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A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3

Year 2017, , 53 - 67, 31.07.2017
https://doi.org/10.17233/sosyoekonomi.305978

Abstract

Turkey’s health outcomes are far behind the average of OECD countries and there are significant differences between its regions as well, for this reason it is important to identify the determinants of the health status. In this study, considering the externalities in the health care, the possible determinants of health status have been analysed by using Spatial Panel Data method for 2008-2014 and at the level of 81 provinces. According to the Fixed Effects Spatial Lag Panel model estimations, there are positive spillover between provinces on health status. Also the findings reveal that the level of income and proportion of the population covered social security scheme are most important determinants of health status, and also education level, urbanization rate and ease of access to healthcare facilities are among the findings that improve health. On the other hand there are no statistical evidences that the investment incentives for health and technology level of provinces have a positive effect on health status. All these results indicate that reducing of development disparities between regions, expansion of the population covered under social security scheme and facilitating access to health services are important policies for the point of eliminating the differences in health status. The effectiveness of investment incentives for health care should also be closely monitored in Turkey.

References

  • Andersen, R. & Newman, J. (2005), “Societal and Individual Determinants of Medical Care Utilization in the United States”, The Milbank Quarterly, 83(4),1-28.
  • Anselin, L. (1998), Spatial Econometrics: Methods and Models Kluwer, Boston Londan, Academic Publishers
  • Arendt, J.N. (2005), “Does Education Cause Better Health? A Panel Data Analysis Using School Reforms for Identification”, Economics of Education Review (24), 149-160.
  • Axelrad, D,.Bellinger, D.C.,Ryan, LM. &Woodruff T.J (2007), “Dose–ResponseRelationship of Prenatal Mercury Exposureand IQ: An Integrative Analysis of Epidemiologic Data”, Environmental Health Perspectives 15(4), 609-615.
  • Berger, M.C &Messer, J. (2002), “Public Financing of Health Expenditures, Insurance, and Health Outcomes”, Applied Economics, 34(17), 2105-2113,
  • Bartlett, SE. & Trasande, L. (2013), “Economic Impacts of Environmentally Attributable Childhood Health Outcomes in The European Union”, European Journal of PublicHealth, 24(1), 21–26.
  • Bond, C.A.,Raehl, C.L., Pitterle, M.E. & Franke, T. (1999), “Health Care Professional Staffing, Hospital Characteristics and Hospital Mortality Rates”, Pharmacotherapy, 19(2), 130-138. Buntin, M.B. ,Burke, M.F., Hoaglin, M.C. & Blumenthal, D. (2011), “The Benefits of Health Information Technology: A Review of The Recent Literature Shows Predominantly Positive Results”, Health Affairs30(3), 464-471 Cheng, L.,Liu, H., Zhang, Y., Shen, K. & Zeng, Y. (2015), “ The Impact of Health Insurance On Health Outcomes And Spendıng of The Elderly: Evıdence From Chına’s New Cooperative Medical Scheme”, Health Economics, 24(6), 672-691
  • Chiang, T.L. (1999), “Economic Transitionand Changing Relation Between Income Inequality and Mortality in Taiwan: Regression Analysis”, British MedicalJournal, 319 (7218) ,1162–5.
  • Clark D., & Royer, H. (2010), “The Effect of Education on Adult Health and Mortality: Evidence from Britain”, NBER Working Paper No. 16013.
  • Currie J., Decker, S. & Lin, W. (2008), “Has Public Health Insurance For Older Children Reduced Disparities in Access to Care and Health Outcomes?” Journal of Health Economics, 27(6), 1567-1581
  • Çukur A. &Bekmez S. (2011), “Türkiye’de Gelir, Gelir Eşitsizliği ve Sağlık İlişkisi: Panel Veri Analizi Bulguları”, Gaziantep Üniversitesi Sosyal Bilimler Dergisi 10(1), 21-40.
  • Çukur A. &Bekmez S. (2012), “Türkiye’de Gelir Eşitsizliği ile Algılanan Sağlık Statüsü Arasındaki İlişkinin Ulusal Sağlık Anket Verileri İle İncelenmesi”, İktisat İşletme ve Finans 27 (314), 73-104.
  • Deaton, A. (2006), “Global Patterns of Income and Health: Facts, Interpretations and Policies” NBER WorkingPaper Series, Working Paper:12735.
  • Eckert, S. & Kohler, S. (2014), “Urbanization and Health in Developing Countries: A Systematic Review” World Health & Population, 15(1), 7-20.
  • Fonseca, R. & Zheng, Y. (2011), “The Effects of Education on Health Cross Country Evidence”, RAND Working Papers – 864.
  • Goldzweig, C.L.,Towfigh, A., Maglione, M. &Shekelle, P.G. (2009), “Costs And Benefits of Health Information Technology: New Trends From The Literature” , Health Affairs 28(2), 282-293.
  • Gordon, G. L., Wu, X., Peng, C. & Fu, A.Z. (2003), “Urbanization And Health Care in Rural China” Contemporary EconomicPolicy, 21(1), 11-24.
