.

Many of the other high earners are also connected to finance. After Wall Street, Kaplan and Rauh identify the legal sector as a contributor to the growing spread in earnings at the top. Yet many high-earning lawyers are doing financial deals, so a lot of the income generated through legal activity is rooted in finance. Other lawyers are defending corporations against lawsuits, filing lawsuits or helping corporations deal with complex regulations. The returns to these activities are an artifact of the growing complexity of the law and government growth rather than a tale of markets per se. Finance aside, there isn’t much of a story of market failure here, even if we don’t find the results aesthetically appealing.

When it comes to professional athletes and celebrities, there isn’t much of a mystery as to what has happened. Tiger Woods earns much more, even adjusting for inflation, than Arnold Palmer ever did. J.K. Rowling, the first billionaire author, earns much more than did Charles Dickens. These high incomes come, on balance, from the greater reach of modern communications and marketing. Kids all over the world read about Harry Potter. There is more purchasing power to spend on children’s books and, indeed, on culture and celebrities more generally. For high-earning celebrities, hardly anyone finds these earnings so morally objectionable as to suggest that they be politically actionable. Cultural critics can complain that good schoolteachers earn too little, and they may be right, but that does not make celebrities into political targets. They’re too popular. It’s also pretty clear that most of them work hard to earn their money, by persuading fans to buy or otherwise support their product. Most of these individuals do not come from elite or extremely privileged backgrounds, either. They worked their way to the top, and even if Rowling is not an author for the ages, her books tapped into the spirit of their time in a special way. We may or may not wish to tax the wealthy, including wealthy celebrities, at higher rates, but there is no need to “cure” the structural causes of higher celebrity incomes.

to be sure, the high incomes in finance should give us all pause.

The first factor driving high returns is sometimes called by practitioners “going short on volatility.” Sometimes it is called “negative skewness.” In plain English, this means that some investors opt for a strategy of betting against big, unexpected moves in market prices. Most of the time investors will do well by this strategy, since big, unexpected moves are outliers by definition. Traders will earn above-average returns in good times. In bad times they won’t suffer fully when catastrophic returns come in, as sooner or later is bound to happen, because the downside of these bets is partly socialized onto the Treasury, the Federal Reserve and, of course, the taxpayers and the unemployed.

if you bet against unlikely events, most of the time you will look smart and have the money to validate the appearance. Periodically, however, you will look very bad. Does that kind of pattern sound familiar? It happens in finance, too. Betting against a big decline in home prices is analogous to betting against the Wizards. Every now and then such a bet will blow up in your face, though in most years that trading activity will generate above-average profits and big bonuses for the traders and CEOs.

To this mix we can add the fact that many money managers are investing other people’s money. If you plan to stay with an investment bank for ten years or less, most of the people playing this investing strategy will make out very well most of the time. Everyone’s time horizon is a bit limited and you will bring in some nice years of extra returns and reap nice bonuses. And let’s say the whole thing does blow up in your face? What’s the worst that can happen? Your bosses fire you, but you will still have millions in the bank and that MBA from Harvard or Wharton. For the people actually investing the money, there’s barely any downside risk other than having to quit the party early. Furthermore, if everyone else made more or less the same mistake (very surprising major events, such as a busted housing market, affect virtually everybody), you’re hardly disgraced. You might even get rehired at another investment bank, or maybe a hedge fund, within months or even weeks.

Moreover, smart shareholders will acquiesce to or even encourage these gambles. They gain on the upside, while the downside, past the point of bankruptcy, is borne by the firm’s creditors. And will the bondholders object? Well, they might have a difficult time monitoring the internal trading operations of financial institutions. Of course, the firm’s trading book cannot be open to competitors, and that means it cannot be open to bondholders (or even most shareholders) either. So what, exactly, will they have in hand to object to?

Perhaps more important, government bailouts minimize the damage to creditors on the downside. Neither the Treasury nor the Fed allowed creditors to take any losses from the collapse of the major banks during the financial crisis. The U.S. government guaranteed these loans, either explicitly or implicitly. Guaranteeing the debt also encourages equity holders to take more risk. While current bailouts have not in general maintained equity values, and while share prices have often fallen to near zero following the bust of a major bank, the bailouts still give the bank a lifeline. Instead of the bank being destroyed, sometimes those equity prices do climb back out of the hole. This is true of the major surviving banks in the United States, and even AIG is paying back its bailout. For better or worse, we’re handing out free options on recovery, and that encourages banks to take more risk in the first place.

there is an unholy dynamic of short-term trading and investing, backed up by bailouts and risk reduction from the government and the Federal Reserve. This is not good. “Going short on volatility” is a dangerous strategy from a social point of view. For one thing, in so-called normal times, the finance sector attracts a big chunk of the smartest, most hard-working and most talented individuals. That represents a huge human capital opportunity cost to society and the economy at large. But more immediate and more important, it means that banks take far too many risks and go way out on a limb, often in correlated fashion. When their bets turn sour, as they did in 2007–09, everyone else pays the price.

