Sunday, April 30, 2017

Noam Chomsky: Support Our Troops Slogan

If Fox News Told the Truth

Flash Flood

Thursday, February 11, 2016

10 Things Europe Does Way Better Than America

10 Things Europe Does Way Better Than America

Europe is ahead of America when it comes to healthcare, better sex ed and less violent crime.

Photo Credit: Henner Damke
The term “American exceptionalism” is often tossed around by politicians. Neocons, far-right Christian fundamentalists and members of the Republican Party in particular seem to hate it when anyone dares to suggest that some aspects of European life are superior to how we do things. But facts are facts, and the reality is that in some respects, Europe is way ahead of the United States. From health care to civil liberties to sexual attitudes, one can make a strong case for “European exceptionalism.” That is not to say that Europe isn’t confronting some major challenges in 2014: neoliberal economic policies and brutal austerity measures are causing considerable misery in Greece, Spain and other countries. The unemployment rate in Spain, the fourth largest economy in the Eurozone, stands at a troubling 26%—although Germany, Switzerland, Denmark and Iceland have lower unemployment rates than the U.S. (5.1% in Germany, 3.1.% in Switzerland, 4.6% in Iceland, 4.2% in Denmark). But problems and all, Europe continues to be one of the most desirable parts of the world. And the U.S.—a country that is in serious decline both economically and in terms of civil liberties—needs to take a close look at some of the things that European countries are doing right.
Below are 10 examples of “European exceptionalism” and areas in which Europe is way ahead of the United States.
1. Lower Incarceration Rates
Benjamin Franklin famously said that those who are willing to sacrifice liberty for security deserve neither, and the U.S. is more dangerous than most of Europe (especially in terms of homicide) even though it is becoming more and more of a police state. The U.S. incarcerates, per capita, more people than any other country in the world: in 2012, the U.S.’ incarceration rate, according to the International Centre for Prison Studies, was 707 per 100,000 people compared to only 60 per 100,000 in Sweden, 72 per 100,000 in Norway, 78 per 100,000 in Germany, 75 per 100,000 in the Netherlands, 87 per 100,000 in Switzerland, 99 per 100,000 in Italy, 103 per 100,000 in France, and 144 per 100,000 in Spain. Certainly, the failed War on Drugs and the Prison/Industrial Complex are major factors in the U.S.’ appallingly high incarceration rate, and unless the U.S. seriously reforms its draconian drug laws, it will continue to lock up a lot more of its people than Europe.
2. Less Violent Crime Than the U.S.
Major European cities like Brussels, Paris, Berlin and Milan can be very bad for nonviolent petty crimes like pickpocketing. The tradeoff, however, is that much of Europe—especially Western Europe—tends to have a lot less violent crime than the United States. Research conducted by the United Nations Office on Drugs and Crime found that in 2012, the U.S. had a homicide rate of 4.8 per 100,000 people compared to only 0.3 per 100,000 in Iceland, 0.7 per 100,000 in Sweden, 0.8 per 100,000 in Denmark and Spain, 0.9 per 100,000 in Italy, Austria and the Netherlands, 1.0 per 100,000 in France, and 1.2 per 100,000 in Portugal and the Republic of Ireland. Russia, however, had a homicide rate of 9.2 per 100,000 that year, but overall, one is more likely to be murdered in the U.S. than in Europe.
3. Better Sex Education Programs, Healthier Sexual Attitudes
For decades, the Christian Right has been trying to convince Americans that social conservatism and abstinence-only sex education programs will reduce the number of unplanned pregnancies and sexually transmitted diseases. The problem is that the exact opposite is true: European countries with comprehensive sex-ed programs and liberal sexual attitudes actually have lower rates of teen pregnancy and STDs. Looking at data provided by the Centers for Disease Control and Prevention (CDC), the Guttmacher Institute, Advocates for Youth and other sources, one finds a lot more teen pregnancies in the U.S. than in Europe. Comprehensive sex-ed programs are the norm in Europe, where in 2008, there were teen birth rates of 5.3 per 1000 in the Netherlands, 4.3 per 1000 in Switzerland and 9.8 per 1000 in Germany compared to 41.5 per 1000 in the United States. In 2009, Germany had one-sixth the HIV/AIDS rate of the United States (0.1% of Germany’s adult population living with HIV or AIDS compared to 0.6% of the U.S. adult population), while the Netherlands had one-third the number of people living with HIV or AIDS that year (0.2% of the Netherlands’ population compared to 0.6% of the U.S.’ adult population).
4. Anti-GMO Movement Much More Widespread
Anti-GMO activists are fighting an uphill battle in the U.S., where the Monsanto Corporation (the leading provider of GMO seeds) has considerable lobbying power and poured a ton of money into defeating GMO labeling measures in California and Washington State. Some progress has been made on the anti-GMO front in the U.S.: in April, Vermont passed a law requiring that food products sold in that state be labeled if they contain GMO ingredients (Monsanto, not surprisingly, has been aggressively fighting the law). And GMO crops have been banned in Mendocino County, California. But in Europe, GMO restrictions are much more widespread. France, Switzerland, Austria, Germany, Bulgaria, Hungary, Poland and Greece are among the countries that have either total or partial bans on GMOs. And in Italy, 16 of the country’s 20 regions have declared themselves to be GMO-free when it comes to agriculture.
5. Saner Approaches to Abortion
Logic never was the Christian Right’s strong point. The same far-right Christian fundamentalists who favor outlawing abortion and overturning the U.S. Supreme Court’s Roe v. Wade decision of 1973 cannot grasp the fact that two of the things they bitterly oppose—contraception and comprehensive sex education programs—reduce the number of unplanned pregnancies and therefore, reduce the need for abortions. But in many European countries, most politicians are smart enough to share Bill Clinton’s view that abortion should be “safe, legal and rare.” And the ironic thing is that European countries that tend to be sexually liberal also tend to have lower abortion rates. The Guttmacher Institute has reported that Western Europe, factoring in different countries, has an average of 12 abortions per 1000 women compared to 19 per 1000 women in North America (Eastern Europe, according to Guttmacher, has much higher abortion rates than Western Europe). Guttmacher’s figures take into account Western Europe on the whole, although some countries in that part of the world have fallen below that 12 per 1000 average. For example, the UN has reported that in 2008, Switzerland (where abortion is legal during the first trimester) had an abortion rate of 6.4 per 1,000 women compared to 19.6 per 1000 women in the U.S. that year. And Guttmacher has reported that countries where abortion is illegal or greatly restricted tend to have higher abortion rates than countries where it is legal: back-alley abortions are common in Latin America and Africa.
Clearly, better sex education, easier access to birth control and universal healthcare are decreasing the number of abortions in Western Europe. So instead of harassing, threatening and terrorizing abortion providers, the Christian Right needs to examine the positive effects that sexually liberal attitudes are having in Switzerland and other European countries.
6. More Vacation Time
In 2013, a report by the Washington, DC-based Center for Economic and Policy Research (CEPR) showed how badly the U.S. lags behind Europe when it comes to paid vacation time. CEPR reported that 77% of private-sector companies in the U.S. voluntarily offered their employees at least some paid vacation time (with 21 days off being the average), but the U.S. has no federal law mandating any time off. And that’s quite a contrast to Europe: CEPR reported that government-mandated paid vacation time in Europe includes 35 days off in Austria, 31 days off in Italy and France, 34 days off in Germany and Spain, 30 days off in Belgium and 29 days off in the Republic of Ireland.
7. Universal Healthcare
The U.S. made a small step in the direction of universal healthcare when Congress passed the Affordable Care Act in 2010, but the U.S. is so backwards when it comes to health care that implementing even the modest reforms of the ACA (which doesn’t go far enough) has been an epic battle. Meanwhile, every developed country in Western Europe has universal health care, which is implemented in different ways in different countries. Some European countries have single-payer systems (the U.K. and Spain), while others have public/private systems (France, for example) and others have systems that are essentially private and have employer-based insurance but force insurance companies to adhere to tough and strict government regulations. A 2014 article in The Atlantic reported that with Obamacare, the U.S.’ health care system may end up looking more like Germany’s—which reporter Olga Khazan described as “multi-payer, compulsory, employer-based, highly regulated, and fee-for-service.” But health care reform still has a long way to go in the U.S., where giant insurance companies call the shots and medical bankruptcies continue to be much more common than they are in Europe.
8.Greater Life Expectancy
Easier, more affordable access to quality health care is one of the things that can increase life expectancy, and in much of Western Europe, people are outliving Americans. According to the World Health Organization (WHO), overall life expectancy (factoring in both genders) in the U.S. is 79 compared to 83 in Switzerland (85 for women, 81 for men), 82 in Italy, Sweden, France, Spain, Iceland and Luxembourg, 81 in Norway, Austria, the Netherlands, Germany, Finland and the Republic of Ireland, and 80 in Malta, the U.K., Belgium, Portugal and Slovenia. It should be noted that in some of the poorer parts of the U.S., life expectancy is well below the WHO’s 79 average and is comparable to what one finds in Third World countries: in 2013, a report by the Institute of Health Metrics and Evaluation at the University of Washington found that life expectancy for males was only 63.9 in McDowell County, West Virginia and 66.7 in Tunica County, Mississippi. So in McDowell County, the average male dies 18 years younger than the average male in Switzerland.
9. Mass Transit Systems
For the vast majority of Americans, living without a car is impractical. Public transportation is woefully inadequate in most parts of the U.S., and only a handful of American cities make it easy to be without a car (among them: New York City, Chicago, Philadelphia and Boston). But even in those places, a car becomes a necessity in the surrounding suburbs. Europe, however, has some of the best, most extensive public transportation systems in the world. From London to Rome to Paris to Barcelona, mass transit is a way of life for millions of Europeans. And there are many advantages to that: less congestion, reduced air pollution, health benefits (walking is great exercise), a vibrant street scene/sidewalk culture and more productivity in the workplace (getting to and from work is easier when the busses and trains are convenient and run frequently). Plus, making it easier for people to be without a car reduces the number of DUIs.
10. Europeans More Likely to Speak Foreign Languages
Barack Obama offended a lot of xenophobic Republicans when, during his 2008 presidential campaign, he noted that the U.S. lagged way behind Europe when it came to proficiency in a second or third language, but Obama was right—and in 2012, a European Commission report on foreign-language study in the European Union (EU) found that “on average, in 2009/2010, 60.8% of lower secondary education students were learning two or more foreign languages—an increase of 14.1% compared to 2004-2005. During the same period, the proportion of primary education pupils not learning a foreign language fell from 32.5% to 21.8%.” The report found that in the EU, foreign-language study often began as early as six to nine years of age, which is quite a contrast to the U.S.—where foreign-language study is a rarity at the elementary school level and isn’t nearly as common as it should be at the middle school or high school levels.

