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Monday, October 25, 2021

The Rise of Pass-Throughs and the Decline of the Labor Share

AI Summary. The authors estimate that reallocating business activity to its pre-1986 organizational form accounts for one-third of the decline in the corporate sector labor share, which fell from 62.9% to 57.9% between 1978 and 2017. US tax reform encouraged firms to organize as pass-through entities, letting income be characterized as profits rather than labor payments.

Matthew Smith, Danny Yagan, Owen Zidar and Eric Zwick National Bureau of Economic Research
Date Posted:
October 25, 2021
Is Database:
Database
Is Important:
Important

Reallocating activity to its pre-1986 Tax Reform accounts for 1/3 decline in corporate sector labor share from 1978 to 2017.

Does the shift to pass-through businesses explain the falling labor share?

Core argument: Reallocating business activity to its pre-1986 Tax Reform form accounts for one-third of the decline in the corporate sector labor share, which fell from 62.9% to 57.9% between 1978 and 2017.

Reallocating business activity to its pre-1986 Tax Reform form accounts for one-third of the decline in the corporate sector labor share from 1978 to 2017. The labor share fell from 62.9% to 57.9% during this period, coinciding with a rise in pass-through entities, which now dominate business income. The Tax Reform Act of 1986 incentivized entrepreneurs to organize as pass-throughs, avoiding C-corporation taxes and benefiting from lower effective rates. This shift allowed income to be characterized as profits rather than labor payments, reducing the reported labor share. Skilled service firms in capital-light industries, such as law and financial services, disproportionately contribute to this trend. The 2017 tax reform further incentivizes firms to optimize tax strategies, suggesting future labor share trends will be influenced by tax code nuances. This reallocation highlights the need to consider tax policy's role in labor share dynamics and its broader economic implications.

Takeaways by Macro Roundup® AI

  1. Reallocating business activity to its pre-1986 Tax Reform form accounts for one-third of the decline in the corporate sector labor share, which fell from 62.9% to 57.9% between 1978 and 2017.
  2. The Tax Reform Act of 1986 incentivized entrepreneurs to organize as pass-throughs, avoiding C-corporation taxes and allowing income to be characterized as profits rather than labor payments, which reduced the reported labor share.
  3. Skilled service firms in capital-light industries such as law and financial services disproportionately contribute to the shift toward pass-throughs, which now dominate business income.

Updated research from Matthew Smith, Danny Yagan, Owen Zidar and Eric Zwick finds that reallocating activity to the form it would have taken prior to the Tax Reform Act of 1986 accounts for one third of the decline in the corporate sector labor share between 1978 and 2017. Bottomline“… Our key finding is that adjusting for pass-through growth raises the 2017 corporate-sector labor share by 1.6 percentage points and implies the 1978-2017 decline is overstated by 31.9%.While our emphasis on pass-throughs does not preclude the importance of other mechanisms, it does provide new evidence that can help guide future investigation….”

They note/speculate this phenomenon has current implications given the 2017 tax reform, “…Following the 2017 tax reform, firms face new incentives to select the tax-minimizing corporate form and owner-manager compensation due to, for example, the lower C-corporation tax rate and the qualified business income deduction for pass-through firms. As these incentives are understood, investigating future trends in the labor share will require grappling with the nuances of the tax code….”

“.. .In the past forty years in the United States, the share of corporate-sector value added accruing to labor in national accounts fell from 62.9% to 57.9% (Figure 1A). This period coincided with a striking rise in the share of business activity organized in “pass-through” form (Figure 1B).This paper shows that these trends are related. Why would growth of the pass-through sector, which now accounts for the majority of business income, matter for the corporate-sector labor share?The simple answer is taxes. First, entrepreneurs have flexibility to characterize their income as labor payments or as profits. They typically choose the label that minimizes taxes subject to the law. In recent years, that label has been pro t for a growing number of firms. Second, the composition of corporate-sector rms has changed: many labor-intensive rms are now organized outside the corporate sector as tax-preferred partnerships. The joint quantitative importance of these factors for falling labor shares and rising capital shares is an open question with implications for the analysis of technological change, inequality, and tax policy. The historical turning point for the rise of pass-throughs is the Tax Reform Act of 1986 (TRA86). TRA86 lowered personal income tax rates substantially and raised the tax burden on (non-pass-through) C-corporations. As a result, by organizing in pass-through form, entrepreneurs avoid C-corporation taxes and bene t from lower effective tax rates. Subsequent changes in payroll taxation and in the legal treatment of pass-throughs raised the benefits and feasibility of adopting pass-through form, accelerating the pace of this sector’s growth

