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The new rank-based concentration index: Further analysis and properties
1Department of Mechanical Engineering and Department of Industrial & Systems Engineering, University of Minnesota, Minneapolis, Minnesota, United States of America.
A new concentration index, CK, offers advantages over the Q index by considering proportion ranks. This study explores CK
Area of Science:
- Economics
- Statistics
- Market Analysis
Background:
- The Q index, a sum of quadratic proportions, is widely used for market concentration.
- A novel concentration index, CK, has been introduced, incorporating both proportion distribution and ranks.
- CK is proposed as a superior alternative to Q for various measurement applications.
Purpose of the Study:
- To explore additional properties and generalizations of the CK concentration index.
- To demonstrate CK's mathematical properties, including convexity and decomposition capability.
- To analyze CK's sensitivity to changes in proportion distributions and compare it with other indices.
Main Methods:
- Mathematical analysis to prove CK's convexity.
- Derivation of CK's numbers equivalent and probability interpretation.
- Numerical comparisons and statistical inference procedures.
Main Results:
- CK is proven to be a convex function, enabling decomposition analysis.
- The sensitivity and transfer effects of CK were analyzed.
- Generalizations of CK were developed, and its performance was compared numerically with other indices.
Conclusions:
- CK offers a robust and versatile alternative to existing concentration indices like Q.
- The study provides a comprehensive analysis of CK's properties and potential applications.
- CK demonstrates effectiveness across diverse scenarios, including those with missing small proportions.
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