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Volumn 33, Issue 8, 2014, Pages 1399-1406

Health spending slowdown is mostly due to economic factors, not structural change in the health care sector

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; CONSUMER; ECONOMIC DEVELOPMENT; EMPLOYMENT; HEALTH CARE COST; HEALTH CARE POLICY; HEALTH ECONOMICS; HEALTH MAINTENANCE ORGANIZATION; HEALTH SERVICE; HUMAN; MACROECONOMY; PRIVATE HEALTH INSURANCE; SOCIOECONOMICS; ECONOMIC RECESSION; ECONOMICS; HEALTH CARE DELIVERY; HEALTH INSURANCE; INSURANCE; ORGANIZATION AND MANAGEMENT; TRENDS; UNITED STATES;

EID: 84905977820     PISSN: 02782715     EISSN: 15445208     Source Type: Journal    
DOI: 10.1377/hlthaff.2013.1416     Document Type: Article
Times cited : (31)

References (31)
  • 1
    • 84905979992 scopus 로고    scopus 로고
    • CMS.gov Baltimore (MD): Centers for Medicare and Medicaid Services; [cited 2014 Jun 3]
    • CMS.gov. National health expenditure projections 2011-2012 [Internet]. Baltimore (MD): Centers for Medicare and Medicaid Services; [cited 2014 Jun 3]. Available from: http://www.cms.gov/Research-Statistics-Data-and-Systems/ Statistics-Trends-and-Reports/ NationalHealthExpendData/ Downloads/Proj2011PDF.pdf
    • National health expenditure projections 2011-2012 [Internet]
  • 2
    • 84905969130 scopus 로고    scopus 로고
    • Authors' calculations based on the projections in Note 1
    • Authors' calculations based on the projections in Note 1
  • 3
    • 84878079921 scopus 로고    scopus 로고
    • If slow rate of health care spending growth persists, projections may be off by $770 billion
    • Cutler DM, Sahni NR. If slow rate of health care spending growth persists, projections may be off by $770 billion. Health Aff (Millwood). 2013;32(5):841-50.
    • (2013) Health Aff (Millwood) , vol.32 , Issue.5 , pp. 841-850
    • Cutler, D.M.1    Sahni, N.R.2
  • 4
    • 84877967115 scopus 로고    scopus 로고
    • The slowdown in health care spending in 2009-11 reflected factors other than the weak economy and thus may persist
    • Ryu AJ, Gibson TB, McKellar MR, Chernew ME. The slowdown in health care spending in 2009-11 reflected factors other than the weak economy and thus may persist. Health Aff (Millwood). 2013;32(5): 835-40.
    • (2013) Health Aff (Millwood) , vol.32 , Issue.5 , pp. 835-840
    • Ryu, A.J.1    Gibson, T.B.2    McKellar, M.R.3    Chernew, M.E.4
  • 5
    • 84890898549 scopus 로고    scopus 로고
    • Kaiser Family Foundation Menlo Park (CA): KFF; 22 [cited 2014 Jun 3]
    • Kaiser Family Foundation. Assessing the effects of the economy on the recent slowdown in health spending. Menlo Park (CA): KFF; 2013 Apr 22 [cited 2014 Jun 3]. Available from: http://kff.org/health-costs/issuebrief/ assessing-the-effects-of-theeconomy-on-the-recent-slowdownin-health-spending-2/
    • (2013) Assessing the effects of the economy on the recent slowdown in health spending
  • 6
    • 84905965538 scopus 로고    scopus 로고
    • The Kaiser Family Foundation (Note 5) forecasts health spending as a function of lagged GDP growth and inflation using pre-recession data and uses its estimates of GDP growth and inflation during the recession to predict health spending. David Cutler and Nikhil Sahni (Note 3) base their predictions of health spending during the recession on a Centers for Medicare and Medicaid Services (CMS) model that also uses pre-recession data
    • The Kaiser Family Foundation (Note 5) forecasts health spending as a function of lagged GDP growth and inflation using pre-recession data and uses its estimates of GDP growth and inflation during the recession to predict health spending. David Cutler and Nikhil Sahni (Note 3) base their predictions of health spending during the recession on a Centers for Medicare and Medicaid Services (CMS) model that also uses pre-recession data.