The Rise of Pass-Throughs and the Decline of the Labor Share: Extended Excerpt Image 1


Effect by firm size, “…More than half of the adjustment comes from skilled service firms in capital-light industries. Firms in these industries include law firms, consultancies, doctors’ and dentists’ offices, and financial service rms such as hedge funds and private equity funds. Such medium-sized firms account for a disproportionate share of pass-through value added, while large, capital intensive manufacturers are more prominent as C-corporations (Figure 1D). By correcting for downward bias among mid-market service firms, our adjusted series implies a larger role for superstar firms and the manufacturing sector to drive the remaining decline in the labor share…….To map micro estimates to aggregate quantities, we depart from Smith et al. (2019) and estimate heterogeneous impacts by firms size. Figure 2A estimates the effects on labor payments for firms divided into groups based on mean firm sales. We partition firms based on mean sales with boundaries at $100K, $500K, $1M, $10M, and $100M in 2014 dollars. Scope for relabeled labor income is greater among smaller firms, as effect sizes monotonically decrease with firms size. Effect sizes exceed 2% of sales even among firms with $1M to $10M in sales and are meaningful (1.1% of sales) for rms in the $10M to $100M size group. Only the largest firms show no relabeling response upon switching. Other variables do not experience major declines following switching events (Appendix B). Among S-corporations, mid-market rms account for a substantial share of aggregate activity. Firms with less than $10M and rms with $10M to $100M in average sales respectively account for 51% and 30% of total S-corporation value added, 38% and 34% of total sales, and 65% and 25% of total owner pay in the most recent available years (Figure 2B)….”

The Rise of Pass-Throughs and the Decline of the Labor Share: Extended Excerpt Image 2

Matthew Smith, Danny Yagan, Owen Zidar and Eric Zwick, “The Rise of Pass-Throughs and the Decline of the Labor Share,” National Bureau Of Economic Research, October 2021, https://www.nber.org/papers/w29400

  • Inequality
  • Comparisons
    • Historical
  • Fiscal Policy
    • Taxation
  • Workforce

Appeasing the Chinese Government "For the Climate" Makes No Sense

AI Summary. China's decarbonization is driven by energy-security and public-health interests rather than outside diplomatic pressure: it imports over 40% of its gas and runs an oil deficit of 10.3m barrels a day, equal to 73% of consumption. Non-fossil-fuel electricity generation rose from 19% in 2011 to 33% in 2020.

Matthew Klein The Overshoot
Date Posted:
October 25, 2021
Is Database:
Database

China’s rapid decarbonization is driven by national security & public health concerns, not external diplomatic pressures. @MattKlein

Does China decarbonize for its own interests rather than foreign pressure?

Core argument: China's oil deficit has reached 10.3m barrels a day, or 73% of total consumption, and it imported over 40% of its gas needs as of 2020, up from nearly zero in 2008.

China's rapid decarbonization efforts are primarily driven by national security and public health concerns, not external diplomatic pressures. As of 2020, China imported over 40% of its gas needs, up from nearly zero in 2008, with LNG [liquefied natural gas] accounting for 30% of total gas consumption. The country's oil deficit has grown to 10.3m barrels a day, or 73% of total consumption, highlighting its vulnerability to international supply disruptions. Consequently, China has aggressively expanded alternative energy sources, with non-fossil fuel electricity generation rising from 19% in 2011 to 33% in 2020. This shift is crucial for reducing dependence on foreign energy and improving air quality. If current trends persist, China's electric grid could be fully decarbonized before the 2060 target. These internal dynamics underscore that China's decarbonization is aligned with its strategic interests, making external appeasement unnecessary.