And it’s not just the taxpayer cost of the bailout that stings. The financial disruption ends up throwing a lot of people out of work down the economic food chain, often for long periods. Furthermore, the Federal Reserve System has recapitalized major U.S. banks by paying interest on bank reserves and by keeping an unusually high interest rate spread, which allows banks to borrow short from Treasury at near-zero rates and invest in other higher-yielding assets and earn back lots of money rather quickly. In essence, we’re allowing banks to earn their way back by arbitraging interest rate spreads against the U.S. government. This is rarely called a bailout and it doesn’t count as a normal budget item, but it is a bailout nonetheless. This type of implicit bailout brings high social costs by slowing down economic recovery (the interest rate spreads require tight monetary policy) and by redistributing income from the Treasury to the major banks.

the “going short on volatility” strategy increases income inequality. In normal years the financial sector is flush with cash and high earnings. In implosion years a lot of the losses are borne by other sectors of society. In other words, financial crisis begets income inequality. Despite being conceptually distinct phenomena, the political economy of income inequality is, in part, the political economy of finance. Simon Johnson tabulates the numbers nicely: From 1973 to 1985, the financial sector never earned more than 16 percent of domestic corporate profits. In 1986, that figure reached 19 percent. In the 1990s, it oscillated between 21 percent and 30 percent, higher than it had ever been in the postwar period. This decade, it reached 41 percent. Pay rose just as dramatically. From 1948 to 1982, average compensation in the financial sector ranged between 99 percent and 108 percent of the average for all domestic private industries. From 1983, it shot upward, reaching 181 percent in 2007.7

There’s a second reason why the financial sector abets income inequality: the “moving first” issue. Let’s say that some news hits the market and that traders interpret this news at different speeds. One trader figures out what the news means in a second, while the other traders require five seconds. Still other traders require an entire day or maybe even a month to figure things out. The early traders earn the extra money. They buy the proper assets early, at the lower prices, and reap most of the gains when the other, later traders pile on. Similarly, if you buy into a successful tech company in the early stages, you are “moving first” in a very effective manner, and you will capture most of the gains if that company hits it big.

The moving-first phenomenon sums to a “winner-take-all” market. Only some relatively small number of traders, sometimes just one trader, can be first. Those who are first will make far more than those who are fourth or fifth. This difference will persist, even if those who are fourth come pretty close to competing with those who are first. In this context, first is first and it doesn’t matter much whether those who come in fourth pile on a month, a minute or a fraction of a second later. Those who bought (or sold, as the case may be) first have captured and locked in most of the available gains. Since gains are concentrated among the early winners, and the closeness of the runner-ups doesn’t so much matter for income distribution, asset-market trading thus encourages the ongoing concentration of wealth. Many investors make lots of mistakes and lose their money, but each year brings a new bunch of projects that can turn the early investors and traders into very wealthy individuals.

These two features of the problem—“going short on volatility” and “getting there first”—are related. Let’s say that Goldman Sachs regularly secures a lot of the best and quickest trades, whether because of its quality analysis, inside connections or high-frequency trading apparatus (it has all three). It builds up a treasure chest of profits and continues to hire very sharp traders and to receive valuable information. Those profits allow it to make “short on volatility” bets faster than anyone else, because if it messes up, it still has a large enough buffer to pad losses. This increases the odds that Goldman will repeatedly pull in spectacular profits.

Still, every now and then Goldman will go bust, or would go bust if not for government bailouts. But the odds are in any given year that it won’t because of the advantages it and other big banks have. It’s as if the major banks have tapped a hole in the social till and they are drinking from it with a straw. In any given year, this practice may seem tolerable—didn’t the bank earn the money fair and square by a series of fairly normal looking trades? Yet over time this situation will corrode productivity, because what the banks do bears almost no resemblance to a process of getting capital into the hands of those who can make most efficient use of it. And it leads to periodic financial explosions. That, in short, is the real problem of income inequality we face today. It’s what causes the inequality at the very top of the earning pyramid that has dangerous implications for the economy as a whole.

What about controlling bank risk-taking directly with tight government oversight? That is not practical. There are more ways for banks to take risks than even knowledgeable regulators can possibly control; it just isn’t that easy to oversee a balance sheet with hundreds of billions of dollars on it, especially when short-term positions are wound down before quarterly inspections. It’s also not clear how well regulators can identify risky assets. Some of the worst excesses of the financial crisis were grounded in mortgage-backed assets—a very traditional function of banks—not exotic derivatives trading strategies. Virtually any asset position can be used to bet long odds, one way or another. It is naive to think that underpaid, undertrained regulators can keep up with financial traders, especially when the latter stand to earn billions by circumventing the intent of regulations while remaining within the letter of the law.

For the time being, we need to accept the possibility that the financial sector has learned how to game the American (and UK-based) system of state capitalism. It’s no longer obvious that the system is stable at a macro level, and extreme income inequality at the top has been one result of that imbalance. Income inequality is a symptom, however, rather than a cause of the real problem. The root cause of income inequality, viewed in the most general terms, is extreme human ingenuity, albeit of a perverse kind. That is why it is so hard to control.

Another root cause of growing inequality is that the modern world, by so limiting our downside risk, makes extreme risk-taking all too comfortable and easy. More risk-taking will mean more inequality, sooner or later, because winners always emerge from risk-taking. Yet bankers who take bad risks (provided those risks are legal) simply do not end up with bad outcomes in any absolute sense. They still have millions in the bank, lots of human capital and plenty of social status. We’re not going to bring back torture, trial by ordeal or debtors’ prisons, nor should we. Yet the threat of impoverishment and disgrace no longer looms the way it once did, so we no longer can constrain excess financial risk-taking. It’s too soft and cushy a world.

Why don’t we simply eliminate the safety net for clueless or unlucky risk-takers so that losses equal gains overall? That’s a good idea in principle, but it is hard to put into practice. Once a financial crisis arrives, politicians will seek to limit the damage, and that means they will bail out major financial institutions. Had we not passed TARP and related policies, the United States probably would have faced unemployment rates of 25 percent of higher, as in the Great Depression. The political consequences would not have been pretty. Bank bailouts may sound quite interventionist, and indeed they are, but in relative terms they probably were the most libertarian policy we had on tap. It meant big one-time expenses, but, for the most part, it kept government out of the real economy (the General Motors bailout aside).

