Abstract
Cognitive feedback (CFB) has been shown to increase performance in Multiple Cue Probability Learning (MCPL) tasks in both real life and experimental situations. Our experiment focuses on investigating how experts and novices behave differently in applying CFB, which is presented in forms of relative importance weights of each of the cues and the display of function forms (Weaver and Steward, 2000). We believe this study provided some interesting insight into how much domain knowledge is necessary to understand and apply CFB. The study examined how well novices and experts are able to process and use different types of feedback (i.e. CFB and Outcome Feedback) and hence determined which type is more useful for novices or for those with prior knowledge of the task. A total of 20 participants, 10 experts and 10 novices, were given a series of baseball statistics and asked to predict how many wins the team would have in a season based on these statistics. Performance measures (e.g. relative weighting accuracy, Lens Model measures), mental workload and judgment strategy were measured. Domain Knowledge was statistically significant for all weights except one less important cue, “stolen bases.” In other words, domain knowledge impacts weighting accuracy greatly. Domain knowledge was also found to have a significant effect on judgment performance (i.e. Lens Model measures), such as accuracy and knowledge. Mental workload was significantly affected by CFB, but none of the other dependent variables were.
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More From: Proceedings of the Human Factors and Ergonomics Society Annual Meeting
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