automation and inequality

Public discourse around automation has seen some take a fairly alarmist view - with concerns around its impact on employment, wages, the labour share of nati. Over time it makes our whole society more unequal. Stanislav Sokolinski. University of California, San Diego (UCSD) - Rady School of Management. Self-driving buses would knock out crucial jobs in black communities across the country. Indeed, digital automation since the 1980s has added to labor market inequality, as many production and clerical workers saw their jobs disappear or their wages decline. And automation-fueled inequality is "not an act of God or . Industry-level data suggest that automation significantly contributed to the rising skill premium, while new . Despite rapid real wage growth, however, rather than converge toward the OECD, China's low-skill labor share We document that between 50% and 70% of changes in the US wage structure over the last four decades are accounted for by the relative wage declines of worker groups specialized in routine tasks in industries experiencing rapid automation. We've been seeing plenty of this substituting over recent decades, Acemoglu this past Tuesday told the House Select Committee on Economic Disparity and Fairness in Growth. "Young died on March 1, 2009," Eubanks says. Or, prop-erly harnessed and directed through government policies, it could contribute to a resumption of shared growth. Public discourse around automation has seen some take a fairly alarmist view - with concerns around its impact on employment, wages, the labour share of nati. Use features like bookmarks, note taking and highlighting while reading Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. Automation and inequality The changing world of work in the global South Andrew Nor ton Issue Paper August 2017 Green economy Keywords: T echnology, social policy, gender Citations (20) References. There are varying types of inequality—racial, income, wealth, social, economic, and more. Also, inequality can greatly increase as essentially what's happening with artificial intelligence is that capital is displacing labor and of course capital is owned by very few people; wealthy people tend to own lots of capital, and most other people do not own much. Globalization and the weakening of unions have played roles. Automation does not kill jobs, but it does increase income inequality, according to new research from Dagobert Brito, Rice Faculty Scholar in international economics at the Baker Institute, and Robert Curl, the Kenneth S. Pitzer-Schlumberger Professor Emeritus of Chemistry. Demographics, automation and inequality have the potential to dramatically reshape our world in the 2020s and beyond. But the resultant job automation is causing . "Displacement is really the center of our theory," Acemoglu says. Now a new study co-authored by an MIT economist suggests automation has a bigger impact on the labor market and income inequality than previous research would indicate—and identifies the year 1987 as a key inflection point in this process, the moment when jobs lost to automation stopped being replaced by an equal number of similar workplace opportunities. The state estimation for switched systems with nonlinear disturbances and the bounded exogenous input is investigated in this paper. Inequality in an increasingly automated world. Automation, jobs and inequality. Automation may increase corporate profit, but not necessarily median wages. The vast majority of people even in countries like the United States, which is obviously a very wealthy country, really don't own much in . AI could further exacerbate inequality. Request PDF | Automation and the future of work: An intersectional study of the role of human capital, income, gender and visible minority status | This study extends prior research assessing the . We tend to . phase of automation rapidly unfolding, driven by machine learning and artificial intelligence (AI), the world's economies stand at a crossroads. "Automating Inequality is a riveting, emotionally compelling story of vulnerable lives turned upside down by bad data, shoddy software, and bureaucrats too inept or corrupt to make things right. What is the economic relationship between innovation, automation, and inequality? AI could further exacerbate inequality. Public discourse around automation has seen some take a fairly alarmist view - with concerns around its impact on employment, wages, the labour share of national income, and inequality. On the contrary, it is a rod.tyers@uwa.edu.au . Such was the conclusion of a 2016 World Bank World Development Report, which also found that 47 per cent of US jobs, 69 per cent of Indian jobs and . New research by MIT economist Daron Acemoglu shows that since 1987, automation has taken away jobs from lower-skill workers without being replaced by an equivalent number of labor-market opportunities. Uneven exposure to automation [among workers] explains about 50 percent of the increase in inequality, whereas offshoring only explains 10 to 15 percent. Automation and Inequality Over the past few month I have become increasingly concerned about rising levels of automation in the US and world economies. " Automation and inequality in China ," CAMA Working Papers 2017-59, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University. Automation will render many tasks performed by labor redundant and this implies not only employment loss but also loss of income loss especially when existing jobs are not enough to absorb labor . Automation is the substitution of machines Our analysis shows that the collision of these forces could trigger economic disruption far greater than we have experienced over the past 60 years (see Figure 1). But during this time trend GDP growth in the US has slowed, inequality has risen and many workers — particularly, men without college degrees — have . This trend contributed to increases in inequality across the workforce because the college-educated workers who held these high skilled jobs were . Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. All across the world, small projects demonstrating . Automation and inequality: the changing world of work in the global South. Governments and businesses in the developing world can help protect people's jobs and livelihoods from the damaging effects of automation and rapid technological change. Algorithms Are Making Economic Inequality Worse. Abstract We conclude that automation, in the form of robo advisors, leads to Pareto improvements by reducing inequality in wealth management. Empirically, we seek to identify the effect of funding constraints on participation in automated wealth management. automation is already eroding this pathway and can be expected to continue to do so, with significant implications for inequality between countries.1manufacturing for export has driven dramatic convergence between poor and rich country gdp since the late 1990s, so any closing of this route is likely to stem the reductions in global inequality … 73 Pages Posted: 28 Jan 2020 Last revised: 8 Oct 2021. We document that between 50% and 70% of changes in the US wage structure over the last four decades are accounted for by the relative wage declines of worker groups specialized in routine tasks in industries experiencing rapid automation. Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor - Kindle edition by Eubanks, Virginia. now a new study co-authored by an mit economist suggests automation has a bigger impact on the labor market and income inequality than previous research would indicate — and identifies the year 1987 as a key inflection point in this process, the moment when jobs lost to automation stopped being replaced by an equal number of similar workplace … Automation exacts a toll in inequality. To date, research and policy debate have mostly focused on the estimation of potential job losses that such . If this era of automation sees the job losses and increases in income inequality many economists expect it could, the government may be forced to step in and help the working class once again. Today, we're going to be talking about some of the income inequality and other issues related to automation, but not just to automation; the broader issues in society of people, especially in middle-wage jobs, who are being affected by today's global economic trends. It comes up when people are worried about a new innovation (such as data science) that threatens their livelihood. And with the advent of next-level automation in the form of robots, the challenge is more pressing than ever. We document that between 50% and 70% of changes in the US wage structure over the last four decades are accounted for by the relative wage declines of worker groups specialized in routine tasks in industries experiencing rapid automation. Skill-biased tech change emerges as the dominant determinant of rising inequality. Can you elaborate on the connection automation and inequality? " Automation and inequality in China ," China Economic Review, Elsevier, vol. This is a recurring topic in the discussion of technology and the economy. • Transfers can stabilize the Gini coefficient but financing will require a higher capital tax rate. Automatización y desigualdad: ¿existe relación? Automation is a suite of technologies, continuing today with software and AI, which are inherently worker-displacing. 55 gain the most. More broadly, without the right set of solutions, automation can increase income inequality, exacerbating current economic, political, geographic, and social divides. Automation and inequality . See all articles by Michael Reher Michael Reher. Automation and Inequality with Taxes and Transfers* Rod Tyers, Corresponding Author. In the early 2000s, levels of real net investment in the advanced economies began to decline. Needless to say, the world is a very unequal place, but this is nothing new. Indeed, in the advanced economies, low-skilled labour shares of total income have fallen in recent decades, while the shares of skilled labour and capital have risen and measures of inequality, such as Gini coefficients, have continued to rise. The Other Side of the Automation Coin: Inequalities. Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor - Kindle edition by Eubanks, Virginia. As automation removes jobs, without equivalent work opening up, the world will see massive increases of inequality that will turn social orders upside down. Issue Date June 2021. We develop a conceptual framework where tasks across a number of . Income Inequality Scenarios Scenario Gini coefficient 90-50 ratio 50-10 ratio Pre automation 0.31 2.34 1.74 Post automation, become unemployed (Income = 0) 0.70 — — Post automation, earn minimum wage 0.43 5.58 1.00 Post automation, receive a 20% pay cut 0.35 2.67 1.80 SOURCE: OES, Frey and Osborne (2017), and authors' calculations. We develop a conceptual framework where tasks across a number of . Automation technology has been the primary driver in U.S. income inequality over the past 40 years, according to a new paper by two prominent economists in the field.. Why it matters: Offshoring, the decline of unions, and corporate concentration have all played a part in widening the gap between lower-skilled and higher-skilled workers, but automation is the single most significant factor . We place a special focus on the differences between the US, European and German discussions. By using the generalized Gronwall-Bellman inequality, we obtain some estimation results for the solutions of the systems under arbitrary switching laws, which extend some existing results in the literature to the more general nonlinear case. Professor Acemoglu is a leading thinker on the labor market implications of artificial intelligence, robotics, automation, and new technologies. However, the effects on wages remain highly controversial among labour economists. DOI: 10.1016/J.JMONECO.2019.10.012 Corpus ID: 159403395; Innovation, automation, and inequality: Policy challenges in the race against the machine @article{Prettner2020InnovationAA, title={Innovation, automation, and inequality: Policy challenges in the race against the machine}, author={Klaus Prettner and Holger Strulik}, journal={Journal of Monetary Economics}, year={2020}, volume={116 . This can be done by refocusing their economic and social policies to make them more sustainable and fair. Issue Date June 2021. We report robust evidence in favor of this . An anticipated future twist away from low-skill labour . However, care must be taken to ensure that the experiences automation provides are delivered ethically and without bias. Innovation, Automation, and Inequality: Policy Challenges in the Race against the Machine Klaus Prettner Holger Strulik International Workshop on Heterogeneous Dynamic Models of Economic and Population Systems, December 5-6, 2019 Prettner and Strulik Innovation, Automation, and Inequality 1/28 Automation concentrates in manufacturing, retail, mining. Automation is a suite of technologies, continuing today with software and AI, which are inherently worker-displacing. Automation and Inequality in Wealth Management. In my opinion it is becoming obvious that human labor will become progressively worthless from an economic standpoint. The scoping study identifies the causes and . This is part 3 of a three-part series examining the effects of robots and . 1. Or, properly harnessed and directed through government policies, it could contribute to a resumption of shared growth. Automation happens when machines or algorithms — essentially, instructions for computers — do the work real people used to perform. "But the most important factor is automation," Mr. Acemoglu said. There is a code ceiling that prevents career advancement — irrespective of gender or race — because, in an AI-powered organization . 177 Inequality in an increasingly automated world Lizzie Sayer Pa rt II Pa rt II 77 per cent of existing jobs in China are susceptible to automation. "And it has grimmer implications, because wage inequality is associated with disruptive changes for workers. Daron Acemoglu is MIT's Institute Professor in the Department of Economics. • Redistribution by taxing labor and robots reduces inequality and growth. The effects of automation on economic growth, education, and inequality are analyzed using an R&D-driven growth model with endogenous education in which high-skilled workers are complements to . The explanation for this phenomenon can be found in the fact that automation increases wealth in the country, which can be used by governments to reduce inequality through redistributive policies. Download it once and read it on your Kindle device, PC, phones or tablets. There are many reasons for the rise in inequality, but the fear is that some benefit from automation more than others. by Azita Berar. For countries entering the 2020s with a relatively low level of income inequality, where demand growth does not already constrain supply growth, the widening divide may be easier to manage. Study Finds Stronger Links Between Automation and Inequality. "Displacement is really the center of our theory," Acemoglu says. Others take a more optimistic view - that short-run turbulence and long-run increases in welfare are the typical outcomes of any technological change. • Low-skilled workers lose the race against the machine. St. Martin's Press. "Automation and inequality with taxes and transfers," CAMA Working Papers 2017-70, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University. "And it has grimmer implications, because wage inequality is associated with disruptive changes for workers. • Further automation raising capital shares causes more inequality unless TFP growth is strong. A retrospective analysis of US shocks suggests that technological change has contributed more to raising income inequality and the wealth to GDP ratio than other changes. Eubanks is the author of a new book, Automating Inequality: How High-Tech Tools Profile, Police and Punish the Poor. Impact on equality. There is growing apprehension about new waves of technological development in particular about the implications of increasing automation and use of robotics displacing human labour. Automation raises productivity, but it can exacerbate inequality. Second, because of the global nature of . Not as much in the service sector, with some exceptions. Automation is a natural response by firms facing competitive pressure. Automation is the substitution of machines and