Introduction
In a 2017 interview, Microsoft founder Bill Gates recommended taxing robots to slow the pace of automation.1× 1. See Kevin J Delaney, “The Robot That Takes Your Job Should Pay Taxes, Says Bill Gates”, QUARTZ (17 February 2017), online: <qz.com> [perma.cc/Q29R-EDWY].
While employment changes due to automation are not new, advances in artificial intelligence threaten to eliminate many more jobs than were eliminated historically through automation, and at a much faster pace. Accelerated automation presents two problems: a revenue problem and a human problem. The revenue problem exists because the tax system is designed to tax labour more heavily than capital, as labour is less likely to be able to avoid taxation.2× 2. See 157 US 429 (1895). 3. See Kimberly Clausing, “Labor and Capital in the Global Economy”, Democracy 43 (Winter 2017), online: <democracyjournal.org> [perma.cc/77MN-448S]. 4. See AH Maslow, “A Theory of Human Motivation” (1943) 50:4 Psychological Rev 370 at 372–76.
Of course, automation is not all bad. It has relieved humans of back-breaking (and sometimes boring) work. Moreover, automation can have environmental benefits. Automation is already having an impact on the overall efficiency of the goods-movement system, cutting both costs and energy demands. For example, self-driving vehicles may put human truck and taxi drivers out of work, but could reduce greenhouse gas emissions from transport, which are significant.5× 5. See generally Greg Harman, “Driverless Big Rigs: New Technologies Aim to Make Trucking Greener and Safer”, The Guardian (24 February 2015), online: <www.theguardian.com> [perma.cc/SD78-GVKC]. 6. See US, National Renewable Energy Laboratory, Estimated Bounds and Important Factors for Fuel Use and Consumer Costs of Connected and Automated Vehicles (NREL/TP-5400-67216) (November 2016) at 19, online (pdf): <www.nrel.gov>
[perma.cc/9PYE-649T].
When considering how to tax job-replacing robots, we should think about the broader purpose of a tax system. Taxes raise revenue, but for whom? In the context of the United States, the informal title of the most recent tax bill gives a clue: the Tax Cuts and Jobs Act (TCJA).7× 7. Pub L No 115-97, [2017] 131 Stat 2054 at § 12002(b)(3) [TCJA]. 8. Speaker of the House, Press Release, “Speaker Ryan’s Floor Remarks on the Tax Cuts and Jobs Act” (19 December 2017), online: <www.speaker.gov > [perma.cc/F8U8-4Q22]. 9. Thomas D Griffith, “Progressive Taxation and Happiness” (2004) 45:5 Boston College L Rev 1363 at 1366. 10. See Julia Driver, “The History of Utilitarianism” in Edward N Zalta, ed, The Stanford Encyclopedia of Philosophy, Winter 2014 ed (Stanford, CA: Metaphysics Research Lab, 2014), online: <plato.stanford.edu> [perma.cc/AMG7-VQJG]. 11. See Selin Kesebire, “When Economic Growth Doesn’t Make Countries Happier”, Harvard Business Review (25 April 2016), online: <hbr.org> [perma.cc/W9H8-7BB9]. 12. See Andrew E Clark & Andrew J Oswald, “Unhappiness and Unemployment” (1994) 104:424 Econ J 648 at 650–51.
The TCJA significantly cut the US corporate tax rate, from 35 per cent to 21 per cent.13× 13. TCJA, supra note 7 at § 13001(a). 14. See Scott A Hodge, “The Jobs and Wage Effects of a Corporate Rate Cut”, Tax Foundation (25 October 2017), online: <taxfoundation.org> [perma.cc/C9KZ-P3JS]. 15. See ibid. 16. See Bob Bryan, “Gary Cohn Had an Awkward Moment When CEOs Appeared to Shoot Down One of the Biggest Arguments for the GOP Tax Plan”, Business Insider (14 November 2017), online: <www.businessinsider.com> [perma.cc/ED5L-96Z6].
While the policymakers behind the corporate tax rate cut may have hoped that jobs would result, strings could have been attached to make sure that jobs were created. Instead, the TCJA increased tax benefits for purchasing equipment (which would include automation) by significantly enhancing bonus depreciation.17× 17. See TCJA, supra note 7 at § 13201. 18. This advertisement from a robotic welding manufacturer makes the point: “As much as you hate to admit it, employees can sometimes be unreliable—they don’t show up for work or have bad days. Robots are reliable—they are there everyday and can work numerous hours without taking a break or stopping for lunch.” Lincoln Electric, “Justifying the Cost of a Robotic Welding System”, online (pdf): <www.lincolnelectric.com> [perma.cc/L5LT-6FKM].
What is to be done with workers whose jobs are made obsolete by automation? Retraining is an obvious answer. Although many jobs can be automated, some jobs are, at this time, unlikely to be fully automated. Manual non-routine jobs, such as caregiving for small children or the elderly is not likely to be automated, but not all people whose jobs have been eliminated by automation are suited to such work. However, some of those people who are not suited for caregiving might be able to do construction work. According to the McKinsey Global Insight report, jobs involving physical activities in an unpredictable environment, such as forestry or construction, require a high degree of flexibility, which makes them harder to automate.19× 19. See McKinsey Global Institute, “A Future that Works: Automation, Employment, and Productivity” (January 2017) at 45, online (pdf): <www.mckinsey.com> [perma.cc/
79QC-BQVK].
The TCJA not only made it less attractive to hire human workers, it made it more difficult for human workers to find new jobs. First, the TCJA eliminated the moving expense deduction, which made it easier for workers to move to take another job.20× 20. See TCJA, supra note 7 at § 11049. 21. See ibid at § 11045.
This article will first define “robot”, then explore the history and future of automation. Next, the article will examine the history and future of tax provisions that affect job availability and the taxation of capital and labour in the United States. This section will include the rationale for taxing capital more lightly than labour, and for comparing the burden of labour taxation in other developed countries to labour taxation in the United States. This section will further consider whether robots should be taxed as capital, as well as the broader question of whether the current taxation of capital is normatively wrong, based on philosophical rationale and taking into account capital taxation’s impact on inequality. The focus of the article follows by asking why humans need jobs and exploring policy options for solving the “jobs” problem. This section will include a discussion and critique of UBI proposals and recommend other policy options, such as an enhanced earned income tax credit, incentives for employers, and reviving an idea from the Great Depression, the Civilian Conservation Corps. Finally, the article concludes that while tax changes benefitting displaced workers should be pursued, taxing robots is probably not the best option for funding those changes.
I. History and Future of Automation
I regard it as the major domestic challenge … of the ‘60s, to maintain full employment … when automation … is replacing men.22× 22. John F Kennedy Presidential Library and Museum, News Conference, “News Conference 24”, (14 February 1962), online: <www.jfklibrary.org> [perma.cc/UUD6-75F4].
Clearly, concern about automation is not a new problem. Well before President John F. Kennedy worried about job replacement by automation in the 1960s, in 1811, at the peak of the Industrial Revolution, a group of textile workers calling themselves Luddites smashed machinery to protest working conditions.23× 23. See Richard Conniff, “What the Luddites Really Fought Against”, Smithsonian Magazine (March 2011), online: <www.smithsonianmag.com> [perma.cc/536A-JQXC]. 24. See Delaney, supra note 1. 25. See ibid.
A. Defining Robots
The idea of a “robot” has been exemplified in modern culture in such fictional characters as Class B-9-M-3 General Utility Non-Theorizing Environmental Control Robot, known simply as Robot, from the TV series Lost in Space; Rosie the Robot maid from the Jetsons animated series; R2-D2 from Star Wars; and the Waste Allocation Load Lifter Earth-class WALL-E, from the 2008 Disney-Pixar film WALL-E. All of these robots have humanoid features like arms or eyes and move while in an erect position, somewhat like a human. For the purposes of this article, which focuses on the revenue and jobs aspects of robots, a robot is any machine that can duplicate human skills. Those skills may be physical or mental. We may use the term “automation” interchangeably with “robot”, as automation means using machines to perform tasks that might be performed by a human, and even some tasks that humans would find difficult to perform. Some robots may be capable of learning, also called artificial intelligence or machine learning. Machine learning occurs via algorithms programmed into the machine that enable it to “learn”, either from previous experience or experiences accessible through a data source.26× 26. See Chris Meserole, “What is Machine Learning?”, (4 October 2018), online: Brookings Institute <www.brookings.edu> [perma.cc/9P29-RNQB].
