{"id":595,"date":"2021-04-30T10:15:04","date_gmt":"2021-04-30T02:15:04","guid":{"rendered":"http:\/\/172.27.140.174\/?page_id=595"},"modified":"2023-05-09T10:26:57","modified_gmt":"2023-05-09T02:26:57","slug":"work-package-2-transforming-competency-and-skill-development-2","status":"publish","type":"page","link":"https:\/\/siacorplab.nus.edu.sg\/work-package-2-transforming-competency-and-skill-development-2\/","title":{"rendered":"Work Package 2 – Transforming Competency and Skill Development"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"595\" class=\"elementor elementor-595\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fe6cc59 elementor-section-full_width elementor-section-height-min-height elementor-section-content-space-around elementor-section-height-default elementor-section-items-middle\" data-id=\"fe6cc59\" data-element_type=\"section\" data-settings=\"{"background_background":"classic"}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8f46591\" data-id=\"8f46591\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dfed7a4 elementor-widget elementor-widget-heading\" data-id=\"dfed7a4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Transforming Competency and Skill Development<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f2e4a6 elementor-widget elementor-widget-heading\" data-id=\"5f2e4a6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Work Package 2<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bda7d12 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"bda7d12\" data-element_type=\"section\" data-settings=\"{"background_background":"classic"}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-11051e7\" data-id=\"11051e7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6e73f83 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e73f83\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-0fc3430\" data-id=\"0fc3430\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c64ea11 elementor-widget elementor-widget-spacer\" data-id=\"c64ea11\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fddf43 elementor-widget elementor-widget-heading\" data-id=\"2fddf43\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Aim of Work Package<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ee04e1 elementor-widget elementor-widget-text-editor\" data-id=\"4ee04e1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>This work package will deploy technology to assist in manpower training in ways that are not currently adopted in the aviation industry.\u00a0 Specifically, the projects will use eye tracking technology to quantify and personalize training programs for pilots, and use augmented reality (AR) and virtual reality (VR) technology to complement existing training programs and to provide SIA with greater learning flexibility.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12ec76a elementor-widget elementor-widget-spacer\" data-id=\"12ec76a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-95e4f82 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"95e4f82\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-35b2159\" data-id=\"35b2159\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a08a15 elementor-tabs-view-horizontal elementor-widget elementor-widget-tabs\" data-id=\"3a08a15\" data-element_type=\"widget\" data-settings=\"{"motion_fx_motion_fx_mouse":"yes"}\" data-widget_type=\"tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-tabs\">\n\t\t\t<div class=\"elementor-tabs-wrapper\" role=\"tablist\" >\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-6081\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-6081\" aria-expanded=\"false\">Project 1 - Data and Technology-Driven Crew Training & Intelligent Planning<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-6082\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-6082\" aria-expanded=\"false\">Project 2 \u2013 Intelligent Scheduling & Post-flight Feedback <\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"elementor-tabs-content-wrapper\" role=\"tablist\" aria-orientation=\"vertical\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-6081\" aria-expanded=\"false\">Project 1 - Data and Technology-Driven Crew Training & Intelligent Planning<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-6081\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-6081\" tabindex=\"0\" hidden=\"false\"><p>This project aims to create a data- and technology-driven and competency-based training framework for pilot and cabin crew training.\u00a0<\/p><p>The team will use eye tracking technology to develop a data-driven and competency-based training framework which will provide an objective approach to training, potentially reduce the number of required hours in flight simulators, and reduce training cost.<\/p><p>This technology aims to objectively measure performance, provide personalized training and reduce cost by giving SIA ability to transport and replicate this training beyond a centralized location.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-6082\" aria-expanded=\"false\">Project 2 \u2013 Intelligent Scheduling & Post-flight Feedback <\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-6082\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-6082\" tabindex=\"0\" hidden=\"hidden\"><p>In order to provide a high-quality flight experience, it is necessary to plan the optimal schedule for the crew and to provide immediate feedback post-flight.\u00a0 Current scheduling and roster solutions use a deterministic and blanket strategy whereby all crew are treated equal.