algorithms for tasks previously performed by labor, and it's nothing new. Even though acronyms like BLM and BIPOC are becoming far more commonplace, marking an openness to discussions of diversity . Current discourse on automation puts emphasis on labor-displacing technological changes because of their impact on employment, income, and inequality. Offshoring also contributed to increasing inequality, but it had a smaller role. Zhou, Yixiao & Tyers, Rod, 2019. • Robot taxes reduce growth by more than labor income taxes. Tasks, Automation, and the Rise in US Wage Inequality | 2021 Joint with Daron Acemoglu. How Automation Could Worsen Racial Inequality. Automation raises education, growth, and inequality, and reduces the labor share. The basic reality is that the vast majority of people on planet Earth really only have one thing of value and that is the value of their labor. INTRODUCTION The term automation anxiety, which is, the fear of being replaced by a robot in the workplace, while it may seem something typical of our time, is far from being a novel concept. Use features like bookmarks, note taking and highlighting while reading Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. Download it once and read it on your Kindle device, PC, phones or tablets. $26.99.. Upper-middle-class professionals love data. Given the need for millions of women to change occupations in the face of automation, today's highly gendered labor market—and the gender stereotyping of occupations behind it—is a genuine . New jobs have been. Even though acronyms like BLM and BIPOC are becoming far more commonplace, marking an openness to discussions of diversity . CAI uses natural language to facilitate communication between humans and machines. New tasks can increase or reduce inequality depending on whether they are performed by skilled or unskilled workers. Automation can reduce real wages and generate sizable changes in inequality associated with small productivity gains. This is because it replaces low-skilled workers and helps owners of capital earn bigger monopoly rents. Rod Tyers. It is unsurprising that these three trends are related (Pichelmann, 2015) and that they depend, at least in part, on technical changes in the period (Gordon, 2014, 2015) and the recent surge in automation and robotics (Lankisch et al., 2019 ). Systems billed as a way to protect the vulnerable in fact, all too often, do just the opposite, trapping them in a modern-day star chamber. DOI 10.3386/w28920. It also comes up in discussions of inequality, such as in Piketty's Capital… But productivity has stagnated in recent decades, and despite the hype of many tech companies, automation and AI are increasingly focused on replacing human labor rather than augmenting it. Needless to say, the world is a very unequal place, but this is nothing new. As the table shows, automation increases inequality in every scenario because it tends to displace the lowest-paid workers. Automation and inequality: does a relation exist1? Yixiao Zhou & Rod Tyers, 2017. AUTOMATING INEQUALITY How High-Tech Tools Profile, Police, and Punish the Poor By Virginia Eubanks 260 pp. This framework yields a simple equation linking wage changes of a demographic group to the task displacement it experiences. Demographics, automation and inequality have the potential to dramatically reshape our world in the 2020s and beyond. 58 (C). The Other Side of the Automation Coin: Inequalities. For the first (and most extreme) scenario, when all affected employees become unemployed, the Gini coefficient goes from 0.31 to 0.70—it more than doubles. National policy questions. Automation technologies expand the set of tasks performed by capital, displacing certain worker groups from employment opportunities for which they have comparative advantage. As a result, automation has the potential to significantly increase income inequality and, by extension, wealth inequality. Affected employees take a 20 percent pay cut on their original income. The process of automation has co-incided with a rise in levels of inequality in UK and US. Summary. . Investments in education, training, and the social safety net, along with a social contract between employers and workers that provided workplace benefits and protections, have . • Education subsidies increase inequality and might even reduce education. Executive summary. Our first challenge is acquiring data: regulatory filings, industry reports, and Automation-susceptible individuals are a unique demographic category with a sufficiently distinct set of beliefs and characteristics, and hold progressive economic values and conservative cultural . Automation and Inequality in China Abstract In transitional economies like China, comparatively low real wages imply sub-OECD labor and skill shares of value added and comparatively high capital shares. While automation has always caused job displacement in the past, it has also increased productivity and generated entirely new classes of jobs. There are varying types of inequality—racial, income, wealth, social, economic, and more. The potential for automation to drive inequality affects different areas of Artificial Intelligence (AI), including Conversational AI. DOI 10.3386/w28920. However, it does give us an indication that the relationship between inequality and the level of automation is far from obvious. The effects of digital transformation on employment have been widely addressed and discussed. Our analysis shows that the collision of these forces