  • 7
    • 84905996874 scopus 로고    scopus 로고
    • National trends will not bias our estimates unless regional departures from trends in health spending are correlated with the magnitude of the slowdown yet are not results of the slowdown. (In statistics parlance, "time-varying unobservable covariates" would be correlated with the magnitude of the slowdown.) One standard approach in the public economics literature for assessing this possibility is to look for substantial differences in trends prior to the recession across areas and to see whether or not trends prior to the recession are correlated with changes in the employment-to-population ratio. For example, in our setting we would be concerned if our pattern of coefficients on the quarterly variables were not flat and near zero before the recession. However, we found no such pattern
    • National trends will not bias our estimates unless regional departures from trends in health spending are correlated with the magnitude of the slowdown yet are not results of the slowdown. (In statistics parlance, "time-varying unobservable covariates" would be correlated with the magnitude of the slowdown.) One standard approach in the public economics literature for assessing this possibility is to look for substantial differences in trends prior to the recession across areas and to see whether or not trends prior to the recession are correlated with changes in the employment-to-population ratio. For example, in our setting we would be concerned if our pattern of coefficients on the quarterly variables were not flat and near zero before the recession. However, we found no such pattern.
  • 8
    • 84905972523 scopus 로고    scopus 로고
    • For example, Emmanuel Saez estimates that from 2009 to 2012, average real incomes per family for the top 1 percent of families grew by 31.4 percent, while average real incomes per family for the bottom 99 of families grew by 0.4 percent. Saez E. Striking it richer: the evolution of top incomes in the United States (updated with 2012 preliminary estimates) [Internet]. 2013 Sep 3 [cited 2014 Jun 3]. Unpublished paper
    • For example, Emmanuel Saez estimates that from 2009 to 2012, average real incomes per family for the top 1 percent of families grew by 31.4 percent, while average real incomes per family for the bottom 99 of families grew by 0.4 percent. Saez E. Striking it richer: the evolution of top incomes in the United States (updated with 2012 preliminary estimates) [Internet]. 2013 Sep 3 [cited 2014 Jun 3]. Unpublished paper. Available from: http://eml.berkeley.edu/~saez/saez-UStopincomes-2012.pdf
  • 9
    • 84905970123 scopus 로고    scopus 로고
    • The Index of Consumer Sentiment is available at University of Michigan Ann Arbor (MI): Regents of the University of Michigan; c2014 [cited 2014 Jun 3]
    • The Index of Consumer Sentiment is available at University of Michigan. Surveys of consumers [Internet]. Ann Arbor (MI): Regents of the University of Michigan; c2014 [cited 2014 Jun 3]. Available from: http:// www.sca.isr.umich.edu/tables.php
    • Surveys of consumers [Internet]
  • 10
    • 84903768719 scopus 로고    scopus 로고
    • Paper presented at: Society for Economic Dynamics annual meeting; 24; Limmasol Cyprus
    • Berger D. Countercyclical restructuring and jobless recoveries. Paper presented at: Society for Economic Dynamics annual meeting; 2012 Jun 24; Limmasol, Cyprus.
    • (2012) Countercyclical restructuring and jobless recoveries
    • Berger, D.1
  • 11
    • 84885992678 scopus 로고    scopus 로고
    • Income and health spending: evidence from oil price shocks
    • Acemoglu D, Finkelstein A, Notowidigdo MJ. Income and health spending: evidence from oil price shocks. Rev Econ Stat. 2013;95(4): 1079-95.
    • (2013) Rev Econ Stat , vol.95 , Issue.4 , pp. 1079-1095
    • Acemoglu, D.1    Finkelstein, A.2    Notowidigdo, M.J.3
  • 12
    • 84900495194 scopus 로고    scopus 로고
    • Giving mom a break: the effect of higher EITC payments on maternal health
    • Evans WN, Garthwaite CL. Giving mom a break: the effect of higher EITC payments on maternal health. Am Econ J Econ Policy. 2014;6(2): 258-90.
    • (2014) Am Econ J Econ Policy , vol.6 , Issue.2 , pp. 258-290
    • Evans, W.N.1    Garthwaite, C.L.2
  • 13
    • 15944374786 scopus 로고    scopus 로고
    • Estimating the effect of income on health and mortality using lottery prizes as an exogenous source of variation in income
    • Lindahl M. Estimating the effect of income on health and mortality using lottery prizes as an exogenous source of variation in income. J Hum Resour. 2005;40(1):144-68.
