Lipson says policymakers must ask whether we’re dealing with a skills problem, a matching problem, a true lack of demand with too few entry-level jobs, or a price problem where young workers cost too much relative to expected productivity.
Validate assumptions about the true issues! The solutions are different depending on the problem.
the unemployment rate for recent college graduates rose to 5.6%, while the underemployment rate (the share of graduates working in jobs that typically do not require a college degree) reached 42.5%
纽约联储数据显示，2025年第四季度大学毕业生失业率达5.6%，未充分就业率高达42.5%，为疫情以来最高水平。这一数据表明毕业生就业市场正在恶化，42.5%的未充分就业率尤其值得关注，意味着近半数毕业生从事不需要大学学位的工作。
the unemployment rate for recent college graduates rose to 5.6%, while the underemployment rate (the share of graduates working in jobs that typically do not require a college degree) reached 42.5%
5.6%的失业率和42.5%的低就业率是衡量应届毕业生就业状况的重要指标。这一数据来自纽约联邦储备银行，具有较高的可信度。42.5%的低就业率是自疫情以来的最高水平，表明高等教育文凭的价值正在受到挑战。这些数据与AI对初级工作的影响可能相关，但文章也指出不能确定AI是唯一原因。
Entry-level roles rely less on experience and knowledge and are easier to automate. Empirical evidence suggests employment for workers aged 22–25 in highly AI-exposed jobs declined by 16% relative to similar but less-exposed roles
这一发现挑战了传统观点，即AI主要影响高技能工作。相反，研究表明AI对年轻、经验不足的工人冲击更大，这可能与入门级工作更容易自动化有关。这一反直觉的发现暗示AI可能正在改变职业发展的传统路径，对年轻一代的就业前景产生深远影响。
The integration also connects to Upwork's AI agent Uma, which helps automate parts of the hiring and execution process once a project is underway.
AI正在从单一工具演变为完整的工作生态系统，这种从招聘到执行的自动化整合展示了AI如何重塑整个工作流程。这不仅提高了效率，也可能导致传统中介角色的消失，同时创造了新的AI服务市场，值得深入思考这种转变对不同行业的影响。
A surprising number of people are now employed as model trainers, feeding their human expertise to automated systems.
这一观察揭示了AI发展中一个令人深思的悖论：人类专家正在训练AI系统来取代自己的工作。这种'自我替代'的劳动力模式可能是前所未有的，它不仅改变了就业结构，还提出了关于知识传承、专业价值定义的深刻问题。这种趋势可能加速某些领域的专业知识流失，同时创造新的权力动态。
Desmond, Matthew. Poverty, by America. 1st ed. New York: Crown, 2023. https://amzn.to/40Aqzlp
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Why do we devalue education? Is it such a commodity now that its transmission value is worth pennies on the dollar?
Is Government requirement and support for education part of what causes the devaluation of the "educational market"? If so, how would one decouple this process to increase the wages of educators? Is a capitalistic version the best way to go, or is it better to socialize it further and inject more money into it versus other choices?
Major nationwide strike forming minimum wage with variances for local consumer indices and city/state costs of living? Something which would drive competition for child care and teaching spaces? Wages that would push up the social value of education? Create a market for competition for teachers at the local level as well as between areas?