  • Groot, W. & Brink, H.M. (2007), “The Health Effects of Education”, Economics of Education Review (26) 186-200
  • Grignon, M. (2008), “The Role of Education in Health System Performance”, Economics of Education Review (27), 299 – 307
  • Hadley, J. &Waidmann, T. (2006), “Health Insurance and Health at Age 65: Implications for Medical Care Spending on New Medicare Beneficiaries” Health Services Research., 41(2), 429-451.
  • Hartz, J.,Krakauer, H., Kuhn, E.M., Young, M., Jacobsen, S.J., Gay,G., Muenz, L., Katzoff, M., Bailey, R.C., & Rimm, A.A. (1989), “Hospital Characteristics and Mortality Rates”, N Engl J Med 321, 1720-1725.
  • Joumard, I., André, C., Nicq, C. &Chatal, O.(2008), “Health Status Determinants Lifestyle, Environment, Health Care Resources and Effıciency”, OECD Economics Department Working Papers, No. 627, OECD Publishing. doi: 10.1787/240858500130
  • Kasper, J.D, Giovannini, T.A. & Hoffman C. (2000), “Gaining and Losing Health Insurance: Strengthening the Evidence for Effects on Access to Care and Health Outcomes”, Medical Care Research and Review, 57(3), 298-318.
  • Kaplan, G. A., Pamuk, E.R., Lynch, J.W., Cohen, R.D. &Balfour, J.L. (1996), “Inequality in Income and Mortality in the United States: Analysis of Mortality and Potential Pathways” British Medical Journal, 312, 999–1003.
  • Keng, S. &Sheu, S. (2013), “The Effect of National Health Insurance on Mortality and The SES–Health Gradient: Evidence From The Elderly in Taiwan”, Health Economics, 22(1), 52- 72.
  • Leigh A. &Jencks C. (2007), “Inequality and Mortality: Long-Run EvidenceFrom a Panel of Countries” Journal of Health Economics, 26(3), 1–24.
  • Lleras-Muney A. (2002), “The Relationship Between Education and Adult Mortality in the United States” NBER WorkingPaper -8986.
  • Lynch, J.W., Smith, G.D., Harper, S., Hillemeier, M., Ross, N., Kaplan, G.A. &Wolfson, M. (2004), “Is Income Inequality a Determinant of Population Health? Part 1. A Systematic Review”, Milbank Quarterly, 82 (1), 5-99.
  • Materia, E.,Cacciani, L., Bugarani, G., Ceseroni, M.D., Mirale, M.P., Vergine, L., Baglio, G., Simeone, G., &Perucci, C.A. (2005), “Health Inequalities, Income Inequality and Mortality in Italy” European Journal of PublicHealth, 15 (4), 411-417.
  • McDadea, T.W. & Adairb, L.S. (2001), “Defining The ‘‘Urban’’ in Urbanization and Health: A Factor Analysis Approach”, Social Science & Medicine 53 (2001) 55–70
  • McWilliams, JM., Zaslavsky, A.M., Meara, E. & Ayanian, JZ. (2004), “ Health Insurance Coverage and Mortality Among The Near-Elderly”, Health Affairs, 23(4):223-233.
  • OECD -World Bank (2008). “OECD SağlıkSistemi: İncelemeleri Türkiye”,ISBN 978-975-590-282-1.
  • Wagstaff, A. & Van Doorslaer, E. (2000), “Income Inequality and Health: What Does the Literature Tell Us? “, Annual Review of Public Health, 21, 543–67.
  • Rosa G.& Clasen, T. (2010), “Estimating The Scope of Household Water Treatment in Low- And Medium-Income Countries”, American Journal of Tropical Medicine Hygiene,82(2):289-300.
  • Perdue, WC., Stone, LA. &Gostin, L.O. (2003), “The Built Environment and its Relationship to the Public’s Health: The Legal Framework”, American Journal of Public Health, 93(9), 1390-1394.
  • Preston, S.H. (1975), “The Changing Relation Between Mortality and Level of Economic Development”, Population Studies, 29, 231–48.
  • Pritchett, L. & Summers, L.H. (1996), “Wealthier is Healthier”, Journal of Human Resources, 31(4), 841–68. Rodgers, G.B. (1979), “Income and Inequality as Determinants of Mortality: An International Cross-Section Analysis”, PopulationStudies, 33, 343–51.
  • Prüss-Ustün, A., Wolf, J., Corvalán, C., Bos, R. & Neira, N. (2016), “Preventing Disease Through Healthy Environments: A Global Assessment of TheBurden of Disease From Environmental Risks”, WHO -Library Cataloguing-in-Publication Data, ISBN 978 924 1565196.
  • Tüylüoğlu, Ş.& Tekin M. (2009), “Gelir Düzeyi ve Sağlık Harcamalarının Beklenen Yaşam Süresi ve Bebek Ölüm Oranı Üzerindeki Etkileri” , Çukurova Üniversitesi İİBF Dergisi, 13(1), 1-31.
  • Wilkinson, R.G. (1997), “Socioeconomic Determinants of Health: Health Inequalities: Relative or Absolute Material Standards?” , British MedicalJournal, 314, 591-595.
  • Sağlık Bakanlığı (2003), Sağlıkta Dönüşüm, SB,Ankara, http://www.saglik.gov.tr/TR,11415/saglikta-donusum-programi.html, Erişim: 22.03.2017.
  • Shibuya, K.,Hashimoto, H. &Yano, E. (2002), “Individua lncome, Income Distribution, and Self-Rated Health in Japan: Cross Sectional Analysis of Nationally Representative Sample”, British Medical Journal, 324, 16–9.
  • Vlahov, D.,Freudenberg, N., Proietti, F., Ompad, D., Quinn, A., Nandi, V., & Galea, S. (2007), “Urban as a Determinant of Health”, Journal of Urban Health: Bulletin of the New York Academy of Medicine, 84 (1), 16-26.

