Category Archives: Economics

The 2021 Economics Nobels: The Importance of Empiricism, and its Limits

The economics Nobel is given to individuals, but it often really intends to recognize schools of thought or methodological approaches. That is the case with this year’s prize, given to three economists who emphasize natural experiments in their research. David Card of the University of California-Berkeley won half of the award, while MIT’s Joshua Angrist and Stanford’s Guido Imbens split the other half. In the eternal debate between theory and experiment, the Nobel prize committee decided to award a point to the experimenters’ side. Somewhere, Francis Bacon and René Descartes are smiling.

This does not settle the matter, however. Good analysts use both theory and experiment, not just one or the other. More subtly, good analysts are also aware of the limits of both, as well as their virtues, and seek to find a healthy balance. Theories are useless without data to test them against. And data are useless without theories through which to interpret them. At the same time, both are subject to all kinds of human foibles, from sloppy thinking to cognitive biases to spreadsheet typos.

Card has had a long and varied career, but he is best known for his controversial study that found that a minimum wage increase in New Jersey actually increased employment in local restaurants—the opposite of what theory predicts. It was later revised as claiming the increase had no effect on employment. That study was coauthored with Alan Krueger, who might have shared Card’s half of the award had he not passed away in 2019 (The Washington Post’s Catherine Rampell, who was Krueger’s research assistant as an undergraduate, wrote a moving tribute to Krueger after his death). More about their minimum wage study below.

Angrist and Imbens have found their own natural experiments. Angrist, in collaboration with Krueger, found a new argument that education does, in fact, affect a person’s income. People born in the first quarter of a year are no different from people with birthdays elsewhere on the calendar. But because they are slightly older than their classmates, they are eligible to drop out of school earlier in the school year—at least in places with compulsory education laws. That naturally isolates an important variable, and even provides a control to check the results. And they found that people with first-quarter birthdays do, in fact, have slightly lower lifetime income than people with fourth-quarter birthdays, who must wait longer to drop out of school if they choose. In this case, the difference of about 1/10th of a year of formal schooling is associated with an income difference of about 1 percent. Over the course of a lifetime, that can add up to thousands of dollars for many people.

Imbens’s best-known research is about how effective it is for doctors to encourage people to take flu shots. This is of obvious interest in the COVID-19 age. Imbens has also done extensive work on the theory of natural experiments, helping to bridge the gap between theory and experiment.

Many economists confine themselves to writing out thought experiments on blackboards. Card, Angrist, and Imbens ask: How well does this blackboard economics hold up in real life? Does the law of demand hold up as well as it does in textbooks? This isn’t a new idea. But economists, especially in the post-Samuelson era of abstract mathematics, need the occasional reminder.

Card and Krueger’s minimum wage study is one of the most famous attempts of the last 30 years to leave the blackboard behind. That is largely because it found that, contrary to two centuries of theory, a minimum wage increase in New Jersey did not reduce employment in restaurants, compared to next-door Pennsylvania, which did not increase the minimum wage. It remains the single most cited study by proponents of increasing minimum wages.

While its methodology is groundbreaking, this instance of it has serious problems. First, it relies on self-reported survey data. Restaurant owners do not want to appear stingy to other people, even on anonymous survey questions, so their answers are likely colored by social desirability bias. When the data going in are not reliable, the results are also often unreliable.

Second, although Pennsylvania and New Jersey are neighbors, they still have enough differences—and a border that thousands of workers cross every day—where the minimum wage difference is not exactly an isolated variable. The study does not account for changes in other industries such as retail, or for relevant changes in local tax rates, regulations, political leadership, or other factors.

Third, minimum wages affect more than just wages. Every worker also earns non-wage income. At a restaurant, this can mean complimentary meals or parking, employee discounts, tuition assistance, flexible hours, investments in better working conditions, or many other things. Many of these defy measurement, which is why many economists, including Card and Krueger, defy incorporating them into their research.