Monday, September 7, 2015

Since 1978, average pay has increased 997% for CEOs and 10.9% for workers

Top CEOs Make 300 Times More than Typical WorkersPay Growth Surpasses Stock Gains and Wage Growth of Top 0.1 Percent

The chief executive officers of America’s largest firms earn three times more than they did 20 years ago and at least 10 times more than 30 years ago, big gains even relative to other very-high-wage earners. These extraordinary pay increases have had spillover effects in pulling up the pay of other executives and managers, who constitute a larger group of workers than is commonly recognized.1 Consequently, the growth of CEO and executive compensation overall was a major factor driving the doubling of the income shares of the top 1 percent and top 0.1 percent of U.S. households from 1979 to 2007 (Bivens and Mishel 2013; Bakija, Cole, and Heim 2012). Since then, income growth has remained unbalanced: as profits have reached record highs and the stock market has boomed, the wages of most workers, stagnant over the last dozen years, including during the prior recovery, have declined during this one (Bivens et al. 2014; Gould 2015) .
In examining trends in CEO compensation to determine how well the top 1 and 0.1 percent are faring through 2014, this paper finds:
  • Average CEO compensation for the largest firms was $16.3 million in 2014. This estimate uses a comprehensive measure of CEO pay that covers chief executives of the top 350 U.S. firms and includes the value of stock options exercised in a given year. Compensation is up 3.9 percent since 2013 and 54.3 percent since the recovery began in 2009.
  • From 1978 to 2014, inflation-adjusted CEO compensation increased 997 percent, a rise almost double stock market growth and substantially greater than the painfully slow 10.9 percent growth in a typical worker’s annual compensation over the same period.
  • The CEO-to-worker compensation ratio, 20-to-1 in 1965, peaked at 376-to-1 in 2000 and was 303-to-1 in 2014, far higher than in the 1960s, 1970s, 1980s, or 1990s.
In examining CEO compensation relative to that of other high earners, we find:
  • Over the last three decades, compensation for CEOs grew far faster than that of other highly paid workers, i.e., those earning more than 99.9 percent of wage earners. CEO compensation in 2013 (the latest year for data on top wage earners) was 5.84 times greater than wages of the top 0.1 percent of wage earners, a ratio 2.66 points higher than the 3.18 ratio that prevailed over the 1947–1979 period. This wage gain alone is equivalent to the wages of 2.66 very-high-wage earners.
  • Also over the last three decades, CEO compensation increased more relative to the pay of other very-high-wage earners than the wages of college graduates rose relative to the wages of high school graduates.
  • That CEO pay grew far faster than pay of the top 0.1 percent of wage earners indicates that CEO compensation growth does not simply reflect the increased value of highly paid professionals in a competitive race for skills (the “market for talent”), but rather reflects the presence of substantial “rents” embedded in executive pay (meaning CEO pay does not reflect greater productivity of executives but rather the power of CEOs to extract concessions). Consequently, if CEOs earned less or were taxed more, there would be no adverse impact on output or employment.
  • Critics of examining these trends suggest looking at the pay of the average CEO, not CEOs of the largest firms. However, the average firm is very small, employing just 20 workers, and does not represent a useful comparison to the pay of a typical worker who works in a firm with roughly 1,000 workers. Half (52 percent) of employment and 58 percent of total payroll are in firms with more than 500 or more employees. Firms with at least 10,000 workers provide 27.9 percent of all employment and 31.4 percent of all payroll.