B. History of Automation
Automation has been used to replace human labour for centuries. Historically, automation was used to replace physical skills—a non-human power source using tools to perform a task. The history of automation can be illustrated by looking at three sectors of the job market: agriculture, industry, and services. When humans first began cultivating crops between 12,000 and 23,000 years ago, humans were the only source of labour.27× 27. See Anit Snir et al, “The Origin of Cultivation and Proto-Weeds, Long Before Neolithic Farming” (2015) 10:7 PLoS ONE 1, DOI: <10.1371/journal.pone.0131422>. 28. See John H Moore, “The Ox in the Middle Ages” (1961) 35:2 Agricultural History 90. 29. See BJ Lewis, JM Cimbala & AM Wouden, “Major Historical Developments in the Design of Water Wheels and Francis Hydroturbines” (Paper delivered at the 27th IAHR Symposium on Hydraulic Machinery and Systems, 2014) IOP Conference Series: Earth & Environmental Science 22 at 1. 30. Unfortunately, the cotton gin just cleaned the cotton, but did not pick it. See Joan Brodsky Schur, “Eli Whitney’s Patent for the Cotton Gin” (23 September 2016), online: National Archives <www.archives.gov> [perma.cc/YZX3-HCET].
Automation ushered in the Industrial Revolution with the invention of the steam engine in England.31× 31. See John Steele Gordon, “How the Industrial Revolution Began”, Barron’s (13 February 2015), online: <www.barrons.com> [perma.cc/M6B5-2JGJ]. 32. See ibid. 33. See Kat Eschner, “One Hundred and Three Years Ago Today, Henry Ford Introduced the Assembly Line: His Workers Hated It” Smithsonian Magazine (1 December 2016) online: <www.smithsonianmag.com> [perma.cc/44CB-25QY].
The Industrial Revolution caused a shift in employment—before that, a majority of people worked in agriculture. The US Bureau of Labor Statistics tracked the shift—in 1850, 64.5 per cent of workers were employed in agriculture.34× 34. See Michael Urquhart, “The Employment Shift to Services: Where Did It Come From?” (1984) 107:4 Monthly Labour Rev 15 at 16. 35. See ibid. The Washington Post provided an animated and more detailed picture of the shift in the United States, by state, from 1990 to 2014: see Reid Wilson, “Watch the U.S. Transition from a Manufacturing Economy to a Service Economy, in One Gif”, Washington Post (3 September 2014), online: <www.washingtonpost.com> [perma.cc/ 36. See US Bureau of Labor Statistics, “Employment by Major Industry Sector” (24 October 2017), online: United States Department of Labor <www.bls.gov> [perma.cc/VD5M-2SLH] (Figures exclude special industries, and therefore percentages do not add to 100). 37. See Federica Cocco, “Most U.S. Manufacturing Jobs Lost to Technology, Not Trade” Financial Times (2 December 2016), <www.ft.com> [perma.cc/WC2R-D93G]. 38. See Christoph E Boehm, Aaron Flaaen, & Nita Pandalai-Nayar, “Multinationals, Offshoring, and the Decline of U.S. Manufacturing” (2017) US Census Bureau Center for Economic Studies Working Paper No CES 17-22 at 3. 39. See Michael J Hicks & Srikant Devaraj, “The Myth and the Reality of Manufacturing in America” at 6 (April 2017), online (pdf): Ball State University Center for Business and Economics Research <conexus.cberdata.org> [perma.cc/KY3N-PW3W]. 40. See Daron Acemoglu & Pascual Restrepo, “Robots and Jobs: Evidence from US Labor Markets” (2017) National Bureau of Economic Research Working Paper No 23285 at 36. 41. See Scott Andes & Mark Muro, “Don’t Blame the Robots for Lost Manufacturing Jobs” (29 April 2015), online: Brookings Institution <www.brookings.edu> [perma.cc/KQJ2-7GSK]. 42. See ibid. 43. See ibid.
U7VS-8DRL].
The automotive industry continues to move toward reducing human labour and increasing robot labour, leading to increased productivity. For example, in the 1950s, each General Motors (GM) employee made an average of seven cars per year.44× 44. See Enrico Moretti, The New Geography of Jobs (Boston: Mariner Books/Houghton Mifflin Harcourt, 2012) at 37. 45. See ibid. 46. See Matthew DeBord, “Tesla’s Future Is Completely Inhuman—and We Shouldn’t Be Surprised”, Business Insider (20 May 2017), online: <www.businessinsider.com> 47. See Russ Mitchell, “Musk Has Second Thoughts on Aggressive Automation for Tesla Model 3”, Los Angeles Times (17 April 2018), online: <www.latimes.com> [perma.cc/
[perma.cc/K86R-2L4K].
ZQ7T-3Z2U].
Finally, “intelligent” computers like the chess-playing Deep Blue48× 48. See Larry Greenemeier, “20 Years After Deep Blue: How AI Has Advanced Since Conquering Chess”, Scientific American (2 June 2017), online: <www.scientificamerican. 49. See David H Freedman, “A Reality Check for IBM’s AI Ambitions”, MIT Technology Review (27 June 2017), online: <www.technologyreview.com> [perma.cc/X8QX-B74J] (IBM computer Watson beat human competitors in the game show Jeopardy in 2011). 50. See Steve Lohr, “IBM Is Counting on Its Bet on Watson, and Paying Big Money for It”, The New York Times (17 October 2016), online: <nyti.ms/2ebahXt> [perma.cc/PY7T-5JN4] 51. See “Comparing the Performance of Artificial Intelligence to Human Lawyer in the Review of Standard Business Contracts” (February 2018), online (pdf): LawGeex <ai.lawgeex.com> [perma.cc/F2QL-VGRB] at 14: “LawGeex Artificial Intelligence achieved an average 94% accuracy rate, ahead of the lawyers who achieved an average rate of 85%.”
com> [perma.cc/S5G4-L7QS] (IBM computer Deep Blue beat world chess champion Garry Kasparov in 1997).
C. Future of Automation
Historically, automation has created jobs, and some wonder why today’s automation is different. Indeed, some argue that today’s automation is no different, and that the rise of machine learning and artificial intelligence will not cause any aggregate job loss.52× 52. See Jeff Borland & Michael Coelli, “Are Robots Taking Our Jobs?” (2017) 50:4 Australian Economic Rev 377 at 379. 53. See Jacques Bughin et al, “Skill Shift: Automation and the Future of the Workforce” (May 2018), online (pdf): McKinsey Global Institute <www.mckinsey.com> [perma.cc/ 54. See e.g. Jerry Kaplan, Artificial Intelligence: What Everyone Needs to Know (New York: Oxford University Press, 2016) at 129. 55. See Linda A Thompson, “Rise of Robots: Boon for Companies, Tax Headache for Lawmakers”, Bloomberg Tax (20 February 2017), online: <www.bna.com> [perma.cc/5L93-5Y2R]. 56. See Erik Brynjolfsson & Andrew McAfee, The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies (New York: W W Norton & Company, 2014) at 178. 57. See US Bureau of Labor Statistics, “Occupational Employment and Wages: 51-4121 Welders, Cutters, Solderers, and Brazers” (May 2017), online: United States Department of Labor <www.bls.gov> [perma.cc/42ZC-EX3B]. 58. Cocco, supra note 37.
S4KU-74VC] at 36.
Even those researchers skeptical of the job-loss potential of today’s automation recognize that the structural dislocation from the increased pace of technological change exacerbates income inequality and results in the need for policy changes. As Borland and Coelli note:
Technological change does not have a long-run effect on aggregate employment because, although it may cause jobs to be destroyed, it has also always meant the creation of extra and new jobs. … Clearly, technological change does affect the labour market. Some workers lose their jobs, and this creates the need for policies to assist those workers to regain employment. … [C]hanges in the distribution of and return to employment across occupations, which seem likely to have been driven to a large degree by developments in technology, have been a major cause of increasing earnings inequality.59× 59. Supra note 52 at 379.
The Organisation for Economic Cooperation and Development (OECD), in its 2016 analysis, agreed with the above conclusion. While finding that automation is unlikely to destroy large numbers of jobs, the report notes that “low qualified workers are likely to bear the brunt of the adjustment costs.”60× 60. Melanie Arntz, Terry Gregory & Ulrich Zierahn, “The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis” (2016) OECD Social, Employment and Migration Working Paper No 189 at 4. 61. See ibid at 16. 62. See ibid at 19. 63. See Bughin et al, supra note 53 at 2. 64. See ibid.