Kim. S., Koh. K., Zhang. X., (2020) Short-Term Impact of COVID-19 on Consumption and Labor Market Outcomes: Evidence from Singapore. Institute of labor economics. Retrieved from: https://covid-19.iza.org/publications/dp13354/
Fuchs-Schunder. N., Kuhn. M., Tertilt. M., (2020). The Short-Run Macro Implications of School and Child-Care Closures Institute of labor Economics. Retrieved from: https://covid-19.iza.org/publications/dp13353/
COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved October 11, 2020, from https://covid-19.iza.org/publications/dp13620/
COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved October 11, 2020, from https://covid-19.iza.org/publications/dp13640/
COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved October 11, 2020, from https://covid-19.iza.org/publications/dp13760/
COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved October 11, 2020, from https://covid-19.iza.org/publications/dp13762/
Nelson, E., & Merced, M. J. de la. (2020, October 2). September Jobs Report Shows Slowdown in Recovery. The New York Times. https://www.nytimes.com/live/2020/10/02/business/stock-market-today-coronavirus
Kolko, J. (2020, September 30). Coronavirus and US Job Postings Through Sept 25. Indeed Hiring Lab. https://www.hiringlab.org/2020/09/30/job-postings-through-sept-25/
GDP main aggregates and employment estimates for the second quarter of 2020: GDP down by 11.8% and employment down by 2.9% in the euro area. (n.d.). Retrieved September 9, 2020, from https://ec.europa.eu/eurostat/web/products-press-releases/-/2-08092020-AP
9 top real estate and proptech investors: Cities and offices still have a future. (n.d.). TechCrunch. Retrieved September 7, 2020, from https://social.techcrunch.com/2020/09/03/9-top-real-estate-and-proptech-investors-cities-and-offices-still-have-a-future/
Jed Kolko on Twitter. (n.d.). Twitter. Retrieved September 7, 2020, from https://twitter.com/JedKolko/status/1301865629591334912
GDP and employment flash estimates for the second quarter of 2020: GDP down by 12.1% and employment down by 2.8% in the euro area. (n.d.). Retrieved August 29, 2020, from https://ec.europa.eu/eurostat/web/products-press-releases/-/2-14082020-AP
Jones, S. R., Lange, F., Riddell, W. C., & Warman, C. (2020). Waiting for Recovery: The Canadian Labour Market in June 2020. IZA Discussion Paper, 13466.
Inequality in the Impact of the Coronavirus Shock: Evidence from Real Time Surveys. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 7, 2020, from https://covid-19.iza.org/publications/dp13183/
Fairlie, R. W., Couch, K., & Xu, H. (2020). The Impacts of COVID-19 on Minority Unemployment: First Evidence from April 2020 CPS Microdata (Working Paper No. 27246; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27246
Welfare States, Labor Markets, Social Investment and the Digital Transformation. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 1, 2020, from https://covid-19.iza.org/publications/dp13391/
Lowrey, A. (2020, March 31). We Need to Start Tossing Money Out of Helicopters. The Atlantic. https://www.theatlantic.com/ideas/archive/2020/03/we-need-start-tossing-money-out-helicopters/608968/
Gregory, V., Menzio, G., & Wiczer, D. G. (2020). Pandemic Recession: L or V-Shaped? (Working Paper No. 27105; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27105
Ludvigson, S. C., Ma, S., & Ng, S. (2020). Covid19 and the Macroeconomic Effects of Costly Disasters (Working Paper No. 26987; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w26987
Coibion, O., Gorodnichenko, Y., & Weber, M. (2020). Labor Markets During the COVID-19 Crisis: A Preliminary View (Working Paper No. 27017; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27017
Cowan, B. W. (2020). Short-run Effects of COVID-19 on U.S. Worker Transitions (Working Paper No. 27315; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27315
Baqaee, D., & Farhi, E. (2020). Supply and Demand in Disaggregated Keynesian Economies with an Application to the Covid-19 Crisis (Working Paper No. 27152; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27152
Cajner, T., Crane, L. D., Decker, R. A., Grigsby, J., Hamins-Puertolas, A., Hurst, E., Kurz, C., & Yildirmaz, A. (2020). The U.S. Labor Market during the Beginning of the Pandemic Recession (Working Paper No. 27159; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27159
Céspedes, L. F., Chang, R., & Velasco, A. (2020). The Macroeconomics of a Pandemic: A Minimalist Model (Working Paper No. 27228; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27228
Borjas, G. J., & Cassidy, H. (2020). The Adverse Effect of the COVID-19 Labor Market Shock on Immigrant Employment (Working Paper No. 27243; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27243
Kahn, L. B., Lange, F., & Wiczer, D. G. (2020). Labor Demand in the Time of COVID-19: Evidence from Vacancy Postings and UI Claims (Working Paper No. 27061; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27061
The Short-Term Economic Consequences of COVID-19: Exposure to Disease, Remote Work and Government Response. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 8, 2020, from https://covid-19.iza.org/publications/dp13159/
How Do We Think the COVID-19 Crisis Will Affect Our Careers (If Any Remain)?. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 8, 2020, from https://covid-19.iza.org/publications/dp13164/
Immigrant Key Workers: Their Contribution to Europe’s COVID-19 Response. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 7, 2020, from https://covid-19.iza.org/publications/dp13178/
Campello, M., Kankanhalli, G., & Muthukrishnan, P. (2020). Corporate Hiring under COVID-19: Labor Market Concentration, Downskilling, and Income Inequality (Working Paper No. 27208; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27208
Chernoff, A. W., & Warman, C. (2020). COVID-19 and Implications for Automation (Working Paper No. 27249; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27249
Montenovo, L., Jiang, X., Rojas, F. L., Schmutte, I. M., Simon, K. I., Weinberg, B. A., & Wing, C. (2020). Determinants of Disparities in Covid-19 Job Losses (Working Paper No. 27132; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27132
Coibion, O., Gorodnichenko, Y., & Weber, M. (2020). Labor Markets during the COVID-19 Crisis: A Preliminary View. IZA Discussion Paper, 13139.