\u00a0 Existing algorithms optimize based on constraints without the consideration of crew preferences and performance.\u00a0 As a result, the team propose an intelligent scheduling system which takes into account individual-level factors including preferences and performance.\u00a0<\/p><p>The use of AR and VR will help to complement existing training programs for new cadets as well as routine refresher courses for existing flight and cabin crew by providing greater flexibility in where they can train, and the types of scenarios and situations which can be simulated beyond existing methods.<\/p><p>In this project, proven causal inference techniques will be used to identify environmental factors and people attributes that contribute to positive training and flight outcomes. Combining the insights of our models with the existing rostering data from Jeppesen and call center enquiries, an optimal scheduling algorithms will be designed to simultaneously satisfy the preferences of the crew and achieve optimal flight outcomes.<\/p><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4dd6591 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4dd6591\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d35e444\" data-id=\"d35e444\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-736bc5d elementor-widget elementor-widget-spacer\" data-id=\"736bc5d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d1e9757 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"d1e9757\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d85b047\" data-id=\"d85b047\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1be3822 elementor-widget elementor-widget-heading\" data-id=\"1be3822\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Publications<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-493569e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"493569e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a33ba0\" data-id=\"2a33ba0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6b7fea5 elementor-position-left elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"6b7fea5\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3542129\" tabindex=\"-1\"><img decoding=\"async\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/elementor\/thumbs\/WP2-Bayesian-Herd-qvny47q26chiz5yuk22gwbrsnby85yvnqoqrlppvvc.png\" title=\"WP2 Bayesian Herd\" alt=\"\" class=\"elementor-animation-grow\" loading=\"lazy\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3542129\">Bayesian Herd Detection for Dynamic Data<\/a><\/h3><p class=\"elementor-image-box-description\">Jussi Keppo, Ville Satop\u00e4\u00e4\n<br> <br> \nProblem Statement: This article analyzes multiple agents who forecast an underlying dynamic state based on streams of (partially overlapping) information. Each agent minimizes a convex combination of their forecasting error and deviation from the other agents' forecasts. As a result, the agents exhibit herding behavior - a bias that has been well-recognized in the economics and psychology literature. Our first contribution is a general framework for analyzing agents' forecasts under different levels of herding. The underlying state dynamics can be non-linear with seasonality, trends, shocks, or other time-series components....\n<\/span><br><br><span style=\"color: rgb(255, 159, 0); font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, "Noto Sans", sans-serif; font-style: italic; text-align: center; white-space: normal;\">This research is supported by National Research Foundation, Singapore and A*STAR, under its RIE2020 Industry Alignment Fund \u2013 Industry Collaboration Projects (IAF-ICP) grant call (Grant No. I2001E0059)<\/span>\n<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dafdf99 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dafdf99\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-45d9b82\" data-id=\"45d9b82\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6f72700 elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"6f72700\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/deliverypdf.ssrn.com\/delivery.php?ID=737027111000007065125068091104095064016020050037028066000083074074126004086092090026061120060015055036110001011113100075125090108059078076004064008069093113020119080089030047002027091114115082124094071002100100091078120073068121086066104097067019116095&EXT=pdf&INDEX=TRUE\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5403f39 elementor-widget elementor-widget-spacer\" data-id=\"5403f39\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ade969c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ade969c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6b92d45\" data-id=\"6b92d45\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eb543ca elementor-position-left elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"eb543ca\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/arxiv.org\/pdf\/2205.15723.pdf\" tabindex=\"-1\"><img decoding=\"async\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/elementor\/thumbs\/devrf-qvny47q26chiz5yuk22gwbrsnby85yvnqoqrlppvvc.png\" title=\"devrf\" alt=\"\" class=\"elementor-animation-grow\" loading=\"lazy\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/arxiv.org\/pdf\/2205.15723.pdf\">DeVRF: Fast Deformable Voxel Radiance Fields for Dynamic Scenes<\/a><\/h3><p class=\"elementor-image-box-description\">Jia-Wei Liu,\u00a0Yan-Pei Cao,\u00a0Weijia Mao,\u00a0Wenqiao Zhang,\u00a0David Junhao Zhang,\u00a0Jussi Keppo,\u00a0Ying Shan,\u00a0Xiaohu Qie,\u00a0Mike Zheng Shou\n<br> <br> \nProblem Statement: Modeling dynamic scenes is important for many applications such as virtual reality\nand telepresence. Despite achieving unprecedented fidelity for novel view synthesis\nin dynamic scenes, existing methods based on Neural Radiance Fields (NeRF)\nsuffer from slow convergence (i.e., model training time measured in days). In this\npaper, we present DeVRF, a novel representation to accelerate learning dynamic\nradiance fields.....