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about=\u0022\/case\/to-catch-a-thief\u0022 class=\u0022case-study full clearfix case-details-page-wrapper\u0022\u003E\n  \u003Cdiv class=\u0022container-fluid case-details-block green-january full-width-wrapper\u0022\u003E\n    \u003Ca id=\u0022scrolltop_button\u0022\u003E\u003C\/a\u003E\n\n    \u003Cdiv class=\u0022row\u0022\u003E\n      \u003Cdiv class=\u0022col-lg-12 full-width-inner-wrapper\u0022\u003E\n        \u003Cdiv class=\u0022row\u0022\u003E\n          \u003Cdiv class=\u0022col-lg-12 btn-group\u0022\u003E\n            \u003Ca href=\u0022\/search\u0022 class=\u0022btn padding-5 insead-white green-december-text rounded-2 back-to-search-button\u0022\u003E\n              Back to Search\n            \u003C\/a\u003E\n          \u003C\/div\u003E\n        \u003C\/div\u003E\n\n        \u003Cdiv class=\u0022row\u0022\u003E\n          \u003Cdiv class=\u0022col-lg-12 badges-block\u0022\u003E\n           \u003Cspan class=\u0022green-june-text text-uppercase product-type-badges\u0022\u003ECase Study\u003C\/span\u003E\n                                                                          \u003Cimg class=\u0022award-icon\u0022 src=\u0022\/themes\/custom\/case_publishing\/dist\/images\/award@3x.png\u0022 alt=\u0022award\u0022 title=\u0022Award winning case\u0022\u003E\n            \n                          \u003Cimg class=\u0022extra-icon\u0022 src=\u0022\/themes\/custom\/case_publishing\/dist\/images\/extra@3x.png\u0022 alt=\u0022extra\u0022 title=\u0022Case with extra material\u0022\u003E\n            \n          \u003C\/div\u003E\n        \u003C\/div\u003E\n\n        \u003Cdiv class=\u0022row\u0022\u003E\n\n          \u003Cdiv class=\u0022col-lg-6 col-md-6 individual-banner-section\u0022\u003E\n            \u003Ch1 class=\u0022green-august-text individual-page-title\u0022\u003E \u003Cspan class=\u0022field field--name-title field--type-string field--label-hidden\u0022\u003ETo Catch a Thief: Explainable AI in Insurance Fraud Detection\u003C\/span\u003E\n\u003C\/h1\u003E\n            \u003Cdiv class=\u0022row casestudy-fields-block\u0022\u003E\n\n              \u003Cdiv class=\u0022col-lg-4 col-md-4 col-sm-6 col-xs-6 col-6 casestudy-field\u0022\u003E\n                \u003Cspan class=\u0022green-june-text\u0022\u003EBy \u003C\/span\u003E\n                  \u003Cspan class=\u0022green-october-text\u0022\u003E\n                    \n  \u003Cspan class=\u0022field--item author-name-item\u0022\u003E\u003Ca href=\u0022\/author\/antoine-desir\u0022 hreflang=\u0022en\u0022\u003EAntoine Desir\u003C\/a\u003E,\u0026nbsp;\u003C\/span\u003E\n  \u003Cspan class=\u0022field--item author-name-item\u0022\u003E\u003Ca href=\u0022\/author\/ville-satopaa\u0022 hreflang=\u0022en\u0022\u003EVille Satopaa\u003C\/a\u003E,\u0026nbsp;\u003C\/span\u003E\n  \u003Cspan class=\u0022field--item author-name-item\u0022\u003E\u003Ca href=\u0022\/author\/eric-sibony\u0022 hreflang=\u0022en\u0022\u003EEric 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class=\u0022fa fa-caret-down\u0022 aria-hidden=\u0022true\u0022\u003E\u003C\/i\u003E\n            \u003Cdiv class=\u0022strip-content\u0022\u003E\n               \u003Cdiv class=\u0022price-awards-collapse\u0022\u003E\u003Ch5 class=\u0022insead-white-text\u0022\u003EPrizes \u0026 Awards\u003C\/h5\u003E\u003C\/div\u003E\n                \u003Cdiv class=\u0022price-awards-content\u0022\u003E\n                                      \u003Cp class=\u0022p-14 green-january-text\u0022\u003E\n                      Runner-up of the INFORMS Case Competition 2022\n                    \u003C\/p\u003E\n                                  \u003C\/div\u003E\n            \u003C\/div\u003E\n          \u003C\/div\u003E\n        \n        \u003Cdiv class=\u0022individual-main-block\u0022\u003E\n          \u003Cdiv class=\u0022page-content-tab\u0022\u003E\n                          \n              \u003Cul class=\u0022nav nav-tabs gradient-border-left-right\u0022 id=\u0022sortable_tab\u0022 role=\u0022tablist\u0022\u003E\n                \u003Cli class=\u0022active nav-item\u0022\u003E\u003Ca data-bs-target=\u0022#home\u0022 data-bs-toggle=\u0022tab\u0022 href=\u0022#home\u0022 class=\u0022nav-link active\u0022\u003EHome\u003C\/a\u003E\u003C\/li\u003E\n                                  \u003Cli class=\u0022nav-item\u0022\u003E\n                    \u003Ca href=\u0022\/ajax\/microsite\/144526\u0022 class=\u0022nav-link disabled\u0022 rel=\u0022tooltip\u0022 title=\u0022Only users logged in as Educators can access this page.