Edward Conard

Top Ten New York Times Bestselling Author

  • “…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
  • “Unintended Consequences offers deep and well-argued analyses on almost every issue.” - The New York Times
  • “…a fresh argument for the productive value of inequality.” - David Autor, Professor of Economics, Massachusetts Institute of Technology
  • “…a must-read for serious students of economic policy.” - Glenn Hubbard, Dean, Columbia Business School, and former Chairman of the Council of Economic Advisers
  • “Unintended Consequences represents the most cogent and persuasive analysis of the Financial Crisis to date.” - Andrei Shleifer, 1999 John Bates Clark Medal Winner
  • “There are an amazing number of good ideas and interesting points made in Unintended Consequences. The thinking underlying it, and the obvious depth of understanding of the author, are very impressive.” - Steven Levitt, coauthor of Freakonomics; 2004 John Bates Clark Medal
  • “…a comprehensive explanation of the modern economy.” - Julian Robertson, Founder, Tiger Management
  • “A full-throated defense of economic dynamism.” - The Wall Street Journal
  • “…serious thinking for serious thinkers. …a thought-provoking blueprint for growing middle- and working-class incomes.” - Mitt Romney, former Governor of Massachusetts
  • “…reminds us that inequality sends a signal of what society lacks most, in America’s case, entrepreneurship and risk taking.” - Lawrence Lindsey, CEO, The Lindsey Group, former Director of the National Economic Council
  • “Unintended Consequences should be read by anyone who takes for granted the superiority of progressive taxation and has not thought carefully about the trade-offs involved.” - The New Republic
  • “…challenges misconceptions that distort our economic debates.” - Arthur Brooks, President of the American Enterprise Institute
Upside of Inequality Oxford Unintended Consequences
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Thursday, October 22, 2020

China's Surplus is Rising Rapidly. So is the U.S. Deficit. The IMF Cannot Turn a Blind Eye

AI Summary. China's current account surplus is running at an annualized $400bn while the US trade deficit has returned to pre-financial-crisis levels. The author argues that China's reluctance to adopt broad-based stimulus and its managed exchange rate, aimed at keeping the currency broadly stable, risk making these imbalances persistent absent policy corrections.

Brad Setser Council on Foreign Relations
Date Posted:
October 22, 2020
Is Database:
Database

China’s current account surplus is running at $400bn annualized, while the US trade deficit has returned to pre-financial crisis levels, highlighting a growing imbalance. @Brad_Setser

Do China's stimulus reluctance and managed exchange rate entrench global trade imbalances?

Core argument: China's current account surplus is running at an annualized $400bn while the US trade deficit has returned to pre-financial-crisis levels, indicating a growing imbalance.

China's current account surplus is running at an annualized $400bn, while the US trade deficit has returned to pre-financial crisis levels, highlighting a growing imbalance. This trend may not be a temporary COVID-related blip, as China's reluctance to implement broad-based stimulus and its managed exchange rate contribute to sustained trade imbalances. The People's Bank of China's focus on maintaining "basic stability" in the exchange rate, despite modest appreciation, further exacerbates this issue. Without policy corrections, there is a real risk that these imbalances will persist, contrasting with the post-2009 crisis period when China's stimulus and currency appreciation helped reduce trade imbalances. The IMF cannot ignore these developments, as they pose significant challenges to global economic stability.

Takeaways by Macro Roundup® AI

  1. China's current account surplus is running at an annualized $400bn while the US trade deficit has returned to pre-financial-crisis levels, indicating a growing imbalance.
  2. China's reluctance to adopt broad-based stimulus and the People's Bank of China's focus on "basic stability" in the exchange rate, despite modest appreciation, contribute to sustained trade imbalances rather than a temporary COVID-related blip.
  3. Without policy corrections, these imbalances risk persisting, in contrast with the post-2009 period when China's stimulus and currency appreciation helped reduce trade imbalances.

