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Measuring inequality in physician distributions using spatially adjusted Gini coefficients
Yi-Hsin Elsa Hsu1,2, Wender Lin3, Joseph J Tien4
1School of Health Care Administration, Taipei Medical University, 250 Wuxing Street, Taipei, Taiwan.
The Gini coefficient may overestimate physician maldistribution. Spatially adjusted measures reveal lower inequality, suggesting targeted interventions in medium-sized cities and improved transport can address geographical disparities.
Area of Science:
- Public Health
- Health Services Research
- Geographic Information Systems (GIS)
Background:
- Physician distribution is a critical factor in healthcare access and equity.
- Traditional inequality measures like the Gini coefficient may not fully capture spatial variations in resource allocation.
- Understanding geographical maldistribution is essential for effective health policy planning.
Purpose of the Study:
- To quantify physician distribution inequality in Taiwan using the Gini coefficient.
- To assess the impact of spatial factors on physician distribution using spatially adjusted Gini coefficients.
- To identify potential strategies for mitigating geographical physician maldistribution.
Main Methods:
- Utilized physician data from the Taiwan National Health Insurance Research Database (NHIRD) and population data from the Ministry of the Interior.
- Calculated the standard Gini coefficient and spatially adjusted Gini coefficients (considering travel time and distance) for physicians from 2001 to 2010.
- Analyzed data for approximately 35,000 registered physicians in Taiwan.
Main Results:
- The Gini coefficient ranged from 0.5128 to 0.4692 between 2001 and 2010.
- Spatially adjusted Gini coefficients were consistently lower, ranging from 0.4324 to 0.4066 (travel time) and 0.4408 to 0.4178 (travel distance).
- Findings indicate that the standard Gini coefficient may overestimate physician maldistribution, with spatial adjustments revealing more nuanced inequality.
Conclusions:
- Geographical maldistribution of physicians is a significant issue in Taiwan.
- Increasing physician numbers in medium-sized cities and improving transportation links to rural areas are proposed solutions.
- Spatial analysis provides a more accurate assessment of healthcare resource distribution and informs targeted interventions.
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