We probably don’t have any solution to the hazards created by our financial sector, not because plutocrats are preventing our political system from adopting appropriate remedies, but because we don’t know what those remedies are. Yet neither is another crisis immediately upon us. The underlying dynamic favors excess risk-taking, but banks at the current moment fear the scrutiny of regulators and the public and so are playing it fairly safe. They are sitting on money rather than lending it out. The biggest risk today is how few parties will take risks, and, in part, the caution of banks is driving our current protracted economic slowdown. According to this view, the long run will bring another financial crisis once moods pick up and external scrutiny weakens, but that day of reckoning is still some ways off.

Is the overall picture a shame? Yes. Is it distorting resource distribution and productivity in the meantime? Yes. Will it again bring our economy to its knees? Probably. Maybe that’s simply the price of modern society. Income inequality will likely continue to rise and we will search in vain for the appropriate political remedies for our underlying problems.

he authors disagree with Lever-Tracy's observation that the lack of interest in climate change among sociologists is driven by a widespread suspicion of naturalistic explanations, teleological arguments and environmental determinism.

While conceding that Lever-Tracy's observation may be partially true, the authors argue that more important processes are at play, including cautiousness on the part of sociologists to step into a heavily politicized debate; methodological differences with the natural sciences; and sensitivity about locating climate change in the longue durée.

Secondly, while Lever-Tracy argues that "natural and social change are now in lockstep with each other, operating on the same scales," and that therefore a multidisciplinary approach is needed, Grundmann and Stehr suggest that the true challenge is interdisciplinarity, as opposed to multidisciplinarity.

Thirdly, and this possibly the most striking observation of the article, Grundmann and Stehr challenge Lever-Tracy's argument that natural scientists have successfully made the case for anthropogenic climate change, and that therefore social scientists should cease to endlessly question this scientific consensus on the basis of a skeptical postmodern 'deconstructionism'.

As opposed to both Lever-Tracy's positivist view and the radical postmodern deconstructionist view, Grundmann and Stehr take the social constructivist view, which argues that that every idea is socially constructed and therefore the product of human interpretation and communication. This raises the 'intractable' specters of discourse and framing, to which we will return in a second.

Finally, Lever-Tracy holds that climate change needs to be posited "firmly at the heart of the discipline." Grundmann and Stehr, however, emphasize that "if this is going to [be] more than wishful thinking, we need to carefully consider the prospects of such an enterprise."

The importance of framing climate change in a way that allows it to resonate with the concerns of the average citizen is an issue that the Breakthrough Institute has long emphasized. Especially the apocalyptic politics of fear that is often associated with climate change tends to have a counterproductive effect on public opinion. Realizing this, Grundmann and Stehr make an important warning to sociologists: "the inherent alarmism in many social science contributions on climate change merely repeats the central message provided by mainstream media." In other words, it fails to provide the kind of distantiated observation needed to approach the issue with at least a mild degree of objectivity or impartiality.

While this tension is symptomatic of many social scientific attempts to get involved, we propose to study these very underlying assumptions. For example, we should ask: Does the dramatization of events lead to effective political responses? Do we need a politics of fear? Is scientific consensus instrumental for sound policies? And more generally, what are the relations between a changing technological infrastructure, social shifts and belief systems? What contribution can bottom-up initiatives have in fighting climate change? What roles are there for markets, hierarchies and voluntary action? How was it possible that the 'fight against climate change' rose from a marginal discourse to a hegemonic one (from heresy to dogma)? And will the discourse remain hegemonic or will too much pub¬lic debate about climate change lead to 'climate change fatigue'?

In this respect, Grundmann and Stehr make another crucial observation: "the severity of a problem does not mean that we as sociologists should forget about our analytical apparatus." Bringing the analytical apparatus of sociology back in, the hunting season for positivist approaches to knowledge and nature is opened. Grundmann and Stehr consequently criticize not only Lever-Tracy's unspoken adherence to a positivist nature-society duality, taking instead a more dialectical Marxian approach to the relationship between man and his environment, but they also criticize her idea that incremental increases in our scientific knowledge of climate change and its impacts will automatically coalesce into successful and meaningful policy responses.

Political decisions about climate change are made on the basis of scientific research and a host of other (economic, political, cultural) considerations. Regarding the scientific dimension, it is a common perception (one that Lever-Tracy seems to share) that the more knowledge we have, the better the political response will be. This is the assumption of the linear model of policy-making that has been dominant in the past but debunked time and again (Godin, 2006). What we increasingly realize is that knowl¬edge creation leads to an excess of information and 'objectivity' (Sarewitz, 2000). Even the consensual mechanisms of the IPCC lead to an increase in options because knowledge about climate change increases.

Instead, Grundmann and Stehr propose to look carefully at how we frame climate change socially and whether the hegemonic climate discourse is actually contributing to successful political action or hampering it. Defending this social constructivist approach from the unfounded allegation that it would play into the hands of the climate skeptics, the authors note that defining climate change as a social construction ... is not to diminish its importance, relevance, or reality. It simply means that sociologists study the process whereby something (like anthropogenic climate change) is transformed from a conjecture into an accepted fact. With regard to policy, we observe a near exclusive focus on carbon dioxide emissions. This framing has proven counter productive, as the Hartwell paper and other sources demonstrate (see Eastin et al., 2010; Prins et al., 2010). Reducing carbon emissions in the short term is among the most difficult tasks. More progress could be made by a re-framing of the issue, not as an issue of human sinfulness, but of human dignity. [emphasis added]

These observations allow the authors to come full circle, arriving right back at their first observation about the real reasons why sociologists have so far kept silent on climate change. Somehow, "there seems to be the curious conviction that lest you want to be accused of helping the fossil fuel lobbies and the climate skeptics, you better keep quiet."