Setser has another warning about growing imbalances, US trade deficit (in $ terms) now ~ back at pre-financial crisis levels while the PRC’s current account surplus running $400B annualized

He worries this will be more than a COVID related blimp“…But it is possible that the swings will not be temporary. China has not done much to support its own household income—arguably because it has not needed to do so in a world where its exports are doing so well. And given the ongoing reluctance from Chinese policymakers toward broad-based stimulus, China’s fiscal policy response to COVID-19 may be much more tepid than the fiscal response of China’s largest trading partners. Combine that with a still-managed exchange rate that is still weak against both the dollar and the euro even with the modest appreciation in the third quarter and the PBOC’s desire for “basic stability” in the exchange rateand you have the recipe, at least in theory, for a sustained widening of trade imbalances.****….The 2009 crisis, thanks to the combination of China’s stimulus and the lagged impact of its 2007-2008 appreciation of the yuan (initially against the dollar, which translated into a broader appreciation when the dollar rallied a bit against the euro) led to a reduction in trade imbalances…. Without some policy corrections, I fear that there is a real risk that COVID-19 will lead to a sustained, rather than temporary, re-widening of imbalances…..”

Brad Setser, "China’s Surplus is Rising Rapidly. So is the U.S. Deficit. The IMF Cannot Turn a Blind Eye.," Council On Forign Relations, October 20, 2020, https://www.cfr.org/blog/chinas-surplus-rising-rapidly-so-us-deficit-imf-cannot-turn-blind-eye

  • Savings Glut/Trade Deficit
  • Comparisons
    • Historical
  • GDP
    • Trade (not deficits)

Whos Left to Tax? US Taxation of Corporations and Their Shareholders

AI Summary. Foreign ownership of US equity rose from 11% in 1980 to 40%, alongside a similar rise in US ownership of foreign stocks, while retirement accounts hold about 30% of US equity and taxable accounts about 25%. A substantial share of any corporate tax increase would therefore fall on foreign investors.

Steve Rosenthal New York University School Of Law
Date Posted:
October 22, 2020
Is Database:
Database

Foreigners now own 40% of American equity, up from 11% in 1980 & 25% in 2000. @Steve_Rosenthal1

Who bears the burden of higher US corporate taxes?

Core argument: Foreign ownership of American equity rose from 11% in 1980 to 40% today, mirrored by a similar increase in US ownership of foreign stocks.

The share of American equity owned by foreigners has surged from 11% in 1980 to 40% today, reflecting a significant shift in global investment patterns. This trend is mirrored by a similar increase in US ownership of foreign stocks, highlighting the broader impact of globalization on cross-border investments. As foreign ownership of US equity has grown, the composition of equity ownership has also changed, with retirement accounts holding about 30% and taxable accounts about 25%. This evolution in equity ownership underscores the complexities of using corporate tax rates as a revenue tool, as a substantial portion of the tax burden would fall on foreign investors. The data suggests a need for policymakers to consider the implications of these shifts when designing tax strategies aimed at corporations and their shareholders.

Takeaways by Macro Roundup® AI

  1. Foreign ownership of American equity rose from 11% in 1980 to 40% today, mirrored by a similar increase in US ownership of foreign stocks.
  2. Retirement accounts hold about 30% of US equity and taxable accounts about 25%.
  3. With 40% of US equity held by foreigners, a substantial portion of the corporate tax burden would fall on foreign investors, complicating the use of corporate tax rates as a revenue tool.

New study from the Rosenthal and Burke of the Tax Policy Center finds 40% of total American equity is owned by foreigners (they use this to advocate for using the corporate tax rate as a revenue raiser as 40% of the cut went) but the evolution over time is interesting, “…Foreignersheld just 4 percent of US equity in1986(This is typo, should be 1965/1966), but their share rose steadily to 11 percent by 1980, 25 percent by 2000, and 40 percent today… foreigners now hold about 40 percent of total US equity, retirement accounts about 30 percent, and taxable accounts about 25 percent….”

This is mirrored by American ownership of foreign equity (See Figure 3)“…Over the same period,US ownership of foreign stock rose at a similar clip. This growth, by spurts, in cross-border investment is just one manifestation of globalization…”

Whos Left to Tax? US Taxation of Corporations and Their Shareholders: Extended Excerpt Image 1


Steve Rosenthal and Theo Burke, "Who’s Left to Tax? US Taxation of Corporations and Their Shareholders," New York University School Of Law, October 27, 2020, https://www.law.nyu.edu/sites/default/files/Who%E2%80%99s%20Left%20to%20Tax%3F%20US%20Taxation%20of%20Corporations%20and%20Their%20Shareholders-%20Rosenthal%20and%20Burke.pdf

  • Financial Markets
  • Comparisons
    • Historical
  • Fiscal Policy
    • Taxation

Who's afraid of zombie firms?

