Abstract
The recession that started in the United States in December 2007 has had a significant impact on the Spanish economy through a large increase in the unemployment rate and a long recession which led to tough austerity measures imposed on public finances. Taking advantage of this quasi-natural experiment, we use data from the Spanish Ministry of Health from 1996 to 2015 to provide novel causal evidence on the short-term impact of changes in healthcare provision and regulations on health outcomes. The fact that regional governments have discretionary powers in deciding healthcare budgets and that austerity measures have not been implemented uniformly across Spain helps isolate the impact of these policy changes on health indicators of the Spanish population. Using Ruhm’s (Q J Econ 115(2):617–650, 2000) fixed effects model, we find that medical staff and hospital bed reductions account for a significant increase in mortality rates from circulatory diseases and external causes, but not from other causes of death. Similarly, mortality rates do not seem to be robustly affected by the 2012 changes in retirees’ pharmaceutical co-payments and access restrictions for illegal immigrants. Our results are robust to changes in model specification and sample selection and are primarily driven by accidental and emergency deaths rather than in-hospital mortality, which suggests a larger role for decreases in accessibility rather than decreases in healthcare quality as impact channels.
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Notes
There is, however, some controversy over the interpretation of this result. The American Journal of Public Health retracted the work of Cabrera de León et al. [62]. This paper estimated a much greater increase in mortality after the crisis, because it used different population figures, as pointed out by Hernández-Quevedo et al. [63] and Regidor et al. [17].
However, there is related literature, basically concerning the United States, on the causal impact of the expansion of coverage of public health insurance (Medicare, Medicaid and the so-called Obamacare) [64] and different healthcare reforms [33, 65, 66] on health outcomes. Our study is underpinned by an institutional framework of national health systems with universal coverage that is already established; that is, it falls within the European model, not the US model.
See however Russo et al. on the resilience of healthcare workers during the economic crisis [67].
See the Healthcare Access and Quality Index (HAQ) 1990–2015, where Spain scored 90 points out of a maximum 100, placing it eighth in the world rankings, above the healthcare systems of Italy (89), France (88), Greece (87), Germany (86), the UK (85) and Portugal (85) [68].
According to the data of the Encuesta de Presupuestos Familiares [Family Budget Survey] undertaken in 2018, one of every five Spanish households had private health insurance in 2018, with an average annual cost per household of 1227 euros (INE: Spanish Statistical Institute). This information is consistent with the data provided by Cantarero et al. on the basis of the Spanish National Health Survey (SNHS) (2011/2012) [51].
The transfer of health care competencies to the autonomous regions followed the following schedule: 1981 (Catalonia); 1984 (Basque Country and Andalusia); 1987 (Valencia); 1990 (Galicia and Navarre); 1994 (Canary Islands); 2001 (Aragón, Asturias, Balearic Islands, Cantabria, Castile La Mancha, Castile León, Extremadura, La Rioja, Madrid and Murcia).
Data on illegal immigrant numbers are difficult to obtain. According to the Clandestino project there were around 280,000–354,000 irregular migrants in Spain in 2008 [69]. More recent estimates for 2018 give a similar number [70]. The reform required immigrants to have a legal residence permit with three exceptions: emergency care, pregnancy care and healthcare for individuals under 18 [71].
Puig Junoy et al. estimate reductions in the number of prescriptions ranging from 23.9% in Catalonia to 3.8% in Basque Country in the first 12 months [48].
We investigated the possibility of using healthcare data from the National Catalogue of Hospitals, available also from the NHS Statistical Site and amenable to provincial, instead of regional, disaggregation. Data on doctors and nurses was only available from 1995 to 2009, however. Moreover, in Spain, health policy was transferred to the autonomous communities from 1981 to 2002 [44] and is, therefore, decided at the regional level. Besides, as defended by Lindo [72], given that our identification method is based on the within-location variation of healthcare provision indicators and mortality rates, potential spillovers could mean that more disaggregated analysis would severely understate the impact of healthcare provision on health outcomes. In addition, the potential problem of adverse patient selection emphasised by Gaynor et al [73], which arises under medically driven migration, is also mitigated by the use of larger geographical units. Using the region of residence meant leaving a very small number of deaths (less than 0.5%) out of the analysis, involving non-residents and for which no information on population and economic controls could be attached.
We conducted the analysis for the following 3 most common causes but found no significant impacts.