That matters, because owners will often go to great lengths to avoid layoffs and firings. If their wage costs go up, they will often offset them by cutting non-wage pay. In some cases, it means workers will get no pay increase, despite getting a larger formal paycheck. Firings are a last resort, which is on reason why so many studies find that minimum wages have smaller-than-expected employment effects. Card and Krueger are hardly the only analysts to forget about non-wage tradeoffs.

To be blunt about the Card and Krueger minimum wage paper, neither its data nor its conclusion hold water. But its methodological innovations, such as its differences-in-differences method, still make it worth studying. Their creativity in looking for natural experiments, if applied carefully, can enrich our understanding of any number of policy issues. The trick is to be careful and humble, rather than go for a headline-grabbing finding that makes a paper easier to publish and politically popular to cite.

None of this means that natural experiments do not deserve a Nobel prize, or that Card is not a worthy representative of that approach. Card’s creativity, and Angrist and Imbens’s, in finding natural experiments is impressive, and should influence other economists’ approaches.

The same is true of other empirically oriented prizes, such as former CEI Julian Simon Award winner Vernon Smith, one of the founders of experimental economics, or Elinor Ostrom, who did extensive field research on different ways people have found to solve the tragedy of the commons. Ronald Coase upended years of naysaying about private provision of public goods by going out into the world and asking a few questions. He found that many lighthouses—a classic public good—were, in fact, privately owned and managed. Future prizes will be given to other empirical innovators. This is good, and important.

It is also important to learn the limits of these approaches. People don’t always give honest answers in surveys. Not all results can be replicated independently, which is an important check built into the scientific method. If a researcher isn’t asking the right questions, what statisticians call the “dreaded third thing” might drive their results, rather than the variable in which they are interested—and they would never even know it.

With that in mind, congratulations to this year’s deserving winners. May they continue to find new ways to explore the real world, to be mindful of their human limitations, and to use sound price theory to interpret what they find.

For more on this year’s winners, see Alex Tabarrok over at Marginal Revolution, and David Henderson in today’s Wall Street Journal. For more on the non-wage effects of minimum wages, see my paper “Minimum Wages Have Tradeoffs.”

Jobs Added to U.S. Economy in September Show Signs of Hope and Hesitancy: CEI Analysis

This press statement was originally published on cei.org.

The U.S. economy added 194,000 jobs added in September, and unemployment dipped. CEI experts Ryan Young and Sean Higgins say this is encouraging because it shows that people are eager to reopen the economy further.

Statement from Senior Fellow Ryan Young:

“By this point, it’s pretty darn clear that the biggest factor in the economic recovery is COVID safety. People want to open back up, and when they feel it’s safe, they are. Unemployment is now back below 5 percent, even without any fresh stimulus spending from Congress. The spending bills Congress is currently debating are political wish lists that have little to do with the COVID recovery. Whether one supports them or not, they should be treated as such.

“The delta variant continues to provide a note of caution going forward, as do continuing vaccine hesitancy and the possibility of new COVID variants. But there is also good news. The FDA will likely approve the vaccine for children. People are getting booster shots when appropriate. And Merck has developed a COVID pill that could provide additional protection and free up hospital beds. The sooner the FDA cuts the red tape that is getting between sick people and life-saving treatments, the faster both the economy and public health will benefit. This is particularly the case for getting older Americans back in to the workforce. They are the people who often fill the jobs most in need of filling, such as school bus drivers.”

Statement from Research Fellow Sean Higgins:

“The Labor Department reported that the number of unemployed people fell by 710,000 in September but that only 194,000 new non-farm jobs were created. So while the unemployment rate fell to 4.8%, down four-tenths of a percent, that decline has more to do with people dropping out of the workforce than getting jobs.  