CEO compensation trends

Table 1 presents trends in CEO compensation from 1965 to 2014.2 The data measure the compensation of CEOs in the largest firms and incorporate stock options according to how much the CEO realized in that particular year by exercising stock options available. The options-realized measure reflects what CEOs report as their Form W-2 wages for tax reporting purposes and is what they actually earned in a given year. This is the measure most frequently used by economists.3 In addition to stock options, the compensation measure includes salary, bonuses, restricted stock grants, and long-term incentive payouts. Full methodological details for the construction of this CEO compensation measure and benchmarking to other studies can be found in Mishel and Sabadish (2013).
TABLE 1

CEO compensation, CEO-to-worker compensation ratio, and stock prices, 1965–2014 (2014 dollars)

CEO annual compensation (thousands)*Worker annual compensation (thousands)Stock market (adjusted to 2014)CEO-to-worker compensation ratio***
Private-sector production/nonsupervisory workersFirms’ industry**S&P 500Dow Jones
1965$832$40.2n/a5795,98620.0
1973$1,087$47.2n/a5124,40122.3
1978$1,487$48.0n/a3202,73529.9
1989$2,769$45.4n/a5964,62858.7
1995$5,862$46.0$52.48366,941122.6
2000$20,384$48.7$55.21,96214,744376.1
2007$18,786$51.1$55.41,68715,048345.3
2009$10,575$53.2$57.41,0469,808195.8
2010$12,662$53.7$57.81,23811,585229.7
2011$12,863$53.0$56.91,33412,584235.5
2012$14,998$52.6$56.31,42213,371285.3
2013$15,711$52.8$56.41,67115,255303.1
2014$16,316$53.2$56.41,93116,778303.4
Percent changeChange in ratio
1965–197878.7%19.5%n/a-44.8%-54.3%9.9
1978–20001,270.8%1.4%n/a513.0%439.1%346.2
2000–2014-20.0%9.4%2.2%-1.6%13.8%-72.7
2009–201454.3%0.0%-1.7%84.6%71.1%107.6
1978–2014997.2%10.9%n/a503.4%513.5%244.7
* CEO annual compensation is computed using the "options realized" compensation series, which includes salary, bonus, restricted stock grants, options exercised, and long-term incentive payouts for CEOs at the top 350 U.S. firms ranked by sales.
** Annual compensation of the workers in the key industry of the firms in the sample
*** Based on averaging specific firm ratios and not the ratio of averages of CEO and worker compensation
Source: Authors' analysis of data from Compustat's ExecuComp database, Federal Reserve Economic Data (FRED) from the Federal Reserve Bank of St. Louis, the Current Employment Statistics program, and the Bureau of Economic Analysis NIPA tables
CEO compensation reported in Table 1, as well as throughout the rest of the report, is the average compensation of the CEOs in the 350 publicly owned U.S. firms (i.e., firms that sell stock on the open market) with the largest revenue each year. Our sample each year will be fewer than 350 firms to the extent that these large firms did not have the same CEO for most of or all of the year or the compensation data are not yet available. For comparison, Table 1 also presents the annual compensation (wages and benefits of a full-time, full-year worker) of a private-sector production/nonsupervisory worker (a group covering more than 80 percent of payroll employment), allowing us to compare CEO compensation with that of a “typical” worker. From 1995 onward, the table identifies the average annual compensation of the production/nonsupervisory workers in the key industries of the firms included in the sample. We take this compensation as a proxy for the pay of typical workers in these particular firms.
The modern history of CEO compensation (starting in the 1960s) is as follows. Even though the stock market, as measured by the Dow Jones Industrial Average and S&P 500 index, and shown in Table 1, fell by roughly half between 1965 and 1978, CEO pay increased by 78.7 percent. Average worker pay saw relatively strong growth over that period (relative to subsequent periods, not relative to CEO pay or pay for others at the top of the wage distribution). Annual worker compensation grew by 19.5 percent from 1965 to 1978, only about a fourth as fast as CEO compensation growth over that period.
CEO compensation grew strongly throughout the 1980s but exploded in the 1990s and peaked in 2000 at around $20 million, an increase of more than 200 percent just from 1995 and 1,271 percent from 1978. This latter increase even exceeded the growth of the booming stock market—513 percent for the S&P 500 and 439 percent for the Dow. In stark contrast to both the stock market and CEO compensation, private-sector worker compensation increased just 1.4 percent over the same period.
The fall in the stock market in the early 2000s led to a substantial paring back of CEO compensation, but by 2007 (when the stock market had mostly recovered) CEO compensation returned close to its 2000 level. Figure A shows how CEO pay fluctuates in tandem with the stock market as measured by the S&P 500 index, confirming that CEOs tend to cash in their options when stock prices are high. The financial crisis in 2008 and the accompanying stock market tumble knocked CEO compensation down 44 percent by 2009. By 2014, the stock market had recouped all of the ground lost in the downturn and, not surprisingly, CEO compensation had also made a strong recovery. In 2014, average CEO compensation was $16.3 million, up 3.9 percent since 2013 and 54.3 percent since 2009. CEO compensation in 2014 remained below the peak earning years of 2000 and 2007 but far above the pay levels of the mid-1990s and much further above CEO compensation in preceding decades.
FIGURE A

