Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts
An experiment was conducted to test the effectiveness of brief instruction in information structuring (i.e., representing and integrating information) for improving the coherence of probability judgments and binary choices among intelligence analysts. Forty-three analysts were presented with compara...
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Online Access: | http://journal.frontiersin.org/Journal/10.3389/fpsyg.2015.00387/full |
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doaj-70627220d8ad4a9a975772f3d37aaa962020-11-24T22:01:22ZengFrontiers Media S.A.Frontiers in Psychology1664-10782015-04-01610.3389/fpsyg.2015.00387137593Instruction in Information Structuring Improves Bayesian Judgment in Intelligence AnalystsDavid R. Mandel0DRDC, Toronto Research CentreAn experiment was conducted to test the effectiveness of brief instruction in information structuring (i.e., representing and integrating information) for improving the coherence of probability judgments and binary choices among intelligence analysts. Forty-three analysts were presented with comparable sets of Bayesian judgment problems before and immediately after instruction. After instruction, analysts’ probability judgments were more coherent (i.e., more additive and compliant with Bayes theorem). Instruction also improved the coherence of binary choices regarding category membership: after instruction, subjects were more likely to invariably choose the category to which they assigned the higher probability of a target’s membership. The research provides a rare example of evidence-based validation of effectiveness in instruction to improve the statistical assessment skills of intelligence analysts. Such instruction could also be used to improve the assessment quality of other types of experts who are required to integrate statistical information or make probabilistic assessments.http://journal.frontiersin.org/Journal/10.3389/fpsyg.2015.00387/fullBayesian inferencecoherenceinformation structureProbability judgmentvisual representationnatural frequencies |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
David R. Mandel |
spellingShingle |
David R. Mandel Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts Frontiers in Psychology Bayesian inference coherence information structure Probability judgment visual representation natural frequencies |
author_facet |
David R. Mandel |
author_sort |
David R. Mandel |
title |
Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts |
title_short |
Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts |
title_full |
Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts |
title_fullStr |
Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts |
title_full_unstemmed |
Instruction in Information Structuring Improves Bayesian Judgment in Intelligence Analysts |
title_sort |
instruction in information structuring improves bayesian judgment in intelligence analysts |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Psychology |
issn |
1664-1078 |
publishDate |
2015-04-01 |
description |
An experiment was conducted to test the effectiveness of brief instruction in information structuring (i.e., representing and integrating information) for improving the coherence of probability judgments and binary choices among intelligence analysts. Forty-three analysts were presented with comparable sets of Bayesian judgment problems before and immediately after instruction. After instruction, analysts’ probability judgments were more coherent (i.e., more additive and compliant with Bayes theorem). Instruction also improved the coherence of binary choices regarding category membership: after instruction, subjects were more likely to invariably choose the category to which they assigned the higher probability of a target’s membership. The research provides a rare example of evidence-based validation of effectiveness in instruction to improve the statistical assessment skills of intelligence analysts. Such instruction could also be used to improve the assessment quality of other types of experts who are required to integrate statistical information or make probabilistic assessments. |
topic |
Bayesian inference coherence information structure Probability judgment visual representation natural frequencies |
url |
http://journal.frontiersin.org/Journal/10.3389/fpsyg.2015.00387/full |
work_keys_str_mv |
AT davidrmandel instructionininformationstructuringimprovesbayesianjudgmentinintelligenceanalysts |
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