Robust standard errors clustered at the region level used. As noted by Cameron and Miller [74], using few clusters may understate the standard errors. We additionally estimated results with simple White robust standard errors. Estimated standard errors were systematically lower than those reported in the tables and thus are not reported.
Research using more disaggregated data is needed to clarify this result.
A break in the series in 2010 prevents us from replicating the analysis controlling for the proportion of hospital beds privately operated.
Dropping the observations of one of the 17 regions at a time also yielded virtually identical estimated impacts in all the seventeen exercises. Results available upon request.
If anything, we find that medical personnel cuts led to slightly longer, not shorter, lengths of stay.
The Spanish Ministry of Health stopped inquiring about waiting lists in 2009. Using a different methodology, it has started offering waiting lists for first visits and elective surgery interventions disaggregated by region since 2012.
Ischemic heart diseases include (ICD-10 code in parenthesis): angina pectoris (I20), acute myocardial infarction (I21), subsequent myocardial infarction (I22), complications following acute myocardial infarction (I23), other acute ischemic diseases (I24), and chronic ischemic heart diseases (I25). Cerebrovascular diseases include subarachnoid, intracerebral and other non-traumatic intracranial haemorrhage (I60–63), cerebral infarction and stroke (I64–I65), occlusion and stenosis of precerebral and cerebral arteries (I66–I67), and other cerebrovascular diseases (I67–I69). Other circulatory diseases include: acute rheumatic fever (I00–I02), chronic rheumatic heart diseases (I05–I09), hypertensive diseases (I10–I15), pulmonary heart disease (I26–I28), other forms of heart disease (I30–I52), diseases of arteries, arterioles and capillaries (I70–I79), other diseases of veins and unspecified disorders of the circulatory system (I80–I99). The use of broad categories of death causes minimises risks of misclassification (see note 5 above).
Accidental causes include (ICD-10 code in parenthesis): transport accidents (V00-V99), burns (X00–X19), poisoning (X40–X49), falls (W00–W19) and drowning (W65–W84) and other accidents (W19–W64, W85–W99, X19–X40, X49–X59). Non-accidental causes include: suicide(X60–X84), homicide (X85–Y09), and other external causes (Y10–Y89). The use of broad categories of death causes minimises risks of misclassification (see note 5 above).
Accidents usually display a pro-cyclical pattern along the business cycle [75]. Note that this fact does not contradict our finding that reductions in healthcare provision resulted in a smaller drop in the accident mortality rate during the recession.
References
Oliva, J., Peña-Longobardo, L.M., González López-Valcárcel, B., Barber Pérez, P., Zozaya González, N.: Crisis económica y salud: lecciones aprendidas y recomendaciones para el futuro. In: Cuad. Económicos ICE (2019)
Tapia Granados, J.A., Rodriguez, J.M.: Health, economic crisis, and austerity: a comparison of Greece, Finland and Iceland. Health Policy (New York) 119(7), 941–953 (2015)
Case, A., Deaton, A.: Mortality and morbidity in the 21st century. Brook. Pap. Econ. Act. 2017, 397–476 (2017)
Tapia Granados, J.A., Ionides, E.L.: Population health and the economy: Mortality and the Great Recession in Europe. Health Econ. (United Kingdom) 26, e219–e235 (2017)
Daniel, S., Von Wachter, T.: Job displacement and mortality: an analysis using administrative data. Q. J. Econ. 124, 1265–1306 (2009)
Valkonen, T., Martikainen, P., Jalovaara, M., Koskinen, S., Martelin, T., Makela, P.: Changes in socioeconomic inequalities in mortality during an economic boom and recession among middle-aged men and women in Finland. Eur. J. Public Health 10, 274–280 (2000)
Ruhm, C.J.: Are recessions good for your health? Q. J. Econ. 115(2), 617–650 (2000)
Miller, B.D.L., Page, M.E., Stevens, A.H.: Why are recessions good for your health ? Am. Econ. Rev. 99, 122–127 (2009)