In 2015, an article in The Atlantic predicted the “end of work”, citing three reasons to believe that automation will begin to reduce the overall supply of jobs: “the ongoing triumph of capital over labor, the quiet demise of the working man, and the impressive dexterity of information technology.”65× 65. Derek Thompson, “A World Without Work”, The Atlantic (July/August 2015), online: <www.theatlantic.com> [perma.cc/8RYX-D94Z]. 66. See US Department of Labor, News Release, USDL-18-0683, “The Employment Situation” (April 2018), online (pdf): <www.bls.gov> [perma.cc/39RY-CVKC]. 67. See ibid; the Bureau of Labor Statistics (BLS) reported “[t]otal unemployed, plus all persons marginally attached to the labor force, plus total employed part time for economic reasons, as a percent of the civilian labor force plus all persons marginally attached to the labor force” at 7.8 per cent (seasonally adjusted) in April 2018 (ibid at table A-15). See also Drew DeSilver, “What the Unemployment Rate Does—and Doesn’t—Say About the Economy”, (7 March 2017), online (blog): Pew Research Center Fact Tank <www.pewresearch.org> [perma.cc/VH2U-C25H]. 68. See US Department of Labor, News Release, USDL-18-1586, “The Employment Situation” (September 2018), online (pdf): <www.bls.gov> [perma.cc/77FT-8945]. 69. See ibid. 70. See ibid.
As important in assessing the impact of automation as the unemployment rate is the “labour share” of the economy. The labour share of the economy is defined as the share of gross domestic product (GDP) that is paid as compensation in the form of wages, salaries, pensions and other benefits.71× 71. See Ana Maria Santacreu & Heting Zhu, “How Income Inequality is Affected by Labor Share” (31 July 2017), online (blog): Federal Reserve Bank of St. Louis: On the Economy <www.stlouisfed.org> [perma.cc/ZG5K-UXE8]. 72. See ibid. 73. See ibid. 74. See Mai Chi Dao et al, “Drivers of Declining Labor Share of Income” (12 April 2017), online (blog): IMFBlog <blogs.imf.org> [perma.cc/L8A8-Y3TQ] (“In advanced economies, about half of the decline in labor shares can be traced to the impact of technology. The decline was driven by a combination of rapid progress in information and telecommunication technology, and a high share of occupations that could be easily be automated” [emphasis in original]). 75. See D Thompson, supra note 65. 76. See Natasha Bach, “First Microsoft, Now Alphabet. Amazon Passes Another Giant to Become the Second Most Valuable U.S. Company”, Fortune (21 March 2018), online: <fortune.com> [perma.cc/G232-6884]; “Number of Full-Time Alphabet Employees from 2007 to 2017” (2018), online: Statista <www.statista.com> [perma.cc/SDJ7-SA78].
AI poses the most significant problem for human jobs. When automation replaced human physical skills, humans could still rely on their superior cognitive skills.77× 77. See Yuval Noah Harari, Homo Deus: A Brief History of Tomorrow (New York: Harper, 2017) at 323. 78. Ibid at 314. 79. See Elisabeth A Mason, “AI and Big Data Could Power a New War on Poverty”, The New York Times (1 January 2018), online: <nyti.ms/2EtndUG> [perma.cc/5KEG-JP9Z]. But see Sathnam Sanghera, “I’ll Put a Robot in Charge of My Car but I Wouldn’t Want It to Drive My Career”, The Times (12 October 2018), ProQuest (Doc No 2118214151) (noting that AI can be deliberately programmed to allow employers to exclude certain groups from recruiting campaigns); Noam Scheiber, “Facebook Accused of Allowing Bias Against Women in Job Ads”, The New York Times (18 September 2018), online: <nyti.ms/2No6zhg> [perma.cc/NGF9-39JM]. 80. See Mason, supra note 79. 81. See Harari, supra note 77 at 331.
As the next part will illustrate, taxes related to human labour form the bulk of US federal revenues. Among other issues, the potential demise of human work creates a revenue problem for government. Government should be thinking about solutions.
II. The US Tax System’s Impact on Employment
A. Where Revenues Come From
Until 1940, the US government obtained its revenues primarily from tariffs and excise taxes.82× 82. See Erica York & Madison Mauro, “The Composition of Federal Revenues Has Changed Over Time” (28 February 2019), online: Tax Foundation <taxfoundation.org> [perma.cc/44KG-V82P]. 83. See US Const art I, § 2, cl 3; US Const art I, § 9, cl 4; Erik M Jensen, “The Apportionment of ‘Direct Taxes’: Are Consumption Taxes Constitutional?” (1997) 97:8 Colum L Rev 2334 at 2339–41. 84. See 157 US 429 (1895). 85. See Calvin H Johnson, “Purging Out Pollock: The Constitutionality of Federal Wealth or Sales Taxes”, Tax Notes (30 December 2002) 1723 at 1725 (“[a]pportionment of direct tax turned out to be a rule too silly to enforce”).
Today, over half the revenues collected by the federal government come from the individual income tax and payroll taxes, as illustrated by the chart below.86× 86. See “Policy Basics: Where Do Federal Revenues Come From?” (5 September 2017), online: Center on Budget and Policy Priorities <www.cbpp.org> [perma.cc/CPE8-S7JX].

Of course, corporations and business owners that employ robots may make profits and pay taxes on those profits. However, as the next part describes, business profits and income derived from those profits, such as dividends and capital gains, bear a lower tax burden than earnings from human labour.
B. Why Tax Capital More Lightly Than Labour?
“Taxing capital income” refers to the taxation of returns from investment of money. The classic economics literature concluded that the most efficient rate for taxation of capital income is zero.87× 87. See e.g. Bas Jacobs & Alexandra Rusu, “Why is the Long-Run Tax on Capital Income Zero? Explaining the Chamley-Judd Result” (2017) Tinbergen Institute Discussion Paper No 2017-011/VI, DOI: <10.2139/ssrn.2903830> (“[S]tandard optimal taxation principles underlie the zero tax on capital income.” Ibid at 3). 88. Roger H Gordon, “Capital Income Taxes” (2003), online: National Bureau of Economic Research <www.nber.org> [perma.cc/3WAY-HSK7]. 89. See e.g. US, Congressional Research Service, Tax Reform in the 114th Congress: An Overview of Proposals (R43060) (Washington, DC: Congressional Research Service, 2016) at 5–6. 90. See e.g. James Pethokoukis, “Why Capital Gains Tax Rates Should Be Lower Than Those on Labor Income” (20 November 2012), online: American Enterprise Institute <www.aei.org> [perma.cc/88PY-GKCP]. 91. See George R Zodrow, “Capital Mobility and Capital Tax Competition” (2010) 63:4, Part 2 Nat’l Tax J 865 at 881. 92. See David Block & William McBride, “Why Capital Gains Are Taxed at a Lower Rate” (27 June 2012), online: Tax Foundation <taxfoundation.org> [perma.cc/CV8F-43DN].
However, capital is taxed in the United States and many other countries, albeit at a lower rate than labour income. Economists James Banks and Peter Diamond argue that the conventional conclusion that capital should not be taxed arises from limitations in the models—the economic models do not take into account individuals’ tendency to smooth consumption over time and also the ability of some individuals to convert labour income into capital income.93× 93. See James Banks & Peter Diamond, “The Base for Direct Taxation”, (Institute for Fiscal Studies, 3 April 2008), online (pdf): <www.ucl.ac.uk> [perma.cc/XGP4-WGSV] at 3, 27. 94. See Edward D Kleinbard, “An American Dual Income Tax: Nordic Precedents” (2010) 5:1 Northwestern JL & Soc Policy 41 at 41–43. 95. James Mirrlees et al, “The Mirrlees Review: Conclusions and Recommendations for Reform” (2011) 32:3 Fiscal Studies 331 at 335. 96. See ibid. 97. See Arnold C Harberger, “The Incidence of the Corporate Income Tax” (1962) 70:3 J Political Economy 215.