CEO compensation and the S&P 500 Index (in 2014 dollars), 1965–2014

YearCEO compensation (in millions of 2014 dollars)S&P 500 Index (adjusted to 2014 dollars)
1965/01/010.83191579.3905
1966/01/010.832076544.4317
1967/01/010.832242569.9553
1968/01/011.035328586.6767
1969/01/011.035355558.2041
1970/01/011.035383452.5541
1971/01/011.03541512.5317
1972/01/011.035438552.3217
1973/01/011.086788511.7382
1974/01/011.086975358.4384
1975/01/011.087162344.8192
1976/01/011.087348386.0265
1977/01/011.087535349.4082
1978/01/011.486966320.0905
1979/01/011.487196313.0516
1980/01/011.487427324.748
1981/01/011.487657319.8241
1982/01/011.487887281.9998
1983/01/011.488117362.5433
1984/01/011.488348348.2643
1985/01/011.488578391.9966
1986/01/011.488808487.2128
1987/01/011.489039572.1898
1988/01/011.489269511.319
1989/01/012.769045595.5699
1990/01/012.770492587.6306
1991/01/012.771939637.7438
1992/01/014.905754687.3812
1993/01/015.501263728.6534
1994/01/014.35423727.3423
1995/01/015.862171835.6524
1996/01/017.4561011007.489
1997/01/0111.345431284.651
1998/01/0116.902741574.586
1999/01/0114.933731886.034
2000/01/0120.383611962.216
2001/01/0111.428321596.986
2002/01/0110.096221308.073
2003/01/0112.911461242.542
2004/01/0114.188921417.185
2005/01/0116.612451464.087
2006/01/0118.503011538.828
2007/01/0118.785531686.762
2008/01/0113.269491341.581
2009/01/0110.574871046.467
2010/01/0112.662081237.875
2011/01/0112.863221334.015
2012/01/0114.998091422.473
2013/01/0115.710641670.708
2014/01/0116.315621931.38

CEO compensation (in millions of 2014 dollars)S&P 500 Index (adjusted to 2014 dollars)S&P 500 Index (adjusted to 2014 dollars)CEO compensation (in millions of 2014 dollars)19701980199020002010051015202505001,0001,5002,0002,500
Note: CEO annual compensation is computed using the "options realized" compensation series, which includes salary, bonus, restricted stock grants, options exercised, and long-term incentive payouts for CEOs at the top 350 U.S. firms ranked by sales.
Source: Authors' analysis of data from Compustat's ExecuComp database and Federal Reserve Economic Data (FRED) from the Federal Reserve Bank of St. Louis
The alignment of CEO compensation to the ups and downs of the stock market casts doubt on any explanation of high and rising CEO pay that relies on the rising individual productivity of executives, either because they head larger firms, have adopted new technology, or other reasons. CEO compensation often grows strongly simply when the overall stock market rises and individual firms’ stock values rise along with it (Figure A). This is a marketwide phenomenon and not one of improved performance of individual firms: most CEO pay packages allow pay to rise whenever the firm’s stock value rises and permit CEOs to cash out stock options regardless of whether or not the rise in the firm’s stock value was exceptional relative to comparable firms. Over the entire period from 1978 to 2014, CEO compensation increased about 997 percent, a rise almost double stock market growth and substantially greater than the painfully slow 10.9 percent growth in a typical worker’s compensation over the same period.
It is interesting to note that growth in CEO pay in 2014 was not driven by large increases in pay for just a few executives or just those with the highest pay. Figure B shows the growth in CEO pay when compensation is ranked and computed by CEO compensation fifths. CEO compensation rose across the board, and in fact grew the most in the bottom and second fifth—11.1 and 7.9 percent, respectively—between 2013 and 2014.
FIGURE B

Real CEO compensation growth, by CEO pay fifth, 2013–2014

QuintilePercent change
Bottom11.1%
Second7.9%
Middle4.5%
Fourth5.6%
Top1.5%

11.1%7.9%4.5%5.6%1.5%BottomSecondMiddleFourthTop02.557.51012.5%
Note: CEO annual compensation is computed using the "options realized" compensation series, which includes salary, bonus, restricted stock grants, options exercised, and long-term incentive payouts for CEOs at the top 350 U.S. firms ranked by sales.
Source: Authors' analysis of data from Compustat's ExecuComp database
The increase in CEO pay over the past few years reflects improving market conditions driven by macroeconomic developments and a general rise in profitability. For most firms, corporate profits continue to improve, and corporate stock prices move accordingly. It seems evident that individual CEOs are not responsible for this broad improvement in profits in the past few years, but they clearly are benefiting from it.
This analysis makes clear that the economy is recovering for some Americans, but not for most. The stock market and corporate profits have rebounded following the Great Recession, but the labor market remains sluggish. Those at the top of the income distribution, including many CEOs, are seeing a strong recovery—compensation up 54.3 percent— while the typical worker is still experiencing the detrimental effects of a stagnant labor market: compensation for private-sector workers in the main industries of the CEOs in our sample has fallen 1.7 percent since 2009.

Trends in the CEO-to-worker compensation ratio

Table 1 also presents the trend in the ratio of CEO-to-worker compensation to illustrate the increased divergence between CEO and worker pay over time. This overall ratio is computed in two steps. The first step is to construct, for each of the largest 350 firms, the ratio of the CEO’s compensation to the annual compensation of workers in the key industry of the firm (data on the pay of workers in any particular firm are not available). The second step is to average that ratio across all the firms. The last column in Table 1 is the resulting ratio in select years. The trends prior to 1995 are based on the changes in average CEO and economywide private-sector production/nonsupervisory worker compensation. The year-by-year trend is presented in Figure C.
FIGURE C