Takeaways by Macro Roundup® AI

  1. China's oil deficit has reached 10.3m barrels a day, or 73% of total consumption, and it imported over 40% of its gas needs as of 2020, up from nearly zero in 2008.
  2. China's non-fossil fuel electricity generation rose from 19% in 2011 to 33% in 2020, and if current trends persist its electric grid could be fully decarbonized before the 2060 target.
  3. China's decarbonization is driven primarily by national security and public health concerns rather than external diplomatic pressure, so appeasing the Chinese government "for the climate" is unnecessary.

Matt Klein argues the US should make no concessions to the PRC in terms of climate change, rapid decarbonization is in China's security interest and they will act accordingly, "... The good news is that China’s leaders are keen on rapidly decarbonizing for their own reasons: national security and public health. Importing oil and gas from across the oceans is risky, while burning coal to generate heat and electricity makes the air unbreathable... More than 40% of China’s gas needs are now satisfied by imports, up from essentially zero as recently as 2008. Most of China’s additional gas imports since 2015 have come from liquefied natural gas (LNG) rather than from pipelines. About 30% of China’s total gas consumption comes in by ship as LNG, with much of that gas coming from countries that might not supply Chinese customers depending on the international situation. Australia and the U.S. alone supply half of China’s LNG imports....China is even more dependent on imports of crude oil....the deficit between Chinese oil production and consumption is now worth about 10.3 million barrels a day, or 73% of total oil consumption. That’s up from 31% in 2000 and 52% as recently as 2008....the Chinese government has been rapidly greening the electric grid. A third of all terawatt hours of electricity generated in 2020 came from sources other than coal, oil, and gas, up from 19% as recently as 2011. From 2011 through 2020, coal-fired generation was up 33%, but hydroelectric power doubled, nuclear power quadrupled, geothermal and biomass output quintupled, wind power sextupled, and solar power increased by 95 times. If recent trends continue, China’s electric grid will be fully decarbonized before Xi’s 2060 deadline—and it’s likely that recent trends will only accelerate as natural gas and coal become increasingly unattractive...."

Matt Klein, "Appeasing the Chinese Government "For the Climate" Makes No Sense,"The Overshoot, October 22, 2021, https://theovershoot.co/p/appeasing-the-chinese-government

Appeasing the Chinese Government "For the Climate" Makes No Sense

China is the world’s largest polluter, responsible for 31% of global carbon emissions as of 2020. Moreover, about two thirds of the increase in global emissions since 2007 can be attributed to rising pollution from China. There is no effective response to climate change that excludes China.

The good news is that China’s leaders are keen on rapidly decarbonizing for their own reasons: national security and public health. Importing oil and gas from across the oceans is risky, while burning coal to generate heat and electricity makes the air unbreathable. We should all hope that they succeed in greening their energy system—but if they fail, it won’t be because of anything Western diplomats did or didn’t do. What matters are China’s internal dynamics.

Some people, however, seem to believe that the Chinese government will only cut emissions if it’s given a free hand to continue committing atrocities against the Uyghur and Tibetan minorities. Appeasing the Chinese government on these issues for the sake of the climate might sound like the type of diplomatic “grand bargain” that Metternich or Kissinger might have negotiated—but it would be a catastrophic mistake grounded in a misunderstanding of China’s own priorities.

China’s own diplomats seem happy to perpetuate this misunderstanding, with Foreign Minister Wang Yi warning that “China-U.S. cooperation on climate change…cannot sustain without an improved bilateral relationship.”

Thus, Robert Kuttner of The American Prospect claims that senior officials within the Biden administration have been pressuring members of Congress to hold off on passing legislation that would ban U.S. imports of Chinese goods made by Uyghur slave labor. Spokesmen for both the National Security Council and the State Deparment have vehemently denied the report, with the NSC calling it “absolutely false”. I hope that the denials are correct and that Kuttner is wrong, because there is no good reason to appease China “for the climate”.

China’s dependence on fossil fuels is dangerous for China

China is rapidly becoming dependent on imported energy—and the only way it can guarantee that it won’t get cut off from essential supplies in faraway countries is by totally decarbonizing.

China consumed about 145.5 exajoules of energy in 2020, according to the latest BP Statistical Review of World Energy. Of that, just over 82 exajoules came from burning coal, 28.5 from oil, 12 from natural gas, 12 from hydroelectric power, and the rest from wind, nuclear, solar, and other alternative energy sources such as geothermal and biomass. In other words, fossil fuels satisfied about 84% of China’s total energy needs. But that’s down from 94% as recently as 2007, because Chinese consumption of alternative energy has grown much faster than demand for dirty fossil fuels.