Taxpayers who receive income from capital benefit in several ways from the US tax system. First, while income from labour is taxed currently as it is earned each year, income from capital appreciation may be deferred until the asset is sold. This is known as the realization principle and constitutes a significant portion of the benefits enjoyed by capital income.98× 98. See 26 USC § 1222(9) (2017). The benefit of deferral comes from the time value of 99. See 26 USC § 1014 (2017). See also David Kamin, “Taxing Capital: Paths to a Fairer and Broader U.S. Tax System” (August 2016), online (pdf): Washington Center for Equitable Growth <cdn.equitablegrowth.org> [perma.cc/R2TZ-9Y2Z]. 100. See US, Congressional Research Service, Capital Gains Taxes: An Overview (96-769) (Washington, DC: Congressional Research Service, 2018) [CSR, Capital Gains Taxes]. Chart from Rob McClelland, “Capital Gains” (6 February 2017) online (pdf): Tax Policy Center <www.taxpolicycenter.org> [perma.cc/D7DH-UZ4D]. 101. See 26 USC §§ 1221–22 (2017). 102. See 26 USC § 1221 (2017).
money—the longer recognition is deferred, the greater the benefit. See e.g. Jeffrey L Kwal l, The Federal Income Taxation of Corporations, Partnerships, Limited Liability Companies, and Their Owners, 5th ed (St Paul MN: Foundation Press, 2016) at
494–95.

Business profits are generally taxed as ordinary income and do not directly benefit from lower capital gains rates. However, taxpayers who receive business profits benefit in several ways from the US tax system. First, dividends paid to corporate business owners are taxed at the capital gains rate.103× 103. See 26 USC § 1(h)(11) (2017). 104. See 26 USC § 1231 (2017). 105. See TCJA, supra note 7, § 11045(a) (eliminating the miscellaneous itemized deduction). Under 26 USC § 67(b) (2017), the term “miscellaneous itemized deductions” means the itemized deductions other than those contained in the list that follows in the statute. Under 26 USC § 62(a) (2017), trade or business deductions are allowed in determining adjusted gross income, unless the trade or business consists of services performed by the taxpayer as an employee. Therefore, under 26 USC § 67(g) (2017) (added by the TCJA), employees are not allowed to take trade or business deductions until 2026.
In the context of robot taxation, these elements of the tax system raise several issues. Are robots capital or labour? If robots are labour, then they should be classified and taxed as labour. However, another possibility is that the current taxation of capital is not optimal. High labour taxes have been blamed for unemployment in developed countries.106× 106. See Claudia Florina Radu et al, “Study of the Tax Wedge in EU and Other OECD Countries, Using Cluster Analysis” (2018) 238 Procedia 687 at 689. 107. See ibid.
This section has outlined how the tax preference for capital investments contributes to the loss of tax revenue from automation. The next part will explain how the recent changes to the US tax system, rather than solving the problems, have exacerbated it. The US tax system is now even less generous to human workers.
C. Recent Changes in the US Tax System
The 2017 tax legislation resulted in the most significant changes to the US tax system in thirty years.108× 108. See Jim Tankersley & Alan Rappeport, “How Republicans Rallied Together to Deliver a Tax Plan”, The New York Times (19 December 2017), online: <www.nytimes.com> [perma.cc/2VMW-LLDD]. 109. See Binyamin Applebaum & Ana Swanson, “Republican Economic Policies Put Business First”, The New York Times (20 December 2017), online: <www.nytimes.com> [perma.cc/964V-JBZU].
1. Capital Wins
The corporate income tax rate cut, from 35 per cent to 21 per cent, is a win for capital.110× 110. See 26 USC § 11 (2017), as amended by TCJA, supra note 7, § 13001(a). 111. See CSR, Capital Gains Taxes, supra note 100 at 6. 112. Corporate tax rate 35 per cent times dividend amount subtracted from dividend, multiplied by 23.8 per cent (20 per cent top capital gains rate under § 1(h) plus 3.8 per cent additional tax under § 1411). Assume a $100 dividend. $100 – ($100 x 35%) = $65 – ($65 x 23.8%) = $50.47. $50.47/$100 = 50.47%. 113. Corporate tax rate 21 per cent times dividend amount subtracted from dividend, multiplied by 23.8 per cent (20 per cent top capital gains rate under § 1(h) plus 3.8 per cent additional tax under § 1411). Assume a $100 dividend. $100 – ($100 x 21%) = $79 – ($79 x 23.8%) = $39.80. $39.80/$100 = 39.8%.
a. Who Benefits from the Corporate Rate Cut?
Although the corporate tax is levied on corporations (known in economic terms as incidence), corporations are fictional entities and will shift that burden on to someone else. The burden of the corporate tax must be borne by people, and there are limited choices. Stockholders or employees are the top candidates, with customers or suppliers also potentially affected. When extolling the virtues of the corporate tax cut, advocates argue that employees bear the burden of the corporate tax and predict that lifting that burden will result in more employment and higher wages.114× 114. See US, White House Council of Economic Advisers, The Growth Effects of Corporate Tax Reform and Implications for Wages (Washington, DC: White House, 2017) at 115. See e.g. Lynnley Browning, “AT&T, Walmart Bolster Their Tax Savings in Paying Worker Bonuses”, Bloomberg News (9 February 2018), online: <www.bloomberg.com> [perma.cc/22UZ-PSRC].
17–25.
However, a majority of economists believe that most of the burden of the corporate tax falls on shareholders, and therefore shareholders reap most of the benefit from corporate rate cuts.116× 116. See Kimberly A Clausing, “In Search of Corporate Tax Incidence” (2012) 65:3 Tax L Rev 433 (refuting studies finding that corporate tax affects wages); Jennifer Gravelle, “Corporate Tax Incidence: Review of General Equilibrium Estimates and Analysis” (2013) 66:1 Nat’l Tax J 185. 117. See Emily Stewart, “Corporate Stock Buybacks are Booming, Thanks to the Republican Tax Cuts”, Vox (22 March 2018), online: <www.vox.com> [perma.cc/8XW8-PYVY]. See also Matt Phillips, “Trump’s Tax Cuts in Hand, Companies Spend More on Themselves Than on Wages”, The New York Times (26 February 2018), online: <www.nytimes.com> [perma.cc/ZG38-D3UW]. 118. See Chye-Ching Huang & Brandon DeBot, “Corporate Tax Cuts Skew to Shareholders and CEOs, Not Workers as Administration Claims” (16 August 2017), online (pdf): Center on Budget and Policy Priorities <www.cbpp.org> [perma.cc/3Q9W-6WB6]: “Congress’s official non-partisan scorekeepers—the Congressional Budget Office (CBO) and Joint Committee on Taxation (JCT)—as well as Treasury’s Office of Tax Analysis all assess the empirical research as showing that only about a quarter or less of corporate taxes fall on workers, meaning that they would receive a quarter or less of the benefit of corporate tax cuts.” (ibid at 1). 119. See “Marco Rubio Offers His Trump-Crazed Party a Glint of Hope”, The Economist
(26 April 2018), online: <www.economist.com> [perma.cc/QUU7-87QR].
b. Accelerated Benefits from Capital Investment
The TCJA also increases the ability of businesses to expense the cost of capital equipment, in contradiction of the matching principle. The matching principle in accounting holds that deductions should be “matched” with the income generated by the expense. The Internal Revenue Code (IRC) disallows deductions for “capital expenditures”.120× 120. See 26 USC § 263 (2017). 121. See 26 USC §§ 167–68 (2017). 122. Assuming a rate of return of 5 per cent compounded each year, the present value of the human worker reduction in taxable income is $211,500, multiplied by the corporate tax rate of 21%, results in a tax benefit of $44,415. The robot will reduce taxable income by $250,000 in the first year, for a tax benefit of $52,500.
The foregoing discussion illustrates that capital investment benefits from the tax law changes in the TCJA. Not only does capital win, but labour loses, as will be shown by the following discussion.
2. Labour Loses
a. The “Pass-Through” Deduction
The TCJA not only reduced the corporate tax rate, but also provided a new tax benefit for businesses that do not operate in corporate form. The “pass-through” deduction allows individual business owners to exclude 20 per cent of qualified business income from their taxable income.123× 123. See 26 USC § 199A (2017). 124. See Donald B Susswein, “Understanding the New Passthrough Rules”, Tax Notes 125. See Patrick Driessen, “Congress’s Passthrough Parity Story: Big Hat, Stray Cattle”, Tax Notes Federal (26 August 2019) 1419 at 1426. 126. Ibid.