Neumayer, E.: Recessions lower (some) mortality rates: evidence from Germany. Soc. Sci. Med. 58(6), 1037–1047 (2004)
Granados, J.A.T.: Recessions and Mortality in Spain, 1980–1997. Eur. J. Popul./Rev. Eur. Démographie 21(4), 393–422 (2005)
Gerdtham, U.G., Ruhm, C.J.: Deaths rise in good economic times: evidence from the OECD. Econ. Hum. Biol. 4(3), 298–316 (2006)
Ruhm, C.J.: Recessions, healthy no more? J. Health Econ. 42, 17–28 (2015)
Maynou, L., Saez, M., Bacaria, J., Lopez-Casasnovas, G.: Health inequalities in the European Union: an empirical analysis of the dynamics of regional differences. Eur. J. Heal. Econ. 16(5), 543–559 (2015)
Case, A., Deaton, A.: Rising morbidity and mortality in midlife among white non-Hispanic Americans in the 21st century. Proc. Natl. Acad. Sci. U. S. A. 112, 15078–15083 (2015)
Mackenbach, J.P., et al.: Trends in health inequalities in 27 European countries. Proc. Natl. Acad. Sci. U. S. A. 115, 6440–6445 (2018)
Regidor, E., Barrio, G., Bravo, M.J., De La Fuente, L.: Has health in Spain been declining since the economic crisis? J. Epidemiol. Community Health 68(3), 280–282 (2014)
Regidor, E., Mateo, A., Barrio, G., De La Fuente, L.: Mortality in Spain in the context of the economic crisis and austerity policies. Am. J. Public Health 109, 1043–1049 (2019)
Collins, C.: Austerity and mortality in Spain: the perils of overcorrecting an analytic mistake. Am. J. Public Health 109, 963–965 (2019)
Urbanos-Garrido, R.M., Lopez-Valcarcel, B.G.: The influence of the economic crisis on the association between unemployment and health: an empirical analysis for Spain. Eur. J. Heal. Econ. 16(2), 175–184 (2015)
Maynou, L., Saez, M., Lopez-Casasnovas, G.: Has the economic crisis widened the intraurban socioeconomic inequalities in mortality? The case of Barcelona, Spain. J. Epidemiol. Community Health 70, 114–124 (2014)
Bartoll, X., Toffolutti, V., Malmusi, D., Palència, L., Borrell, C., Suhrcke, M.: Health and health behaviours before and during the Great Recession, overall and by socioeconomic status, using data from four repeated cross-sectional health surveys in Spain (2001–2012). BMC Public Health 15, 1–12 (2015)
Barroso, C., Abásolo, I., Cáceres, J.J.: Health inequalities by socioeconomic characteristics in Spain: the economic crisis effect. Int. J. Equity Health 15, 1–12 (2016)
Gotsens, M., et al.: Health inequality between immigrants and natives in Spain: the loss of the healthy immigrant effect in times of economic crisis. Eur. J. Public Health 25, 923–929 (2015)
Karanikolos, M., et al.: Financial crisis, austerity, and health in Europe. Lancet 381(9874), 1323–1331 (2013)
Legido-Quigley, H., Otero, L., La Parra, D., Alvarez-Dardet, C., Martin-Moreno, J.M., McKee, M.: Will austerity cuts dismantle the Spanish healthcare system? BMJ 346(7914), 1–5 (2013)
Cervero-Liceras, F., McKee, M., Legido-Quigley, H.: The effects of the financial crisis and austerity measures on the Spanish health care system: a qualitative analysis of health professionals’ perceptions in the region of Valencia. Health Policy (New York) 119, 100–106 (2015)
Legido-Quigley, H., et al.: Effects of the financial crisis and Troika austerity measures on health and health care access in Portugal. Health Policy (New York) 120, 833–839 (2016)
Morrison, J., et al.: Health inequalities in European cities: Perceptions and beliefs among local policymakers. BMJ Open 4, e004454 (2014)
Lopez-Valcarcel, B.G., Barber, P.: Economic crisis, austerity policies, health and fairness: lessons learned in Spain. Appl. Health Econ. Health Policy 15(1), 13–21 (2017)
Evans, W.N., Kim, B.: Patient outcomes when hospitals experience a surge in admissions. J. Health Econ. 25(2), 365–388 (2006)
Moscelli, G., Siciliani, L., Tonei, V.: Do waiting times affect health outcomes? Evidence from coronary bypass. Soc. Sci. Med. 161, 151–159 (2016)
Nikolova, S., Harrison, M., Sutton, M.: The impact of waiting time on health gains from surgery: evidence from a national patient-reported outcome dataset. Health Econ. 25(8), 955–968 (2016)
