An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket
The ground conditions prevailing on the day of a cricket match is an important confounding variable that results in the majority of cricket analyses requiring qualification. We present a Bayesian method for estimating the value of ground conditions in the absence of a direct measure. We use dynamic...
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University of Canterbury. Economics and Finance
2011
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ndltd-canterbury.ac.nz-oai-ir.canterbury.ac.nz-10092-58862015-03-30T15:28:24ZAn Economic Analysis of Ability, Strategy and Fairness in ODI CricketBrooker, Scott RobertDynamic ProgrammingCricketProduction Possibility FrontiersOptimisationBayensianThe ground conditions prevailing on the day of a cricket match is an important confounding variable that results in the majority of cricket analyses requiring qualification. We present a Bayesian method for estimating the value of ground conditions in the absence of a direct measure. We use dynamic programming techniques to estimate models of both the first and second innings and we outline an application for each model. We extract a proxy variable for risk from our first-innings model and we use this variable to successfully estimate the trade-off between scoring rate and the probability of survival for individual batsmen. This enables us to decompose a batsman’s performance into ability and strategic nous. Our second-innings model gives an estimate of a team’s probability of winning at any point in the second innings of the match. We use this variable in conjunction with our ground-conditions variable to outline a new method for adjusting the target score in rain-affected matches. We introduce a simple metric for comparing the performance of various rain rules and we find that our proposed rule outperforms the incumbent Duckworth/Lewis method.University of Canterbury. Economics and Finance2011-11-23T21:34:25Z2013-11-24T11:20:05Z2011Electronic thesis or dissertationTexthttp://hdl.handle.net/10092/5886enNZCUCopyright Scott Robert Brookerhttp://library.canterbury.ac.nz/thesis/etheses_copyright.shtml |
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NDLTD |
language |
en |
sources |
NDLTD |
topic |
Dynamic Programming Cricket Production Possibility Frontiers Optimisation Bayensian |
spellingShingle |
Dynamic Programming Cricket Production Possibility Frontiers Optimisation Bayensian Brooker, Scott Robert An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket |
description |
The ground conditions prevailing on the day of a cricket match is an important confounding variable that results in the majority of cricket analyses requiring qualification. We present a Bayesian method for estimating the value of ground conditions in the absence of a direct measure. We use dynamic programming techniques to estimate models of both the first and second innings and we outline an application for each model. We extract a proxy variable for risk from our first-innings model and we use this variable to successfully estimate the trade-off between scoring rate and the probability of survival for individual batsmen. This enables us to decompose a batsman’s performance into ability and strategic nous. Our second-innings model gives an estimate of a team’s probability of winning at any point in the second innings of the match. We use this variable in conjunction with our ground-conditions variable to outline a new method for adjusting the target score in rain-affected matches. We introduce a simple metric for comparing the performance of various rain rules and we find that our proposed rule outperforms the incumbent Duckworth/Lewis method. |
author |
Brooker, Scott Robert |
author_facet |
Brooker, Scott Robert |
author_sort |
Brooker, Scott Robert |
title |
An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket |
title_short |
An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket |
title_full |
An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket |
title_fullStr |
An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket |
title_full_unstemmed |
An Economic Analysis of Ability, Strategy and Fairness in ODI Cricket |
title_sort |
economic analysis of ability, strategy and fairness in odi cricket |
publisher |
University of Canterbury. Economics and Finance |
publishDate |
2011 |
url |
http://hdl.handle.net/10092/5886 |
work_keys_str_mv |
AT brookerscottrobert aneconomicanalysisofabilitystrategyandfairnessinodicricket AT brookerscottrobert economicanalysisofabilitystrategyandfairnessinodicricket |
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1716798672014934016 |