(22 January 2018).
b. Moving Expense Deduction
One might argue that workers who lost jobs due to automation could simply find the new jobs created by technology. However, the new jobs created by technology are not in the places that are losing jobs.127× 127. See Claire Cain Miller, “Evidence That Robots Are Winning the Race for American Jobs” (28 March 2017), online: The New York Times <www.nytimes.com> [perma.cc/ 128. See Moretti, supra note 44 at 107.
JL5T-P2BX], citing Daron Acemoglu & Pascual Restrepo, “Robots and Jobs: Evidence from US Labor Markets” (2017) National Bureau of Economic Research Working Paper No 23285.
Technological change and globalization result in more employment opportunities for a low-skilled worker in a high-tech hub but fewer opportunities for a similar worker in a hollowed-out manufacturing town. What divides America today is not just socioeconomic status but also geography.129× 129. Ibid at 106–107.
Unfortunately, the TCJA made moving more difficult for workers. Congress paid for the corporate tax cuts and other business tax benefits by reducing individual income tax deductions. Before 2018, the moving expense deduction allowed workers who moved more than fifty miles to a new job to deduct moving costs “above the line”.130× 130. See 26 USC § 217 (2017). 131. See US, Joint Committee on Taxation, Estimated Budget Effects of the Conference Agreement for H.R. 1, the “Tax Cuts and Jobs Act”, JCX-67-17 (18 December 2017) at 2, 8. 132. See Geoff Williams, “The Hidden Costs of Moving”, US News & World Report (30 April 2014), online: <money.usnews.com> [perma.cc/3HBA-MPKH], citing Worldwide ERC, an association for professionals who work with employee transfers. 133. See Moretti, supra note 44 at 156–57. 134. Damba Lkhagvasuren, “Education, Mobility and the College Wage Premium” (2014) 67 European Economic Rev 159 at 160. 135. See ibid at 171.
c. Education Expenses
Education is the main driver of wage inequality, and the “college premium”—which refers to the wage gap between those with high school and college educations—has more than doubled since 1980.136× 136. See Moretti, supra note 44 at 222–23. 137. See Jay Shambaugh et al, “Thirteen Facts About Wage Growth” (September 2017), online (pdf): The Hamilton Project <www.hamiltonproject.org> [perma.cc/VM4F-44HR] at 3.
If a human worker’s job is replaced by a robot, the human worker could return to school to seek retraining. Even better, the human worker could anticipate the job loss and return to school before losing the job. Under certain circumstances, the cost of education is deductible. IRC section162 allows a deduction for ordinary and necessary expenses paid or incurred in carrying on a trade or business.138× 138. See 26 USC § 162. 139. See 26 CFR § 1.162-5. 140. Contra 26 USC § 195 (2017) (provides a limited deduction for expenses related to starting a business).
As noted above, a current employee might want to enhance her skills in her current occupation so that she could be more marketable in the face of potential automation. However, her employer might not want to reimburse her for the cost of training. Unreimbursed employee business expenses are miscellaneous itemized deductions.141× 141. See ibid at §§ 62, 67(a) (2017). 142. See 26 USC § 67(a) (2016) (as in effect before the TCJA). 143. See TCJA, supra note 7 at § 11045 (suspending miscellaneous itemized deductions for taxable years 2018–2025).
The IRC provides tax credits for certain costs of obtaining higher education. These credits have not been repealed by the TCJA. The American Opportunity Tax Credit (AOTC) provides an offset from tax liability of $2,500 per eligible student, which includes the spouse or dependents of the taxpayer.144× 144. See 26 USC § 25A (2017). 145. See Dan Caplinger, “This College Tax Credit Saved the Typical American Family $2,277” (25 February 2018), online: The Motley Fool <www.fool.com> [perma.cc/HP55-4HQT].
The other education tax credit is the Lifetime Learning tax credit, which provides an offset from tax liability of 20 per cent of up to $10,000 in qualified education expenses paid for all eligible students included on the taxpayer’s tax return, for a maximum credit of $2,000.146× 146. See 26 USC § 25A (2017).
To be clear, research has not shown that the education tax credits increase college attendance, for various reasons mostly related to the design of the credits.147× 147. See e.g. George B Bulman & Caroline M Hoxby, “The Returns to the Federal Tax Credits for Higher Education” (2015) 29:1 Tax Policy & Economy 13 at 76. 148. Nicholas Turner, “Tax Expenditures for Education” (2016) Treasury Office of Tax Analysis Working Paper 113, online (pdf): <www.treasury.gov> [perma.cc/R9JF-A824] at 3.
The conclusion of the foregoing discussion is that capital wins and labour loses from the recent changes to the US tax system. Cuts to the corporate tax rate and tax benefits for investment under the TCJA make capital the winner. The TCJA’s temporary repeal of deductions that could be used by workers make labour the loser. The next section will further explore the ethical underpinnings of the tax system, and their relationship to labour well-being.
D. Philosophical Basis for Taxation
The rhetoric of economics dominates tax policy discussions, and a key economic theory, optimal tax theory, is based on utilitarianism.149× 149. See Joel Slemrod & Jon M Bakija, “Growing Inequality and Decreased Tax Progressivity” in Kevin A Hassett & R Glenn Hubbard, eds, Inequality and Tax Policy (Washington: AEI Press, 2001) (“[T]he government must choose an income tax schedule to raise a given amount of total revenue, with the goal of maximizing a utilitarian social welfare function,” citing James A Mirrlees, “An Exploration in the Theory of Optimum Income Taxation” (1971) 38:114 Rev Economic Studies 175 at 193). 150. See Jennifer Bird-Pollan, “Utilitarianism and Wealth Transfer Taxation” (2016) 69:3 Ark L Rev 695 at 708–13. 151. See ibid at 710. 152. Ibid at 711. 153. See David A Weisbach, “What Does Happiness Research Tell Us About Taxation?” (2008) 37:2 J Leg Stud S293 at S294. See also Griffith, supra note 9 at 1365–66 (making the same assumption as Weisbach). 154. See Weisbach, supra note 153 at S294–95.
Psychology researchers are less squeamish about measuring human happiness than economists.155× 155. See Clark & Oswald, supra note 12. 156. See ibid at 658.
There is another link between the tax system and this problem of unemployment and unhappiness. One of the researchers from the British survey cited above, Andrew Oswald, found a strong correlation between home ownership and unemployment.157× 157. See generally Andrew J Oswald, “Theory of Homes and Jobs” (1997), [unpublished, archived by author], online (pdf): <www.andrewoswald.com> [perma.cc/H7FQ-YN8N]. 158. See ibid at 16–17. 159. See Roberta F Mann, “The (Not So) Little House on the Prairie: The Hidden Costs of the Home Mortgage Interest Deduction” (2000) 32:4 Ariz St LJ 1347 at 1390. 160. See Jordan Weissmann, “Republicans Gutted the Mortgage Interest Deduction. Democrats Should Finish It Off.”, Slate (27 April 2018), online: <slate.com> [perma.cc/JPJ2-SJ78]. 161. See Arntz, Gregory & Zierahn, supra note 60. This statement reflects the author’s assumption that low skilled workers are likely to be low income.
Job loss is not just an economic issue, however. Jobs provide not only income, but also social interaction and identity, all of which are critical for a happy life. The next section focuses on why jobs are important for humans.
III. Psychology of Jobs
[W]ork keeps at bay three great evils: boredom, vice and need.162× 162. Voltaire, Candide (New York: Modern Library, 1930) at 147–48.
Unemployment has significant mental health consequences. In particular, involuntary unemployment, such as layoffs caused by automation, leads to feelings of helplessness and loss of control.163× 163. See Arthur H Goldsmith, Jonathan R Veum & William Darity Jr, “The Psychological Impact of Unemployment and Joblessness” (1996) 25:3 J Socio-Economics 333 at 337. 164. See Austin Nichols, Josh Mitchell & Stephan Lindner, “Consequences of Long-Term Unemployment” (July 2013) at 11–12, online (pdf): Urban Institute <www.urban.org> [perma.cc/H4F5-95M9]. 165. See Goldsmith, Veum & Darity, supra note 163 at 350. 166. See Nichols, Mitchell & Lindner, supra note 164 at 9. 167. See ibid at 11. 168. See Steven Raphael & Rudolf Winter-Ebmer, “Identifying the Effect of Unemployment on Crime” (2001) 44:1 JL & Econ 259 at 281.