Appeasing the Chinese Government "For the Climate" Makes No Sense: Extended Excerpt Image 1


The mix of fossil fuels has also changed dramatically, with coal losing ground to oil and natural gas. Chinese coal consumption has been essentially flat since 2013, and even before that, demand was rising more slowly than for oil and gas.

The relative decline of coal is significant not just because coal is dirtier, but also because it’s the only fossil fuel that China produces domestically in sufficient quantities. More oil and gas means more imports—and therefore less energy security.

But it’s not as if the Chinese government has a choice to stick with coal. In 2020, China had about 143 billion tons of proved coal reserves and Chinese coal miners dug up about 3.9 billion tons. That means that China would completely run out of domestic coal by 2057 if there were no new discoveries and a constant rate of mining. This helps explain why the Chinese government has been so aggressive in pushing the transition to alternative energy sources.

Coal has three main uses in China: as the most important fuel for the country’s electric power plants, as an essential ingredient for making steel, and as the main fuel for northern China’s system of centralized heating.

Chinese steel output has risen sharply in the past few years. That’s boosted demand for coking coal, much of which is imported. But this probably isn’t sustainable over the long term given China’s history of steel overproduction and the government’s stated desire to cut back on wasteful construction projects. While demand for metallurgic coal may be strong now, the longer-term outlook is bleaker.

China also continues to build more coal-fired power plants fueled by local supplies, with the number of terawatt hours of electricity coming from coal up more than 20% since 2013. But that’s occurred in a context of soaring investment in alternative energy sources and extremely rapid growth in total demand for electricity. The share of electricity generation coming from coal has dropped from 75% in 2013 to 63% as of 2020.

Chinese coal consumption has been flat even as steelmaking and electric generation have grown because coal has become less important as a heat source in the winter. Burning coal in urban centers is terrible for the breathability of the air—and that’s something the Chinese government cares about. Despite being an authoritarian regime that puts the interests of ordinary people far below the perceived needs of the Communist Party, the Chinese government is sensitive to complaints about the quality of the environment, both as a matter of national pride and because it’s one of the biggest reasons why Chinese choose to emigrate.

The big replacement for coal as a heat source has been natural gas.1 While China produces about 5% of the world’s natural gas, it consumes almost 9%. More than 40% of China’s gas needs are now satisfied by imports, up from essentially zero as recently as 2008.

Most of China’s additional gas imports since 2015 have come from liquefied natural gas (LNG) rather than from pipelines. About 30% of China’s total gas consumption comes in by ship as LNG, with much of that gas coming from countries that might not supply Chinese customers depending on the international situation. Australia and the U.S. alone supply half of China’s LNG imports.

Appeasing the Chinese Government "For the Climate" Makes No Sense: Extended Excerpt Image 2


China is even more dependent on imports of crude oil. Despite being one of the world’s largest oil producers—behind Canada but ahead of Iraq, Brazil, the U.A.E., and Kuwait—China is now the world’s biggest net importer of crude.

As recently as the early 1990s, China was a net oil exporter, but production growth slowed and began to decline after 2015. As of 2020, Chinese oil production was 20% higher than it was in 2000, but consumption was three times what it was two decades ago. As a result, the deficit between Chinese oil production and consumption is now worth about 10.3 million barrels a day, or 73% of total oil consumption. That’s up from 31% in 2000 and 52% as recently as 2008.

Appeasing the Chinese Government "For the Climate" Makes No Sense: Extended Excerpt Image 3


The main reason is that Chinese consumers are much more likely to own cars and drive around the country than in the past. The number of passenger vehicles in China has grown from 9 million in 2000 to 61 million by 2010 to 225 million by 2019. Unsurprisingly, the government has been pushing consumers to buy electric vehicles to reduce the oil deficit, although those efforts haven’t yet made much of a dent.

As a result, China’s combined oil and gas energy deficit is worth about 25.6 exajoules—more than double what it was as recently 2011. Including coal imports, almost 20% of China’s energy now comes from abroad. That’s an uncomfortably high—and rising—level of dependence on foreign supplies.