“The recovery continues to be slow and some people are giving up in frustration. The Labor Department reported that 1.6 million persons said they were prevented from looking for work in September due to the pandemic, a figure that remained essentially same as the prior month. The best way to let the economy recover remains to simply let business open and get back to hiring.”

Senate Judiciary Antitrust Hearing on Big Data Based on Flawed Premises

This press release was originally posted at cei.org.

WASHINGTON – The Senate Judiciary Committee’s Subcommittee on Antitrust will hold a hearing today on the implications of data on competition. Subcommittee Chair Senator Amy Klobuchar (D-MN) told POLITICO, “Big data is at the core of our modern economy, powering targeted advertising, driving artificial intelligence. It’s a really intense competition issue at its core.”

Competitive Enterprise Institute Senior Fellow Ryan Young said:

“Sen. Klobuchar and her colleagues are arguing that the sheer scale of Big Data makes it difficult for smaller companies to compete in areas such as targeted advertising and algorithm development. There are several problems with this argument.

“One is that new companies are still entering the market and succeeding. TikTok is now garnering more viewing time than Google’s YouTube, and was the most-downloaded app of 2020, surpassing established giants such as Facebook. Zoom, which nobody had heard of two years ago, almost instantly overtook established competitors from Microsoft and other tech giants, and its brand has even become a verb.

“Two, simply having data and established networks of users did not stop Amazon from failing with its Fire phone, Google failing with its social Network Google+, or the anemic performance of Facebook’s Portal devices.

“Three, if the ad market was anti-competitive, the big companies would be able to get away with raising their prices. Instead, ad prices fell by half over the period 2009-2019, even as print ad prices doubled in some cases. Google, Facebook, Apple, and other incumbents spend billions of dollars on research and development. Companies that feel safe from competition do not do this.

“Sens. Klobuchar, Hawley, and others want to write new, expanded antitrust laws. All this would accomplish is give incumbent companies another set of regulations they can game in their own favor; regulatory capture is real. A greater threat of being sued would also have a chilling effect on innovations that regulators might not understand or approve of. The economy needs room to recover, not more central direction from Washington.”

Read more:

Not Always an Antitrust Issue: Airline Edition

The Justice Department is gearing up to file an antitrust case against JetBlue and American Airlines over an alliance they recently formed. The Wall Street Journal reports:

The lawsuit, which could come as soon as Tuesday, is expected to argue that the recently forged alliance threatens competition and higher fares, the people said.

American and JetBlue announced their alliance in July 2020, saying boosting their offerings in the Northeast by marketing one another’s flights on certain routes would allow them to become more formidable competitors at the three New York area airports and in Boston.

Assume, for the sake of argument, that the American-JetBlue pact is anti-competitive (the airlines dispute this, and I have not yet reached a conclusion). Is antitrust enforcement the right tool for increasing competition? Probably not. Antitrust regulation has a number of built-in flaws that cannot be reformed.

Market conditions can change in a lot less time than it takes to conduct a trial, which is why the case over big IBM’s dominance in mainframe computing, filed in 1969, was eventually dropped—in 1982, when personal computers were taking over the market.

Competing in the courtroom takes resources away from competing in the market, and can have a chilling effect on efficiency-enhancing innovations and business practices.

And then there is regulatory capture, where businesses coopt regulators for their own purposes. It wouldn’t be surprising to see other airlines try to influence this case, just as rival software companies did during the Microsoft case in the late 1990s. Oracle went as far as attempting to bribe rivals’ office janitors to hand over trash that might have contained sensitive documents.

A better solution would be to repeal existing regulations that bar international airlines from operating domestic flights in the U.S.—which is essentially a Jones Act for airlines. That reform alone would expose American’s and JetBlue’s joint flights to hundreds of potential new competitors. It would require no new spending, no court costs, and no lawyer fees. The airlines could compete in the marketplace, not the courtroom, and those worried about increasing concentration in the airline industry would have far less to worry about.