    • (2005) J Hum Resour , vol.40 , Issue.1 , pp. 144-168
    • Lindahl, M.1
  • 14
    • 72449129196 scopus 로고    scopus 로고
    • Job displacement and mortality: an analysis using administrative data
    • Sullivan D, von Wachter T. Job displacement and mortality: an analysis using administrative data. Q J Econ. 2009;124(3):1265-306.
    • (2009) Q J Econ , vol.124 , Issue.3 , pp. 1265-1306
    • Sullivan, D.1    von Wachter, T.2
  • 15
    • 0039012005 scopus 로고    scopus 로고
    • Are recessions good for your health?
    • Ruhm CJ. Are recessions good for your health? Q J Econ. 2000; 115(2):617-50.
    • (2000) Q J Econ , vol.115 , Issue.2 , pp. 617-650
    • Ruhm, C.J.1
  • 17
    • 84905981341 scopus 로고    scopus 로고
    • Two studies (Notes 15 and 16) that examined the aggregate relationship between the macroeconomy and health have found that mortality falls during recessions. This might suggest lower spending during a recession results from health status. However, Ann Stevens and coauthors (Note 16) found that these mortality changes during a recession occurred primarily among the elderly. This suggests that any confounding direct effects of the economy on health are less of a concern for our sample of nonelderly people
    • Two studies (Notes 15 and 16) that examined the aggregate relationship between the macroeconomy and health have found that mortality falls during recessions. This might suggest lower spending during a recession results from health status. However, Ann Stevens and coauthors (Note 16) found that these mortality changes during a recession occurred primarily among the elderly. This suggests that any confounding direct effects of the economy on health are less of a concern for our sample of nonelderly people.
  • 19
    • 84905977792 scopus 로고    scopus 로고
    • Some hospitals may have experienced sharp declines in endowments during our study period, which might have led to reductions in investments (see Note 18). However, this effect should not be tied to local economic conditions
    • Some hospitals may have experienced sharp declines in endowments during our study period, which might have led to reductions in investments (see Note 18). However, this effect should not be tied to local economic conditions.
  • 20
    • 84905965898 scopus 로고    scopus 로고
    • We imposed this restriction because the ACA requires insurers to allow dependents ages 19-25 to be covered through their parents' insurance, which resulted in large enrollment changes in this age group during our study period
    • We imposed this restriction because the ACA requires insurers to allow dependents ages 19-25 to be covered through their parents' insurance, which resulted in large enrollment changes in this age group during our study period
  • 21
    • 84905969794 scopus 로고    scopus 로고
    • We excluded people with a number of plan types that rarely appear in the data, such as short-term health insurance plans or indemnity plans (most indemnity plans appear to be supplemental Medicare insurance)
    • We excluded people with a number of plan types that rarely appear in the data, such as short-term health insurance plans or indemnity plans (most indemnity plans appear to be supplemental Medicare insurance)
  • 22
    • 84905977223 scopus 로고    scopus 로고
    • One limitation of the HCCI data is the lack of prescription drug expenditures for enrollees whose employers use a third-party firm to administer their prescription drug benefits. In the data these enrollees are coded as not having drug coverage
    • One limitation of the HCCI data is the lack of prescription drug expenditures for enrollees whose employers use a third-party firm to administer their prescription drug benefits. In the data these enrollees are coded as not having drug coverage.
  • 23
    • 84905982332 scopus 로고    scopus 로고
    • Alexander Ryu and colleagues (Note 4) documented a very similar pattern in spending growth changes in the large employer market during the same time period. The striking similarity in trends should alleviate some concerns when our results are extrapolated to the private health insurance market in general
    • Alexander Ryu and colleagues (Note 4) documented a very similar pattern in spending growth changes in the large employer market during the same time period. The striking similarity in trends should alleviate some concerns when our results are extrapolated to the private health insurance market in general.