AI Summary. Concerns about "zombie firms" — loss-making companies kept alive by cheap credit — are overstated because with interest rates near zero the cost of funding them is minimal and little capital is crowded out. Shutting them down can cut national output by more than their own production, as lost worker income reduces spending economy-wide.

Joseph Gagnon Peterson Institute for International Economics
Date Posted:
October 22, 2020
Is Database:
Database

Concerns about zombie firms are overstated due to the limited opportunity cost of funding them, especially when the economy operates below potential.

Concerns about zombie firms are overstated due to the limited opportunity cost of funding them, especially when the economy...

Are worries about loss-making firms kept alive by cheap credit overstated?

Core argument: Eliminating zombie firms can cause an immediate GDP drop exceeding 100% of their production, as lost worker income reduces spending across the economy through the Keynesian multiplier.

Concerns about zombie firms are overstated due to the limited opportunity cost of funding them, especially when the economy operates below potential. With interest rates near zero, the cost to creditors of keeping loss-making firms afloat is minimal, allowing for potential recovery without significant crowding out of capital. Eliminating zombie firms can lead to an immediate GDP drop exceeding 100% of their production, as the loss in worker income reduces spending across the economy. This Keynesian multiplier effect underscores the potential harm of prematurely shutting down such firms. Moreover, the capital invested in these firms is often irretrievable, and the management teams are unlikely to transition to new industries, suggesting that maintaining these firms may be less detrimental than perceived.

Takeaways by Macro Roundup® AI

  1. Eliminating zombie firms can cause an immediate GDP drop exceeding 100% of their production, as lost worker income reduces spending across the economy through the Keynesian multiplier.
  2. With interest rates near zero and the economy operating below potential, the cost to creditors of keeping loss-making firms afloat is minimal, allowing recovery without significant crowding out of capital.
  3. Capital invested in zombie firms is often irretrievable and their management teams are unlikely to transition to new industries, suggesting that maintaining such firms may be less detrimental than perceived.

Joseph Gagnon, "Who's afraid of zombie firms?," Peterson Institute For International Economics, October 22, 2020, https://www.piie.com/blogs/realtime-economic-issues-watch/whos-afraid-zombie-firms

Gagnon on why concerns about "Zombie Firms" are overrated in this current environment (economy operating below potential)"...When the economy is operating below potential and the forces returning it toward potential are absent or weak, the costs of killing zombie firms are huge. Killing a zombie immediately wipes out the income its workers have to spend on goods and services throughout the economy. This decline in spending drags GDP down by potentially more than 100 percent of what the zombie firm used to produce via a Keynesian multiplier effect..."

Ed Comment, “…You can add this for my comments but I’m not so persuaded by the zombie arguments. First, I think, far more often than not, things exist for good reasons. It’s the criticism that’s misguided. Second, why not stay alive if interest rates are near zero? Third, and interest rates are near zero because we don’t have good uses for additional capital so I don’t see much crowding out. Fourth, I don’t see much crowing out regardless because the capital is already in the ground so there is no way to retrieve it and use it elsewhere. Fifth, if there is an opportunity cost it’s with the management team keeping the zombie alive. But they are probably 55 years olds who aren’t going to transition to a new industry/company/job. What I see a lots of previously employed but now underutilized 50 year olds, not a shortage. I don’t think young talent is coming behind them to take their places. Is it so bad that we kept the pickup truck business alive in America with tariffs as long as our upcoming talent is going to places like apple and not GM? It was probably a good thing….”

"..Thus, killing a zombie firm when the economy is operating well below potential causes an immediate drop in GDP on the order of 100 percent (or more) of the zombie’s production, which is only gradually offset by eventual improvements in productivity amounting to a small fraction of the lost GDP. When the economy is operating below potential, many firms operate at a loss. In such an environment, central banks set interest rates close to zero,and it costs creditors little to keep loss-making firms in operation in hopes of renewed profitability when the economy recovers. There is nothing wrong with this outcome...."