Antitrust is trendy right now. Its high visibility is one reason why activists are calling for using antitrust enforcement everywhere from airlines to health care to live events—and not just against the Big Tech companies that garner most of the headlines.

When you have a hammer, everything looks like a nail. But sometimes the correct tool for the job is a screwdriver or a saw. This is one case where the right tool is regulatory reform, not an antitrust prosecution.

For more CEI research on antitrust, see our dedicated antitrust website, as well as Wayne Crews’s and my paper “The Case against Antitrust Law.”

John Stuart Mill on the Limits of Economics

We must never forget that the truths of political economy are truths only in the rough: they have the certainty, but not the precision, of exact science.

-John Stuart Mill, Principles of Political Economy, Book 2, chapter XVI.4, p. 422.

John Stuart Mill on Lawyers

The exorbitantly-paid profession of lawyers, so far as their work is not created by defects in the law, of their own contriving, are required and supported principally by the dishonesty of mankind.

-John Stuart Mill, Principles of Political Economy, Book 1, chapter VII.5, p. 110.

Court Rules Apple App Store Rules Do Not Violate Antitrust Laws

This press release was originally posted on cei.org.

A federal district court today ruled that Apple’s rules regarding payments on its App Store do not violate antitrust laws. The case, brought by video game maker Epic Games, alleged Apple violated antitrust laws by requiring purchases be made on its own system.

Director of CEI’s Center for Technology and Innovation Jessica Melugin said:

“With a court finding it is not a monopoly, the decision is largely a victory for Apple. The company will mostly continue to operate their private property, the Apple App Store, by the rules it wishes. Apple will not be forced to allow outside payment systems from developers and the App Store can remain the exclusive app download method on iPhones and iPads. The finding that Apple is in violation of California state law under the software giant’s prohibition on developers telling users there are alternative and cheaper payment options is along the lines of concessions it has already started to make with internal policy changes and legal settlement offers. Consumers will continue to benefit from Apple’s intact security, convenience and reliability at the App Store.”    

Senior Fellow Ryan Young said:

“The wisdom of Apple’s business practices is constantly being put to the test by consumers. Their size does not protect them from flops like the Newton tablet, its failed Ping social network, or its forgotten Pippin gaming console. Same goes for the App Store’s payment and commission policies.

“The separate question of whether Apple’s App Store is a monopoly is less debatable. Making that case requires defining Apple’s market so narrowly that real-world consumers can escape its boundaries with a dozen keystrokes or less. Before Apple booted Epic’s Fortnite game from its App Store in August 2020, roughly 90 percent of Fortnite downloads came through non-App Store vendors. Epic tried to define Apple’s market this way; the court disagreed.

“Any market is a monopoly if you define it narrowly enough. But those types of language games don’t always hold up in court. Real-world considerations keep getting in the way.” 

Latest Producer Price Index Indicates Inflation Too High

This press release was originally posted on cei.org.

The government’s latest numbers on average changes in prices, as measured by the Producer Price Index (PPI), are up at an annualized rate of 8.3 percent – higher than the Consumer Price Index’s latest reading of 5.4 percent.

CEI Senior Fellow Ryan Young says the discouraging numbers indicate Congress should change course.

“The PPI is often seen as a leading indicator of what is to come, and today’s high reading indicates inflation is much higher than the Fed’s longtime target inflation rate of about 2 percent. High inflation is bad news for the near future. While a return to 1970s-era stagflation remains unlikely because the only damper on an otherwise-sound economy is the pandemic, today’s inflation is still cause for concern because policymakers may not learn the right lessons.

“The main causes of today’s inflation are heavy deficit spending and a loose Federal Reserve policy. The Federal Reserve indicated it will dial things back a bit on its end starting next year, but since there is a midterm election coming up, it will likely face political pressure to keep interests low. On spending, both parties are proving hopeless.