China would be vulnerable to losing access to most of those oil and gas imports if shipping lanes were restricted, particularly at the choke point of the Strait of Malacca. From this perspective, the AUKUS agreement on regional security could be more effective at encouraging China to decarbonize than any other diplomatic initiative.

The Chinese government is aware of all this

That’s probably why Xi Jinping, China’s current paramount leader, committed the country to total decarbonization by mid-century. Here’s exactly what he said in a speech to the U.N. General Assembly on September 22, 2020 (emphasis mine):

Humankind should launch a green revolution and move faster to create a green way of development and life, preserve the environment and make Mother Earth a better place for all…The Paris Agreement on climate change charts the course for the world to transition to green and low-carbon development. It outlines the minimum steps to be taken to protect the Earth, our shared homeland, and all countries must take decisive steps to honor this Agreement. China will scale up its Intended Nationally Determined Contributions by adopting more vigorous policies and measures. We aim to have CO2 emissions peak before 2030 and achieve carbon neutrality before 2060.

These aren’t just words. The CO2 intensity of the Chinese economy has plunged in recent years as the government restrained excessive investment in physical infrastructure and real estate. In fact, the recent ructions in global coal and natural gas markets are largely attributable to the Chinese government’s overzealousness in cutting back on domestic coal production and imports, as Alex Turnbull has explained.

Moreover, the Chinese government has been rapidly greening the electric grid. A third of all terawatt hours of electricity generated in 2020 came from sources other than coal, oil, and gas, up from 19% as recently as 2011. From 2011 through 2020, coal-fired generation was up 33%, but hydroelectric power doubled, nuclear power quadrupled, geothermal and biomass output quintupled, wind power sextupled, and solar power increased by 95 times. If recent trends continue, China’s electric grid will be fully decarbonized before Xi’s 2060 deadline—and it’s likely that recent trends will only accelerate as natural gas and coal become increasingly unattractive.

Appeasing the Chinese Government "For the Climate" Makes No Sense: Extended Excerpt Image 4


Combine that with China’s efforts to electrify the vehicle fleet and the likely future deployment of carbon capture technology, and it suggests that the country is well on its way towards meeting its self-imposed climate objectives, which are in turn broadly consistent with the benchmarks laid out by the Intergovernmental Panel on Climate Change.

None of this is to say that China can’t do better—we can all do better!—but it does mean that there is nothing to be gained by caving in to PRC demands in the hope that it will encourage greener environmental policies. Even without the existential threat of climate change, China’s leaders are behaving as if decarbonization is in China’s interests.

1 Gas is also increasingly being used as a fuel to generate electricity, although it’s much less significant compared to both coal and renewables. Put another way, gas represents about 8% of China’s total energy consumption but only 3% of China’s electric power generation.

Ed Comment:His argument that China will green for ntl security reasons partially defeats mine, that they will insist we pay for their remediation before they remediate. I thinks that's still true of any developing nations without similar ntl security concerns, the rest of SE Asians for example. And using oil will lower the price and corresponding accelerate growth elsewhere including China.

  • Global Warming

Tuesday, October 26, 2021

The Tax Burden on Corporations

AI Summary. The US combined statutory corporate tax rate of 25.8% is slightly below the OECD average of 26%, but proposed federal increases to 28% or 26.5% would lift it to 32.3% or 30.9%, among the highest in the OECD. The US marginal effective tax rate on corporate investment, 18.3%, exceeds the OECD average of 15.5%.

Kyle Pomerleau American Enterprise Institute
Date Posted:
October 26, 2021
Is Database:
Database

The US corporate tax burden, currently at a combined rate of 25.8%, is slightly below the OECD average of 26%. Proposed increases to 28% or 26.5% would raise the US rate to 32.3% or 30.9%, positioning it among the highest in the OECD, highlighting potential competitiveness concerns.

How does the US corporate tax burden compare with OECD peers?

Core argument: The US combined statutory corporate tax rate is 25.8%, slightly below the OECD average of 26%, but proposed increases to 28% or 26.5% would raise the combined US rate to 32.3% or 30.9%, among the highest in the OECD.