Buchmueller, T.C., Jacobson, M., Wold, C.: How far to the hospital? J. Health Econ. 25(4), 740–761 (2005)
Bertoli, P., Grembi, V.: The life-saving effect of hospital proximity. Heal. Econ. (United Kingdom) 26, 78–91 (2017)
Porthé, V., Vargas, I., Ronda, E., Malmusi, D., Bosch, L., Vázquez, M.L.: Has the quality of health care for the immigrant population changed during the economic crisis in Catalonia (Spain)? Opinions of health professionals and immigrant users. Gac. Sanit. 32(5), 425–432 (2018)
Gené-Badia, J., Gallo, P., Hernández-Quevedo, C., García-Armesto, S.: Spanish health care cuts: penny wise and pound foolish? Health Policy (New York) 106(1), 23–28 (2012)
Abásolo, I., Saez, M., López-casasnovas, G.: Financial crisis and income-related inequalities in the universal provision of a public service : the case of healthcare in Spain. Int. J. Equity Health 16, 1–14 (2017)
Grossman, M.: On the concept of health capital and the demand for health. J. Polit. Econ. 80(2), 223–255 (1972)
Farahani, M., Subramanian, S.V., Canning, D.: The effect of changes in health sector resources on infant mortality in the short-run and the long-run: a longitudinal econometric analysis. Soc. Sci. Med. 68(11), 1918–1925 (2009)
Martin, S., Rice, N., Smith, P.C.: Does health care spending improve health outcomes? Evidence from English programme budgeting data. J. Health Econ. 27(4), 826–842 (2008)
Golinelli, D., et al.: Health expenditure and all-cause mortality in the ‘Galaxy’ of Italian regional healthcare systems: a 15-year panel data analysis. Appl. Health Econ. Health Policy 15(6), 773–783 (2017)
Pons Pons J., Vilar Rodríguez, M.: El seguro de salud privado y público en España : su análisis en perspectiva histórica
Lopez-Casasnovas, G., Costa-Font, J., Planas, I.: Diversity and regional inequalities in the Spanish ‘system of health care services’. Health Econ. 14(SUPPL. 1), 221–235 (2005)
Costa-Font, J., Turati, G.: Regional healthcare decentralization in unitary states: equal spending, equal satisfaction? Reg. Stud. 52(7), 974–985 (2018)
National Accounts of OECD Countries, vol. 2018(2). OECD (2018)
Prieto, D.C., Lago-Peñas, S.: Decomposing the determinants of health care expenditure: the case of Spain. Eur. J. Heal. Econ. 13(1), 19–27 (2012)
Sánchez Bayle, M.: La contrarreforma sanitaria : análisis y alternativas a la privatización de la sanidad pública. Catarata (2013)
Puig-Junoy, J., Rodríguez-Feijoó, S., Lopez-Valcarcel, B.G.: Paying for formerly free medicines in Spain after 1 year of co-payment: changes in the number of dispensed prescriptions. Appl. Health Econ. Health Policy 12(3), 279–287 (2014)
Cimas, M., Gullon, P., Aguilera, E., Meyer, S., Freire, J.M., Perez-Gomez, B.: Healthcare coverage for undocumented migrants in Spain: Regional differences after Royal Decree Law 16/2012. Health Policy (New York) 120, 384–395 (2016)
Bacigalupe, A., Martín, U., Font, R., González-Rábago, Y., Bergantiños, N.: Austeridad y privatización sanitaria en época de crisis: ¿existen diferencias entre las comunidades autónomas? Gac. Sanit. 30, 47–51 (2016)
Cantarero-Prieto, D., Pascual-Sáez, M., Gonzalez-Prieto, N.: Effect of having private health insurance on the use of health care services: the case of Spain. BMC Health Serv. Res. 17, 716 (2017)
Bellido, H., Olmos, L., Antonio, J., Aso, R.: Do political factors influence public health expenditures? Evidence pre- and post-great recession. Eur. J. Heal. Econ. 20(3), 455–474 (2019)
Kashnitsky, I., de Beer, J., van Wissen, L.: Decomposition of regional convergence in population aging across Europe. Genus 73(1), 2 (2017)
Chandra, A., Skinner, J.: Technology growth and expenditure growth in health care. J. Econ. Lit. 50(3), 645–680 (2012)
González-Rábago, Y., Bacigalupe, A., Font, R., Bergantiños, N., Martín, U.: Austeridad y privatización sanitaria en época de crisis: ¿existen diferencias entre las comunidades autónomas? Respuesta. Gac. Sanit. 30(4), 321 (2016)
Jiménez-Rubio, D.: The impact of fiscal decentralization on infant mortality rates: evidence from OECD countries. Soc. Sci. Med. 73(9), 1401–1407 (2011)