“Today’s inflation is preventable. People are opening up to the extent they feel safe doing so. Congress’ ongoing spending binge will have little or no effect on people’s safety decisions. Policymakers should instead encourage prudence in dealing with COVID risks without risking backlash by being too heavy-handed about it. The most useful actions policymakers could take would be passing non-spending stimulus measures such as loosening regulations on occupational licensing, trade restrictions, and excessive permit and paperwork burdens.”

Jobless Claims Are Down, but Tensions Remain in COVID Recovery

Jobless claims are at their lowest levels since the start of the pandemic; 310,000 people filed first-time claims last week, down roughly 95 percent from a peak of 6.1 million when the COVID shutdowns were at their worst.

The economic recovery is caught in a tug-of-war. On one side, COVID’s delta variant is slowing the recovery, as is the transformation of vaccines and masks into culture war issues. On the other side, economic fundamentals are in mostly good shape, aside from inflation. People are able to find work when they feel it is safe to, as shown in the all-time record 10.9 million job openings available right now. This back-and-forth tension will likely continue for as long as the delta variant or similarly harmful future COVID variants are widespread.

This week’s jobless claims were a swing to the good. The new school year has begun, and in most places, schools are back to in-person classes. This is freeing up a lot of parents who wanted to work, and felt safe doing so, but needed to stay home during last school year’s experiment in remote schooling.

Over the next several weeks, jobless claims may also decline as unemployment benefit extensions expire, prompting more people to reenter the workforce. Economists disagree over how large this effect will be, but no one seriously argues that unemployment benefit extensions have zero effect on people’s incentives to work or not. Whether this incentive effect will be strong enough to overcome delta variant fears remains to be seen.

As Congress follows up its trillion-dollar infrastructure plan with a $3.5 reconciliation bill and then a roughly $6 trillion budget, growth and employment could slow in the medium to long term as more resources get diverted to politicized spending projects, regulatory compliance, and paying off record levels of government debt.

Disappointing August Job Gains Tied to Covid Restrictions, Politics

This press release was originally posted at cei.org.

Competitive Enterprise Institute experts commented on today’s disappointing news about August job gains, urging policy makers to reject restrictions and politics and look for ways to lift barriers to economic recovery.

Sean Higgins, CEI research fellow:

“Friday’s Labor Department report https://www.bls.gov/news.release/pdf/empsit.pdf that the nation gained only 235,000 jobs in August was well below the gains of the previous months and proof that re-instituting Covid-related restrictions has created a serious drag on the recovery. Prior to August, the economy had been growing by more than a half million jobs a month. The department’s report is a reminder that there is a stark cost to restrictions and officials must be mindful of broader consequences. The economy has been resilient so far, but that was partly because the end appeared to be in sight. New uncertainty is undermining that.

“The number of people who reported being unable to work for pandemic-related reasons was 5.6 million, an abrupt rise of 400,000 in a single month. The leisure and hospitality industry, usually the first to feel the effects of covid-related policies reported no gains in August due to a loss of 42,000 jobs in restaurants and bars wiping out all other gains. That’s a serious blow to people who have already endured a year and a half of difficult times.

Ryan Young, CEI senior fellow:

“Covid’s delta variant is showing up in economic statistics now, not just health statistics. Payrolls are still growing, on net, and will likely to continue to grow for the rest of the year. But that growth will be slower than it otherwise would be, in part because some people simply insist on turning vaccines and masks into political issues. Today’s tendency to turn everything into a culture war bears a lot of the blame for low vaccination rates. This in turn makes people more reluctant to travel, dine out, and attend events, which is where a lot of vulnerable jobs are being lost.

“There isn’t much policymakers can do about cultural attitudes, since mandates tend to backfire; but there is plenty they can do to roll back regulatory, licensing, and financial regulations that are blocking businesses from opening, staying afloat, or even expanding. Policymakers can also restore confidence by walking back unnecessary multi-trillion dollar spending projects that have more to do with politics than economic recovery.”