On the complexity of traffic judges' decisions

Professional judges in traffic courts sentence many hundreds of offenders per year. Using 639 case files from archives, we compared the Matching Heuristic (MH) to compensatory, weighing algorithms (WM). We modeled and cross validated the models on different subsets of the data, and took several othe...

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Main Authors: David Leiser, Dov-Ron Schatzberg
Format: Article
Language:English
Published: Society for Judgment and Decision Making 2008-12-01
Series:Judgment and Decision Making
Subjects:
Online Access:http://journal.sjdm.org/06154/jdm06154.pdf
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spelling doaj-dac7942fcc0f40e38a9e54ad36e7808c2021-05-02T04:56:53ZengSociety for Judgment and Decision MakingJudgment and Decision Making1930-29752008-12-0138667678On the complexity of traffic judges' decisionsDavid LeiserDov-Ron SchatzbergProfessional judges in traffic courts sentence many hundreds of offenders per year. Using 639 case files from archives, we compared the Matching Heuristic (MH) to compensatory, weighing algorithms (WM). We modeled and cross validated the models on different subsets of the data, and took several other methodological precautions such as allowing each model to select the optimal number of variables and ordering and weighing the variables in accordance to different logics. We did not reproduce the finding by Dhami (2003), who found the MH to be superior to a compensatory algorithm in modeling bail-granting decisions. These simulations brought out the inner logic of the two family of models, showing what combination of parameters works best. It remains remarkable that using only a fraction of the variables and combining them non-compensatorily, MH obtained nearly as good a fit as the weighing method. http://journal.sjdm.org/06154/jdm06154.pdfbounded rationality; judgments; frugal;take-the-best; decision-making; simple heuristics; models; matchingheuristic.
collection DOAJ
language English
format Article
sources DOAJ
author David Leiser
Dov-Ron Schatzberg
spellingShingle David Leiser
Dov-Ron Schatzberg
On the complexity of traffic judges' decisions
Judgment and Decision Making
bounded rationality; judgments; frugal;take-the-best; decision-making; simple heuristics; models; matchingheuristic.
author_facet David Leiser
Dov-Ron Schatzberg
author_sort David Leiser
title On the complexity of traffic judges' decisions
title_short On the complexity of traffic judges' decisions
title_full On the complexity of traffic judges' decisions
title_fullStr On the complexity of traffic judges' decisions
title_full_unstemmed On the complexity of traffic judges' decisions
title_sort on the complexity of traffic judges' decisions
publisher Society for Judgment and Decision Making
series Judgment and Decision Making
issn 1930-2975
publishDate 2008-12-01
description Professional judges in traffic courts sentence many hundreds of offenders per year. Using 639 case files from archives, we compared the Matching Heuristic (MH) to compensatory, weighing algorithms (WM). We modeled and cross validated the models on different subsets of the data, and took several other methodological precautions such as allowing each model to select the optimal number of variables and ordering and weighing the variables in accordance to different logics. We did not reproduce the finding by Dhami (2003), who found the MH to be superior to a compensatory algorithm in modeling bail-granting decisions. These simulations brought out the inner logic of the two family of models, showing what combination of parameters works best. It remains remarkable that using only a fraction of the variables and combining them non-compensatorily, MH obtained nearly as good a fit as the weighing method.
topic bounded rationality; judgments; frugal;take-the-best; decision-making; simple heuristics; models; matchingheuristic.
url http://journal.sjdm.org/06154/jdm06154.pdf
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