Chandra, A., Gruber, J., Mcknight, R.: American Economic Association patient cost-sharing and hospitalization offsets in the elderly. Source Am. Econ. Rev. 100(1), 193–213 (2010)
Avdic, D.: Improving efficiency or impairing access? Health care consolidation and quality of care: evidence from emergency hospital closures in Sweden. J. Health Econ. 48, 44–60 (2016)
Liebert, H., Mäder, B.: Physician density and infant mortality: a semiparametric analysis of the returns to health care provision (2018)
Finkelstein, A., Gentzkow, M., Williams, H.: Sources of geographic variation in health care: evidence from patient migration. Q. J. Econ. 131(4), 1681–1726 (2016)
Blázquez-Fernández, C., Cantarero-Prieto, D., Pascual-Sáez, M.: Patient cross-border mobility: new findings and implications in Spanish regions. Econ. Sociol. 10(1), 11–21 (2017)
De León, A.C., et al.: Austerity policies and mortality in Spain after the financial crisis of 2008. Am. J. Public Health 108(8), 1091–1099 (2018)
Hernández-Quevedo, C., Lopez-Valcarcel, B. G., Porta, M.: Short-Term adverse effects of austerity policies on mortality rates: What could their real magnitude be? Am. J. Public Health (2018)
Finkelstein, A., McKnight, R.: What did Medicare do? The initial impact of Medicare on mortality and out of pocket medical spending. J. Public Econ. 92, 1644–1668 (2008)
Kelly, C., Hulme, C., Farragher, T., Clarke, G.: Are differences in travel time or distance to healthcare for adults in global north countries associated with an impact on health outcomes? A systematic review. BMJ Open 6(11), 1–9 (2016)
Cook, A., Gaynor, M., Stephens, M., Taylor, L.: The effect of a hospital nurse staffing mandate on patient health outcomes: evidence from California’s minimum staffing regulation. J. Health Econ. 31(2), 340–348 (2012)
Russo, G., Pires, C.A., Perelman, J., Gonçalves, L., Barros, P.P.: Exploring public sector physicians’ resilience, reactions and coping strategies in times of economic crisis; findings from a survey in Portugal’s capital city area. BMC Health Serv. Res. 17, 207 (2017)
Barber, R.M., et al.: Healthcare access and quality index based on mortality from causes amenable to personal health care in 195 countries and territories, 1990–2015: a novel analysis from the global burden of disease study 2015. Lancet 390, 231–266 (2017)
Düvell, F., Vollmer, B.: Irregular Migration in and from the Neighbourhood of the EU. A comparison of Morocco, Turkey and Ukraine. In: Clandestino Undocumented Migr. Count. Uncountable. Data and Trends across Eur. (2009)
Amuedo-Dorantes, C., Borra, C., Rivera-Garrido, N.: Fertility implications of policy granting legal status based on offspring’s nationality. IZA Discuss. Pap. (2019)
Mestres, A.J., López, G., Judit, C., Castelló, V.: The deadly effects of losing health insurance (2018)
Lindo, J.M.: Aggregation and the estimated effects of economic conditions on health. J. Health Econ. 40, 83–96 (2015)
Gaynor, M., Ho, K., Town, R.J.: The Industrial Organization. J. Econ. Lit. 53(2), 235–284 (2015)
Colin Cameron, A., Miller, D.L.: A practitioner’s guide to cluster-robust inference. J. Hum. Resour. 50(2), 317–372 (2015)
Moreno-Lostao, A., Barrio, G., Sordo, L., Cea-Soriano, L., Martínez, D., Regidor, E.: Mortality in working-age population during the Great Recession and austerity in Spain. PLoS One 14(6), e0218410 (2019)
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This work was supported by the Spanish Ministry of Economy and Competitiveness, under the projects entitled ‘The historical keys of hospital development in Spain and its international comparison during the twentieth century’ [Ref. RTI2018-094676-B-I00] and ‘Parental Background and Inequality in Children's Outcomes’ [Ref. RTI2018-098217-B-I00].
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Borra, C., Pons-Pons, J. & Vilar-Rodríguez, M. Austerity, healthcare provision, and health outcomes in Spain. Eur J Health Econ 21, 409–423 (2020). https://doi.org/10.1007/s10198-019-01141-3
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DOI: https://doi.org/10.1007/s10198-019-01141-3