The US corporate tax burden, when compared to OECD peers, reveals significant insights under current law and proposed changes. The US combined statutory corporate tax rate is 25.8%, slightly below the OECD average of 26%. However, proposed increases to 28% or 26.5% would elevate the US rate to 32.3% or 30.9%, respectively, placing it among the highest in the OECD. The US marginal effective tax rate (METR) on corporate investment is 18.3%, exceeding the OECD average of 15.5%, due to less favorable depreciation allowances. The average effective tax rate (AETR) in the US is 23.4%, closely aligning with the OECD average of 22.9%. These metrics highlight the competitive challenges and potential impacts of proposed tax reforms on US corporations relative to global counterparts.

Takeaways by Macro Roundup® AI

  1. The US combined statutory corporate tax rate is 25.8%, slightly below the OECD average of 26%, but proposed increases to 28% or 26.5% would raise the combined US rate to 32.3% or 30.9%, among the highest in the OECD.
  2. The US marginal effective tax rate on corporate investment is 18.3%, above the OECD average of 15.5%, attributed to less favorable depreciation allowances.
  3. The US average effective corporate tax rate is 23.4%, close to the OECD average of 22.9%.

Kyle Pomerleau on American corporations tax burden relative to peer economies, "...This report compares the tax burden on corporations in the United States under current law to the corporate tax burdens of 36 OECD member nations.7 It also considers two leading proposals to reform US corporate income taxation and several alternative policies. Each option is evaluated using three metrics: the statutory corporate income tax rate, the corporate marginal effective tax rate (METR), and the corporate average effective tax rate (AETR)...."

Overall snapshot:

The Statutory Corporate Income Tax Rate, "...Currently, the average value (weighted by gross domestic product) of the combined statutory corporate income tax rate in the OECD is 26 percent. (All references to averages in this report denote gross domestic product-weighted averages.) Combined statutory tax rates range from 9 percent in Hungary to 35 percent in Colombia. Approximately half of OECD countries (19 of 37 member nations surveyed) have combined corporate tax rates between 20 and 25 percent. Only six countries have statutory corporate tax rates below 20 percent. The United States’ combined statutory corporate tax rate of 25.8 percent is 0.2 percentage points below the OECD average and lower than the rate for one-third of OECD members. If the US federal corporate income tax rate is increased to 28 percent, as in Biden’s proposal, the United States would have the second highest combined statutory corporate tax rate in the OECD, at 32.3 percent. The House proposal, which would raise the federal tax rate to 26.5 percent, would increase the United States’ combined statutory corporate tax rate to 30.9 percent, which would be among the highest in the OECD, but still below Portugal and Colombia (Figure 2)..."

The Tax Burden on Corporations: Extended Excerpt Image 1

The Marginal Effective Tax Rate,"...METRs on corporate investment are lower than statutory tax rates in the OECD. The average METR in the OECD is 15.5 percent. Given the large differences in corporate tax bases, the range of marginal tax rates is greater than the range of statutory corporate tax rates. METRs range from -33.5 percent in Portugal to 23.9 percent in Colombia (Figure 3).The METR on corporate investment in the United States under current law is 18.3 percent, 2.8 percentage points higher than the OECD average. The relatively high METR in the United States is driven by less generous depreciation allowances than in other OECD countries. Recall that the calculations assume that the slated expiration of 100 percent bonus depreciation has occurred and that the slated introduction of amortization of R&D costs has taken effect. Those assumptions raise the tax burden on equipment and R&D..."

The Tax Burden on Corporations: Extended Excerpt Image 2


The Average Effective Tax Rate, "....The average effective tax rate on corporate investment among OECD nations is 22.9 percent (Figure 4). AETRs range from 7.9 percent in Hungary to 31.4 percent in Colombia. Similar to the distribution of statutory corporate tax rates, most countries’ AETRs fall in a tight range. Twenty-seven of 37 OECD nations have AETRs that fall between 15 and 25 percent. Only six countries have AETRs above 25 percent, and only four countries (Belgium, Hungary, Ireland, and Lithuania) have AETRs below 15 percent. Under current law, the AETR in the United States is 23.4 percent. This is in line with the OECD average of 22.9 percent...."