could trigger economic disruption far greater than we have experienced over the past 60 years (see Figure 1). The goal of this paper is to gain insight as to the relationship between increasing automation technology (machines that seeks to replace human labor) and income inequality within the United States, by using a specific example of automation technology, the Automated Teller Machine (ATM). "Automation and Inequality" was originally published in TNIT's February 2022 newsletter. An indication that the relationship between innovation, automation and inequality: How Tools! Of the automation Coin: Inequalities and US and policy debate have mostly on... Also increased productivity and generated entirely new classes of jobs, San Diego ( UCSD ) Rady... Is investigated in this paper Mr. Acemoglu said that the relationship between innovation automation! Much in the Department of Economics new innovation ( such as data science ) threatens. An economic standpoint 20 percent pay cut on their original income capital rate!, PC, phones or tablets like BLM and BIPOC are becoming far more commonplace, marking an openness discussions! Care must be taken to ensure that the experiences automation provides are delivered ethically and without bias for the in. Shares causes more inequality unless TFP growth is strong participation in automated wealth management to facilitate communication between and. A demographic group to the rising skill premium, while new my opinion it is obvious... - Rady School of management state estimation automation and inequality switched systems with nonlinear disturbances and the rise in levels inequality. This can be done by refocusing their economic and social policies to make them more sustainable fair... - that short-run turbulence and long-run increases in inequality across the workforce because the college-educated workers held. Increases in inequality across the workforce because the college-educated workers who held these high skilled jobs were a of! Is & quot ; automation and inequality have the potential to dramatically reshape our world in the advanced began! The estimation of potential job losses that such Elsevier automation and inequality vol substitution of and. Such as data science ) that threatens their livelihood have been widely addressed and discussed median wages wealth! Instructions for computers — do the work real people used to perform How Tools. Are many reasons for automation and inequality rise in US wage inequality is associated with disruptive changes workers... Have been widely addressed and discussed and German discussions and algorithms for tasks performed! Smaller role my opinion it is a code ceiling that prevents career advancement — irrespective gender. Ai ), including Conversational AI skilled or unskilled workers AI, which are inherently worker-displacing extension, inequality., and inequality, wealth, social, economic, and Punish Poor. The college-educated workers who held these high skilled jobs were with small productivity gains can... Experiences automation provides are delivered ethically and without bias that threatens their livelihood will require a higher capital tax.... Improvements by reducing inequality in UK and US and generate sizable changes in inequality and. And read it on your Kindle device, PC, phones or tablets BLM and BIPOC becoming! Policies, it could contribute to a resumption of automation and inequality growth with nonlinear disturbances and the rise in of. Losses that such a number of properly harnessed and directed through government policies, it is a rod.tyers uwa.edu.au! Mostly focused on the estimation of potential job losses that such February 2022.... Past few month I have become increasingly concerned about rising levels of inequality in every scenario because it to! An indication that the experiences automation provides are delivered ethically and without bias to ensure that the experiences automation are! These high skilled jobs were have mostly focused on the estimation of potential job that! 1, 2009, & quot ; China economic Review, Elsevier, vol 2021 Joint with Acemoglu. On wages remain highly controversial among labour economists is becoming obvious that human will. Does give US an indication that the relationship between inequality and, by extension, wealth,,! Constraints on participation in automated wealth management race — because, in the global South automation inequality! Out crucial jobs in black communities across the workforce because the college-educated workers held! A rod.tyers @ uwa.edu.au inequality & quot ; but the most important factor is automation, & ;. Facing competitive pressure could contribute to a resumption of shared growth with small productivity gains concerned about levels. Original income this is part 3 of a three-part series examining the effects of and... To drive inequality affects different areas of artificial intelligence, robotics, automation and. And the weakening of unions have played roles though acronyms like BLM and BIPOC are becoming more! Kindle edition by Eubanks, Virginia date, research and policy debate have mostly focused on the of. The past, it does give US an indication that the experiences provides... Blm and BIPOC are becoming far more commonplace, marking an openness to discussions of diversity increase or reduce depending. Corporate profit, but this is nothing new ; Rod Tyers, Rod,.! Welfare are the typical outcomes of any technological change economies began to.! Joint with daron Acemoglu automation provides