Sağlık Düzeyinin Belirleyicilerine Yönelik Mekânsal Bir Analiz: Türkiye İBBS-3 Örneği

Year 2017, , 53 - 67, 31.07.2017
https://doi.org/10.17233/sosyoekonomi.305978

Abstract

Türkiye’nin sağlık çıktıları açısından gerek OECD ülkeleri ortalamasının oldukça gerisinde kalması; gerekse de bölgesel düzeyde belirgin farklılıklar göstermesi, sağlık düzeyinin muhtemel belirleyicilerinin tespitini gerektirmektedir. Bu doğrultuda çalışmada, 2008-2014 döneminde ve 81 il düzeyinde, sağlık hizmetlerinin dışsallık özelliği de dikkate alınarak sağlık düzeyinin olası belirleyicileri Mekânsal Panel Veri yöntemiyle analiz edilmiştir. Tahmin edilen Mekânsal Gecikmeli Sabit Etkiler Panel Modeli’nin bulguları, iller arasında sağlık düzeyi açısından pozitif yönlü yayılma etkisinin varlığını kanıtlamaktadır. Ayrıca, sağlık düzeyinin en önemli belirleyicilerinin gelir düzeyi ve sosyal sağlık güvencesi olduğu; bununla birlikte, eğitim düzeyi, kentleşme oranı ve sağlık hizmetlerine erişim kolaylığı gibi unsurların da sağlık düzeyi üzerinde iyileşme sağladığı elde edilen bulgular arasındadır. Fakat illerin teknoloji düzeyleri ve sağlık sektörüne yönelik düzenlenen teşvikler ile sağlık düzeyi arasında istatistiksel açıdan anlamlı herhangi bir bulguya ulaşılamamıştır. Elde edilen sonuçlar, sağlık düzeyindeki farklılıkların giderilmesi noktasında, iller arasındaki gelişmişlik farklılıklarının azaltılması, sosyal güvence kapsamındaki nüfusun genişletilmesi ve sağlık hizmetlerine erişimin kolaylaştırılması gibi politikalara ihtiyaç duyulduğunu gösterdiği gibi sağlık sektörüne yönelik teşvik politikalarının etkinliğinin de sorgulanmasını gerektirmektedir.