Several studies find a link between regional unemployment and drug use, some specifically referencing the opioid epidemic.169× 169. See Alex Hollingsworth, Christopher J Ruhm, & Kosali Simon, “Macroeconomic Conditions and Opioid Abuse” (2017) National Bureau of Economic Research Working Paper No 23192, online (pdf): <www.nber.org> [perma.cc/KCA5-AB6R]; Alejandro Badel & Brian Greaney, “Exploring the Link Between Drug Use and Job Status in the U.S.” (July 2013), online (pdf): The Regional Economist <www.stlouisfed.org> [perma.cc/ KZ52-RKGE]; Anne Case & Angus Deaton, “Mortality and Morbidity in the 21st Century” (2017) Brookings Papers on Economic Activity, online (pdf): <www.brookings. 170. See Hollingsworth, Ruhm & Simon, supra note 169 at 18. 171. See Badel & Greaney, supra note 169 at 1. 172. See Anne Case & Angus Deaton, “Rising Mortality and Morbidity in Midlife Among White Non-Hispanic Americans in the 21st Century” (2015) 112:49 PNAS 15078. 173. See Jason Furman, “The American Working Man Still Isn’t Working”, Foreign Affairs (19 September 2019), online: <www.foreignaffairs.com> [perma.cc/3YTQ-D8SE].
edu> [perma.cc/2AWR-TAX9].
Of course, these arguments are relevant only if automation has the potential to cause joblessness. At least one study finds empirical support for that premise.174× 174. See Daron Acemoglu & Pascual Restrepo, “Robots and Jobs: Evidence from US Labor Markets” (2017) National Bureau of Economic Research Working Paper 23285, online (PDF): <www.nber.org> [perma.cc/N6UQ-FAE7] (estimating “large and robust negative effects of robots on employment and wages across commuting zones” ibid at 36). 175. See Aaron Smith & Monica Anderson, “Automation in Everyday Life” (4 October 2017), online (pdf): Pew Research Center <assets.pewresearch.org> [perma.cc/448P-JJAX]. 176. See ibid at 3 (the respective figures are 72, 76, and 75 per cents). 177. Smith & Anderson, supra note 175.
These responses reflect a recognition that jobs are more than just a means of providing income, although income is critically important. As Rebecca Rosen wrote in The Atlantic, “the loss of a job is not merely the loss of a paycheck but the loss of a routine, security, and connection to other people.”178× 178. Rebecca A Rosen, “The Mental Health Consequences of Unemployment” (9 June 2014) The Atlantic, online: <www.theatlantic.com> [perma.cc/E5M2-BNJ5]. 179. See Ryan D Duffy et al, “The Psychology of Working Theory” (2016) 63:2 J Counseling Psychology 127 at 128.
include:
- Work is an essential aspect of life and an essential component of mental health.
…
- Work includes efforts within the marketplace as well as caregiving work, which is often not sanctioned socially and economically.
- Working has the potential to fulfill three fundamental human needs—the need for survival and power; the need for social connection; and the need for self-determination.180×
180. Ibid at 128.
Show more
In the United States, a significant proportion of the new jobs that have been developed since the Great Recession qualify as “precarious work”: insecure, often-part-time, and time-limited.181× 181. See ibid at 130.
- Working conditions free from physical, mental, or emotional abuse;
- Working hours that allow for free time and adequate rest;
- Organizational values that complement family and social values;
- Adequate compensation; and
- Access to adequate health care.182×
182. See ibid at 130.
Show more
The researchers found that “working is essential to human health and well-being.”183× 183. Ibid at 138. 184. Ibid at 139.
IV. Potential Solutions
A. Universal Basic Income
A 2016 article in the New York Times directly tied the idea of providing a basic income to workers displaced by robots.185× 185. See Farhad Manjoo, “A Plan in Case Robots Take the Jobs: Give Everyone a Paycheck”, The New York Times (2 March 2016), online: <nyti.ms/1OP6APE> [perma.cc/CF9W-5QC4]. 186. See Chris Weller, “Elon Musk Doubles Down on Universal Basic Income: ‘It’s Going to Be Necessary’” (13 February 2017), online: Business Insider <www.businessinsider. 187. See Mark Zuckerberg, Address (delivered at Harvard University’s 366th Commencement, 25 May 2017), online: The Harvard Gazette <news.harvard.edu> [perma.cc/4LJD-ZSY4] (“We should explore ideas like universal basic income to give everyone a cushion to try new things”). 188. See David Gelles, “Richard and Holly Branson: A Father-Daughter Conversation”, The New York Times (29 June 2018), online: <www.nytimes.com> [perma.cc/XBR8-MDHJ].
com> [perma.cc/UV2X-WXDB].
The history of UBI goes back to the sixteenth century.189× 189. See Matthew Heimer, “A Brief History of Free Money” Fortune (29 June 2017), online: <fortune.com> [perma.cc/W5HN-CQG7]. 190. See ibid. 191. See Bruce Ackerman & Anne Alstott, The Stakeholder Society (New Haven: Yale University Press, 1999) at 3. 192. See ibid at 41. 193. See Kate McFarland, “Current Basic Income Experiments (and Those So-Called): An Overview” (23 May 2017), online: Basic Income Earth Network <basicincome.org> [perma.cc/GL3U-V5E8].
Programs like UBI have been discussed by scholars of various political stripes194× 194. See e.g. Ari D Glogower & Clint Wallace, “Shades of Basic Income” (Paper delivered at 70th Annual Conference on Labor, New York University, 8–9 June 2017) [unpublished, archived at SSRN] at 2, DOI: <10.2139/ssrn.3122146>; Miranda Perry Fleischer & Daniel Hemel, “Atlas Nods: The Libertarian Case for a Basic Income” [2017] 6 Wis L Rev 1189. 195. Since 1975, pilot programs have been implemented in Canada (Manitoba 1975–1980; Ontario, 2017–present), Namibia (2008–2009), India (2011–2013), the United States (Alaska, 1982–present; California, 2016–2017), Brazil (2008–present), Finland (2017–2018), the Netherlands (2017–present), Italy (2016–present), Uganda (2017–present), and Kenya ( 2016–present). See Futurism, “Universal Basic Income Pilot Programs” (last visited 17 March 2019), online: Futurism <futurism.com> [perma.cc/US9Z-KQ6Q]. 196. See ibid. 197. See Rebecca Linke, “12-Year Study Looks at Effects of Universal Basic Income” (30 January 2018), online: MIT Management <mitsloan.mit.edu> [perma.cc/F56J-JAUL]. 198. See ibid. 199. See Michalis Nikiforos, Marshall Steinbaum & Gennaro Zezza, “Modeling the Macroeconomic Effects of a Universal Basic Income” (August 2017) at 3, online (pdf): Roosevelt Institute <rooseveltinstitute.org> [perma.cc/5SUW-BKCK]. See also Thomas Straubhaar, “On the Economics of a Universal Basic Income” (2017) 2 Intereconomics 74.
While a UBI could meet people’s minimum survival needs, research has not yet shown how a UBI could meet the other psychological needs that work meets. UBI also has a dark side: Silicon Valley’s support for UBI could be explained as a way to keep people consuming their products even as those products take away people’s jobs.200× 200. See Douglas Rushkoff, “Silicon Valley’s Push for Universal Basic Income Is — Surprise! — Totally Self-Serving” (21 July 2017), online: Los Angeles Times <latimes.com> 201. See supra Part III.
[perma.cc/ZSW8-4FV8].
B. Enhancing EITC
The earned income tax credit (EITC)202× 202. See 26 USC § 32 (2017). 203. See US, Congressional Research Service, The Earned Income Tax Credit (EITC): A Brief Legislative History (R44825) (Washington, DC: Congressional Research Service, 2018) at 1. 204. See ibid. 205. See ibid at 4. 206. See ibid at 7. 207. See ibid at 4. 208. See ibid at 6. 209. See ibid. 210. See ibid.
The EITC equals a fixed percentage (depending on family size) of earned income up to a maximum amount ($18,660 for a single taxpayer with one child in 2018).211× 211. See US, Congressional Research Service, The Earned Income Tax Credit (EITC): An Overview (R43805) (Washington, DC: Congressional Research Service, 2018) at 5. 212. See ibid at 6. 213. See ibid at 2. 214. See ibid at 4. 215. See ibid at 5.