The problems with reliable access to analytics and measurement information is by no means limited to Twitter. Facebook data is also tightly controlled. With Facebook, privacy controls built into the API are designed to prevent mass data scraping. This is absolutely the right decision. However, a reality of social media measurement is that Facebook Insights isn’t always reachable and the data collected from the tool is sometimes inaccurate.It’s no surprise there’s a disconnect between the data that marketers and community managers want and the data that can be reliably accessed. Twitter and Facebook were both designed as tools for consumers. It’s only been in the last two years that the platform ecosystem aimed at serving large brands and companies

The data that companies like Twitter, Facebook and Foursquare collect are some of their most valuable assets. It isn’t fair to expect a free ride or first-class access to the data by anyone who wants it.Having said that, more transparency about what data is available to services and brands is needed and necessary.We’re just scraping the service of what social media monitoring, measurement and management tools can do. To get to the next level, it’s important that we all question who has access to the firehose.

We Need More Transparency for How to Access and Connect with Data

systems that allow crowdsourced judgment to be tweaked, not to the taste of the general mass, which produces lowest common denominator effects, but to people and experts that you can trust for their judgment.

these systems are now implemented by Buzz and Digg 4

Important for me though, is that they don’t just take your social graph as is, because that mixes many different people for different reasons, but that you can tweak the groups.

“This is the problem with the internet! It’s full of crap!” Many would argue that without professional producers, editors, publishers, and the natural scarcity that we became accustomed to, there’s a flood of low-quality material that we can’t possible sift through on our own. From blogs to music to software to journalism, one of the biggest fears of the established order is how to handle the oncoming glut of mediocrity. Who shall tell us The Good from The Bad? “We need gatekeepers, and they need to be paid!”

The Internet has enabled us to build our social graph, and in turn, that social graph acts as an aggregate gatekeeper. The better that these systems for crowdsourcing the curation of content become, the more accurate the results will be.

This social-graph-as-curation is still relatively new, even by Internet standards. However, with tools like Buzz and Digg 4 (which allows you to see the aggregate ratings for content based on your social graph, and not the whole wide world) this technique is catching up to human publishers fast. For those areas where we don’t have strong social ties, we can count on reputation systems to help us “rate the raters”. These systems allow strangers to rate each other’s content, giving users some idea of who to trust, without having to know them personally. Yelp has a fairly mature reputation system, where locations are rated by users, but the users are rated, in turn, by each other.

Reputation systems and the social graph allow us to crowdsource curation.

Can you imagine if Apple had to approve your videos for posting on Youtube, where every minute, 24 hours of footage are uploaded? There’s no way humans could keep up! The traditional forms of curation and gatekeeping simply can not scale to meet the increase in production and transmission that the Internet allows. Crowdsourcing is the only curatorial/editorial mechanism that can scale to match the increased ability to produce that the Internet has given us.

The Wall Street Journal's examination of scraping—a trade that involves personal information as well as many other types of data—is part of the newspaper's investigation into the business of tracking people's activities online and selling details about their behavior and personal interests.

Some companies collect personal information for detailed background reports on individuals, such as email addresses, cell numbers, photographs and posts on social-network sites. Others offer what are known as listening services, which monitor in real time hundreds or thousands of news sources, blogs and websites to see what people are saying about specific products or topics.

One such service is offered by Dow Jones & Co., publisher of the Journal. Dow Jones collects data from the Web—which may include personal information contained in news articles and blog postings—that help corporate clients monitor how they are portrayed. It says it doesn't gather information from password-protected parts of sites.

The competition for data is fierce. PatientsLikeMe also sells data about its users. PatientsLikeMe says the data it sells is anonymized, no names attached.

Nielsen spokesman Matt Anchin says the company's reports to its clients include publicly available information gleaned from the Internet, "so if someone decides to share personally identifiable information, it could be included."

Internet users often have little recourse if personally identifiable data is scraped: There is no national law requiring data companies to let people remove or change information about themselves, though some firms let users remove their profiles under certain circumstances.

Weibo won't be turning into Facebook, Mr. Chao said, but will have more Facebook-like features to allow for "stronger social relationships based on our new applications."

Strict constructionists argue that their analyses should confine themselves strictly to positive (that is, descriptive) analysis: identify who wins and who loses from a public policy, and how much, but leave judgments about the social merits of the policy to politicians.

a researcher’s political ideology or vested interest in a particular theory can still enter even ostensibly descriptive analysis by the data set chosen for the research; the mathematical transformations of raw data and the exclusion of so-called outlier data; the specific form of the mathematical equations posited for estimation; the estimation method used; the number of retrials in estimation to get what strikes the researcher as “plausible” results, and the manner in which final research findings are presented. This is so even among natural scientists discussing global warming. As the late medical journalist Victor Cohn once quoted a scientist, “I would not have seen it if I did not believe it.”

anyone who sincerely believes that seemingly scientific, positive research in the sciences — especially the social sciences — is invariably free of the researcher’s own predilections is a Panglossian optimist.

majority of economists have been unhappy for more than a century with the limits that the strict constructionist school would place upon their professional purview. They routinely do enter the forum in which public policy is debated

The problem with welfare analysis is not so much that ethical dimensions typically enter into it, but that economists pretend that is not so. They do so by justifying their normative dicta with appeal to the seemly scientific but actually value-laden concept of efficiency.

economics is not a science that only describes, measures, explains and predicts human interests, values and policies — it also evaluates, promotes, endorses or rejects them. The predicament of economics and all other social sciences consists in their failure to acknowledge honestly their value orientation in their pathetic and inauthentic pretension to emulate the natural sciences they presume to be value free.

By the Kaldor-Hicks criterion, a public policy is judged to enhance economic efficiency and overall social welfare — and therefore is to be recommended by economists to decision-makers — if those who gain from the policy could potentially bribe those who lose from it into accepting it and still be better off (Kaldor), or those who lose from it were unable to bribe the gainers into forgoing the policy (Hicks). That the bribe was not paid merely underscores the point.