CEO-to-worker compensation ratio, 1965–2014

YearCEO-to-worker compensation ratio
1965/01/0120.0
1966/01/0121.2
1967/01/0122.4
1968/01/0123.7
1969/01/0123.4
1970/01/0123.2
1971/01/0122.9
1972/01/0122.6
1973/01/0122.3
1974/01/0123.7
1975/01/0125.1
1976/01/0126.6
1977/01/0128.2
1978/01/0129.9
1979/01/0131.8
1980/01/0133.8
1981/01/0135.9
1982/01/0138.2
1983/01/0140.6
1984/01/0143.2
1985/01/0145.9
1986/01/0148.9
1987/01/0151.9
1988/01/0155.2
1989/01/0158.7
1990/01/0171.2
1991/01/0186.2
1992/01/01104.4
1993/01/01111.8
1994/01/0187.3
1995/01/01122.6
1996/01/01153.8
1997/01/01233.0
1998/01/01321.8
1999/01/01286.7
2000/01/01376.1
2001/01/01214.2
2002/01/01188.5
2003/01/01227.5
2004/01/01256.6
2005/01/01308.0
2006/01/01341.4
2007/01/01345.3
2008/01/01239.3
2009/01/01195.8
2010/01/01229.7
2011/01/01235.5
2012/01/01285.3
2013/01/01303.1
2014/01/01303.4

20.029.958.787.3376.1188.5345.3195.8303.4197019801990200020100100200300400
Note: CEO annual compensation is computed using the "options realized" compensation series, which includes salary, bonus, restricted stock grants, options exercised, and long-term incentive payouts for CEOs at the top 350 U.S. firms ranked by sales.
Source: Authors' analysis of data from Compustat's ExecuComp database, Current Employment Statistics program, and the Bureau of Economic Analysis NIPA tables
U.S. CEOs of major companies earned 20 times more than a typical worker in 1965; this ratio grew to 29.9-to-1 in 1978 and 58.7-to-1 by 1989, and then it surged in the 1990s to hit 376.1-to-1 by the end of the 1990s recovery in 2000. The fall in the stock market after 2000 reduced CEO stock-related pay (e.g., options) and caused CEO compensation to tumble until 2002 and 2003. CEO compensation recovered to a level of 345.3 times worker pay by 2007, almost back to its 2000 level. The financial crisis in 2008 and accompanying stock market decline reduced CEO compensation after 2007–2008, as discussed above, and the CEO-to-worker compensation ratio fell in tandem. By 2014, the stock market had recouped all of the value it lost following the financial crisis. Similarly, CEO compensation had grown from its 2009 low, and the CEO-to-worker compensation ratio in 2014 had recovered to 303.4-to-1, a rise of 107.6 since 2009. Though the CEO-to-worker compensation ratio remains below the peak values achieved earlier in the 2000s, it is far higher than what prevailed through the 1960s, 1970s, 1980s, and 1990s.

Does rising CEO pay simply reflect the market for skills?

CEO compensation has grown a great deal, but so has pay of other high-wage earners. To some analysts this suggests that the dramatic rise in CEO compensation was driven largely by the demand for the skills of CEOs and other highly paid professionals. In this interpretation CEO compensation is being set by the market for “skills,” and rising CEO compensation is not due to managerial power and rent-seeking behavior (Bebchuk and Fried 2004). One prominent example of the “it’s other professions, too” argument comes from Kaplan (2012a, 2012b). For instance, in the prestigious 2012 Martin Feldstein Lecture, Kaplan (2012a, 4) claimed:
Over the last 20 years, then, public company CEO pay relative to the top 0.1 percent has remained relatively constant or declined. These patterns are consistent with a competitive market for talent. They are less consistent with managerial power. Other top income groups, not subject to managerial power forces, have seen similar growth in pay.
And in a followup paper for the CATO Institute, published as a National Bureau of Economic Research working paper, Kaplan (2012b, 21) expanded this point further:
The point of these comparisons is to confirm that while public company CEOs earn a great deal, they are not unique. Other groups with similar backgrounds—private company executives, corporate lawyers, hedge fund investors, private equity investors and others—have seen significant pay increases where there is a competitive market for talent and managerial power problems are absent. Again, if one uses evidence of higher CEO pay as evidence of managerial power or capture, one must also explain why these professional groups have had a similar or even higher growth in pay. It seems more likely that a meaningful portion of the increase in CEO pay has been driven by market forces as well.
Bivens and Mishel (2013) address the larger issue of the role of CEO compensation in generating income gains at the very top and conclude that there are substantial rents embedded in executive pay, meaning that CEO pay gains are not simply the result of a competitive market for talent. We draw on and update that analysis to show that CEO compensation grew far faster than compensation of other highly paid workers over the last few decades, which suggests that the market for skills was not responsible for the rapid growth of CEO compensation. To reach this finding we employ Kaplan’s own series on CEO compensation and compare it to the incomes of top households, as he does, but also compare it to a better standard, the wages of top wage earners, rather than the household income of the top 0.1 percent.4 We update Kaplan’s series beyond 2010 using the growth of CEO compensation in our own series. This analysis finds, contrary to Kaplan, that compensation of CEOs has far outpaced that of very highly paid workers, the top 0.1 percent of earners.
Table 2 presents the ratio of the average compensation of chief executive officers of large firms, the series developed by Kaplan, to two benchmarks. The first benchmark is the one Kaplan employs: the average household income of those in the top 0.1 percent, data developed by Piketty and Saez (2015). The second is the average annual earnings of the top 0.1 percent of wage earners based on a series developed by Kopczuk, Saez, and Song (2010) and updated in Mishel et al. (2012) and Mishel and Kimball (2014). Each ratio is presented as a simple ratio and logged (to convert to a “premium,” the relative pay differential between one group and another). The wage benchmark seems the most appropriate one since it avoids issues of household demographics—changes in two-earner couples, for instance—and limits the income to labor income (i.e., excluding capital income). Both the ratios and log ratios clearly understate the relative wage of CEOs since executive pay is a nontrivial share of the denominator, a bias that has probably grown over time simply because CEO relative pay has grown.5 For comparison purposes Table 2 also shows the changes in the gross (not regression-adjusted) college-to-high-school wage premium. This is also useful because some commentators, such as Mankiw (2013) have simply asserted that the top 1 percent wage and income growth reflects the general rise of the returns to skills, such as a higher college-high school wage premium. The comparisons end in 2013 because 2014 data for top 0.1 percent wages are not yet available.
TABLE 2

