State-Level Variations in Hospital Expenditures: An Application of Spatial Regression

Srimoyee Bose, Tesfa G. Gebremedhin, Usha Sambamoorthi

Abstract


Hospitalizations have resurfaced as one of the primary concern for the United States healthcare system and the health planners due to their increasing share of total medical expenses, illness and mortality problems. Approximately, 30-38% of the total healthcare costs is due to hospitalizations. While there are many reasons for hospitalization, an estimated 25% to 40% of all admissions are for treating alcohol-related complications. Furthermore, it is plausible that the hospital spending in one state can affect the hospital expenditures of the neighboring states. This is because 1) hospital prices, practices and policies of the adjacent states influence the hospital expenditures of one state, and 2) presence of hospital facilities in a Hospital Referral Region (HRR) which serve patients across state lines. Therefore, using a Spatial Durbin Fixed Effect Model, this paper examines the state-level variations in hospital expenditures. This research used panel data from 2000 through 2009, extracted from publicly available data files.

 

Results highlighted that rate of binge drinking, the total number of hospital beds and hospitals per 1,000 residents, the unemployment rate, the percentage of African-Americans, proportion of active physicians and state gross domestic product (GDP) had positive impacts on its neighboring states’ rates of hospital expenses. Moreover, the increasing rate of male population, Hispanic population and the rate of un-insurance of a state had adverse impacts on its own rate of hospital costs but positive effects on its bordering states’ rate of hospital spending.

 


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References


American Hospital Association (AHA). The Cost of Caring. Sources of Growth in Spending for Hospital Care. Washington D.C. 2005. www.aha.org. Accessed on 20th June, 2015.

American Hospital Association (AHA) Resource Center. What’s the average charge for a hospital stay? Washington D.C. 2012. https://aharesourcecenter.wordpress.com/2012/03/13/whats-the-average-charge-for-a-hospital-stay/. Accessed on 15th June, 2015.

Anderson GF, Bai G. Some Hospitals Marking Up Prices More Than 1,000 Percent. 2015. http://www.jhsph.edu/news/news-releases/2015/some-hospitals-marking-up-prices-more-than-1000-percent.html. Accessed on 15th June, 2015.

Anselin L. Spatial Econometrics: Methods and Models. Kluwer Academic Publishers, Dordrecht; 1988.

Anselin L, Gallo J, Jayet, H. Spatial Panel Econometrics. In L. Matyas and P. Sevestre (Eds.). The Econometrics of Panel Data, Fundamentals and Recent Developments in Theory and Practice. (3rd Edition). Berlin, Springer-Verlag; 2008. p. 627-662.

Anselin, L. An Introduction to Spatial Regression Analysis in R. University of Illinois, Urbana-Champaign. 2003. http://labs.bio.unc.edu/Buckley/documents/AnselinIntroSpatRegres.pdf. Accessed on 22nd June, 2015.

Braveman P, Gruskin S. Defining equity in health. Journal of Epidemiology and Community Health. 2003; 57(4): 254-258.

Baicker K, Chandra A, Skinner J. Saving Money or Just Saving Lives? Improving the Productivity of US Health Care Spending. Annual Review of Economics. 2012; 4: 33-56.

Baltagi BH,Yen YF. Hospital Treatment Rates and Spill-over Effects: Does Ownership Matter? Regional Science and Economics. 2014; 49:193-202.

Beer C, Riedl A. Modeling Spatial Externalities: A Panel Data Approach. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1397106. 2010. Accessed on 22nd June, 2015.

Bertakis KD, Azari R, Helms LJ, Callahan EJ, Robbins JA. Gender differences in the utilization of health care services. Journal of Family Practice. 2000; 49(2):147-52.

Bonu S, Rani M, Peters DH, Jha P, Nguyen S. Does use of tobacco or alcohol contribute to impoverishment from hospitalization costs in India? Health Policy and Planning. 2005; 20(1): 41–49.

Bopp AE, Cebula RJ. State Variations in Hospital Expenditures: An Ecological Approach. International Advances in Economic Research. 2009;15: 226-232.

Bose S. Determinants of Per Capita State-Level Health Expenditures in the United States: A Spatial Panel Approach. Journal of Regional Analysis and Policy.2015;45(1) :93-107.

Bouchery EE, Harwood HJ, Sacks JJ, Simon CJ, Brewer RD. Economic costs of excessive alcohol consumption in the United States 2006.American Journal of Preventive Medicine. 2011; 41: 516–24.

Cameron KA, Song J, Manheim LM, Dunlop DD. Gender Disparities in Health and Healthcare Use among Older Adults. Journal of Women’s Health. Larchmt. 2010; 19(9): 1643–1650.