While the EITC has been effective at reducing poverty in the US,216× 216. See “Policy Basics: The Earned Income Tax Credit” (19 April 2018), online: Center on Budget and Policy Priorities <www.cbpp.org> [perma.cc/F8Y4-HFW3] (noting that in 2016 the EITC lifted 5.8 million Americans out of poverty). See also Roxy Caines, “5 Ways the EITC Benefits Families, Communities, and the Country” (26 January 2017), online (blog): Center for Budget and Policy Priorities <www.cbpp.org> [perma.cc/57M6-CKSQ]. 217. See Robert Greenstein, John Wancheck & Chuck Marr, “Reducing Overpayments in the Earned Income Tax Credit” (20 February 2018), online: Center on Budget and Policy Priorities <www.cbpp.org> [perma.cc/K6BL-Z7UA]. 218. See ibid. 219. Ibid. 220. See Cowan v Commissioner of Internal Revenue (2015), 109 TCM (CCH) 1434, TCM (RIA) 2015-85.
Despite the stories about ineligible people claiming the EITC, over 20 per cent of eligible taxpayers fail to claim the EITC. In addition to the complexity of the EITC leading to inadvertent errors, it does not directly lead to employment. Rather, it makes employment more affordable for both employees and employers. Workers benefit by receiving a government transfer in the form of a refundable credit. A 2013 report noted that the fast-food industry, in particular, benefits from the EITC as well as other taxpayer subsidies.221× 221. See Sylvia Allegretto et al, “Fast Food, Poverty Wages: The Public Cost of Low-Wage Jobs in the Fast-Food Industry” (15 October 2013) at 2, online (pdf): UC Berkeley Center for Labor Research and Education <laborcenter.berkeley.edu> [perma.cc/P7DA-WD7Z] (noting that between 2007 and 2011, 45 per cent of fast-food workers claimed the EITC). 222. Gary Burtless, “Does the Government Subsidize Low-Wage Employers?” (14 July 2015), online: Brookings <www.brookings.edu> [perma.cc/59ZU-6GE5].
In September 2018, former presidential candidate Senator Bernie Sanders introduced a bill to tax large employers whose employees rely on taxpayer funded social safety net programs, such as supplemental nutritional assistance program benefits, school lunch programs, and Medicaid.223× 223. See US, Bill S 3410, Stop Bad Employers by Zeroing Out Subsidies Act, 115th Cong, 2018. 224. See Abha Bhattarai, “Bernie Sanders Introduces ‘Stop BEZOS Act’ in the Senate”, The Washington Post (5 September 2018), online: <www.washingtonpost.com> [perma.cc/NJ9J-FY37]; Allegretto et al, supra note 221 at 6 (noting that 44 per cent of workers in the restaurant and food services industry group have at least one family member enrolled in a public benefits program). 225. See Robert Greenstein, Sharon Parrott & Chye-Ching Huang “Sanders-Khanna Bill Risks Unintended Side Effects That Could Hurt Lower-Income Workers and Spur Discriminatory Hiring Practices” (5 September 2018) at 1, online (pdf): Center on Budget and Policy Priorities <www.cbpp.org> [perma.cc/D5Z6-54V5]; see also Catherine Rampell, “Tax Bezos. Help Workers. But Not Like This.”, The Washington Post (6 September 2018), online: <www.washingtonpost.com> [perma.cc/Y292-WXZK] (“the Sanders-Khanna prescription does not cure the disease. Instead, it just creates powerful incentives for companies to shaft the most powerless workers”). 226. See Greenstein, Parrott & Huang, supra note 225 at 2–3. 227. See ibid at 5.
C. Providing Jobs
Erik Brynjolfsson and Andrew McAfee, authors of The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies, advocate increasing the size of the EITC and making it universal.228× 228. See Brynjolfsson & McAfee, supra note 56 at 238. 229. See Thomas A Kochan, “Resolving America’s Human Capital Paradox: A Proposal for a Jobs Compact” (November 2011) [unpublished, archived at Massachusetts Institute of Technology DSpace@MIT] at 1–2, online: <hdl.handle.net/1721.1/69870> [perma.cc/ 230. See Thomas A Kochan, “A Jobs Compact for America’s Future”, Harvard Business Review (March 2012), online: <hbr.org> [perma.cc/5XN4-8RU5]. 231. See ibid. 232. See Eduardo Porter, “Government Must Play a Role Again in Job Creation”, The New York Times (10 May 2016), online: <www.nytimes.com> [perma.cc/SJN4-AMWR]. 233. See Chuck Marr et al, “EITC and Child Tax Credit Promote Work, Reduce Poverty, and Support Children’s Development, Research Finds” (1 October 2015) at 2, online (pdf): Center on Budget and Policy Priorities <www.cbpp.org> [perma.cc/XUG6-DRE2]. 234. See generally David Neumark, “Policy Levers to Increase Jobs and Increase Income from Work after the Great Recession” (2016) 5:6 IZA J Labor Policy 1 at 13, DOI: <10.1186/s40173-016-0064-y> [Neumark, “Policy Levers”] (noting that the EITC should be viewed primarily as a tool for increasing income from work, as its structure is inefficient as a job creation tool).
LH3D-EMD5].
Government could provide incentives to private employers to create jobs. From 1977–78, the federal New Jobs Tax Credit (NJTC) was a broad-based incentive designed to help spur recovery after a recession.235× 235. See Jeffrey M Perloff & Michael L Wachter, “The New Jobs Tax Credit: An Evaluation of the 1977-78 Wage Subsidy Program” (1979) 69:2 American Economic Rev 173. See also Neumark, “Policy Levers”, supra note 232 at 4. 236. Perloff & Wachter, supra note 235 at 179. 237. Ibid. 238. See David Neumark, “Job Creation Policies in the Great Recession” (19 March 2012) at 2, online (pdf): Federal Reserve Bank of San Francisco <www.frbsf.org> [perma.cc/ 239. See 26 USC § 51 (2017). 240. See National Conference of State Legislatures, “Job Creation Tax Credits: 50 State Table” (2013), online: National Conference of State Legislatures <www.ncsl.org> [perma.cc/MYN8-FLQE]. 241. See Neumark, “Policy Levers”, supra note 234 at 3.
C9FN-C2T2].
Government itself could directly create jobs, thus avoiding some of the inefficiency of using tax credits for private employers. Some in Congress propose reinstating the Civilian Conservation Corp (CCC), which employed about two million men between 1933 and 1942.242× 242. See John C Paige, The Civilian Conservation Corps and the National Park Service, 1933-1942: An Administrative History (Washington, DC: National Park Service, US Department of the Interior, 1985) at ch 5, online: <hdl.handle.net> [perma.cc/HM82-MJH2]. 243. See Paul J Baicich, “The US Needs a New Civilian Conservation Corps”, The Nation (25 October 2017), online: <www.thenation.com> [perma.cc/PT2K-5A8W].
D. Funding Solutions
In theory, the solutions described above could be funded in any way, whether by a robot tax, a consumption tax, a wealth tax, or simply by increasing marginal tax rates on the wealthy. However, equalizing the taxation of capital and labour income could both provide funding and assist in solving the robot jobs problem.244× 244. See e.g. Kamin, supra note 99. 245. See Mary Louise Fellows & Lily Kahng, “Costly Mistakes: Undertaxed Business Owners and Overtaxed Workers” (2013) 81:2 Geo Wash L Rev 329 at 391–99 (note that their analysis pre-dated the TCJA, which only exacerbated the problem, as described earlier). 246. Ibid at 381, citing Jeffrey Pfeffer, “Human Resources from an Organizational Behavior Perspective: Some Paradoxes Explained” (2007) 21 J Economic Perspectives 115 at 119. 247. Peter F Drucker, “Knowledge-Worker Productivity: The Biggest Challenge” (1999) 41:2 California Management Rev 79 at 79 [emphasis in original]. 248. See Fellows & Kahng, supra note 245 at 381. 249. See Lily Kahng, “Who Owns Human Capital?” (2017) 94:3 Wash UL Rev 607.
The Tax Reform Act of 1986 taxed capital and ordinary income at the same rate, raising revenue for reducing tax rates overall.250× 250. See e.g. Roberton Williams, “Tax Rates on Capital Gains”, Tax Notes (9 January 2012). 251. See e.g. Victor Fleischer, “Two and Twenty: Taxing Partnership Profits in Private Equity Funds” (2008) 83:1 NYUL Rev 1. 252. See Joel D Kuntz, “Reform: Apply Full Rates to Capital Gains Adjusted for Inflation”, Tax Notes (26 June 2017) 1869. See also Walter J Blum, “A Handy Summary of the Capital Gains Arguments” (1957) 35:4 Taxes 247 at 252–58; Noël B Cunningham & Deborah H Schenk, “The Case for a Capital Gains Preference” (1993) 48:3 Tax L Rev 319 at 344–45 (1993); Calvin H Johnson, “Taxing the Consumption of Capital Gains” (2009) 28:3 Va Tax Rev 477 at 500–07; Daniel Halperin, “A Capital Gains Preference is Not Even a Second-Best Solution” (1993) 48:3 Tax L Rev 381 at 389.