In applications, the Kaldor-Hicks criterion and the efficiency criterion amount to the same thing. When Jack gains $10 and Jill loses $5, social gains increase by $5, so the policy is a good one. When Jack gains $10 and Jill loses $15, there is a deadweight loss of $5, so the policy is bad. Evidently, on the Kaldor-Hicks criterion one need not know who Jack and Jill are, nor anything about their economic circumstances. Furthermore, a truly stunning implication of the criterion is that if a public policy takes $X away from one citizen and gives it to another, and nothing else changes, then such a policy is welfare neutral. Would any non-economist buy that proposition?

Virtually all modern textbooks in economics base their treatment of efficiency on Kaldor-Hicks, usually without acknowledging the ethical dimensions of the concept. I use these texts in my economics courses as, I suppose, do most my colleagues around the world. But I explicitly alert my students to the ethical pitfalls in normative welfare economics, with commentaries such as “How Economists Bastardized Benthamite Utilitarianism” and “The Welfare Economics of Health Insurance,” or with assignments that force students to think about this issue. My advice to students and readers is: When you hear us economists wax eloquent on the virtue of greater efficiency — beware!

consistent with George's analysis, authorities last week relaxed past regulations that limited the use of the Internet and social media for election campaigning. Political parties and candidates will be allowed to use a broader range of new media platforms, including blogs, micro-blogs, online photo-sharing platforms, social networking sites and electronic media applications used on mobile phones, for election advertising. The loosening, however, only applies for political party-run websites, chat rooms and online discussion forums. Candidates must declare the new media content they intend to use within 12 hours after the start of the election campaign period. George warned in a recent blog entry that the new declaration requirements could open the way for PAP-led defamation suits against new media using opposition politicians. PAP leaders have historically relied on expensive litigation to suppress opposition and media criticism. "The PAP won't subject everyone's postings to legal scrutiny. But if it decides that a particular opposition politician needs to be utterly demolished, you can bet that no tweet of his would be too tiny, no Facebook update too fleeting ... in order a build the case against the individual," George warned in a journalism blog.

While opposition politicians will rely more on new than mainstream media to communicate with voters, they already recognize that the use of social media will not necessarily translate into votes. "[Online support] can give a too rosy a picture and false degree of comfort," said the RP's Jeyaretnam. "People who [interact with] us online are those who are already convinced with our messages anyway."

Wordsmith intellectuals fare well in capitalist society; there they have great freedom to formulate, encounter, and propagate new ideas, to read and discuss them. Their occupational skills are in demand, their income much above average. Why then do they disproportionately oppose capitalism? Indeed, some data suggest that the more prosperous and successful the intellectual, the more likely he is to oppose capitalism. This opposition to capitalism is mainly "from the left" but not solely so. Yeats, Eliot, and Pound opposed market society from the right.

can distinguish two types of explanation for the relatively high proportion of intellectuals in opposition to capitalism. One type finds a factor unique to the anti-capitalist intellectuals. The second type of explanation identifies a factor applying to all intellectuals, a force propelling them toward anti-capitalist views. Whether it pushes any particular intellectual over into anti-capitalism will depend upon the other forces acting upon him. In the aggregate, though, since it makes anti-capitalism more likely for each intellectual, such a factor will produce a larger proportion of anti-capitalist intellectuals. Our explanation will be of this second type. We will identify a factor which tilts intellectuals toward anti-capitalist attitudes but does not guarantee it in any particular case.

Intellectuals now expect to be the most highly valued people in a society, those with the most prestige and power, those with the greatest rewards. Intellectuals feel entitled to this. But, by and large, a capitalist society does not honor its intellectuals. Ludwig von Mises explains the special resentment of intellectuals, in contrast to workers, by saying they mix socially with successful capitalists and so have them as a salient comparison group and are humiliated by their lesser status.

Why then do contemporary intellectuals feel entitled to the highest rewards their society has to offer and resentful when they do not receive this? Intellectuals feel they are the most valuable people, the ones with the highest merit, and that society should reward people in accordance with their value and merit. But a capitalist society does not satisfy the principle of distribution "to each according to his merit or value." Apart from the gifts, inheritances, and gambling winnings that occur in a free society, the market distributes to those who satisfy the perceived market-expressed demands of others, and how much it so distributes depends on how much is demanded and how great the alternative supply is. Unsuccessful businessmen and workers do not have the same animus against the capitalist system as do the wordsmith intellectuals. Only the sense of unrecognized superiority, of entitlement betrayed, produces that animus.

What factor produced feelings of superior value on the part of intellectuals? I want to focus on one institution in particular: schools. As book knowledge became increasingly important, schooling--the education together in classes of young people in reading and book knowledge--spread. Schools became the major institution outside of the family to shape the attitudes of young people, and almost all those who later became intellectuals went through schools. There they were successful. They were judged against others and deemed superior. They were praised and rewarded, the teacher's favorites. How could they fail to see themselves as superior? Daily, they experienced differences in facility with ideas, in quick-wittedness. The schools told them, and showed them, they were better.

We have refined the hypothesis somewhat. It is not simply formal schools but formal schooling in a specified social context that produces anti-capitalist animus in (wordsmith) intellectuals. No doubt, the hypothesis requires further refining. But enough. It is time to turn the hypothesis over to the social scientists, to take it from armchair speculations in the study and give it to those who will immerse themselves in more particular facts and data. We can point, however, to some areas where our hypothesis might yield testable consequences and predictions. First, one might predict that the more meritocratic a country's school system, the more likely its intellectuals are to be on the left. (Consider France.) Second, those intellectuals who were "late bloomers" in school would not have developed the same sense of entitlement to the very highest rewards; therefore, a lower percentage of the late-bloomer intellectuals will be anti-capitalist than of the early bloomers. Third, we limited our hypothesis to those societies (unlike Indian caste society) where the successful student plausibly could expect further comparable success in the wider society. In Western society, women have not heretofore plausibly held such expectations, so we would not expect the female students who constituted part of the academic upper class yet later underwent downward mobility to show the same anti-capitalist animus as male intellectuals. We might predict, then, that the more a society is known to move toward equality in occupational opportunity between women and men, the more its female intellectuals will exhibit the same disproportionate anti-capitalism its male intellectuals show.

that is tragedy because just at the moment when we celebrate the product of these two wonders—Zuckerberg and the Internet—working together, policymakers are conspiring ferociously with old world powers to remove the conditions for this success. As “network neutrality” gets bargained away—to add insult to injury, by an administration that was elected with the promise to defend it—the opportunities for the Zuckerbergs of tomorrow will shrink. And as they do, we will return more to the world where success depends upon permission. And privilege. And insiders. And where fewer turn their souls to inventing the next great idea.