\n<\/span><br><br><span style=\"color: rgb(255, 159, 0); font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, "Noto Sans", sans-serif; font-style: italic; text-align: center; white-space: normal;\">This research is supported by National Research Foundation, Singapore and A*STAR, under its RIE2020 Industry Alignment Fund \u2013 Industry Collaboration Projects (IAF-ICP) grant call (Grant No. I2001E0059)<\/span>\n<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c4a872 elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4c4a872\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/arxiv.org\/pdf\/2205.15723.pdf\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f53b6f2 elementor-widget elementor-widget-spacer\" data-id=\"f53b6f2\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0aeb2f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0aeb2f2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5c888f7\" data-id=\"5c888f7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea76799 elementor-position-left elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"ea76799\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3989971\" tabindex=\"-1\"><img decoding=\"async\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/elementor\/thumbs\/WP2-Incentive-Design-1-qvny47q26chiz5yuk22gwbrsnby85yvnqoqrlppvvc.png\" title=\"WP2 – Incentive Design\" alt=\"\" class=\"elementor-animation-grow\" loading=\"lazy\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3989971\">Incentive Design and Pricing under Limited Inventory<\/a><\/h3><p class=\"elementor-image-box-description\">Jia-Wei Liu,\u00a0Yan-Pei Cao,\u00a0Weijia Mao,\u00a0Wenqiao Zhang,\u00a0David Junhao Zhang,\u00a0Jussi Keppo,\u00a0Ying Shan,\u00a0Xiaohu Qie,\u00a0Mike Zheng Shou\n<br> <br> \nProblem Statement: A firm faces random demand for a service it delivers on a given future date. To boost demand, the firm hires a sales agent who exerts unobservable effort continuously over time. The firm is concerned not only with increasing current demand, but also with smoothing demand over time to avoid losing goodwill if realized demand exceeds available inventory. We model the firm\u2019s incentive design problem using a continuous-time principal-agent framework, in which demand drifts over time in response to unobserved agent effort and the price the firm charges. To induce the agent\u2019s sales effort, the firm chooses an incentive scheme that depends on the remaining inventory and the time to the service (e.g., time to departure in the case of airlines). We characterize the firm\u2019s optimal incentive scheme .....\n<\/span><br><br><span style=\"color: rgb(255, 159, 0); font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, "Noto Sans", sans-serif; font-style: italic; text-align: center; white-space: normal;\">This research is supported by National Research Foundation, Singapore and A*STAR, under its RIE2020 Industry Alignment Fund \u2013 Industry Collaboration Projects (IAF-ICP) grant call (Grant No. I2001E0059)<\/span>\n<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef1a10a elementor-button-info elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ef1a10a\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3989971\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9074ed elementor-widget elementor-widget-spacer\" data-id=\"e9074ed\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ae467c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ae467c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f4952e6\" data-id=\"f4952e6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8641721 elementor-widget elementor-widget-heading\" data-id=\"8641721\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Events and Workshops<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-caaaa23 elementor--h-position-center elementor--v-position-middle elementor-arrows-position-inside elementor-pagination-position-inside elementor-widget elementor-widget-slides\" data-id=\"caaaa23\" data-element_type=\"widget\" data-settings=\"{"navigation":"both","autoplay":"yes","pause_on_hover":"yes","pause_on_interaction":"yes","autoplay_speed":5000,"infinite":"yes","transition":"slide","transition_speed":500}\" data-widget_type=\"slides.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-swiper\">\n\t\t\t<div class=\"elementor-slides-wrapper elementor-main-swiper swiper\" dir=\"ltr\" data-animation=\"\">\n\t\t\t\t<div class=\"swiper-wrapper elementor-slides\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-repeater-item-c559384 swiper-slide\"><div class=\"swiper-slide-bg\" role=\"img\"><\/div><div class=\"elementor-background-overlay\"><\/div><a class=\"swiper-slide-inner\" href=\"https:\/\/siacorplab.nus.edu.sg\/design-thinking-workshop-wp2\/\"><div class=\"swiper-slide-contents\"><div class=\"elementor-slide-heading\">Design Thinking Workshop<\/div><div class=\"elementor-slide-description\">Held on the 29 to 30 December 2020<\/div><div class=\"elementor-button elementor-slide-button elementor-size-xs\">Click Here<\/div><\/div><\/a><\/div><div class=\"elementor-repeater-item-1c513ea swiper-slide\"><div class=\"swiper-slide-bg\" role=\"img\"><\/div><div