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Four utilities in eyewitness identification practice: Dissociations between receiver operating characteristic (ROC)
James Michael Lampinen1, Andrew M Smith2, Gary L Wells3
1Department of Psychological Science, University of Arkansas.
Law and Human Behavior
|November 2, 2018
Summary
Evaluating eyewitness identification procedures requires a utility-based approach, considering four types of utility. New graphical methods reveal how base rates and costs impact procedure effectiveness, improving criminal justice practice.
Area of Science:
- Forensic Psychology
- Criminal Justice
- Decision Analysis
Background:
- Eyewitness identifications are crucial in criminal justice but prone to errors.
- Current evaluation methods, like Receiver Operating Characteristic (ROC) curves, may not fully capture practical effectiveness.
- Understanding the utility of identification procedures is essential for optimizing their use.
Purpose of the Study:
- To propose a utility-based framework for evaluating eyewitness identification procedures.
- To introduce a novel graphical technique, utility difference curves, for assessing procedure performance.
- To highlight the impact of base rates and cost structures on identification procedure outcomes.
Main Methods:
- Developed a framework considering four types of utility: overall, high-confidence, average, and maximum attainable.
- Introduced utility difference curves as a graphical tool for analysis.
- Analyzed the trade-offs between identifying guilty suspects and misidentifying innocent suspects.
Main Results:
- Standard ROC curve approaches often fail to provide unambiguous guidance on the best eyewitness identification procedures.
- Utility difference curves effectively illustrate how varying base rates and cost structures influence the practical benefits of different procedures.
- The study clarifies conditions under which eyewitness experiment outcomes are clear versus those requiring careful trade-off analysis.
Conclusions:
- A utility-based understanding, incorporating base rates and error costs, is vital for evaluating eyewitness identification procedures.
- The proposed utility difference curves offer a more nuanced and practical method for comparing identification techniques.
- This research emphasizes the need for careful consideration of assumptions when interpreting eyewitness identification experiment results in criminal justice.
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