Zuckerberg is a rightful hero of our time. I want my kids to admire him. To his credit, Sorkin gives him the only lines of true insight in the film: In response to the twins’ lawsuit, he asks, does “a guy who makes a really good chair owe money to anyone who ever made a chair?” And to his partner who signed away his ownership in Facebook: “You’re gonna blame me because you were the business head of the company and you made a bad business deal with your own company?” Friends who know Zuckerberg say such insight is common. No doubt his handlers are panicked that the film will tarnish the brand. He should listen less to these handlers. As I looked around at the packed theater of teens and twenty-somethings, there was no doubt who was in the right, however geeky and clumsy and sad. That generation will judge this new world. If, that is, we allow that new world to continue to flourish.

In his final book, Power and Prosperity, the late Mancur Olson argued that the state was a “stationary bandit”. A stationary bandit is better than a “roving bandit”, because the latter has no interest in developing the economy, while the former does. But it may not be much better, because those who control the state will seek to extract the surplus over subsistence generated by those under their control.

In the contemporary west, there are three protections against undue exploitation by the stationary bandit: exit, voice (on the first two of these, see this on Albert Hirschman) and restraint. By “exit”, I mean the possibility of escaping from the control of a given jurisdiction, by emigration, capital flight or some form of market exchange. By “voice”, I mean a degree of control over, the state, most obviously by voting. By “restraint”, I mean independent courts, division of powers, federalism and entrenched rights.

defining what a democratic state, viewed precisely as such a constrained protective arrangement, is entitled to do.

There exists a strand in classical liberal or, in contemporary US parlance, libertarian thought which believes the answer is to define the role of the state so narrowly and the rights of individuals so broadly that many political choices (the income tax or universal health care, for example) would be ruled out a priori. In other words, it seeks to abolish much of politics through constitutional restraints. I view this as a hopeless strategy, both intellectually and politically. It is hopeless intellectually, because the values people hold are many and divergent and some of these values do not merely allow, but demand, government protection of weak, vulnerable or unfortunate people. Moreover, such values are not “wrong”. The reality is that people hold many, often incompatible, core values. Libertarians argue that the only relevant wrong is coercion by the state. Others disagree and are entitled to do so. It is hopeless politically, because democracy necessitates debate among widely divergent opinions. Trying to rule out a vast range of values from the political sphere by constitutional means will fail. Under enough pressure, the constitution itself will be changed, via amendment or reinterpretation.

So what ought the protective role of the state to include? Again, in such a discussion, classical liberals would argue for the “night-watchman” role. The government’s responsibilities are limited to protecting individuals from coercion, fraud and theft and to defending the country from foreign aggression. Yet once one has accepted the legitimacy of using coercion (taxation) to provide the goods listed above, there is no reason in principle why one should not accept it for the provision of other goods that cannot be provided as well, or at all, by non-political means.

Those other measures would include addressing a range of externalities (e.g. pollution), providing information and supplying insurance against otherwise uninsurable risks, such as unemployment, spousal abandonment and so forth. The subsidisation or public provision of childcare and education is a way to promote equality of opportunity. The subsidisation or public provision of health insurance is a way to preserve life, unquestionably one of the purposes of the state. Safety standards are a way to protect people against the carelessness or malevolence of others or (more controversially) themselves. All these, then, are legitimate protective measures. The more complex the society and economy, the greater the range of the protections that will be sought.

What, then, are the objections to such actions? The answers might be: the proposed measures are ineffective, compared with what would happen in the absence of state intervention; the measures are unaffordable and might lead to state bankruptcy; the measures encourage irresponsible behaviour; and, at the limit, the measures restrict individual autonomy to an unacceptable degree. These are all, we should note, questions of consequences.

The vote is more evenly distributed than wealth and income. Thus, one would expect the tenor of democratic policymaking to be redistributive and so, indeed, it is. Those with wealth and income to protect will then make political power expensive to acquire and encourage potential supporters to focus on common enemies (inside and outside the country) and on cultural values. The more unequal are incomes and wealth and the more determined are the “haves” to avoid being compelled to support the “have-nots”, the more politics will take on such characteristics.

In the 1970s, the view that democracy would collapse under the weight of its excessive promises seemed to me disturbingly true. I am no longer convinced of this: as Adam Smith said, “There is a great deal of ruin in a nation”. Moreover, the capacity for learning by democracies is greater than I had realised. The conservative movements of the 1980s were part of that learning. But they went too far in their confidence in market arrangements and their indifference to the social and political consequences of inequality. I would support state pensions, state-funded health insurance and state regulation of environmental and other externalities. I am happy to debate details. The ancient Athenians called someone who had a purely private life “idiotes”. This is, of course, the origin of our word “idiot”. Individual liberty does indeed matter. But it is not the only thing that matters. The market is a remarkable social institution. But it is far from perfect. Democratic politics can be destructive. But it is much better than the alternatives. Each of us has an obligation, as a citizen, to make politics work as well as he (or she) can and to embrace the debate over a wide range of difficult choices that this entails.