Borjas, G. J., & Cassidy, H. (2020). The Adverse Effect of the COVID-19 Labor Market Shock on Immigrant Employment. IZA Discussion Paper, 13277.
The Effect of Business Cycle Expectations on the German Apprenticeship Market: Estimating the Impact of COVID-19. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13368/
Job Search during the COVID-19 Crisis. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13237/
The Short-Term Economic Consequences of COVID-19: Occupation Tasks and Mental Health in Canada. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13254/
Integrating Social Insurance and Social Assistance Programs for the Future World of Labor. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13258/
EU Jobs at Highest Risk of COVID-19 Social Distancing: Will the Pandemic Exacerbate Labour Market Divide?. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved July 29, 2020, from https://covid-19.iza.org/publications/dp13281/
Unemployment Paths in a Pandemic Economy. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved July 29, 2020, from https://covid-19.iza.org/publications/dp13294/
Reacting Quickly and Protecting Jobs: The Short-Term Impacts of the COVID-19 Lockdown on the Greek Labor Market. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved July 27, 2020, from https://covid-19.iza.org/publications/dp13516/
Labour Markets in the Time of Coronavirus: Measuring Excess. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved July 27, 2020, from https://covid-19.iza.org/publications/dp13529/
Cheng, W., Carlin, P., Carroll, J., Gupta, S., Rojas, F. L., Montenovo, L., Nguyen, T. D., Schmutte, I. M., Scrivner, O., Simon, K. I., Wing, C., & Weinberg, B. (2020). Back to Business and (Re)employing Workers? Labor Market Activity During State COVID-19 Reopenings (Working Paper No. 27419; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27419
Chodorow-Reich, G., & Coglianese, J. (2020). Projecting Unemployment Durations: A Factor-Flows Simulation Approach With Application to the COVID-19 Recession (Working Paper No. 27566; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27566
Slobin, S. (n.d.). How Remote Work Divides America. Reuters. Retrieved July 27, 2020, from https://graphics.reuters.com/HEALTH-CORONAVIRUS/USA-REMOTEWORK/xlbpgbrljvq/
Dunn, M., Stephany, F., Sawyer, S., Munoz, I., Raheja, R., Vaccaro, G., & Lehdonvirta, V. (2020). When Motivation Becomes Desperation: Online Freelancing During the COVID-19 Pandemic [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/67ptf
We live in an age of paradox. Systems using artificial intelligence match or surpass human level performance in more and more domains, leveraging rapid advances in other technologies and driving soaring stock prices. Yet measured productivity growth has fallen in half over the past decade, and real income has stagnated since the late 1990s for a majority of Americans. Brynjolfsson, Rock, and Syverson describe four potential explanations for this clash of expectations and statistics: false hopes, mismeasurement, redistribution, and implementation lags. While a case can be made for each explanation, the researchers argue that lags are likely to be the biggest reason for paradox. The most impressive capabilities of AI, particularly those based on machine learning, have not yet diffused widely. More importantly, like other general purpose technologies, their full effects won't be realized until waves of complementary innovations are developed and implemented. The adjustment costs, organizational changes and new skills needed for successful AI can be modeled as a kind of intangible capital. A portion of the value of this intangible capital is already reflected in the market value of firms. However, most national statistics will fail to capture the full benefits of the new technologies and some may even have the wrong sign
This is for anyone who is looking deep in economics of artificial intelligence or is doing a project on AI with respect to economics. This paper entails how AI might effect our economy and change the way we think about work. the predictions and facts which are stated here are really impressive like how people 30 years from now will be lively with government employment where everyone will get equal amount of payment.