Growth of relative CEO compensation and college wages, 1979–2013

RatioLog ratio
CEO compensation to:College wages to:CEO compensation to:College wages to:
Top 0.1% householdsTop 0.1% wage earnersHigh school hourly wagesTop 0.1% householdsTop 0.1% wage earnersHigh school hourly wages
19791.183.261.400.1641.1830.338
19891.142.631.570.1290.9670.454
19931.563.051.630.4431.1150.488
20002.907.771.751.0642.0500.557
20071.494.361.760.3971.4730.568
20102.044.851.770.7121.5790.574
20132.545.841.820.9331.7650.598
Change
1979–20070.311.100.360.230.290.23
1979–20131.362.580.420.770.580.26
1989–20131.413.210.240.800.800.14

Source: Authors' analysis of Kaplan (2012b) and Mishel et al. (2012, Table 4.8)
CEO compensation grew from 1.14 times the income of the top 0.1 percent of households in 1989 to 2.54 times in 2013. CEO pay relative to the pay of the top 0.1 percent of wage earners grew even more, from a ratio of 2.63 in 1989 to 5.84 in 2013, a rise (3.21) equal to the pay of more than three very high earners. The log ratio of CEO relative pay grew 80 log points from 1989 to 2013 using top 0.1 percent household incomes or wages earners as the comparison.
Is this a large increase? Kaplan (2012a, 4) concluded that CEO relative pay “has remained relatively constant or declined.” Kaplan (2012b, 14) finds that the ratio “remains above its historical average and the level in the mid-1980s.” Figure D puts this in historical context by presenting the ratios displayed in Table 2 back to 1947. The ratio of CEO pay to top (0.1 percent) household incomes in 2013 (2.54) was more than double the historical (1947–1979) average of 1.11. The ratio of CEO pay relative to top wage earners in 2013 was 5.84, 2.66 points higher than the historical average of 3.18 (a relative gain of the wages earned by 2.66 high-wage earners). As the data in Table 2 show, the increase in the logged CEO pay premium since 1979, and particularly since 1989, far exceeded the rise in the college-to-high-school wage premium that is widely and appropriately considered substantial growth. Mankiw’s claim that top 1 percent pay or top executive pay simply corresponds to the rise of the college–high school wage premium is unfounded (Mishel 2013a, 2013b). Moreover, the data would show an even faster growth of CEO relative pay if Kaplan had built his historical series using the Frydman and Saks (2010) series for the 1980–1994 period rather than the Hall and Leibman (1997) data.6
FIGURE D

Comparison of CEO compensation to top incomes and wages, 1947–2013

Year0.1% household income ratio0.1% wage earners ratio1947–1979 average: 1.111947–1979 average: 3.18
1947/01/011.213.541.113.18
1948/01/011.113.141.113.18
1949/01/011.253.551.113.18
1950/01/011.053.021.113.18
1951/01/011.143.021.113.18
1952/01/011.192.951.113.18
1953/01/011.343.291.113.18
1954/01/011.203.421.113.18
1955/01/011.173.441.113.18
1956/01/011.203.401.113.18
1957/01/011.313.791.113.18
1958/01/011.283.791.113.18
1959/01/011.264.231.113.18
1960/01/011.073.261.113.18
1961/01/010.993.541.113.18
1962/01/011.083.551.113.18
1963/01/011.123.651.113.18
1964/01/011.003.411.113.18
1965/01/010.913.321.113.18
1966/01/010.983.141.113.18
1967/01/010.843.091.113.18
1968/01/010.753.021.113.18
1969/01/010.843.101.113.18
1970/01/011.063.001.113.18
1971/01/010.912.851.113.18
1972/01/010.952.931.113.18
1973/01/011.052.721.113.18
1974/01/011.192.701.113.18
1975/01/011.192.291.113.18
1976/01/011.142.331.113.18
1977/01/011.252.441.113.18
1978/01/011.352.821.113.18
1979/01/011.183.261.113.18
1980/01/011.092.761.113.18
1981/01/011.162.981.113.18
1982/01/011.032.791.113.18
1983/01/011.022.791.113.18
1984/01/010.942.571.113.18
1985/01/011.053.121.113.18
1986/01/010.732.921.113.18
1987/01/011.332.621.113.18
1988/01/010.972.381.113.18
1989/01/011.142.631.113.18
1990/01/011.282.751.113.18
1991/01/011.523.121.113.18
1992/01/011.462.841.113.18
1993/01/011.563.051.113.18
1994/01/011.903.991.113.18
1995/01/011.824.111.113.18
1996/01/012.185.501.113.18
1997/01/012.225.281.113.18
1998/01/012.325.911.113.18
1999/01/012.396.031.113.18
2000/01/012.907.771.113.18
2001/01/013.286.881.113.18
2002/01/012.966.101.113.18
2003/01/012.545.401.113.18
2004/01/012.175.281.113.18
2005/01/011.785.001.113.18
2006/01/011.785.181.113.18
2007/01/011.494.361.113.18
2008/01/011.804.561.113.18
2009/01/012.084.611.113.18
2010/01/012.044.851.113.18
2011/01/012.174.921.113.18
2012/01/011.905.081.113.18
2013/01/012.545.841.113.18

Ratio of CEO compensation to top incomes and wages5.842.540.1% wage earners ratio1947–1979 average: 3.180.1% household income ratio1947–1979 average: 1.111960198020000246810
Source: Authors' analysis of Kaplan (2012b) and Mishel et al. (2012, Table 4.8)
Presumably, CEO relative pay has grown further since 2013. The data in Table 1 show that CEO compensation rose 3.9 percent between 2013 and 2014. (Unfortunately, data on the earnings of top wage earners for 2014 are not yet available for a comparison to CEO compensation trends.) If CEO pay growing far faster than that of other high earners is a test of the presence of rents, as Kaplan has suggested, then we would conclude that today’s executives receive substantial rents, meaning that if they were paid less there would be no loss of productivity or output. The large discrepancy between the pay of CEOs and other very-high-wage earners also casts doubt on the claim that CEOs are being paid these extraordinary amounts because of their special skills and the market for those skills. Is it likely that the skills of CEOs in very large firms are so outsized and disconnected from the skills of others that they propel CEOs past most of their cohorts in the top tenth of a percent? For everyone else the distribution of skills, as reflected in the overall wage distribution, tends to be much more continuous.

What about the average CEO?