Just as a robust economic system is one that encourages early failures (the concepts of "fail small" and "fail fast"), the U.S. government should stop supporting dictatorial regimes for the sake of pseudostability and instead allow political noise to rise to the surface. Making an economy robust in the face of business swings requires allowing risk to be visible; the same is true in politics.

Both the recent financial crisis and the current political crisis in the Middle East are grounded in the rise of complexity, interdependence, and unpredictability. Policymakers in the United Kingdom and the United States have long promoted policies aimed at eliminating fluctuation -- no more booms and busts in the economy, no more "Iranian surprises" in foreign policy. These policies have almost always produced undesirable outcomes. For example, the U.S. banking system became very fragile following a succession of progressively larger bailouts and government interventions, particularly after the 1983 rescue of major banks (ironically, by the same Reagan administration that trumpeted free markets). In the United States, promoting these bad policies has been a bipartisan effort throughout. Republicans have been good at fragilizing large corporations through bailouts, and Democrats have been good at fragilizing the government. At the same time, the financial system as a whole exhibited little volatility; it kept getting weaker while providing policymakers with the illusion of stability, illustrated most notably when Ben Bernanke, who was then a member of the Board of Governors of the U.S. Federal Reserve, declared the era of "the great moderation" in 2004.

Washington stabilized the market with bailouts and by allowing certain companies to grow "too big to fail." Because policymakers believed it was better to do something than to do nothing, they felt obligated to heal the economy rather than wait and see if it healed on its own.

The foreign policy equivalent is to support the incumbent no matter what. And just as banks took wild risks thanks to Greenspan's implicit insurance policy, client governments such as Hosni Mubarak's in Egypt for years engaged in overt plunder thanks to similarly reliable U.S. support.

Those who seek to prevent volatility on the grounds that any and all bumps in the road must be avoided paradoxically increase the probability that a tail risk will cause a major explosion.

In the realm of economics, price controls are designed to constrain volatility on the grounds that stable prices are a good thing. But although these controls might work in some rare situations, the long-term effect of any such system is an eventual and extremely costly blowup whose cleanup costs can far exceed the benefits accrued. The risks of a dictatorship, no matter how seemingly stable, are no different, in the long run, from those of an artificially controlled price.

Such attempts to institutionally engineer the world come in two types: those that conform to the world as it is and those that attempt to reform the world. The nature of humans, quite reasonably, is to intervene in an effort to alter their world and the outcomes it produces. But government interventions are laden with unintended -- and unforeseen -- consequences, particularly in complex systems, so humans must work with nature by tolerating systems that absorb human imperfections rather than seek to change them.

What is needed is a system that can prevent the harm done to citizens by the dishonesty of business elites; the limited competence of forecasters, economists, and statisticians; and the imperfections of regulation, not one that aims to eliminate these flaws. Humans must try to resist the illusion of control: just as foreign policy should be intelligence-proof (it should minimize its reliance on the competence of information-gathering organizations and the predictions of "experts" in what are inherently unpredictable domains), the economy should be regulator-proof, given that some regulations simply make the system itself more fragile. Due to the complexity of markets, intricate regulations simply serve to generate fees for lawyers and profits for sophisticated derivatives traders who can build complicated financial products that skirt those regulations.

The life of a turkey before Thanksgiving is illustrative: the turkey is fed for 1,000 days and every day seems to confirm that the farmer cares for it -- until the last day, when confidence is maximal. The "turkey problem" occurs when a naive analysis of stability is derived from the absence of past variations. Likewise, confidence in stability was maximal at the onset of the financial crisis in 2007.

The turkey problem for humans is the result of mistaking one environment for another. Humans simultaneously inhabit two systems: the linear and the complex. The linear domain is characterized by its predictability and the low degree of interaction among its components, which allows the use of mathematical methods that make forecasts reliable. In complex systems, there is an absence of visible causal links between the elements, masking a high degree of interdependence and extremely low predictability. Nonlinear elements are also present, such as those commonly known, and generally misunderstood, as "tipping points." Imagine someone who keeps adding sand to a sand pile without any visible consequence, until suddenly the entire pile crumbles. It would be foolish to blame the collapse on the last grain of sand rather than the structure of the pile, but that is what people do consistently, and that is the policy error.

Engineering, architecture, astronomy, most of physics, and much of common science are linear domains. The complex domain is the realm of the social world, epidemics, and economics. Crucially, the linear domain delivers mild variations without large shocks, whereas the complex domain delivers massive jumps and gaps. Complex systems are misunderstood, mostly because humans' sophistication, obtained over the history of human knowledge in the linear domain, does not transfer properly to the complex domain. Humans can predict a solar eclipse and the trajectory of a space vessel, but not the stock market or Egyptian political events. All man-made complex systems have commonalities and even universalities. Sadly, deceptive calm (followed by Black Swan surprises) seems to be one of those properties.

The system is responsible, not the components. But after the financial crisis of 2007-8, many people thought that predicting the subprime meltdown would have helped. It would not have, since it was a symptom of the crisis, not its underlying cause. Likewise, Obama's blaming "bad intelligence" for his administration's failure to predict the crisis in Egypt is symptomatic of both the misunderstanding of complex systems and the bad policies involved.

Obama's mistake illustrates the illusion of local causal chains -- that is, confusing catalysts for causes and assuming that one can know which catalyst will produce which effect. The final episode of the upheaval in Egypt was unpredictable for all observers, especially those involved. As such, blaming the CIA is as foolish as funding it to forecast such events. Governments are wasting billions of dollars on attempting to predict events that are produced by interdependent systems and are therefore not statistically understandable at the individual level.

Political and economic "tail events" are unpredictable, and their probabilities are not scientifically measurable. No matter how many dollars are spent on research, predicting revolutions is not the same as counting cards; humans will never be able to turn politics into the tractable randomness of blackjack.