  • Productivity
    • Investment

Thursday, October 29, 2020

Persistence and Convergence: The End of Kindergarten Outcomes of Pre-K Graduates and Their Nonattending Peers

AI Summary. A study of 2,581 children from low-income homes finds that pre-kindergarten graduates start kindergarten with stronger academic and executive function skills than non-attenders, but 55–60% of that advantage disappears by the end of kindergarten, with letter-word identification gaps shrinking 80%. The authors attribute the convergence to faster gains by non-attenders rather than differences in classroom experiences.

Arya Ansari, Robert Pianta, Jessica Whittaker, Virginia Vitiello, and Erik Ruzek Developmental Psychology
Date Posted:
October 29, 2020
Is Database:
Database

Pre-K graduates enter kindergarten with superior skills, but these advantages diminish by 55-60% by the end of kindergarten, with convergence most pronounced in letter-word identification skills.

Do pre-K skill advantages fade by the end of kindergarten?

Core argument: Pre-K graduates' academic and executive function advantages over non-attenders shrink by 55–60% by the end of kindergarten, in a study of 2,581 children from low-income homes.

Pre-K graduates enter kindergarten with superior academic and executive function skills compared to non-attenders, but these advantages diminish by 55-60% by the end of kindergarten. This convergence is most pronounced in letter-word identification skills, shrinking by 80%, while language and general knowledge skills see a 45% reduction. The study, involving 2,581 children from low-income homes, attributes this convergence to non-attenders making greater gains in kindergarten, not to differences in classroom experiences. Although pre-K provides an initial boost, the long-term impact is limited as many skills develop rapidly among non-attenders. For pre-K benefits to persist, they must be substantial and relevant to subsequent learning, highlighting the need for targeted interventions beyond early schooling.

Takeaways by Macro Roundup® AI

  1. Pre-K graduates' academic and executive function advantages over non-attenders shrink by 55–60% by the end of kindergarten, in a study of 2,581 children from low-income homes.
  2. Convergence is largest in letter-word identification, where the pre-K advantage shrinks by 80%, versus a 45% reduction in language and general knowledge skills.
  3. The study attributes the convergence to non-attenders making greater gains during kindergarten rather than to differences in classroom experiences, and concludes that persistent pre-K benefits must be substantial and relevant to subsequent learning.

The pre-K study that you asked about that was noted inWSJ, they don’t actually seem to think pre-K has that much salience as the article seemingly implied, in that non-attenders (in terms of pre-K) make greater gains then attenders in Kindergarten even though the Pre-K grads enter kindergarten with greater skills versus the non-grads. So pre-K does work, but then people catch up. They don’t say if the residual (50%) gains from pre-K get closed further over out years.

Here is core result, “…The present investigation examined the benefits of pre-K through the end of kindergarten for children from low-income homes who lived in a large and diverse county (n = 2,581) as well as factors associated with a reduction in benefits during the kindergarten year. Results revealed that pre-K graduates outperformed nonattenders in the areas of achievement and executive functioning skills at the end of kindergarten, and also that the benefits of pre-K at the start of the year diminished by a little more than half. This convergence between groups' performance was largest for more constrained skills, such as letter-word identification, and was attributed to the fact that nonattenders made greater gains in kindergarten as compared with graduates of pre-K. Importantly, convergence in the groups' performance in kindergarten was not attributed to pre-K children's classroom experiences in kindergarten. Convergence was, however, attributable to preexisting individual differences, andthere was support for the notion that even though children's skills are susceptible to improvement as a result of pre-K, their longer-term outcomes are likely to be impacted by factors that are outside the scope of early schooling….”

Arya Ansari, Robert Pianta, Jessica Whittaker, Virginia Vitiello, and Erik Ruzek, "Persistence and Convergence: The End of Kindergarten Outcomes of Pre-K Graduates and Their Nonattending Peers,"Developmental Psychology, October 2020, https://pubmed.ncbi.nlm.nih.gov/33017159/

Note this on long term benefits, “…Accordingly, although the results clearly indicate that the benefits of pre-K persist at least 12 months after program completion,these results also support the view that targeting malleable skills that would develop absent of pre-K (or other types of early intervention) is insufficient for generating sizable long-term benefits, in part because many of these skills are likely to develop rapidly among nonattenders shortly after school entry…..That is, for the benefits of pre-K to persist, these benefits must be sizable, the skills children learn in pre-K must matter in relation to learning subsequent skills, and these skills should not develop at a fast rate among nonattenders upon kindergarten entry…”

To quote the report, “…In conclusion, the results reported herein appearconfirm two patterns of results detected in a number of studies—the benefits of pre-K indeed do persist through the end of kindergarten, and asubstantial share of these benefits diminish in the year after program exit.In short,the differential benefits converge.Moreover, it does not appear that children’s experiences in kindergarten contribute to convergence, at least in this study sample. For future studies to understand why pre-K graduates demonstrate fewer gains in kindergarten as compared with their peers who are just entering school for the first time will require closer and more comprehensive inspection of children’s experiences in the year after program completion….”