The Tax Burden on Corporations: Extended Excerpt Image 3


Kyle Pomerleau, "The Tax Burden on Corporations," American Enterprise Institute, October 2021, https://www.aei.org/wp-content/uploads/2021/10/The-tax-burden-on-corporations-A-comparison-of-Organisation-for-Economic-Co-operation-and-Development-countries-and-proposals-to-reform-the-US-tax-system.pdf

  • Fiscal Policy
    • Taxation
  • Comparisons
    • Cross-country

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio

AI Summary. The authors find little evidence of a "J-curve" in total factor productivity growth from unmeasured investment in AI-related intangible assets such as design and training. US and EU data show intangible investment has risen, particularly in the US, without producing sustained productivity growth, partly because intangibles depreciate quickly.

Carol Corrado Intelligence
Date Posted:
October 26, 2021
Is Database:
Database

AI investments have not translated into sustained TFP growth post-financial crisis, despite significant unmeasured investment in AI-related intangible assets. @CarolCorrado

Is unmeasured investment in AI intangibles boosting productivity growth?

Core argument: Corrado, Haskel and Jona-Lasinio find little evidence of a "J-curve" in total factor productivity growth from unmeasured investment in AI-related intangibles such as design and training.

Despite significant unmeasured investment in AI-related intangible assets, such as design and training, there is little evidence of a 'J-curve' effect on total factor productivity (TFP) growth. The anticipated upward 'swoosh' in TFP growth, which would indicate long-lasting returns from these investments, is not evident. Data from the US and EU show that while intangible investment has increased, particularly in the US, it has not translated into sustained TFP growth post-financial crisis. The high depreciation rates of intangibles mean that any positive impact on TFP growth appears quickly but is insufficient to counteract the slowdown observed. This suggests that current AI investments may not be significantly mismeasured or that we are still early in the AI investment cycle to detect substantial effects.

Takeaways by Macro Roundup® AI

  1. Corrado, Haskel and Jona-Lasinio find little evidence of a "J-curve" in total factor productivity growth from unmeasured investment in AI-related intangibles such as design and training.
  2. US and EU data show intangible investment rising, particularly in the US, without translating into sustained TFP growth after the financial crisis.
  3. High depreciation rates of intangibles mean any positive effect on TFP growth appears quickly but is insufficient to offset the observed slowdown, suggesting either limited mismeasurement of AI investment or an early stage of the AI investment cycle.

Carol Corrado on the potential impact of AI on productivity, basically fails to find support for the J curve camp, key quote, "... Our main finding is that, on our data at least, there is indeed plenty of unmeasured investment but little sign of a ‘J-curve’ effect on TFP growth. The upward ‘swoosh’ of the effects of investments whose returns are long-lasting just is not there..."
Core of paper, "...We have set out a framework to illustrate this effect and used a cross-country-industry-year data set for the US and European economies to examine it. To look for unmeasured investment, we have used the CHS approach, which brings into national accounts unmeasured investment in intangible assets which are likely complementary to artificial intelligence, such as design, training, and business process re-engineering. We have also seen that at least some artificial intelligence investment is likely in software investment and is thus already counted. Thus we have harmonized the deflation of software and hardware investment to facilitate comparison across different countries. At least on these data, we do not find much support for the J-curve view. There is, indeed, plenty of unmeasured investment, but the trend in such investment does not seem to be sufficient to give an effect. In particular, the high depreciation rates mean that the missing capital payments which bias TFP growth up follow quickly after a burst of intangible investment, meaning that the upward-sloping part of the J curve, at least on our data, appears very quickly, too quickly to account for a sustained TFP growth slowdown following the financial crisis. That said, we are in the early stages of measuring AI, and since much of it is taking place within firms on their own account, the detection of such investment is extremely difficult..."

The evidence

"...Figure 8 shows shares of tangible and intangible investment across countries from 1997 to 2017. As the graph shows, intangible investment is generally trended upwards and the US invests considerably more intangible investment then the EU. This immediately suggested accounting for intangible investment might potentially be important...."

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio: Extended Excerpt Image 1


"...As we have discussed, national accounts do indeed measure intangible investment. Figure 9 plots national accounts intangible investment and the additional investment suggested by CHS set out in Table 2. As the graph shows, the non-national accounts intangible share is higher than the national accounts intangible share, reflecting the fact that expenditure on items such as training and design are large. However, the trend is towards relatively more intensive national accounts intangibles measurement..."