References

  • Andersen, R. & Newman, J. (2005), “Societal and Individual Determinants of Medical Care Utilization in the United States”, The Milbank Quarterly, 83(4),1-28.
  • Anselin, L. (1998), Spatial Econometrics: Methods and Models Kluwer, Boston Londan, Academic Publishers
  • Arendt, J.N. (2005), “Does Education Cause Better Health? A Panel Data Analysis Using School Reforms for Identification”, Economics of Education Review (24), 149-160.
  • Axelrad, D,.Bellinger, D.C.,Ryan, LM. &Woodruff T.J (2007), “Dose–ResponseRelationship of Prenatal Mercury Exposureand IQ: An Integrative Analysis of Epidemiologic Data”, Environmental Health Perspectives 15(4), 609-615.
  • Berger, M.C &Messer, J. (2002), “Public Financing of Health Expenditures, Insurance, and Health Outcomes”, Applied Economics, 34(17), 2105-2113,
  • Bartlett, SE. & Trasande, L. (2013), “Economic Impacts of Environmentally Attributable Childhood Health Outcomes in The European Union”, European Journal of PublicHealth, 24(1), 21–26.
  • Bond, C.A.,Raehl, C.L., Pitterle, M.E. & Franke, T. (1999), “Health Care Professional Staffing, Hospital Characteristics and Hospital Mortality Rates”, Pharmacotherapy, 19(2), 130-138. Buntin, M.B. ,Burke, M.F., Hoaglin, M.C. & Blumenthal, D. (2011), “The Benefits of Health Information Technology: A Review of The Recent Literature Shows Predominantly Positive Results”, Health Affairs30(3), 464-471 Cheng, L.,Liu, H., Zhang, Y., Shen, K. & Zeng, Y. (2015), “ The Impact of Health Insurance On Health Outcomes And Spendıng of The Elderly: Evıdence From Chına’s New Cooperative Medical Scheme”, Health Economics, 24(6), 672-691
  • Chiang, T.L. (1999), “Economic Transitionand Changing Relation Between Income Inequality and Mortality in Taiwan: Regression Analysis”, British MedicalJournal, 319 (7218) ,1162–5.
  • Clark D., & Royer, H. (2010), “The Effect of Education on Adult Health and Mortality: Evidence from Britain”, NBER Working Paper No. 16013.
  • Currie J., Decker, S. & Lin, W. (2008), “Has Public Health Insurance For Older Children Reduced Disparities in Access to Care and Health Outcomes?” Journal of Health Economics, 27(6), 1567-1581
  • Çukur A. &Bekmez S. (2011), “Türkiye’de Gelir, Gelir Eşitsizliği ve Sağlık İlişkisi: Panel Veri Analizi Bulguları”, Gaziantep Üniversitesi Sosyal Bilimler Dergisi 10(1), 21-40.
  • Çukur A. &Bekmez S. (2012), “Türkiye’de Gelir Eşitsizliği ile Algılanan Sağlık Statüsü Arasındaki İlişkinin Ulusal Sağlık Anket Verileri İle İncelenmesi”, İktisat İşletme ve Finans 27 (314), 73-104.
  • Deaton, A. (2006), “Global Patterns of Income and Health: Facts, Interpretations and Policies” NBER WorkingPaper Series, Working Paper:12735.
  • Eckert, S. & Kohler, S. (2014), “Urbanization and Health in Developing Countries: A Systematic Review” World Health & Population, 15(1), 7-20.
  • Fonseca, R. & Zheng, Y. (2011), “The Effects of Education on Health Cross Country Evidence”, RAND Working Papers – 864.
  • Goldzweig, C.L.,Towfigh, A., Maglione, M. &Shekelle, P.G. (2009), “Costs And Benefits of Health Information Technology: New Trends From The Literature” , Health Affairs 28(2), 282-293.
  • Gordon, G. L., Wu, X., Peng, C. & Fu, A.Z. (2003), “Urbanization And Health Care in Rural China” Contemporary EconomicPolicy, 21(1), 11-24.
  • Groot, W. & Brink, H.M. (2007), “The Health Effects of Education”, Economics of Education Review (26) 186-200
  • Grignon, M. (2008), “The Role of Education in Health System Performance”, Economics of Education Review (27), 299 – 307
  • Hadley, J. &Waidmann, T. (2006), “Health Insurance and Health at Age 65: Implications for Medical Care Spending on New Medicare Beneficiaries” Health Services Research., 41(2), 429-451.
  • Hartz, J.,Krakauer, H., Kuhn, E.M., Young, M., Jacobsen, S.J., Gay,G., Muenz, L., Katzoff, M., Bailey, R.C., & Rimm, A.A. (1989), “Hospital Characteristics and Mortality Rates”, N Engl J Med 321, 1720-1725.
  • Joumard, I., André, C., Nicq, C. &Chatal, O.(2008), “Health Status Determinants Lifestyle, Environment, Health Care Resources and Effıciency”, OECD Economics Department Working Papers, No. 627, OECD Publishing. doi: 10.1787/240858500130