The study found that pre-K graduates entered kindergarten with greater academic and executive function skills as compared with children who did not attend pre-K at age 4, but no consistent differences emerge for their social skills. However these academic and executive function advantages are cut in half by the end of kindergarten because, even though all children make gains in kindergarten, non-attenders make greater gains, especially with respect to more constrained skills, "..That is, the associations between pre-K enrollment and the child outcomes of interest were significantly smaller by the end of the kindergarten year as compared with the start of the school year. On average, the associations between pre-K enrollment and children’s academic achievement and executive functioning shrunk by approximately 55- 60%.Convergence was largest for children’s letter word identification skills (roughly 80%) and smallest for children’s language and general knowledge skills (roughly 45%). When decomposing these estimates, we find that convergence in the benefits of pre-K, at least with regard to differences in performance between attenders and nonattenders, was largely attributable to “catch-up.”All children (regardless of pre-K participation) demonstrated improvements in their academic and executive function skills in kindergarten; however, pre-K graduates made smaller improvements than their peers who did not attend pre-K. There was also evidence to suggest that children’s socioemotional skills were changing differentially during the kindergarten year as a function of pre-K attender status (p.01). When decomposing these estimates, we found that although teachers reported that nonattenders demonstrated improvements along this dimension of development across the kindergarten year, they did not report similar improvements in pre-K attenders’ socioemotional skills..."

So from my read of the study pre-K seems to "pull forward" many benefits on kindergarten, “…Put another way, a little more than half of the original advantage associated with attending pre-K at the age of 4, relative to not attending, appeared gone seven to eight months later….”

  • Education
    • K-12

Why Is The Labor Share Declining?

AI Summary. The authors find the declining share of national income paid to workers is driven substantially by software substituting for workers in cognitive-intensive occupations, with software intensity the only significant factor in both manufacturing and services. Counting intellectual property products as capital income has also mechanically reduced the labor share.

Sangmin Aum and Yongseok Shin Federal Reserve Bank of St. Louis
Date Posted:
October 29, 2020
Is Database:
Database

Decline in labor share may be driven by software substituting for workers in cognitive-intensive occupations, particularly since 2000.

Is software replacing cognitive workers driving the declining labor share?

Core argument: Software substituting for workers in cognitive-intensive occupations significantly drives the decline in labor share, particularly since 2000, and software intensity is the only significant factor affecting labor share in both manufacturing and services.

The decline in labor share is significantly driven by software substituting for workers in cognitive-intensive occupations, particularly since 2000. Software intensity is the only significant factor affecting labor share in both manufacturing and services, with the latter contributing most to the sharp drop in aggregate labor share post-1990s. The inclusion of IPP [Intellectual Property Products] as capital income has mechanically reduced the labor share, as investment in IPP has grown. Evidence shows that the stagnation of cognitive-intensive occupations aligns with the trend break in labor share around 2000, while routine-intensive occupations contribute to a longer-term decline. This underscores the need to focus on service industries and cognitive occupations to fully understand labor share trends.

Takeaways by Macro Roundup® AI

  1. Software substituting for workers in cognitive-intensive occupations significantly drives the decline in labor share, particularly since 2000, and software intensity is the only significant factor affecting labor share in both manufacturing and services.
  2. Service industries contributed most to the sharp drop in the aggregate labor share after the 1990s, pointing to service industries and cognitive occupations as focal points for understanding labor share trends.
  3. Counting Intellectual Property Products as capital income has mechanically reduced the labor share as IPP investment has grown, while stagnation in cognitive-intensive occupations aligns with the labor share trend break around 2000 and routine-intensive occupations contribute to a longer-term decline.

