Proportional reduction in loss

Proportional reduction in loss

Proportional reduction in loss (PRL) refers to a general framework for developing and evaluating measures of data reliability (statistics). It was proposed by Bruce Cooil and Roland T. Rust in their 1994 paper. Many commonly used reliability measures for quantitative data (such as continuous data in an experimental design) are PRL measures, including Cronbach's alpha and measures proposed by B.J. Winer (1971). It also provides a general way of developing measures for the reliability of qualitative data. For example, this framework provides several possible measures that are applicable when a researcher wants to assess the consensus between judges who are asked to code a number of items into mutually exclusive qualitative categories (Cooil and Rust, 1995). Measures of this latter type have been proposed by several researchers, including Perrault and Leigh (1989).

References

*Cooil, B., and Rust, R. T. (1994), "Reliability and Expected Loss: A Unifying Principle," "Psychometrika", 59, 203-216. (available [http://www2.owen.vanderbilt.edu/bruce.cooil//Documents/1994%20Psychometrika%20Reliability%20&%20Expected%20Loss.pdf here] )
*Cooil, B., and Rust, R. T. (1995), "General Estimators for the Reliability of Qualitative Data," "Psychometrika", 60, 199-220. (available [http://www2.owen.vanderbilt.edu/bruce.cooil//Documents/1995%20Psychometrika.pdf here] )
*Rust, R. T., and Cooil, B. (1994), "Reliability Measures for Qualitative Data: Theory and Implications," "Journal of Marketing Research", 31(1), 1-14. (available [http://www2.owen.vanderbilt.edu/bruce.cooil//Documents/Publications/JMR%201994.pdf here] )
*Winer, B.J. (1971), "Statistical Principles in Experimental Design". New York: McGraw-Hill.
*Perreault, W.D. and Leigh, L.E. (1989), “Reliability of Nominal Data Based on Qualitative Judgments,” Journal of Marketing Research, 26, 135-148


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