Most explanations being offered for the current turmoil in the Middle East follow the "catalysts as causes" confusion. The riots in Tunisia and Egypt were initially attributed to rising commodity prices, not to stifling and unpopular dictatorships. But Bahrain and Libya are countries with high gdps that can afford to import grain and other commodities. Again, the focus is wrong even if the logic is comforting. It is the system and its fragility, not events, that must be studied -- what physicists call "percolation theory," in which the properties of the terrain are studied rather than those of a single element of the terrain.

When dealing with a system that is inherently unpredictable, what should be done? Differentiating between two types of countries is useful. In the first, changes in government do not lead to meaningful differences in political outcomes (since political tensions are out in the open). In the second type, changes in government lead to both drastic and deeply unpredictable changes.

Humans fear randomness -- a healthy ancestral trait inherited from a different environment. Whereas in the past, which was a more linear world, this trait enhanced fitness and increased chances of survival, it can have the reverse effect in today's complex world, making volatility take the shape of nasty Black Swans hiding behind deceptive periods of "great moderation." This is not to say that any and all volatility should be embraced. Insurance should not be banned, for example.

But alongside the "catalysts as causes" confusion sit two mental biases: the illusion of control and the action bias (the illusion that doing something is always better than doing nothing). This leads to the desire to impose man-made solutions

Variation is information. When there is no variation, there is no information. This explains the CIA's failure to predict the Egyptian revolution and, a generation before, the Iranian Revolution -- in both cases, the revolutionaries themselves did not have a clear idea of their relative strength with respect to the regime they were hoping to topple. So rather than subsidize and praise as a "force for stability" every tin-pot potentate on the planet, the U.S. government should encourage countries to let information flow upward through the transparency that comes with political agitation. It should not fear fluctuations per se, since allowing them to be in the open, as Italy and Lebanon both show in different ways, creates the stability of small jumps.

As Seneca wrote in De clementia, "Repeated punishment, while it crushes the hatred of a few, stirs the hatred of all . . . just as trees that have been trimmed throw out again countless branches." The imposition of peace through repeated punishment lies at the heart of many seemingly intractable conflicts, including the Israeli-Palestinian stalemate. Furthermore, dealing with seemingly reliable high-level officials rather than the people themselves prevents any peace treaty signed from being robust. The Romans were wise enough to know that only a free man under Roman law could be trusted to engage in a contract; by extension, only a free people can be trusted to abide by a treaty. Treaties that are negotiated with the consent of a broad swath of the populations on both sides of a conflict tend to survive. Just as no central bank is powerful enough to dictate stability, no superpower can be powerful enough to guarantee solid peace alone.

As Jean-Jacques Rousseau put it, "A little bit of agitation gives motivation to the soul, and what really makes the species prosper is not peace so much as freedom." With freedom comes some unpredictable fluctuation. This is one of life's packages: there is no freedom without noise -- and no stability without volatility.∂

this truth, which economists hold self-evident: Relative to a status quo of no or limited international trade, permitting full free trade across borders will leave in its wake some immediate losers, but citizens who gain from such trade gain much more than the losers lose. On a net basis, therefore, each nation gains over all from such trade.

In their work, economists are typically are not nationalistic. National boundaries mean little to them, other than that much data happen to be collected on a national basis. Whether a fellow American gains from a trade or someone in Shanghai does not make any difference to most economists, nor does it matter to them where the losers from global competition live, in America or elsewhere.

I say most economists, because here and there one can find some who do seem to worry about how fellow Americans fare in the matter of free trade. In a widely noted column in The Washington Post, “Free Trade’s Great, but Offshoring Rattles Me,” for example, my Princeton colleague Alan Blinder wrote: I’m a free trader down to my toes. Always have been. Yet lately, I’m being treated as a heretic by many of my fellow economists. Why? Because I have stuck my neck out and predicted that the offshoring of service jobs from rich countries such as the United States to poor countries such as India may pose major problems for tens of millions of American workers over the coming decades. In fact, I think offshoring may be the biggest political issue in economics for a generation. When I say this, many of my fellow free traders react with a mixture of disbelief, pity and hostility. Blinder, have you lost your mind? Professor Blinder has estimated that 30 million to 40 million jobs in the United States are potentially offshorable — including those of scientists, mathematicians, radiologists and editors on the high end of the market, and those of telephone operators, clerks and typists on the low end. He says he is rattled by the question of how our country will cope with this phenomenon, especially in view of our tattered social safety net. “That is why I am going public with my concerns now,” he concludes. “If we economists stubbornly insist on chanting ‘free trade is good for you’ to people who know that it is not, we will quickly become irrelevant to the public debate. Compared with that, a little apostasy should be welcome.

computer-grading of essays is a surging science, with some studies showing that computer evaluations are fairer, more consistent, and more informative than those of an average teacher, if not necessarily of an outstanding one.

the relative prices of grains, metals, and many other basic goods tended to revert to a central mean tendency over sufficiently long periods. We conjectured that even though random discoveries, weather events, and technologies might dramatically shift relative values for certain periods, the resulting price differentials would create incentives for innovators to concentrate more attention on goods whose prices had risen dramatically.

people are not goods, but the same principles apply. As skilled labor becomes increasingly expensive relative to unskilled labor, firms and businesses have a greater incentive to find ways to “cheat” by using substitutes for high-price inputs. The shift might take many decades, but it also might come much faster as artificial intelligence fuels the next wave of innovation.

Many commentators seem to believe that the growing gap between rich and poor is an inevitable byproduct of increasing globalization and technology. In their view, governments will need to intervene radically in markets to restore social balance. I disagree. Yes, we need genuinely progressive tax systems, respect for workers’ rights, and generous aid policies on the part of rich countries. But the past is not necessarily prologue: given the remarkable flexibility of market forces, it would be foolish, if not dangerous, to infer rising inequality in relative incomes in the coming decades by extrapolating from recent trends.