Sangmin Aum and Yongseok Shin, “Why Is The Labor Share Declining?” Federal Reserve Bank Of St. Louis Review, Fourth Quarter 2020, https://research.stlouisfed.org/publications/review/2020/10/22/why-is-the-labor-share-declining

Software seems to be the key driver“….For manufacturing industries, import competition, computer intensity, and software intensity show significance. However, when all variables are included in the regression…only software intensity remains significant. For services, software intensity is the only variable that shows significance (Table 2).Since the flattening of the labor share in services contributed the most to the sharp drop in the aggregate labor share after the late 1990s, this analysis suggests that software can be an important part of the explanation for the trends in the labor share….”

Core insight, “….Once IPP capital was recognized as investment, it had to be included in value added and in the income account has since been counted as capital income. From the definition of the labor share (4), with a larger denominator but the same numerator, the labor share decreases mechanically. Because investment in IPP capital has been growing in the United States, as shown in Figure 3A, the inclusion of IPP in value added results in the fall of the measured labor share over time. Figure 3B shows the labor share with and without IPP: the green line is the labor share with IPP treated as investment (the current accounting method), and the orange line is the labor share with IPP treated as expenses (the pre-1999 accounting method). Since the labor share without IPP is more or less flat at least until the 2000s, the divergence between the two lines is evidence that IPP is an important factor in the decline of the labor share….”

The theory is starting around 2000 software started substituting for workers in cognitive intensive occupations. So software innovation have and will further reduce the labor income share. Their core evidence is Figure 6. “…From the occupational contributions to the labor share, shown in Figure 6, we see thatthe trend break in the aggregate labor share around 2000 can be entirely attributed to the stagnation of cognitive-intensive occupations, although routine-intensive occupations have been responsible for the gentle, longer-run downward trend….”

Good note published by FRBSL presenting evidence that the fall in labor’s share has been driven by the rise in software investment, which had a larger impact on the service sector (versus manufacturing) and on high skill cognitive occupations, “…the literature emphasizes the gentle decline since the 1980s and has been silent about the more stark fall since 2000. Taking a detailed look at sectors, occupations, and types of capital, we provide evidence that service industries and cognitive occupations merit more attention in order to fully understand the trends in the labor share. In particular, separating software investment from other types of capital promises to be a fruitful avenue for research…”

Ed Comment:“…Good summary and explanation of important papers in this field from each of the relevant perspective. This dovetails with my argument that IT has opened a window of cognitive opportunities that exceeds the supply of talent, talent works to increase the productivity of talent, mainly by writing software. Revenue per cognitive employee increases (and labor’s share goes down). The question is, why hasn’t competition among firms with more productive employees driven down revenues proportionally. The answer I give in the chapter is that you have to be willing suffer a high risk of failure to get equity. The paper also cites a paper I have cited before that says 60% of the decline in labors share is caused by equity grants (and self-owned business income) not counted as labor income. Surely most of that is concentrated in the very cognitive segments showing a decline in labor’s share. …”

  • Productivity
    • Workforce Reorganization
  • Workforce
    • Inequality
    • Wages/Income

Some Facts about Dominant Firms

AI Summary. Data show that the productivity of dominant firms relative to other firms has not increased over the past two decades, remaining flat or declining across sectors including information-technology-intensive industries. The contribution of top firms to aggregate labor productivity has fallen by about 40% since 2000, while market share and value gaps between leaders and followers stayed constant.

German Gutierrez and Thomas Philippon National Bureau of Economic Research
Date Posted:
October 29, 2020
Is Database:
Database

Top firms by global sales and market cap are not more productive than the top firms of the past and their contribution to aggregate productivity growth has fallen by one third since 2000.

Has the productivity advantage of dominant firms grown over two decades?

Core argument: The contribution of top firms to aggregate labor productivity has fallen by about 40% since 2000, and their relative productivity has not increased over the past two decades.

Despite the perception of dominant firms as productivity leaders, data reveals that their relative productivity has not increased over the past two decades. Since 2000, the contribution of top firms to aggregate labor productivity has decreased by about 40%, challenging the notion that today's market leaders are more productive than their predecessors. The market share and value gap between leaders and followers have remained constant, with no significant upward trend in the market value of equity or sales. This stagnation is evident across sectors, including ICT-intensive industries, where relative productivities have been flat or declining. The findings suggest that the productivity paradox may not exist, as the top firms of today are neither larger nor more productive than those of the past, and their contribution to overall growth has diminished significantly since the 1990s. Understanding the changes since 2000 is crucial, as factors like declining competition and rising barriers to entry may have impacted investment and innovation.