Rather than making the politically difficult change to the tax system of taxing capital gains at the same rate as ordinary income, a more limited way to achieve tax parity between robot labour and human labour would be to classify robot labour as “labour” rather than as “capital”. This would involve greater administrative complexity, as robot labour would need to be defined and earnings from such robot labour would need to be tracked through to the business owner and taxed as ordinary income. The tax shelter games facilitated by the disparity between capital and ordinary income would continue.
An even more modest solution would be to eliminate accelerated bonus depreciation and expensing provisions, which have been substantially expanded in recent years.253× 253. See 26 USC §§ 168(k), 179 (2017). For an excellent analysis of the history of accelerated depreciation, see US, Congressional Research Service, The Section 179 and Section 168(k) Expensing Allowances: Current Law and Economic Effects (RL31852) (Washington, DC: Congressional Research Service, 2018). 254. See generally Lily L Batchelder, “Accounting for Behavioral Considerations in Business Tax Reform: The Case of Expensing” (2017) New York University School of Law Working Paper at 10–12, DOI: <dx.doi.org/10.2139/ssrn.2904885> (applying economic cost recovery would generate more investment and growth than expensing, thereby raising revenue or enabling a rate cut).
Finally, taxing robots could provide revenue for job creation. While taxing robots to provide relief for humans whose jobs were lost because of automation has a pleasing symmetry, it is not a simple solution to the problem. To tax robots, one must first define robots, which can be an issue, as noted by New York University Business School professor Robert Seamans.255× 255. See Robert Seamans, “No, Robots Should Not Be Taxed”, Forbes (3 March 2017), online: <www.forbes.com> [perma.cc/TL54-UG93]. 256. See ibid. 257. See Lawrence Summers, “Robots Are Wealth Creators and Taxing Them is Illogical”, Financial Times (5 March 2017), online: <www.ft.com> [perma.cc/9JX9-9K6K]. 258. See ibid. 259. Supra note 199 at 76. 260. Ibid at 75. 261. See L Thompson, supra note 55. 262. See OECD, OECD/G20 Inclusive Framework on BEPS: Progress Report July 2017 – June 2018, (Paris: OECD, 2018), online (pdf):<www.oecd.org> [perma.cc/H8YL-MRNP] (identifying a fundamental pillar of the BEPS Action Plan as “reinforcing substance requirements in the existing international standards so that taxation occurs where economic activities take place and where value is created” at 4). 263. See L Thompson, supra note 55. 264. See Orly Mazur, “Taxing the Robots” (2019) 46:2 Pepp L Rev 277 at 302.
An article in the Economist sees the problem differently: rather than robots taking human jobs, the problem is “superstar firms” reaping outsized profits from their market power.265× 265. See “Why Taxing Robots is Not a Good Idea”, The Economist (25 February 2017), online: <www.economist.com> [perma.cc/A9M9-7RTK]. 266. Ibid.
Despite these difficulties, robot taxes have their proponents. As noted in the introduction, Bill Gates is a prominent advocate.267× 267. See Delaney, supra note 1. 268. See EC, European Parliament, Committee on Legal Affairs, Report with Recommendations to the Commission on Civil Law Rules on Robotics (2015/2103(INL)), No A8-0005/2017 (27 January 2017) at 4. 269. See Anna Massoglia, “The Rise of Robot Taxes” (29 August 2017), online (blog): Bloomberg Tax Payroll Blog <www.bna.com> [perma.cc/U32P-Y2P3] (discussing South Korea’s robot tax). 270. See Linda A Thompson, “EU Lawmakers Abandon Robot Tax Plans”, Bloomberg BNA (17 February 2017). 271. See Massoglia, supra note 269. 272. Xavier Oberson, “Taxing Robots? From the Emergence of an Electronic Ability to Pay to a Tax on Robots or the Use of Robots” (2017) 9:2 World Tax J 247 at 250, 258. 273. See ibid at 251. 274. See ibid at 254. See also Ryan Calo, “Robots in American Law” (16 March 2016) University of Washington School of Law Legal Studies Research Paper No 2016-04, online: <ssrn.com/abstract=2737598> (discussing how law might evolve in the “robotic revolution”). 275. See Oberson, supra note 272 at 258–59.
As noted previously, the US tax system contains preferences for automation. Researchers from the University of Surrey note that a robot tax could provide neutrality between automation and human workers, thereby creating the right economic signal to businesses.276× 276. See Ryan Abbott & Bret Bogenschneider, “Should Robots Pay Taxes? Tax Policy in the Age of Automation” (2018) 12:1 Harvard L & Policy Rev 145 at 152. 277. See ibid at 169. 278. See ibid at 170. 279. See ibid at 171.
Whether taxing robots is a good idea or not, it will not happen unless there is political will to do so.280× 280. See Malcolm James, “Here’s How Bill Gates’ Plan to Tax Robots Could Actually Happen”, Business Insider (20 March 2017), online: <www.businessinsider.com> [perma.cc/ 281. See Robert Shiller, “Why Robots Should Be Taxed If They Take People’s Jobs”, The Guardian (22 March 2017), online: <www.theguardian.com> [perma.cc/C64N-AP9R]. 282. See ibid.
WMJ5-BLDD]
It may be more politically acceptable, and thus sustainable, to tax the robots rather than just the high-income people. And while this would not tax individual human success, as income taxes do, it might in fact imply somewhat higher taxes on higher incomes, if high incomes are earned in activities that involve replacing humans with robots.283× 283. Ibid.
Conclusion
Powerful forces are behind the rise of automation. While few corporate executives will admit it, they want to automate as much as they can to drive short-term profits.284× 284. See e.g. Kevin Roose, “The Hidden Automation Agenda of the Davos Elite”, The New York Times (25 January 2019), online: <www.nytimes.com> [perma.cc/49DA-7NAH]. 285. See Daniel Cullen, “Why Artificial Intelligence is Already a Human Rights Issue” (31 January 2018), online (blog): Oxford Human Rights Hub <ohrh.law.ox.ac.uk> 286. See e.g. “Human Rights in the Age of Artificial Intelligence”, (last visited 17 February 2019) at 26, online (pdf): Access Now <www.accessnow.org> [perma.cc/2SFH-B2MB]. 287. See Eduardo Porter, “Tech is Splitting the U.S. Work Force in Two”, The New York Times (4 February 2019), online: <www.nytimes.com> [perma.cc/Y7SM-RQ2Z].
[perma.cc/76QK-94VW].
Similarly, the US tax system raises human rights concerns. The United Nations Special Rapporteur on extreme poverty and human rights Philip Alston visited the US in December 2017, during the consideration for the tax reform that ultimately became the TCJA. He commented that the proposed tax reforms created an “enormous impetus … to income and wealth inequality.”288× 288. UNOHCHR, Press Release, “Statement on Visit to the USA, by Professor Philip Alston, United Nations Special Rapporteur on Extreme Poverty and Human Rights” (15 December 2017), online: www.ohchr.org> [perma.cc/ZV8G-RQHU]. 289. See ibid.
This article has taken a human perspective on the issue of automation. As described, automation creates two types of problems: a revenue problem and a jobs problem. The current tax system bases revenues primarily on human wages. Sooner or later, significant tax reform will be needed to address the coming clash between revenues and automation. Taxing robots is not a fruitful avenue for tax reform. Aside from the problem of defining robots, absent a worldwide tax, the capital investment in robots would likely move to countries without a robot tax. Rather, creating parity between the taxation of capital and labour would both increase revenues and reduce tax gaming. Recent proposals to increase taxes on the super-wealthy would also generate revenue from those who have profited from automation.290× 290. See Patricia Cohen & Maggie Astor, “For Democrats Aiming Taxes at the Superrich, ‘the Moment Belongs to the Bold’”, The New York Times (8 February 2019), online: <www.nytimes.com> [perma.cc/8GU5-PVUQ].