Centers for Disease Control and Prevention (CDC). Fact Sheets - Alcohol Use and Your Health. http://www.cdc.gov/alcohol/fact-sheets/alcohol-use.htm. Accessed on 20th July, 2014.

Centers for Disease Control and Prevention. Alcohol-Related Disease Impact (ARDI). Atlanta, Georgia. http://nccd.cdc.gov/DPH_ARDI/default/default.aspx. Accessed on 15th February, 2015.

Center for Medicare and Medicaid Services 2013. http //www cms gov/Research-Statistics-Data-and-Systems/Statistics-Trends-and-Reports/NationalHealthExpendData/downloads/highlights pdf. Accessed on 12th April, 2015.

Centers for Disease Control and Prevention. Vital Signs. Atlanta. Georgia. 2012. http://www.cdc.gov/vitalsigns/bingedrinking/. Accessed on 2nd May, 2015.

Centers for Disease Control and Prevention. Women are 100% more likely than men to seek preventative health care Utilization of Ambulatory Medical Care by Women: United States, 1997-98. National Center for Health Statistics: Vital and Health Statistics. 2001; 13(149).

Centers for Medicare and Medicaid Services. Health Expenditures by State of Residence. 2011. http://www.cms.gov/NationalHealthExpendData/downloads/resident-state-estimates.zip. Accessed on August 15th, 2014.

Centers for Medicare and Medicaid Services: http://www.cms.gov/Research-Statistics- Data-and-Systems/Statistics-Trends-and-Reports/NationalHealthExpendData/Downloads/res-tables.pdf. Accessed on July 2nd 2014.

Chenet L, Mckee M, Leon D. Alcohol and cardiovascular mortality in Moscow: New evidence of a causal association. Journal of Epidemiology and Community Health. 1998; 52:772-774.

Cryer PC, Jenkins LM, Cook AC, Ditchburn JS, Harris CK, Davis AR, Peters TJ. The Use of Acute and Preventative Medical Services by a General Population: Relationship to Alcohol Consumption. Addiction. 1999; 94(10): 1523–32.

Cook PJ. Paying the Tab: The Costs and Benefits of Alcohol Control.Census Bureau for the National Epidemiologic Survey on Alcohol and Related Conditions. Princeton Univeristy press. Princeton, NJ; 2007.

Cuckler G, Martin A, Whittle L, Heffler S, Sisko A, Lassman D, Benson J. Health spending by state of residence, 1991-2009. Health Affairs. 2011; 1(4):1-31.

Elhorst JP. Matlab Software for Spatial Panels .International Regional Science Review. 2014; 37(3):389-405.

Ellen B, Simon C. Economic Costs of Excessive Alcohol Consumption in the United States, 2006, the Centers for Disease Control and Prevention and the National Foundation for the Centers for Disease Control and Prevention, the Lewin Group Hendrick Harwood, NASADAD.; 2013.

Fisher ES, Wennberg DE, Stukel TA, Gottlieb DJ. Variations in the longitudinal efficiency of academic medical centers. Health Affairs. 2004; 23:19-32.

Fournier GM, Mitchell JM. Hospital Costs and Competition for Services: A Multiproduct Analysis. The Review of Economics and Statistics. 1992; 74(4):627-634.

Gary AZ, Jeremy WB, Thomas FB, John CHB. Alcohol Drinking Patterns and Health Care Utilization in a Managed Care Organization. Health Services Research. 2004; 39(3): 553-570.

Gilmer, TP, Kronick RG. Differences in the volume of services and in prices drive big variations in Medicaid spending among US states and regions. Health Affairs. 2011; 30(7): 1316-1324.

Glass AJ, Kenjegalieva K, Sicklesy R. The Economic Case for the Spatial Error Model with an Application to State Vehicle Usage in the U.S. 2012.

http://www.ruf.rice.edu/~rsickles/paper/the%20economic%20case%20for%20the%20spatial%20error%20model.pdf. Accessed 15th January, 2015.

Glaser K, Grundy E. Migration and household change in the population aged 65 and over, 1971–1991 .International Journal of Population Geography. 1998; 4(4): 323–339.

Gornick M. Trends and Regional Variations in Hospital Use Under Medicare. Health Care Finance Review. 1982; 3(3): 41–73.

Holder HD, Blose JO. Alcoholism Treatment and Total Health Care Utilization and Costs. A Four-Year Longitudinal Analysis of Federal Employees, JAMA. 1986; 256(11):1456-1460. doi:10.1001/jama.1986.03380110062027.

Hausman JA. Specification tests in econometrics. Econometrica. 1978; 46:1251–71.

Health Care Spending in the United States and Selected OECD Countries. 2011. Kaiser State Health Facts. Accessed 14th March, 2015.