\u0022\u003ERestricted Material for Instructors \u003C\/a\u003E\n                  \u003C\/li\u003E\n                              \u003C\/ul\u003E\n              \u003Cdiv class=\u0022tab-content\u0022 id=\u0022sortable_tab_content\u0022\u003E\n                \u003Cdiv class=\u0022tab-pane fade show active\u0022 id=\u0022home\u0022 role=\u0022tabpanel\u0022 aria-labelledby=\u0022home-tab\u0022\u003E\n                  \u003Cdiv class=\u0022addthis_inline_share_toolbox\u0022\u003E\u003C\/div\u003E\n                                      \u003Cdiv class=\u0022tab-content-block\u0022\u003E\n                      \u003Cdiv class=\u0022tab-subtitle green-july-text\u0022\u003ESummary\u003C\/div\u003E\n                      \u003Cdiv class=\u0022p-14 insead-grey-dec-text\u0022\u003E\n                        \u003Cp\u003E\n                          \u003Cp\u003EWhite lies (inflated claims) cost the insurance industry billions of dollars every year. After\u003Cbr \/\u003E\ninvesting heavily to automate workflows (from policy subscription to claims processing),\u003Cbr \/\u003E\ndigitization has ironically made fraud easier to commit and harder to catch. To an industry\u003Cbr \/\u003E\ndrowning in data and paying out millions per day for fraudulent claims, artificial intelligence\u003Cbr \/\u003E\nand machine learning offer new hope.\u003Cbr \/\u003E\nThe case introduces what it calls \u201cexplainable AI\u201d seen through the eyes of a senior\u003Cbr \/\u003E\noperations executive at Shift, an insurtech unicorn company whose algorithm is used by\u003Cbr \/\u003E\nglobal insurers such as Generali France and Mitsui Sumitomo to fight fraudulent claims. The\u003Cbr \/\u003E\nfocus is on strategy making (following a private equity funding round) and algorithm-level\u003Cbr \/\u003E\ndecisions.\u003Cbr \/\u003E\nWith an anonymized dataset of more than 10,000 claims and a guided coding exercise in\u003Cbr \/\u003E\nstatistical computing softwares R and Python, students are able to backtest their strategies\u003Cbr \/\u003E\non historical data. Beyond the exercise there is ample material to drive case discussion.\u003C\/p\u003E\n\n                        \u003C\/p\u003E\n                      \u003C\/div\u003E\n                    \u003C\/div\u003E\n                  \n                  \n                                      \u003Cdiv class=\u0022tab-content-block\u0022\u003E\n                      \u003Cdiv class=\u0022tab-subtitle green-july-text\u0022\u003ETeaching objectives\u003C\/div\u003E\n                      \u003Cdiv class=\u0022p-14 insead-grey-dec-text\u0022\u003E\n                        \u003Cp\u003E\n                          \u003Cp\u003EThe purpose is to introduce the strategic objectives of an artificial intelligence model, highlighting the\u003Cbr \/\u003E\nconcept of explainability \u2013 the reasons behind machine predictions \u2013 in order to reach the ultimate goal of the technology, which in the case of Shift is to enable its special investigative units to detect a\u003Cbr \/\u003E\nmaximum number of potentially fraudulent claims.\u003Cbr \/\u003E\nThe case can be taught through a process of Q\u0026amp;A, class discussion and (group)\u003Cbr \/\u003E\nassignments. Assignment questions lend structure to class discussion, i.e., introducing the\u003Cbr \/\u003E\nconcept of explainability in data science and AI, the industry-wide problem of insurance fraud\u003Cbr \/\u003E\nand impediments to detection, and exploring how aligning strategic priorities can improve\u003Cbr \/\u003E\nthe usefulness of a data exercise.