class=\"elementor-background-overlay\"><\/div><a class=\"swiper-slide-inner\" href=\"https:\/\/siacorplab.nus.edu.sg\/technical-sharing-session-3-a-primer-on-data\/\"><div class=\"swiper-slide-contents\"><div class=\"elementor-slide-heading\">Technical Sharing Session #3<\/div><div class=\"elementor-slide-description\">A Primer on Data\n<br> \n28 January 2022, Friday<\/div><div class=\"elementor-button elementor-slide-button elementor-size-xs\">Click Here<\/div><\/div><\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" 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elementor-element-3817c20\" data-id=\"3817c20\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b0cb988 elementor-widget elementor-widget-spacer\" data-id=\"b0cb988\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df1453e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df1453e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6bfbe64\" data-id=\"6bfbe64\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b5f30ce elementor-widget elementor-widget-gallery\" data-id=\"b5f30ce\" data-element_type=\"widget\" data-settings=\"{"columns":3,"gap":{"unit":"px","size":0,"sizes":[]},"aspect_ratio":"4:3","columns_mobile":2,"gap_tablet":{"unit":"px","size":0,"sizes":[]},"gap_mobile":{"unit":"px","size":0,"sizes":[]},"lazyload":"yes","gallery_layout":"grid","columns_tablet":2,"link_to":"file","overlay_background":"yes","content_hover_animation":"fade-in"}\" data-widget_type=\"gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-gallery__container\">\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item elementor-animated-content\" href=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/03\/ARVR-3.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"b5f30ce\" data-elementor-lightbox-title=\"ARVR 3\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDIxMywidXJsIjoiaHR0cHM6XC9cL3NpYWNvcnBsYWIubnVzLmVkdS5zZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyMlwvMDNcL0FSVlItMy5qcGciLCJzbGlkZXNob3ciOiJiNWYzMGNlIn0%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/03\/ARVR-3-1024x768.jpg\" data-width=\"800\" data-height=\"600\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item elementor-animated-content\" href=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/03\/ARVR-4-1.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"b5f30ce\" data-elementor-lightbox-title=\"ARVR 4\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDIxNywidXJsIjoiaHR0cHM6XC9cL3NpYWNvcnBsYWIubnVzLmVkdS5zZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyMlwvMDNcL0FSVlItNC0xLmpwZyIsInNsaWRlc2hvdyI6ImI1ZjMwY2UifQ%3D%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/03\/ARVR-4-1-1024x768.jpg\" data-width=\"800\" data-height=\"600\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"e-gallery-item elementor-gallery-item elementor-animated-content\" href=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/03\/ARVR-5.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"b5f30ce\" data-elementor-lightbox-title=\"ARVR 5\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6NDIxMiwidXJsIjoiaHR0cHM6XC9cL3NpYWNvcnBsYWIubnVzLmVkdS5zZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyMlwvMDNcL0FSVlItNS5qcGciLCJzbGlkZXNob3ciOiJiNWYzMGNlIn0%3D\">\n\t\t\t\t\t<div class=\"e-gallery-image elementor-gallery-item__image\" data-thumbnail=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/03\/ARVR-5-1024x768.jpg\" data-width=\"800\" data-height=\"600\" aria-label=\"\" role=\"img\" ><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-gallery-item__overlay\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3df9479 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"3df9479\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-92ec221\" data-id=\"92ec221\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fc90aac elementor-widget elementor-widget-spacer\" data-id=\"fc90aac\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0791a61 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0791a61\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-953159c\" data-id=\"953159c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c520bb elementor-grid-5 elementor-grid-mobile-2 elementor-grid-tablet-2 elementor-widget elementor-widget-portfolio\" data-id=\"5c520bb\" data-element_type=\"widget\" data-settings=\"{"columns":"5","masonry":"yes","columns_mobile":"2","columns_tablet":"2","item_gap":{"unit":"px","size":"","sizes":[]},"row_gap":{"unit":"px","size":"","sizes":[]}}\" data-widget_type=\"portfolio.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-portfolio elementor-grid elementor-posts-container\">\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5251 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/tay-jia-wang\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/08\/pass-photo.jpg\" class=\"attachment-large size-large wp-image-5253\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/08\/pass-photo.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/08\/pass-photo-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tTay Jia Wang\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5463 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/nguyen-truong-vinh-thuyen\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/04\/Thuyen.jpg\" class=\"attachment-large size-large wp-image-5464\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/04\/Thuyen.