Trends of geographic inequalities in the distribution of human resources in healthcare system

The case of Iran

Authors

  • Ali Kazemi Karyani Ph.D. Student in Health Economics, Research Center for Environmental Determinants of Health, Kermanshah University of Medical Sciences, Kermanshah, Iran , Ph.D. Student in Health economics, Department of Health Management and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran

Keywords:

Inequality, Human Resources, Gini coefficient, Dissimilarity index, Tehran Province, Iran

Abstract

Introduction: Considering the scarcity of skilled workers in the health sector, the appropriate distribution of human resources in this sector is very important for improving people’s health. Having information about the degree of equality in the distribution of health human resources and their time trends is necessary for better planning and efficient use of these resources. The aim of this study was to determine the trend of inequality in the allocation of human resources in the health sector in Tehran between 2007 and 2013.

Methods: This cross-sectional study was conducted in Tehran Province in Iran. The inequality in the distribution of human resources (specialists, general practitioners, pharmacists, paramedics, dentists, nurses and community health workers (Behvarz)) in 10 cities in Tehran Province was investigated using the Gini coefficient and the dissimilarity index. The time trend of inequality was examined by regression analysis. The required data were collected from the statistical yearbook of the Iran Statistics Center (ISC). 

Results: The highest value of the Gini coefficient (GC) was related to nurses (GC = 0.291) in 2007. The highest value of the Gini coefficient was related to nurses and Behvarzs in 2008 and 2009, respectively. The distribution of specialists had the highest inequality in 2010 (GC = 0.298), 2011 (GC = 0.300) and 2013 (GC = 0.316). General practitioners had the lowest Gini coefficient for 2007, 2008 and 2012. Nurses for 2009 and Behvarzs for 2010, 2011 and 2013 had the lowest value of Gini coefficient. The dissimilarity indexes for specialists and general practitioners were 26.64 and 8.72 in 2013, respectively. The means of this index for included resources were 31.35, 18.27, 16.91, 22.32, 15.82, 26.74, and 24.33, respectively. The time trend analysis showed that the coefficient of time was positive for all of the human resources, except Behvarzes, and only the coefficient of general practitioners was statistically significant ( p<0.01).   

Conclusion: Over time, inequalities in the distribution of resources in the health sector have been increasing. By developing the private sector and considering the trend of this sector to operate in the more developed regions, health policy makers should continually evaluate the distribution of human resources, and they should arrange a specific plan for the allocation of human resources in the health sector.

 

References

Goodman RA, Goodman LP. Some management issues in temporary systems: A study of professional

development and manpower-The theater case. Admin Sci Q. 1976: 494-501.

Zandian H, Giyasvand H, Nasimi Dost R. Measure of inequality in the distribution of health care resources:

A Case study. Payesh. 2012; 11(3): 799-805.

Ketabforosh B, Fard Shah H, Jafari P, Khanlo K. Analysis of human capital development and health

expenditures on labor productivity, International Conferences on Management, Chalanges and Solutions;

Shiraz, 2013. Available from: www.civilica.com/0576.html.Paper-ICMM01-ICMM01_

Nasiripour AA, Maleki MR, Tabibi SJ, Ehsani Chimeh E. Factors Influence on Geographic Distribution of

Physicians in Selected Countries: A Review Article. J Kermanshah Univ Med Sci. 2013; 17(9): 600-10.

Bloor K, Maynard A, Hall J. Planning human resources in health care: towards an economic approach: an

international comparative review: Canadian Health Services Research Foundation; 2003.

Kabene SM, Orchard C, Howard JM, Soriano MA, Leduc R. The importance of human resources

management in health care: a global context. Hum resour health. 2006; 4(20): 1-17. doi: 10.1186/1478-4491- 4-20. PMCID: PMC1552082.

Tofighi S, Maleki MR, Shahabi M, Delpasand M, Nafis A. Distribution of Specialized Physicians and Active

Beds in the Iranian Government Hospitals between 2001 and 2006. J Sch Public Health Inst Public Health

Res. 2010; 8(3): 1-10.

Munga MA, Maestad O. Measuring inequalities in the distribution of health workers: the case of Tanzania.

Hum Resour Health. 2009; 7(1): 4. doi: 10.1186/1478-4491-7-4. PMID: 19159443, PMCID: 2655278.

Kazemi Karyani A, Kazemi Z, Shaahmadi F, Arefi Z, Ghazanfari S. Determining Inequality and Trend of

Geographic Accessibility to Pediatricians in Iran: 2007-2013. International Journal of Pediatrics. 2015; 3(21):

-8.