A relatively new critique of examining the pay of CEOs in the largest firms, as we do, is that such efforts are misleading. For instance, American Enterprise Institute scholar Mark Perry (2015) says the samples of CEOs examined by the Associated Press, the Wall Street Journal, or our earlier work “aren’t very representative of the average U.S. company or the average U.S. CEO,” because “the samples of 300–350 firms for CEO pay represent only one of about every 21,500 private firms in the U.S., or about 1/200 of 1% of the total number of U.S. firms.” Perry notes, “According to both the BLS and the Census Bureau, there are more than 7 million private firms in the U.S.” Perry considers the pay of the average CEO, $187,000, to be a much more important indicator.
This is a clever but misguided critique. Amazingly, roughly sixteen percent of the CEOs in Perry’s preferred measure are in the public sector. Those in the private sector include CEOs of religious organizations, advocacy groups, and unions. One wonders why Perry is not critical of the Bureau of Labor Statistics’ measure of CEO pay, since BLS reports that there are only 207,660 private-sector CEOs, far short of the 7.4 million there would be if each private firm had one. The shortfall of CEOs in the BLS data is understandable, however, once one recognizes that the average firm has only 20.2 workers (Caruso 2015, Appendix Table 1). The 5.2 million firms with fewer than 19 employees, averaging four employees per firm, probably do not have a CEO, nor probably do 2 million of the 2.4 million firms with more than 19 employees.
The reason to focus on the CEO pay of the largest firms is that they employ a large number of workers, are the leaders of the business community, and set the standards for pay in the executive pay market and probably do so in the nonprofit sector as well (e.g., hospitals, universities). No agency reports how many workers work for very large firms. We do know from Census data (Caruso 2015, Appendix Table 1) that the 18,219 firms in 2012 with at least 500 employees employed 51.6 percent of all employees and their payrolls accounted for 58.1 percent of total payroll (wages times employment). County Business Patterns data provide a breakout of the 964 firms (just 0.017 percent of all firms) with at least 10,000 employees; these large firms provide 27.9 percent of all employment and 31.4 percent of all payroll. In other words, the CEO of the “average U.S. company” about which Perry purports to be interested does not correspond to the CEO of the firm where the “average” or median worker works. This is further confirmed by a new study that reports that the median firm, ranked by employment, has roughly 1,000 workers while the average firm has about 20 (Song et al. 2015).
Executives and managers comprise a large portion of those in the top 1 percent of income and the top 1 percent of wage earners. The analysis of tax returns in Bakija et al. (2012) shows the composition of executives in the households with the highest incomes; our tabulation of American Community Survey data for 2009–2011 shows that 41.2 percent (the largest group) of those heading a household in the top 1 percent of incomes were executives or managers. Thus, we know that highly paid managers are the largest group in the top 1 percent and the top 0.1 percent, measured in terms of either wages or household income, and so there are plenty of good reasons to be interested in the pay of executives of large firms. Moreover, the pay of CEOs in the largest firms has grown multiples faster than the wages of other very high earners and hundreds of times faster than the wages these CEOs provide to their workers.

Conclusion

It is sometimes argued that rising CEO compensation is a symbolic issue with no consequences for the vast majority. However, the escalation of CEO compensation and executive compensation more generally has fueled the growth of top 1 percent incomes. In a study of tax returns from 1979 to 2005, Bakija, Cole, and Heim (2010), studying tax returns from 1979 to 2005, established that the increases in income among the top 1 and 0.1 percent of households were disproportionately driven by households headed by someone who was either a nonfinancial-sector “executive” (including managers and supervisors and hereafter referred to as nonfinance executives) or a financial-sector executive or other worker. Forty-four percent of the growth of the top 0.1 percent’s income share and 36 percent of the top 1 percent’s income share accrued to households headed by a nonfinance executive; another 23 percent for each group accrued to financial-sector households. Together, finance workers and nonfinance executives accounted for 58 percent of the expansion of income for the top 1 percent of households and 67 percent of the income growth of the top 0.1 percent. Relative to others in the top 1 percent, households headed by nonfinance executives had roughly average income growth, those headed by someone in the financial sector had above-average income growth, and the remaining households (nonexecutive, nonfinance) had slower-than-average income growth. These shares may actually understate the role of nonfinance executives and the financial sector since they do not account for the increased spousal income from these sources.7
We have argued above that high CEO pay reflects rents, concessions CEOs can draw from the economy not by virtue of their contribution to economic output but by virtue of their position. Consequently, CEO pay could be reduced and the economy would not suffer any loss of output. Another implication of rising executive pay is that it reflects income that otherwise would have accrued to others: what the executives earned was not available for broader-based wage growth for other workers. (Bivens and Mishel 2013 explore this issue in depth.)
There are policy options for curtailing escalating executive pay and broadening wage growth. Some involve taxes. Implementing higher marginal income tax rates at the very top would limit rent-seeking behavior and reduce the incentives for executives to push for such high pay. Legislation has also been proposed that would remove the tax break for executive performance pay that was established early in the Clinton administration; by allowing the deductibility of performance pay, this tax change helped fuel the growth of stock options and other forms of such compensation. Another option is to set corporate tax rates higher for firms that have higher ratios of CEO-to-worker compensation. Other policies that can potentially limit executive pay growth are changes in corporate governance, such as greater use of “say on pay,” which allows a firm’s shareholders to vote on top executives’ compensation.
– The authors thank the Stephen Silberstein Foundation for their generous support of this research.

About the authors

Lawrence Mishel is president of the Economic Policy Institute and was formerly its research director and then vice president. He is the co-author of all 12 editions of The State of Working America. He holds a Ph.D. in economics from the University of Wisconsin at Madison, and his articles have appeared in a variety of academic and nonacademic journals. His areas of research are labor economics, wage and income distribution, industrial relations, productivity growth, and the economics of education.
Alyssa Davis joined EPI in 2013 as the Bernard and Audre Rapoport Fellow. She assists EPI’s researchers in their ongoing analysis of the labor force, labor standards, and other aspects of the economy. Davis aids in the design and execution of research projects in areas such as poverty, education, health care, and immigration. She also works with the Economic Analysis and Research Network (EARN) to provide research support to various state advocacy organizations. Davis has previously worked in the Texas House of Representatives and the U.S. Senate. She holds a B.A. from the University of Texas at Austin.