Takeaways by Macro Roundup® AI

  1. The contribution of top firms to aggregate labor productivity has fallen by about 40% since 2000, and their relative productivity has not increased over the past two decades.
  2. The market share and value gap between leading firms and followers has remained constant, with no significant upward trend in leaders' market value of equity or sales.
  3. Relative productivities of dominant firms have been flat or declining across sectors, including ICT-intensive industries, and today's top firms are neither larger nor more productive than their predecessors.

German Gutierrez and Thomas Philippon, “Some Facts About Dominant Firms,” National Bureau of Economic Research, https://www.nber.org/papers/w27985

Since 2000 relative productivities have been flat or declining“…Fact 3. The relative productivity of dominant firms has not increased over the past 20 years. This fact is important because the super-star literature is motivated by the examples of Google, Facebook and Amazon. Amazon was founded in 1994, Google in 1998, and Facebook in 2004. Since these years, the stars have become neither larger nor more productive than the rest of the economy. Figure 6 in the appendix breaks down the relative productivity by sectors: manufacturing, non manufacturing, ICT-intensive and non-ICT-intensive. The trends are broadly similar to the ones in Figure 3 but Figure 6 brings some new insights. Thefirst insight is that the results are the same if we use Census data instead of Compustat. The second insight is that ICT intensive industries lag other industries. We find that non-ICT top firms doubled their relative productivity advantage in the 1970s from 19% to 38%. ICT stars experienced the same increase later, between 1985 and 2000. Since 2000, however, relative productivities have been either flat or declining…”

There is no productivity gap btw leaders and followers since 1995 “…Fact 2. The value gap between leaders and followers has not increased. 4 Are Top Firms Becoming More Productive? Panel A of figure 3 shows the relative productivity of top US firms. The left graph compares their productivity to BEA average productivity in their respective industries. We observe an increasing trend in the 1970s and 1980s. After 1995, however, relative productivity remains roughly constant. The right graph compares star firms to other firms in Compustat. This comparison is thus within a group of large firms. As expected, the productivity gap is smaller, around 10% instead of 40%, but the trends are similar. In particular, star firms’ relative productivity has not increased since 1995. Panel B figure 3 considers global stars, starting in 1990. The productivity gap on the left figure is larger than in Panel A, reflecting higher overall dispersion of productivity outside the US, a fact which is consistent with Hsieh and Klenow (2009). The global trends, on the other hand, are similar to the trends in the US. In particular the relative productivity of the global stars has declined since 2000. This basic fact is inconsistent with models that assume that star firms enjoy a growing productivity advantage….”

Size is not a defining feature of top firms“…Fact 1. The market share of dominant firms has not increased. Fact 1 is important because it appears to be inconsistent with theories that argue that today’s stars have relatively higher productivity advantages than the stars of the past. In standard models an increase in the relative productivity of the top firms leads to increase in their relative size measured by sales. Relative productivity differences could of course be present lower in the distribution of firms and in specific sectors of the economy. But Fact 1 says that size is not a defining feature of today’s top firms….”

They go on to highlight these three facts:

I though market capitalization was more compelling then sales numbers as it should be a leading indicator. This is how they interpret the market value of equity, “…Panel A of Figure 2 looks at US stars. The first plot uses the market value of equity. Across all industries the top firm is roughly 75% more valuable that its direct follower and there is no upward trend. The red circle line expands the comparison group to the top 5 firms. On average, the top firm is 1.5 times more valuable than the average of its top 4 followers. Once again, we do not see an upward trend. The right plot shows relative sales. There is no overall trend but we do see a decline in the 1990s followed by a recovery, which is consistent with the view of the 1990s as a period of fast entry and growth by relatively young companies. Panel B considers global stars and reaches similar conclusions. Consider for instance the top 10 global firms of a particular industry. The average revenues of a top-3 firm are double those of a top 4-10 firm, and its market value is about three times higher. These are large differences indeed,but they have not increased in recent years…”