Health, United States, 2013. With Special Feature on Prescription drugs. U.S. department of

Health and Human Services, Center for Disease Control and Prevention. National Center for Health Statistics, 2014. Accessed 10th January, 2015.

Health care spending and the Medicare program. Medicare Payment Advisory Commission (MedPac). 2014. http://www.medpac.gov/documents/publications/june-2010-data-book-section-1-national-health-care-and-medicare-spending.pdf?sfvrsn=2. Accessed on April 26th, 2015.

HCUP Facts and Figures Statistics on Hospital-based Care in the United States. 2009. http //hcup-us ahrq gov/reports/factsandfigures/2009/highlights jsp. Accessed 22nd August, 2014.

HCUP. Hospitalization Alcohol Disorder Hospital Care for Mental Health and Substance Abuse Conditions HCUP Facts and Figures Statistics on Hospital-based Care in the United States. 2008. Accessed 22nd August, 2014.

HCUPnet Healthcare Costs and Utilization Project – Interactive Tool for Statistics on Hospitals Agency for Healthcare Research and Quality http //hcupnet ahrq gov/ . Accessed on April 26th, 2015.

Holder H, James OB. The Reduction of Health Care Costs Associated With Alcoholism Treatment: A 14-Year Longitudinal Study. Journal of Studies on Alcohol. 1992; 53(4).

Hunkeler EM, Hung YY, Rice DP , Weiser C,Wei HT. Alcohol consumption patterns and health care costs in an HMO. Drug and Alcohol Dependence. 2001; 64(2): 181-190.

IMS institute for health care informatics. Health care information among privately insured individuals under the age 65. New Jersey, USA. 2012.

http://www.imshealth.com/deployedfiles/ims/Global/Content/Insights/IMS%20Institute%20for%20Healthcare%20Informatics/Healthcare%20Spending/IHII_Spending_Report.pdf. Accessed 22nd August, 2014.

Kaiser Family Foundation. Key Facts about the Uninsured Population. 2014. http://kff.org/uninsured/fact-sheet/key-facts-about-the-uninsured-population/. Accessed 22nd August, 2014.

Kaiser Family Foundation. State Health Facts. 2014. Distribution of Medicaid Spending on Acute Care. http://kff.org/medicaid/state-indicator/spending-on-acute-care/. Accessed 22nd August, 2014.

Kanny D, Liu Y, Brewer RD. Binge Drinking --- United States, 2009, National Center for Chronic Disease Prevention and Health Promotion. Supplements. 2011; 60(1): 101-104.

Knickman JR, Foltz AM. Regional differences in hospital utilization How much can be traced to population differences. Medical Care. 1984; 22(11): 971-86.

Knickman, J.R. and Foltz AM. A statistical analysis of reasons for East-West differences in hospital use Inquiry.1985; 22 (1): 45-58.

LeSage J, Pace P. Introduction to Spatial Econometrics. CRC Press, Boca Raton, Florida; 2009.

Lundberg J. On the definition of W in empirical models of yardstick competition. The Annals of Regional Science. 2014; 52(2): 597-610.

Manski CF. Identification of endogenous social effects: the reflection problem. Review of Economic Studies. 1993; 60(1):531–542.

Martin A, Whittle L, Levit K, Won G, Hinman L. Health Care Spending During 1991–1998: A Fifty-State Review. Health Affairs. 2002; 21(4): 112-126.

Mobley L, Frech III HE, Anselin L.. Spatial Interaction, Hospital Pricing and Hospital Antitrust. 2004.

http://www.researchgate.net/profile/Lee_Mobley/publication/228927240_Spatial_Interaction_Hospital_Pricing_and_Hospital_Antitrust/links/0fcfd50bde124d6190000000.pdf. Accessed 15th February, 2015.

Moran PAP. Notes on Continuous Stochastic Phenomena. Biometrika. 1950; 37 (1):17–23.

Morey RC, Fine DJ, Loree SW, Roberts DLR, Tsubakitani S. The Trade-Off between Hospital Cost and Quality of Care: An Exploratory Empirical Analysis; Medical Care. 1992; 30(8): 677-698.

National Center for Health Statistics. Health United States. With Special Feature on Prescription Drugs Hyattsville, MD. 2014.CDC. 2013. http //www cdc gov/nchs/data/hus/hus13 pdf#094. Accessed 22nd August, 2014.

National Center for Health Statistics. Deaths: Final Data for 2010. National Vital Statistics. 2013; 61.