  • 24
    • 84905971683 scopus 로고    scopus 로고
    • We used the employment-to-population ratio because it is not affected by decisions to enter the labor force and instead provides a local measure of changes in economic activity resulting from the slowdown. However, our results were broadly consistent with results using the local unemployment rate instead of the employment-to-population ratio
    • We used the employment-to-population ratio because it is not affected by decisions to enter the labor force and instead provides a local measure of changes in economic activity resulting from the slowdown. However, our results were broadly consistent with results using the local unemployment rate instead of the employment-to-population ratio.
  • 25
    • 79958079727 scopus 로고    scopus 로고
    • National Bureau of Economic Research Cambridge (MA): NBER; 20 [cited 2014 Jun 3]
    • National Bureau of Economic Research. Business cycle dating committee [Internet]. Cambridge (MA): NBER; 2010 Sep 20 [cited 2014 Jun 3]. Available from: http:// www.nber.org/cycles/sept2010.html
    • (2010) Business cycle dating committee [Internet]
  • 26
    • 84905972273 scopus 로고    scopus 로고
    • We winsorized the changes in the employment-to-population ratio at the 5th and 95th percentiles largely to facilitate the graphical presentation of our results. Our conclusions did not change qualitatively when we did not winsorize the variable
    • We winsorized the changes in the employment-to-population ratio at the 5th and 95th percentiles largely to facilitate the graphical presentation of our results. Our conclusions did not change qualitatively when we did not winsorize the variable.
  • 27
    • 84905986655 scopus 로고    scopus 로고
    • Our measure of the absolute change explained the majority of the variation during this time period. In particular, if we estimated our model using a twelve-month smoothed moving average of the employmentto-population ratio as the dependent variable, then our measure of the absolute change during this time period explained over two-thirds of the variation not otherwise explained by the model
    • Our measure of the absolute change explained the majority of the variation during this time period. In particular, if we estimated our model using a twelve-month smoothed moving average of the employmentto-population ratio as the dependent variable, then our measure of the absolute change during this time period explained over two-thirds of the variation not otherwise explained by the model.
  • 28
    • 84905995582 scopus 로고    scopus 로고
    • It is also possible that the changes in benefit design could lead to changes in health spending. We did not control for insurance plan type in our main regression. To the degree that the slowdown itself might have caused consumers to change to less generous insurance coverage and that this benefit design decreased health spending, this should be considered an effect of the slowdown and should not be controlled for in the regression. That said, when we did control for plan type, we obtained qualitatively similar results
    • It is also possible that the changes in benefit design could lead to changes in health spending. We did not control for insurance plan type in our main regression. To the degree that the slowdown itself might have caused consumers to change to less generous insurance coverage and that this benefit design decreased health spending, this should be considered an effect of the slowdown and should not be controlled for in the regression. That said, when we did control for plan type, we obtained qualitatively similar results.
  • 29
    • 84905979773 scopus 로고    scopus 로고
    • We used the same peak-to-trough change in the employment-to-population ratio for each time period to avoid having to determine the lag between macroeconomic changes and health spending changes.When we used a moving average of periodby-period measures of employment, we obtained similar results. Our regression also included a full set of dummies for quarter years and CBSAs
    • We used the same peak-to-trough change in the employment-to-population ratio for each time period to avoid having to determine the lag between macroeconomic changes and health spending changes.When we used a moving average of periodby-period measures of employment, we obtained similar results. Our regression also included a full set of dummies for quarter years and CBSAs.
  • 30
    • 72449151676 scopus 로고    scopus 로고
    • The consequences of mortgage credit expansion: evidence from the U S. mortgage default crisis
    • Mian A, Sufi A. The consequences of mortgage credit expansion: evidence from the U.S. mortgage default crisis. Q J Econ. 2009;124(4):1449-96.
    • (2009) Q J Econ , vol.124 , Issue.4 , pp. 1449-1496
    • Mian, A.1    Sufi, A.2
  • 31
    • 84905991843 scopus 로고    scopus 로고
    • This should not be surprising. Atif Mian and Amir Sufi (Note 30) have shown that changes in unemployment from 2007 to 2009 were strongly related to the amount of household debt relative to household income in the local economy before the recession-a variable that is unlikely to be correlated with the growth in health spending
    • This should not be surprising. Atif Mian and Amir Sufi (Note 30) have shown that changes in unemployment from 2007 to 2009 were strongly related to the amount of household debt relative to household income in the local economy before the recession-a variable that is unlikely to be correlated with the growth in health spending.


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