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio: Extended Excerpt Image 2


"...Finally, Figure 10 shows growth in real investment for tangibles, intangibles, and software. Notice that, particularly in the US, software spending grows particularly strongly at the end of the period. If artificial intelligence is included in such spending this is suggestive. The position seems much more volatile in Europe..."

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio: Extended Excerpt Image 3


"...To start our examination of total factor productivity,Figure 11 shows growth accounting for the EU and US for the years 1997-2007 and 2010-17 (we omit the recession years of 2008 and 2009). As the top panel shows, labour productivity and TFP were growing at a healthy rate in the run up to the financial crisis. The contributions of both tangible and intangible capital deepening were higher in the US than in Europe, and their contributions exceeded those of labour composition. In the period following the financial crisis, the situation changed. As is well known, labour productivity growth slowed substantially by around 0.5 percentage points per annum (pppa) in Europe and 2pppa in the US. US TFP growth also slowed: if anything European TFP growth was around the same. Intangible capital deepening slowed very strongly in the US, and somewhat in Europe...."

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio: Extended Excerpt Image 4


"... Figure 12 shows the biases to measured TFP growth for the EU and the US respectively: these are the terms on the right of equation (4), second line. A positive number indicates that measured TFP growth is too big. Recall that the ‘J curve’ hypothesis is that measured TFP growth after the financial crisis is too small and then rises, suggesting that after the financial crisis the bias line should dip and then perhaps rise. At least for the EU, there is not much support for this hypothesis. Note first that the biases are small, at most around 0.2 per cent per annum, but less than this for most of the sample. On average, in the EU the bias is slightly positive but seems to show no particular trend. Turning to the US, there is a hint of a J-curve effect after the mid-2000s. The bias, which was almost 0.4 per cent per annum fell steadily to around -0.2 per cent per annum in 2011, with the spike in the financial crisis years which presumably reflects mismeasured utilization and the like. Since then, the bias has been moving back towards being positive. This then suggests that the pre-crisis TFP growth slow-down, which has been noted by a number of authors, may be somewhat overstated. That said, the effects do not appear to be all that large...."

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio: Extended Excerpt Image 5


"...What is the intuition behind this apparent finding that the positive ‘swoosh’ of the ‘J’ appears quite quickly?We can get some insight into this from Figure 13, which shows the different components of the mismeasurement on the right-hand side of equation (4). These are the capitalization effect, the errors-in-shares effect, and the mismeasured capital payments effect. What is notable is that the mismeasured capital payments effect comes in very strongly and quite quickly. The intuition here would seem to be the following. As set out in equation (3), intangibles depreciate quite quickly. That means that a burst in intangible investment rapidly builds up the intangible stock, and the rental price on that stock is relatively large (the per-period rental price of capital has to be large for capital that depreciates to compensate the capital owner for renting out an asset whose value will fall quickly). As a result, the missing rental payments effect comes in very quickly following even unmeasured intangible investment. That means that the second half of the ‘J’ appears rather quickly after the initial dip. All this suggests that investments in artificial intelligence will have a more substantial ‘J effect’ the more they are mismeasured and the lower their depreciation rate. Now, it might be that current AI investments are not substantially mismeasured for the simple reason that we might still be too early in the AI investment cycle. As the earlier graphs showed, the ‘second wave’ of AI might be comparatively recent and so it might be too early to pick up the mismeasurement involved. It might also be that we have mismeasured depreciation rates. At the moment, in our system AI-related investments are given the high depreciation rates the literature has found are appropriate to intangibles. But it may, of course, be the case that artificial intelligence investment has a much lower depreciation rate...."

Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio: Extended Excerpt Image 6


Carol Corrado, Jonathan Haskel and Cecilia Jona-Lasinio, "Artificial intelligence and productivity: an intangible assets approach," Oxford Review Of Economic Policy, 2021, https://academic.oup.com/oxrep/article/37/3/435/6374681

  • Productivity
    • Intangibles
    • Investment
  • Comparisons
    • Cross-country
    • Historical


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