Office of Justice Programs Office of Juvenile Justice and Delinquency Prevention (OJJDP). Drinking in America: Myths, Realities, and Prevention Policy, Updated For 2002 National Survey On Drug Use And Health U.S. Department Of Justice. 1999.

http://www.lhc.ca.gov/lhc/drug/DrinkinginAmericaMosherSep26.pdf. Accessed 25th April, 2015.

OECD. Projecting OECD Health and Long term Care Expenditures, What are the Main Drivers? OECD Economics Department Working Paper. OECD Publishing. 2006; 477(82).

http://dx.doi.org/10.1787/736341548748. Accessed 22nd August, 2014.

Qureshi AI, Adil MM, Zacharatos H, Suri MF. Factors associated with length of hospitalization in patients admitted with transient ischemic attack in United States. Stroke. 2013;1601-5.

Rehm, J, Colin M, Svetlana P, Montarat T, Yot T, Jayadeep P. Global burden of disease and injury and economic cost attributable to alcohol use and alcohol-use disorders. The Lancet. 2009; 373(9682): 2223–2233.

SAS/STAT 9.3 User’s Guide. http://support.sas.com/. Accessed on 25th June 2014.

Stahre M, Roeber J, Kanny D, Brewer RD, Zhang X. Contribution of Excessive alcohol consumption to deaths and years of potential life lost in the United States. Preventive Chronic Disorders. 2014; 11:130-293.

State Health Facts, Henry J. Kaiser Family Foundation.2000-2009. http://kff.org/statedata/. . Accessed on May 25th, 2014.

Substance Abuse and Mental Health Services Administration (SAMSHA). Center for Behavioral Health Statistics and Quality (Office of Applied Studies), National Survey on Drug Use and Health, State Estimates of Substance Use and Mental Disorder.

http://www.samhsa.gov/data/NSDUH.aspx. Accessed on June 12th, 2014.

SAMHSA. National Survey on Drug Use and Health. Alcohol Use Binge Alcohol Use and Heavy Alcohol Use in the Past Month among Persons Aged 18 or Older by Demographic Characteristics Percentages 2012 and 2013. http://www.samhsa.gov/data/sites/default/files/NSDUH-DetTabsPDFWHTML2013/Web/HTML/NSDUH-DetTabsSect2peTabs43to84-2013.htm#tab2.46b. Accessed on June 12th, 2014.

Summary Health Statistics for the U.S. Population: National Health Interview Survey, 2013, CDC, vital and health statistics.

The National Center on Addiction and Substance Abuse. The Cost of Substance Abuse to America's Health Care System: Medicaid Hospital Costs, Columbia University. 1994; 2.

The Dartmouth Atlas of Health Care. The Center for the Evaluative Clinical Sciences Dartmouth Medical School. Appendix on the Geography of Health Care in the U.S. Accessed on 20th March, 2015.

The Facts about Rising Health Care Costs Underlying medical costs drive growth. www. aetna.com. Accessed on 14th March, 2015.

United States Census Bureau.2000-2009. Population Estimates. http://www.census.gov/popest/data/historical/2000s/vintage_2009/index.html. Accessed on June 20th 2014.

United Census Bureau, U.S. Department of Commerce. 2000-2009. http://www.census.gov/. Accessed on May 22nd, 2014.

Wilkins, TL. 2013. Healthcare Quality and Expenditure Benchmarks along the Continuum of Care: The Role of Primary Care Use and Community Healthcare Resources. http://wvuscholar.wvu.edu:8881/R/?func=dbin-jump-full&object_id=28114. West Virginia University. Accessed on 15th January, 2015.

World Health Organization (WHO). 2014. http://www.who.int/substance_abuse/publications/global_alcohol_report/profiles/usa.pdf. Accessed on 15th January, 2015.

Wul VY, Shen YC, Yun MS and Melnick G. Decomposition of the drivers Of the U.S. hospital spending growth, 2001–2009.BMC Health Services Research. 2014; 14:230.

Yadavalli AP, Waldorf BS, Florx RJGM. The Effect of U.S. School Quality on Migration: A Spatial Econometric Approach. 2013. http://rri.wvu.edu/wp-content/uploads/2013/07/Fullpaper_5.A.1.pdf. Accessed 29th July, 2015.

Ziaeian B, Sharma PP, Yu TC, Johnson KW, Fonarow GC. Factors associated with variations in hospital expenditures for acute heart failure in the United States. American Heart Journal. 2015; 169(2): 282-289.

Zhang Z, Hayward M, Lu C. Is There a Hispanic Epidemiological Paradox in Later Life? A Closer Look at Chronic Morbidity. Research on Aging. 2012; 34(5): 548-71.

Zhao X, Burnett JW, Fletcher JJ. Spatial Analysis of China province-level CO2 emission intensity. Renewable and Sustainable Energy Reviews. 2014; 22:1-10.


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