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Nashville high education-attainmenl rates, should continue to be an important office market. Office-using-job migration patterns have traced a route to meuus concentrated in, but not limited to, the Soud1 and d1e intermountain West. These markets are categorized by a growing working-age population, and lower costs associated widi commercial and residential real estate, labor and taxes. 111ey generally are situated in states with less regulation. These expanding markets are experiencing self-perpetuating growd1, as popujation increases spawn demand for business and professional services, financial services, government, etc., that in turn attract more migration to fill the addjtional jobs created. Part of the migration trend is explained by the overall U.S. populalion shift to the Soudi. Many are in states widi no income tax, such as Florida, Tennessee and Texas. In adilition, companies have relocated jobs from established high-cost metros, such as Chicago, Los Angeles and New York City. These areas also are more attractive to employees because of lower-cost housing and taxes. A middle manager may earn less in Dallas d1an in Los Angeles, for example, but have more spending power and a more comfortable lifestyle. In tandem widi odier office-using jobs, financial activities jobs are migrating toward ascendant and lower-cost cities. Accorrung to NewGeography.com, a joint venture of journalist and author Joel Kotkin and Praxis Strategy Group, the top five growing markets for financial activities jobs since 2010 are: Nashville, up 24.5 percent; Dallas, 23.2 percent, Salt Lake City, 19.9 percent; Phoenix, 19.7 percent; and Charlotte, N.C., 14.2 percent. The top five growing markets for professional and business services employment since 2010 are: Nashville, up 47.2 percent; San Francisco, 45.7 percent; Austin, 42.3 percent; San Jose, 36.4 percent; and Dallas, 28.9 percent. Not all lower-cost markets are equa!jy strong for the long term. Meu os with high ancvor growing education-attainment rates and a technology focus may prove more resilient. 111is includes markets that have high or growing technology-job location quotients and host die types of jobs diat are more resistant to die d1reat of artificial intelligence and automation. ln addition, regional economic capitals and state capitals, especially those that domicile a strong university, are less susceptible ro machinery risk. These areas have attracted relatively high-paying professional and business and services jobs. This category includes Dallas-Fort Worth; Atlanta; Denver; Nashville; Austin; Raleigh; Columbus; Salt Lake City/Provo/Ogden, Utah; Charlotte; Minneapolis; and Portland. Other small-size, low-cost markets generally have lower education rates but are neverd1eless growing and atu acting office-using jobs. These meu os include Phoerux; Louisville, Ky.; San Antonio; Orlando; Tampa; and Jacksonville Comer small-size, low-cost markets tl1at have experienced a significant increase in office-using jobs, but have less-positive demographics include Kansas City, Mo.; Inruanapolis; and Pittsburgh). These metros are experiencing accelerated working-age population growth and are expected to continue to do so over d1e next decade. Featuring low-cost commercial and residential real estate, tl1ey also benefit from lower taxes and less regulation compared witl1 metros in oilier regions. These cities are particularly vulnerable, however, to the challenges of artificial intelligence, the second machine age and automation. Many of die back-office jobs in diese locations are exposed to offshoring as well. These are low-cost places - but locations in India and tl1e Philippines are even more low cost. Conclusion The office sector is facing headwinds in the form of densification, teleworking, technological advances, globalization and a very slow-growing working-age population. Top-tier metros should continue to thrive despite tl1eir high costs. Ascenda nl metros thal are technology-focused and lower cost, witli a growing, educated workingage population are outperforming, despite the aforementioned national trends. Smaller, lowercost markets with below-average educationattainment rates and growing working-age populations are attracling office-using jobs but are particularly exposed to machine1y risk.! Stewart Rubin is senior director at New York Life Real Estate Investors, an investment group within NYL Investors, a wholly owned subsidiary of New York Life Insurance Co. This article is an abridged version of a white paper published in 2016. The full paper can be accessed at hllps://www.newyorklife.com/conlent/ dam/nyl-cms-dorcom/pdfs/revtranscendent-metrostackle-office-ma rket-headwinds. pdf AMERICAS I 54 I FEBRUARY 2017