\u003C\/p\u003E\n\n                        \u003C\/p\u003E\n                      \u003C\/div\u003E\n                    \u003C\/div\u003E\n                  \n                                      \u003Cdiv class=\u0022keyword-content-block\u0022\u003E\n                      \u003Cdiv class=\u0022tab-subtitle green-july-text\u0022\u003EKeywords\u003C\/div\u003E\n                      \u003Cdiv class=\u0022p-14 insead-grey-dec-text\u0022\u003E\n                        \u003Cul class=\u0022individual-page-keywords\u0022\u003E\n                                                      \u003Cli\u003E\n                              Interpretable Artificial Intelligence\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Explainable Artificial Intelligence\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Accuracy-explainability Tradeoff\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Decision trees\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Data Science\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Insurance Analytics\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Python, R programming\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Fraud Detection\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Unstructured Data\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Unicorn Start-up\n                            \u003C\/li\u003E\n                                                      \u003Cli\u003E\n                              Q12023\n                            \u003C\/li\u003E\n                                                  \u003C\/ul\u003E\n                      \u003C\/div\u003E\n                    \u003C\/div\u003E\n                  \n                \u003C\/div\u003E\n                                  \u003Cdiv 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\u003C\/div\u003E\n              \u003Cdiv class=\u0022sidebar-content\u0022\u003E\n                \u003Cdiv class=\u0022sidebar-sub-title green-july-text\u0022\u003E\n                  \u003Ch4\u003E\n                    \u003Ca href=\u0022\/author\/antoine-desir\u0022 class=\u0022green-july-text\u0022 target=\u0022_blank\u0022\u003E\n                      Antoine\u0026nbsp;Desir\n                    \u003C\/a\u003E\n                  \u003C\/h4\u003E\n                \u003C\/div\u003E\n                \u003Cdiv class=\u0022sidebar-sub-content green-december-dark-text author-designation\u0022\u003E\n                  Associate Professor of Technology and Operations Management\n                \u003C\/div\u003E\n              \u003C\/div\u003E\n            \u003C\/div\u003E\n                      \u003Cdiv class=\u0022sidebar-block-body\u0022\u003E\n              \u003Cdiv class=\u0022author-image-wrapper\u0022\u003E\n                                  \u003Cimg 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class=\u0022sidebar-block-body\u0022\u003E\n              \u003Cdiv class=\u0022author-image-wrapper\u0022\u003E\n                              \u003C\/div\u003E\n              \u003Cdiv class=\u0022sidebar-content\u0022\u003E\n                \u003Cdiv class=\u0022sidebar-sub-title green-july-text\u0022\u003E\n                  \u003Ch4\u003E\n                    \u003Ca href=\u0022\/author\/eric-sibony\u0022 class=\u0022green-july-text\u0022 target=\u0022_blank\u0022\u003E\n                      Eric\u0026nbsp;Sibony\n                    \u003C\/a\u003E\n                  \u003C\/h4\u003E\n                \u003C\/div\u003E\n                \u003Cdiv class=\u0022sidebar-sub-content green-december-dark-text author-designation\u0022\u003E\n                  \n                \u003C\/div\u003E\n              \u003C\/div\u003E\n            \u003C\/div\u003E\n                      \u003Cdiv class=\u0022sidebar-block-body\u0022\u003E\n              \u003Cdiv 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          \u003C\/div\u003E\n\n      \u003C\/div\u003E\n    \u003C\/div\u003E\n  \u003C\/div\u003E\n\u003C\/div\u003E\n\n","settings":null}]