  • Kasper, J.D, Giovannini, T.A. & Hoffman C. (2000), “Gaining and Losing Health Insurance: Strengthening the Evidence for Effects on Access to Care and Health Outcomes”, Medical Care Research and Review, 57(3), 298-318.
  • Kaplan, G. A., Pamuk, E.R., Lynch, J.W., Cohen, R.D. &Balfour, J.L. (1996), “Inequality in Income and Mortality in the United States: Analysis of Mortality and Potential Pathways” British Medical Journal, 312, 999–1003.
  • Keng, S. &Sheu, S. (2013), “The Effect of National Health Insurance on Mortality and The SES–Health Gradient: Evidence From The Elderly in Taiwan”, Health Economics, 22(1), 52- 72.
  • Leigh A. &Jencks C. (2007), “Inequality and Mortality: Long-Run EvidenceFrom a Panel of Countries” Journal of Health Economics, 26(3), 1–24.
  • Lleras-Muney A. (2002), “The Relationship Between Education and Adult Mortality in the United States” NBER WorkingPaper -8986.
  • Lynch, J.W., Smith, G.D., Harper, S., Hillemeier, M., Ross, N., Kaplan, G.A. &Wolfson, M. (2004), “Is Income Inequality a Determinant of Population Health? Part 1. A Systematic Review”, Milbank Quarterly, 82 (1), 5-99.
  • Materia, E.,Cacciani, L., Bugarani, G., Ceseroni, M.D., Mirale, M.P., Vergine, L., Baglio, G., Simeone, G., &Perucci, C.A. (2005), “Health Inequalities, Income Inequality and Mortality in Italy” European Journal of PublicHealth, 15 (4), 411-417.
  • McDadea, T.W. & Adairb, L.S. (2001), “Defining The ‘‘Urban’’ in Urbanization and Health: A Factor Analysis Approach”, Social Science & Medicine 53 (2001) 55–70
  • McWilliams, JM., Zaslavsky, A.M., Meara, E. & Ayanian, JZ. (2004), “ Health Insurance Coverage and Mortality Among The Near-Elderly”, Health Affairs, 23(4):223-233.
  • OECD -World Bank (2008). “OECD SağlıkSistemi: İncelemeleri Türkiye”,ISBN 978-975-590-282-1.
  • Wagstaff, A. & Van Doorslaer, E. (2000), “Income Inequality and Health: What Does the Literature Tell Us? “, Annual Review of Public Health, 21, 543–67.
  • Rosa G.& Clasen, T. (2010), “Estimating The Scope of Household Water Treatment in Low- And Medium-Income Countries”, American Journal of Tropical Medicine Hygiene,82(2):289-300.
  • Perdue, WC., Stone, LA. &Gostin, L.O. (2003), “The Built Environment and its Relationship to the Public’s Health: The Legal Framework”, American Journal of Public Health, 93(9), 1390-1394.
  • Preston, S.H. (1975), “The Changing Relation Between Mortality and Level of Economic Development”, Population Studies, 29, 231–48.
  • Pritchett, L. & Summers, L.H. (1996), “Wealthier is Healthier”, Journal of Human Resources, 31(4), 841–68. Rodgers, G.B. (1979), “Income and Inequality as Determinants of Mortality: An International Cross-Section Analysis”, PopulationStudies, 33, 343–51.
  • Prüss-Ustün, A., Wolf, J., Corvalán, C., Bos, R. & Neira, N. (2016), “Preventing Disease Through Healthy Environments: A Global Assessment of TheBurden of Disease From Environmental Risks”, WHO -Library Cataloguing-in-Publication Data, ISBN 978 924 1565196.
  • Tüylüoğlu, Ş.& Tekin M. (2009), “Gelir Düzeyi ve Sağlık Harcamalarının Beklenen Yaşam Süresi ve Bebek Ölüm Oranı Üzerindeki Etkileri” , Çukurova Üniversitesi İİBF Dergisi, 13(1), 1-31.
  • Wilkinson, R.G. (1997), “Socioeconomic Determinants of Health: Health Inequalities: Relative or Absolute Material Standards?” , British MedicalJournal, 314, 591-595.
  • Sağlık Bakanlığı (2003), Sağlıkta Dönüşüm, SB,Ankara, http://www.saglik.gov.tr/TR,11415/saglikta-donusum-programi.html, Erişim: 22.03.2017.
  • Shibuya, K.,Hashimoto, H. &Yano, E. (2002), “Individua lncome, Income Distribution, and Self-Rated Health in Japan: Cross Sectional Analysis of Nationally Representative Sample”, British Medical Journal, 324, 16–9.
  • Vlahov, D.,Freudenberg, N., Proietti, F., Ompad, D., Quinn, A., Nandi, V., & Galea, S. (2007), “Urban as a Determinant of Health”, Journal of Urban Health: Bulletin of the New York Academy of Medicine, 84 (1), 16-26.
There are 43 citations in total.