Their overall conclusions, “..Our results challenge the common wisdom about dominant firms in the new economy and shed light on the productivity paradox. The paradox is often framed as a gap between tremendous innovations at large digital companies and lackluster aggregate productivity growth. Our findings suggest there might not be a paradox after all: the top firms of today are neither larger, nor more productive than the top firms of the past. In fact, their contribution to overall growth has declined in recent years, therefore explaining (some of) the paradox instead of reinforcing it. If we are correct, the most important question is to understand what has changed between the 1990s and the 2000s. During the 1990s large firms made tremendous contributions to overall growth, both internally (Hulten) and externally (reallocation). In the 2000s these beneficial effects have all but disappeared. Why are star firms not contributing as much as they used to? We do not have a definite answer but it is clear that something changed around 2000. Perhaps ideas are becoming harder to find as Bloom et al. (2018) argue. Or perhaps declining competition and rising barriers to entry have allowed incumbents to cut genuinely useful investment and innovation as Gutiérrez and Philippon (2019) argue….”

Here are their findings1)The market share of dominant firms has not increased. 2)The value gap between leaders and followers has not increased. 3)The relative productivity of dominant firms has not increased.4)Their Hulten growth contribution has decreased to approximately zero(note this is contribution of an individual firm to aggregate productivity growth equals its own productivity times its Domar weight. The Hulten contribution is defined as the Domar weight times the firm level increase in log sales per employee) 5)The contribution of top firms to aggregate labor productivity has decreased by about 40%.

They also do this exercise using market capitalization. “…Firms’ Consolidated Sales, Profits and Market ValueWe use firm-level sales, market value and employment data to identify stars. All nominal quantities are converted to US dollars using the exchange rates provided by Compustat. Compustat covers 100% of market capitalization in the U.S. and Canada; over 96% in Europe and over 88% in Asia. Data for the US starts in 1950 but provides stable coverage since 1965. Global data starts in 1987 but provides good coverage for most countries starting in 1990….”

Bottomline they find using, “…Our contribution to the literature is simply to look directly at the largest, most valuable companies in the world. We define two main sets of global stars: the top 100 firms by global sales in any given year, and the top 20 firms in each of our 25 industries. Similarly, we define two set of US stars: the top 20 firms by (global) sales and the top 4 firms within each 3-digit industry…“…We measure the evolution of dominant firms in the U.S. economy since 1960, and globally since 1990. Contrary to common wisdom, dominant firms have not become larger, have not become more productive, and their contribution to aggregate productivity growth has fallen by more than one third since 2000…”

Just an FYI, Philippon pushing back on the idea that market leaders are more productive

Ed Comment:How do they arrive at such different conclusion than everyone else?
Ben Comment:No no, this time it actually was an honest mistake. I don’t really have much invested here since my own research showed *local* concentrations were declining anyway. I’m all for good measurements contradicting the conventional wisdom; I just think C4 is a bad measurement. Here is how philipon describes the difference in his work and others’: "Two issues explain the differences between our findings and those in the literature. The first difference is that we actually look at the largest companies, which, perhaps surprisingly, is not what the literature has done so far. The second difference is that we distinguish domestic and global sales. A commonly used metric in the literature is consolidated sales over domestic GDP. This metric does not provide a reliable picture of the evolution of large firms when there is an upward trend in globalization combined with rapid growth in emerging markets. We argue that one should use either global sales over global GDP, or domestic sales over domestic GDP."They got on:"The data shows that the reason leading firms appear larger today than in the past is because of their foreign revenues. In terms of domestic revenues, today’s stars are exactly the same as the stars of the past 40 years." General comment - this is a bit of an odd paper. It’s only 9 pages
Ed Comment:Several thoughts come to mind. Dividing global sales by domestic GDP to measure share gain is nuts. WTF? But to your point about C4, nor is it correct to say the Google's share (power to earn monopoly rent) is declining using global sales that include chinese search engines. It all seems so political and unreliable. If economists want to wade in on this important issue and be respected by serious people like me, (I get that, sadly most everyone is woefully sloppy, stupid, or just a clown),why aren't they doing the analysis as properly as they possible can?
Ben Comment:Nose too close to the page. They are doing things as carefully as they can but that means arguing about NAICS-4 vs NAICS-6 and defining markets more exactly. It doesn’t mean taking a step back and trying to determine the Value-added of the industries with increasing concentration vs the value-added of industries with decreasing concentration.

  • Productivity
    • Investment
  • Comparisons
    • Historical
    • Sector


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