Kiadaliri AA, Najafi B, Haghparast Bidgoli H. Geographic distribution of need and access to health care in

rural population: an ecological study in Iran. Int J Equity Health. 2011; 10(1): 39-48. doi: 10.1186/1475- 9276-10-39. PMID: 21939511, PMCID: PMC3196912.

Mobaraki H, Hassani A, Kashkalani T, Khalilnejad R, Chimeh EE. Equality in distribution of human

resources: the case of Iran's Ministry of Health and Medical Education. Iran J Public Health. 2013; 42(1):

PMID: 23865035, PMCID: PMC3712591.

Mirsaeid G, Javad S, Mirzaie M, Haghshenas E, Dargahi H. Human resources distribution among Tehran

university of Medical Sciences Hospitals. Payavard Salamat. 2014; 7(5): 432-46.

Statiatical Center of Iran. Available from: http://www.amar.org.ir/.

Culyer A. The Dictionary of Health Economics 2ed, editor: Edward Elgar Publishing Limited. 2010.

Karyani AK, Azami SR, Rezaei S, Shaahmadi F, Ghazanfari S. Geographical distribution of gynecologists

and midwives in Kermanshah province (2008-2013). J Kermanshah Univ Med Sci. 2015; 19(5): 294-302.

Rodríguez JG, Salas R. The Gini coefficient: Majority voting and social welfare. JET. 2014; 152: 214-23.

doi: 10.1016/j.jet.2014.04.012.

Okamoto M. Interpolating the Lorenz Curve: Methods to Preserve Shape and Remain Consistent with the

Concentration Curves for Components. Rev Income Wealth. 2014; 60(2): 349-84. doi: 10.1111/roiw.12083.

Bandos AI, Guo B, Gur D. Jackknife variance of the partial area under the empirical receiver operating

characteristic curve. Stat Methods Med Res. 2014. doi: 10.1177/0962280214551190. PMID: 25228637.

Ma C, Huang S, Zhou Y. Measuring Inequalities in Gene Co-expression Networks of HIV-1 Infection Using

the Lorenz Curve and Gini Coefficient. J Data Mining Genomics Proteomics. 2014; 5(148): 2153-602.

Bellu LG, Liberati P. Charting Income Inequality, The Lorenz Curve, University of Urbino. Institute of

Economics, Urbino, Italy. 2005.

Karagiannis E, Kovacevic M. A method to calculate the Jackknife variance estimator for the Gini coefficient.

Axford B Econ Stat, 2000; 62(1): 119-22. doi: 10.1111/1468-0084.00163.

Fontana R, Rapallo F, Rogantin MP. Two-Factor Saturated Designs: Cycles, Gini Index, and State Polytopes.

J Stat Theory Pract. 2014; 8(1): 66-82. doi: 1080/15598608.2014.840518.

Wager S, Hastie T, Efron B. Confidence intervals for random forests: The jackknife and the infinitesimal

jackknife. J Mach Learn Res. 2014; 15: 1625-51. PMID: 25580094, PMCID: PMC4286302.

Shao J, Wu CJ. A general theory for jackknife variance estimation. Ann Stat. 1989: 1176-97. doi:

1214/aos/1176347263.

Mafimisebi T, Oguntade A, Fajemisin A, Aiyelari O. Health infrastructure inequality and rural urban

utilization of orthodox and traditional medicines in farming households: A case study of Ekiti State, Nigeria.

Health Management-Different Approaches and Solutions. 2011: 197-214.

Rezaei S, Karyani AK, Fallah R, Matin BK. Relative inequalities in geographic distribution of health care

resources in Kermanshah province, Islamic Republic of Iran. East Mediterr Health J. 2016; 22(1).

Alam GM. The role of science and technology education at network age population for sustainable

development of Bangladesh through human resource advancement. Sci Res Essays. 2009; 4(11): 1260-70.

Shahabi M, tofighi S, Maleki M. The Nurse and Specialist Physicians Manpower Distribution by Population

and Its Relationship with The Number of Beds at Public Hospitals in Iran’s; 2001-2006. Journal of Health

Administration. 2011; 13(4): 8-15.

Landon BE. Career Satisfaction among Physicians. JAMA. 2004; 291(5): 634. doi: 10.1001/jama.291.5.634.

PMID: 14762046.

Astor A, Akhtar T, Matallana MA, Muthuswamy V, Olowu FA, Tallo V, et al. Physician migration: views

from professionals in Colombia, Nigeria, India, Pakistan and the Philippines. Soc Sci Med. 2005; 61(12):

-500. doi: 10.1016/j.socscimed.2005.05.003. PMID: 15953667.

Published

2022-03-07

Issue

Section

Articles