Endnotes

1. In 2007, according to the Capital IQ database, there were 38,824 executives in publicly held firms (tabulations provided by Temple University Professor Steve Balsam). There were 9,692 in the top 0.1 percent of wage earners.
2. The years chosen are based on data availability, though where possible we chose cyclical peaks (years of low unemployment).
3. For instance, all of the papers prepared for the symposium on the top 1 percent, published in the Journal of Economic Perspectives (summer 2013), used CEO pay measures with realized options. Bivens and Mishel (2013) follow this approach because the editors asked them to drop references to the options-granted measure.
4. We thank Steve Kaplan for sharing his series with us.
5. Temple University Professor Steve Balsam provided tabulations of annual W-2 wages of executives in the top 0.1 percent from the Capital IQ database. The 9,692 executives in publicly held firms who were in the top 0.1 percent of wage earners had average W-2 earnings of $4,400,028. Using Mishel et al. (2012) estimates of top 0.1 percent wages, executive wages make up 13.3 percent of total top 0.1 percent wages. One can gauge the bias of including executives in the denominator by noting that the ratio of executive wages to all top 0.1 percent wages in 2007 was 2.14, but the ratio of executive wages to nonexecutive wages was 2.32. Unfortunately, we do not have data that permit an assessment of the bias in 1979 or 1989. We also do not have information on the number and wages of executives in privately held firms; their inclusion would clearly indicate an even larger bias. The IRS reports there were nearly 15,000 corporate tax returns in 2007 of firms with assets exceeding $250 million, indicating there are many more executives of large firms than just those in publicly held firms.
6. Kaplan (2012b, 14) notes that the Frydman and Saks series grew 289 percent, while the Hall and Leibman series grew 209 percent. He also notes that the Frydman and Saks series grows faster than that reported by Murphy (2012).
7. The discussion in this paragraph is taken from Bivens and Mishel (2013).

References

Bakija, Jon, Adam Cole, and Bradley Heim. 2010. “Job and Income Growth of Top Earners and the Causes of Changing Income Inequality: Evidence From U.S. Tax Return Data.” Department of Economics Working Paper 2010-24, Williams College.
Balsam, Steven. 2013. Equity Compensation: Motivations and Implications. Washington, DC: WorldatWork Press.
Bebchuk, Lucian, and Jesse Fried. 2004. Pay Without Performance: The Unfulfilled Promise of Executive Remuneration. Cambridge, MA: Harvard University Press.
Bivens, Josh, Elise Gould, Lawrence Mishel, and Heidi Shierholz. 2014. “Raising America’s Pay: Why It’s Our Central Economic Policy Challenge.” Economic Policy Institute, Briefing Paper #378.
Bivens, Josh, and Lawrence Mishel. 2013. “The Pay of Corporate Executives and Financial Professionals as Evidence of Rents in Top 1 Percent Incomes.” Economic Policy Institute, Working Paper #296.
Bureau of Labor Statistics. 2015. “Occupational Employment and Wages–May 2014.”
Bureau of Labor Statistics. Various years. Business Employment Dynamics. Public data series.
Bureau of Labor Statistics. Various years. Current Employment Statistics. Public data series. Employment, Hours and Earnings-National [database].
Bureau of Economic Analysis. Various years. National Income and Product Accounts Tables [online data tables]. Tables 6.2C, 6.2D, 6.3C, and 6.3D.
Caruso, Anthony. 2015. “Statistics of U.S. Businesses Employment and Payroll Summary: 2012.” U.S. Census Bureau.
Compustat. Various years. ExecuComp database [commercial database product accessible by purchase].
Federal Reserve Bank of St. Louis. Various years. Federal Reserve Economic Data (FRED) [database].
Frydman, Carola, and Raven E. Saks. 2010. Executive Compensation: A New View From a Long-Term Perspective, 1936–2005.” Review of Financial Studies 23, 2099–138.
Gould, Elise. 2015. “2014 Continues a 35-Year Trend of Broad-Based Wage Stagnation.” Economic Policy Institute, Issue Brief #393.
Hall, Brian J., and Jeffrey B. Liebman. 1997. “Are CEOs Really Paid Like Bureaucrats?” National Bureau of Economic Research, Working Paper #6213.
Kaplan, Steven N. 2012a. “Executive Compensation and Corporate Governance in the U.S.: Perceptions, Facts, and Challenges.” Martin Feldstein Lecture. National Bureau of Economic Research, Washington, DC, July 10.
Kaplan, Steven N. 2012b. “Executive Compensation and Corporate Governance in the U.S.: Perceptions, Facts, and Challenges.” National Bureau of Economic Research, Working Paper # w18395.
Kopczuk, Wojciech, Emmanuel Saez, and Jae Song. 2010. “Earnings Inequality and Mobility in the United States: Evidence From Social Security Data Since 1937.”  Quarterly Journal of Economics 125, no. 1: 91–128.
Mankiw, N. Gregory. 2013. “Defending the One Percent.” Journal of Economic Perspectives 27, no. 3: p. 21-24.
Mishel, Lawrence. 2013a. “Greg Mankiw Forgets to Offer Data for His Biggest Claim.” Working Economics(Economic Policy Institute blog), June 25.
Mishel, Lawrence. 2013b. “Working as Designed: High Profits and Stagnant Wages.” Working Economics (Economic Policy Institute blog), March 28.
Mishel, Lawrence, Josh Bivens, Elise Gould, and Heidi Shierholz. 2012. The State of Working America, 12th Edition. An Economic Policy Institute book. Ithaca, NY: Cornell University Press.
Mishel, Lawrence, and Will Kimball. 2014. “The Top 1 Percent of Wage Earners Falters in 2013: Was It a Temporary Event?Working Economics (Economic Policy Institute blog), October 24.
Mishel, Lawrence, and Natalie Sabadish. 2013. “Methodology for Measuring CEO Compensation and the Ratio of CEO-to-Worker Compensation.” Economic Policy Institute Working Paper #298.
Murphy, Kevin. 2012. “The Politics of Pay: A Legislative History of Executive Compensation.” University of Southern California Marshall School of Business Working Paper #FBE 01.11.
Perry, Mark. 2015. “When We Consider All US ‘Chief Executives,’ the ‘CEO-to-Worker Pay Ratio’ Falls From 331:1 to Below 4:1.AEI Ideas (American Enterprise Institute blog), May 1.
Piketty, Thomas, and Emmanuel Saez. 2015. “Income Inequality in the United States, 1913–1998” Quarterly Journal of Economics 118, no. 1, 1–39, tables and figures updated to 2013 in Excel format, January 2015.
Song, Jae, David J. Price, Faith Guvenen, and Nicholas Bloom. 2015. “Firming Up Inequality.” National Bureau of Economic Research Working Paper #21199.