What I work on

Why do prices matter when comparing places?

Does a higher income mean a higher standard of living? The same income buys less in an expensive city, so anyone comparing incomes without adjusting for prices mistakes a high cost of living for a high standard of living.

The federal price index for states and cities only goes back to 2008. So I built one from the Consumer Price Index that goes back much further, to 1913 for some cities. Measured at the same prices, the ranking of places changes, and so does the evidence on which places are converging.

In Hawaiʻi

After adjusting for the cost of living, Hawaiʻi sits near the bottom of state rankings in economic outcomes and looks a lot like left-behind places.

Publications on this theme are listed below. A complete list of journal articles is on the research page. A full list of authored reports written for governments and other public audiences is on the reports page. Shorter writing for a general audience is on the commentary page.

  1. UHERO Insights cover

    Are people leaving Hawaiʻi because of high prices, or low incomes?

    Bond-Smith, S. and Schwartz, E.

    UHERO Insights, 2026

    In the pressHonolulu Star-Advertiser, West Hawaii Today, Hawaii Tribune-Herald, The Garden Island, Hawaiʻi Free Press, KHON2 News, University of Hawaiʻi News, National Today

  2. UHERO Report cover

    Beyond the price of paradise: Is Hawaiʻi being left behind?

    Bond-Smith, S. and Schwartz, E.

    UHERO Report, 2026

    Supported by the Hawaiʻi Business Roundtable

    Summary

    Hawaiʻi is one of the most desirable—and most expensive—places to live in the world. But for 23 of the past 25 years, more residents have moved to other states than new arrivals have come to the islands. Rhetoric about being “priced out” is usually tied to expensive places where otherwise thriving economies drive gentrification, rising prices, and inequality, pushing middle- and lower-income residents to leave. Hawaiʻi, however, has neither the high incomes nor the extreme inequality of those places. Instead, Hawaiʻi’s experience may more closely resemble economically distressed or “left-behind” regions—marked by stagnant productivity and limited opportunity, though typically with much lower costs of living. In Hawaiʻi’s case, a persistently high relative cost of living may even mask these structural weaknesses and the extent of its economic decline.

    So, is Hawaiʻi’s economic distress really about its high cost of living? Or is Hawaiʻi more like left-behind regions with stagnant local economies? Motivated by this puzzle, we re-examine Hawaiʻi’s economic performance by adjusting GDP per capita, per capita personal income, per capita growth, and GDP per hour worked for its high cost of living, revealing a deeper perspective that casts the “price of paradise” in a new light.

    The analysis places Hawaiʻi’s economy alongside economically distressed places rather than priced-out metros and shows that its economic distress reflects more than 30 years of lagging per capita growth and productivity, not a rising cost of living, which has remained high but relatively stable compared to other states.

    In the pressThe Wall Street Journal, SFGate, Aloha State Daily, Honolulu Civil Beat, Hawaii News Now, KITV News, Pacific Business News, Maui Now, Aloha State Daily, Kauaʻi Now, Big Island Video News, AsAmNews, Prism News, Hoodline, KHON2 News, University of Hawaiʻi News, Honolulu Star-Advertiser

  3. Papers in Regional Science cover

    Reassessing regional club convergence with income adjusted for subnational price variation

    Bond-Smith, S. and Lee, Y.

    Papers in Regional Science, 105(6), art. 100171, 2026

  4. Urban Studies cover

    Estimating a CPI-based regional price parity index for US cities

    Bond-Smith, S. and Lee, Y.

    Urban Studies, 2026

    Abstract

    Geographic price differences confound comparisons of economic performance across cities by conflating nominal urban advantages with real differences in well-being. Existing tools only partially address this problem: the Bureau of Economic Analysis publishes a Regional Price Parity (RPP) Index that represents relative price levels in US cities and states, but it is available only annually since 2008 and with a publication lag, limiting its usefulness for historical or high- frequency analysis. To address this measurement gap, we use the Consumer Price Index (CPI) for 29 US cities to construct a CPI-based RPP, enabling consistent comparisons of urban economic performance over time at constant and comparable prices. We exploit standard price-parity properties using publicly available CPI data to estimate CPI-based RPPs at a higher frequency and over longer historical horizons. This results in a CPI-based RPP for any period with published CPI data, as far back as 1913 in some cities to the most recent observations. By separating nominal urban advantages from cost-of-living differences, the index allows researchers to reassess claims about urban well-being, affordability, and the real returns to agglomeration. We demonstrate the index by examining long-run regional price dynamics and comparing real per capita GDP and real per capita personal income across cities at constant and comparable prices.