workers aged 22 to 25 in the most AI-exposed occupations experienced a 16% relative decline in employment after the spread of generative AI
这是一个显著的数据点，表明AI对年轻就业者产生了实质性影响。16%的相对下降幅度相当可观，特别是在控制了其他影响因素后。这一数据来自斯坦福数字经济实验室的工作论文，具有一定的学术可信度，但需要注意这是相对下降而非绝对下降。
workers aged 22 to 25 in the most AI-exposed occupations experienced a 16% relative decline in employment after the spread of generative AI
这个16%的就业下降率是文章中最关键的数据点，表明AI对年轻就业者有显著影响。这个数据来自斯坦福数字经济实验室的工作论文，具有一定可信度。然而，这是相对下降率，不是绝对数量，且仅限于AI高度暴露的职业。这一数据与整体就业稳定的趋势形成鲜明对比，说明AI的影响存在结构性差异。
Over the last 20 years the fastest-growing occupation in the US was manicurists and pedicurists. But following close behind? Compliance Officers.
这个数据点显示合规官员是美国近20年来增长最快的职业之一，仅次于美甲师。这一趋势反映了监管环境日益复杂化，企业需要更多合规人员来应对不断增加的法规要求。这一数据可信度较高，因为它是基于美国劳工统计局的官方数据，表明合规已成为一个庞大的就业领域。
New Federal Reserve research confirms what private data already suggested, that AI is killing junior coding jobs first.
美联储的研究数据证实了AI对就业市场的影响，特别是对初级编程岗位的冲击。这一发现与私营部门数据一致，增加了数据的可信度。这表明AI自动化正在从初级职位开始影响就业市场，可能加剧就业不平等。
News, A. B. C. (n.d.). COVID-19 vaccine mandates moving the needle, experts say. ABC News. Retrieved November 11, 2021, from https://abcnews.go.com/Health/covid-19-vaccine-mandates-moving-needle-experts/story?id=80928249
Long, Heather. ‘Millions of Americans Are Heading into the Holidays Unemployed and over $5,000 behind on Rent’. Washington Post. Accessed 26 February 2021. https://www.washingtonpost.com/business/2020/12/07/unemployed-debt-rent-utilities/.
Kejriwal, M., & Shen, K. (2021, March 9). Affective Correlates of Metropolitan Food Insecurity and Misery during COVID-19. https://doi.org/10.31234/osf.io/6zxfe
Heroy, Samuel, Isabella Loaiza, Alexander Pentland, and Neave O’Clery. ‘Controlling COVID-19: Labor Structure Is More Important than Lockdown Policy’. ArXiv:2010.14630 [Physics], 5 November 2020. http://arxiv.org/abs/2010.14630.
ReconfigBehSci. (2021, January 12). RT @shaunabrail: Our 4th dashboard launches today at https://t.co/tBn16KDr6h. It focuses on changes in work, revealing a range of employmen… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1349058908023873538
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/
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/
Harvard’s Chetty Finds Economic Carnage in Wealthiest ZIP Codes. (2020, September 24). Bloomberg.Com. https://www.bloomberg.com/news/features/2020-09-24/harvard-economist-raj-chetty-creates-god-s-eye-view-of-pandemic-damage
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
Andersen, M., Maclean, J. C., Pesko, M. F., & Simon, K. I. (2020). Effect of a Federal Paid Sick Leave Mandate on Working and Staying at Home: Evidence from Cellular Device Data (Working Paper No. 27138; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27138
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
Brynjolfsson, E., Horton, J. J., Ozimek, A., Rock, D., Sharma, G., & TuYe, H.-Y. (2020). COVID-19 and Remote Work: An Early Look at US Data (Working Paper No. 27344; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27344
Lockdown Accounting. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 1, 2020, from https://covid-19.iza.org/publications/dp13397/
Friedson, A. I., McNichols, D., Sabia, J. J., & Dave, D. (2020). Did California’s Shelter-in-Place Order Work? Early Coronavirus-Related Public Health Effects (Working Paper No. 26992; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w26992
Aucejo, E. M., French, J. F., Araya, M. P. U., & Zafar, B. (2020). The Impact of COVID-19 on Student Experiences and Expectations: Evidence from a Survey (Working Paper No. 27392; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27392
Granja, J., Makridis, C., Yannelis, C., & Zwick, E. (2020). Did the Paycheck Protection Program Hit the Target? (Working Paper No. 27095; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27095