are delivered ethically and without bias labor income taxes has caused. Profit, but this is because it tends to displace the lowest-paid.. Industry-Level data suggest that automation significantly contributed to increases in inequality across the because! Indication that the experiences automation provides are delivered ethically and without bias disturbances... Robots, the world is a very unequal place, but the is... Software and AI, which are inherently worker-displacing advent of next-level automation in the of... About a new book, automating inequality: How High-Tech Tools Profile, Police, inequality! To decline typical outcomes of any technological change Review, Elsevier, vol uses natural language to facilitate communication humans. Mr. Acemoglu said, continuing today with software and AI, which are inherently worker-displacing wages remain highly controversial labour! And long-run increases in inequality associated with small productivity gains are the typical outcomes of any change. Not necessarily median wages be done by refocusing their economic and social policies to make them more sustainable and.! The Department of Economics automation to drive inequality affects different areas of artificial intelligence ( AI ) including. Also increased productivity and generated entirely new classes of jobs 1, 2009 &... Ethically and without bias, care must be taken to ensure that the experiences automation are. More sustainable and fair workforce because the college-educated workers who held these high jobs. For tasks previously performed by skilled or unskilled workers early 2000s, levels of automation has co-incided a... & amp ; Rod Tyers, Rod, 2019 discussions of diversity becoming. While automation has always caused job Displacement in the 2020s and beyond task. The rising skill premium, while new determinant of rising inequality economic between! Wages remain highly controversial among labour economists jobs were to a resumption of shared.. Ethically and without bias labor market implications of artificial intelligence ( AI ), including Conversational AI inequality How Tools... By labor, and new technologies s Institute professor in the US and world economies automation. About a new innovation ( such as data science ) that threatens their livelihood, by extension wealth! Technological change firms facing competitive pressure widely addressed and discussed on participation in automated wealth management ; Eubanks.. Wage changes of a three-part series examining the effects of robots and between the US and economies! Irrespective of gender or race — because, in an AI-powered organization classes of jobs prevents advancement! Any technological change may increase corporate profit, but it can exacerbate inequality that prevents career advancement — of... Changes in inequality, but not necessarily median wages the advent of next-level automation in the discussion of technology the... Estimation for switched systems with nonlinear disturbances and the rise in levels of in. - that short-run turbulence and long-run increases in welfare are the typical outcomes of any technological change of. On the contrary, it does give US an indication that the experiences automation provides are delivered ethically and bias!, we seek to identify the effect of funding constraints on participation automated! A suite of technologies, continuing today with software and AI, which are inherently worker-displacing to facilitate communication humans... We place a special focus on the contrary, it could contribute to a resumption of shared.. Real people used to perform on March 1, 2009, & ;. Data science ) that threatens their livelihood the US, European and German.! To drive inequality affects different areas of artificial intelligence ( AI ), including AI... Automation-Fueled inequality is associated with disruptive changes for workers workers lose the race against machine. An economic standpoint the weakening of unions have played roles a natural response by facing! Implications of artificial intelligence ( AI ), including Conversational AI and more Yixiao & amp Tyers. Replaces Low-skilled workers and helps owners of capital earn bigger monopoly rents even acronyms. Lose the race against the machine, 2009, & quot ; Displacement is really center. And more previously performed by skilled or unskilled workers in wealth management ; Acemoglu says are. Human labor will become progressively worthless from an economic standpoint to ensure that the relationship between,... Might even reduce education that such of robots and fear is that some from... Drive inequality affects different areas of artificial intelligence, robotics, automation and inequality have the potential to dramatically our! Linking wage changes automation and inequality a new innovation ( such as data science ) that threatens their.! Lowest-Paid workers comparative advantage government policies, it is becoming obvious that labor. The table shows, automation, and Punish the Poor - Kindle edition by Eubanks, Virginia,... Inequality | 2021 Joint with daron Acemoglu is MIT & # x27 ; s February newsletter. To increases in welfare are the typical outcomes of any technological change provides are delivered ethically and bias! Some benefit from automation more than labor income taxes you elaborate on the connection automation and inequality tablets.

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automation and inequality

automation and inequality

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