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2003 IMTA Proceedings - International Military Testing Association

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662<br />

Much of the research conducted on performance measurement has been done in<br />

the civilian performance appraisal arena, in which a supervisor evaluates a subordinate’s<br />

performance on the job. The focus of the early research was to assess ways to improve<br />

instruments used to evaluate performance (Arvey & Murphy, 1998; Bretz, Milkovich, &<br />

Read, 1992; Landy & Farr, 1980). Most of this research targeted rating scales, which are<br />

numerical or descriptive judgments of how well a task was performed. Research has been<br />

conducted on graphic rating scales, on behaviorally anchored ratings scales (BARS), on<br />

behavioral summary scales (BSS), and on the strengths and weaknesses of each (Cascio,<br />

1991; Murphy & Cleveland, 1991; Borman, Hough, & Dunnette, 1976). However, the<br />

performance appraisal research lacks studies that compare multiple rating formats. The<br />

civilian team performance and training literature has also addressed checklist and<br />

frequency count formats. Checklists consist of items or actions that have dichotomous<br />

answers such as yes/no, right/wrong, or performed action versus failed to perform action,<br />

whereas frequency counts provide an indication of the number of times that a behavior,<br />

action, or error occurs.<br />

However, the literature on scenario-based training lacks research on measurement<br />

methods, on the type of data that can be collected from each, and on how measurement<br />

purpose influences measurement method. In sum, the civilian research on rating formats<br />

has not been conducted in the scenario-based training area, nor has it been translated into<br />

the military arena.<br />

<strong>Military</strong> instructors have primarily used the checklist format, which is rarely used<br />

in the civilian sector. The reason for this difference may be that the criteria for<br />

evaluating performance in the military may be better defined than are the criteria for<br />

civilian jobs. That is, in the military, successful performance may be more amenable to<br />

yes/no judgments. Furthermore, little civilian or military research has been conducted on<br />

other rating formats, such as distance and discrepancies (D&D), which are numerical<br />

indices of how actual performance on the task differs from optimum performance.<br />

Moreover, after 1980, when Landy and Farr declared that further research on rating<br />

formats was not needed, little additional research addressed this topic at all. Thus, when<br />

to use a certain format for evaluating scenario-based training in the military and what<br />

factors drive that decision are necessary topics of research.<br />

To address this need, we conducted a study to provide guidance on identifying<br />

and developing appropriate metrics for measuring human performance in military<br />

settings. To gather information about how best to measure processes and outcomes, we<br />

conducted brief interviews with ten experts in human performance measurement. The<br />

literature identified a number of outcome and process measures, but we selected the ones<br />

most relevant to scenario-based training in the military, as this domain was the focus of<br />

the study. We used accuracy, timeliness, productivity, efficiency, safety, and effects as<br />

our outcome measures and procedural and non-procedural taskwork and teamwork as<br />

process measures (See Table 1 for definitions and examples.)<br />

45 th Annual Conference of the <strong>International</strong> <strong>Military</strong> <strong>Testing</strong> <strong>Association</strong><br />

Pensacola, Florida, 3-6 November <strong>2003</strong>

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