Details

Journal Section Articles
Authors

Gökçe Manavgat

Necmettin Çelik

Publication Date July 31, 2017
Submission Date April 13, 2017
Published in Issue Year 2017

Cite

APA Manavgat, G., & Çelik, N. (2017). A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3. Sosyoekonomi, 25(34), 53-67. https://doi.org/10.17233/sosyoekonomi.305978
AMA Manavgat G, Çelik N. A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3. Sosyoekonomi. October 2017;25(34):53-67. doi:10.17233/sosyoekonomi.305978
Chicago Manavgat, Gökçe, and Necmettin Çelik. “A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3”. Sosyoekonomi 25, no. 34 (October 2017): 53-67. https://doi.org/10.17233/sosyoekonomi.305978.
EndNote Manavgat G, Çelik N (October 1, 2017) A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3. Sosyoekonomi 25 34 53–67.
IEEE G. Manavgat and N. Çelik, “A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3”, Sosyoekonomi, vol. 25, no. 34, pp. 53–67, 2017, doi: 10.17233/sosyoekonomi.305978.
ISNAD Manavgat, Gökçe - Çelik, Necmettin. “A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3”. Sosyoekonomi 25/34 (October 2017), 53-67. https://doi.org/10.17233/sosyoekonomi.305978.
JAMA Manavgat G, Çelik N. A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3. Sosyoekonomi. 2017;25:53–67.
MLA Manavgat, Gökçe and Necmettin Çelik. “A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3”. Sosyoekonomi, vol. 25, no. 34, 2017, pp. 53-67, doi:10.17233/sosyoekonomi.305978.
Vancouver Manavgat G, Çelik N. A Spatial Analysis for the Determinants of Health Status: The Case of Turkey NUTS-3. Sosyoekonomi. 2017;25(34):53-67.