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/04\/Thuyen-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tNguy\u1ec5n Tr\u01b0\u01a1ng V\u0129nh, Thuy\u00ean\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5558 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/wu-meixi\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/07\/WMX.jpg\" class=\"attachment-large size-large wp-image-5560\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/07\/WMX.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/07\/WMX-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tWu Meixi\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5634 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/ahmad-iqbal-bin-othman\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2025\/01\/AhmadIqbal_WebPhoto.jpg\" class=\"attachment-large size-large wp-image-5636\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2025\/01\/AhmadIqbal_WebPhoto.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2025\/01\/AhmadIqbal_WebPhoto-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tAhmad Iqbal Bin Othman\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-1250 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/jussi-keppo\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/Jussi-Photo-Casual.jpg\" class=\"attachment-large size-large wp-image-5529\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/Jussi-Photo-Casual.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/Jussi-Photo-Casual-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tJussi Keppo\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5126 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/khoo-eng-tat\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/06\/engtat-website.jpg\" class=\"attachment-large size-large wp-image-5127\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/06\/engtat-website.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/06\/engtat-website-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tKhoo Eng Tat\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-1261 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-researchers\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/chuah-teong-leong\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/myphoto2-Cropped.jpg\" class=\"attachment-large size-large wp-image-2061\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/myphoto2-Cropped.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/myphoto2-Cropped-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tChuah Teong Leong\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5304 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-researchers\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/lindy-lim\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/09\/photo.jpg\" class=\"attachment-large size-large wp-image-5306\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/09\/photo.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/09\/photo-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tLindy Lim\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-1256 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-co-pi\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/tan-chuan-hoo\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/tancho_2-1.jpg\" class=\"attachment-large size-large wp-image-1579\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/tancho_2-1.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/tancho_2-1-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tTan Chuan Hoo\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5427 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-co-pi\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/brian-chiam\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/03\/Brian-Chiam.jpg\" class=\"attachment-large size-large wp-image-5428\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/03\/Brian-Chiam.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2024\/03\/Brian-Chiam-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tBrian Chiam\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-4086 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-researcher-1\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/mike-shou\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/02\/zhengshou_stanford_photo.jpg\" class=\"attachment-large size-large wp-image-4088\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/02\/zhengshou_stanford_photo.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/02\/zhengshou_stanford_photo-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tMike Shou\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-5067 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-researcher-1\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/catherine-leo\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/05\/Catherines-Photo-Cropped.jpg\" class=\"attachment-large size-large wp-image-5068\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/05\/Catherines-Photo-Cropped.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/05\/Catherines-Photo-Cropped-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tCatherine Leo\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-1263 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/ge-qingyin\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/Photo-4.jpg\" class=\"attachment-large size-large wp-image-1575\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/Photo-4.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/Photo-4-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tGe Qingyin\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-1265 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/yu-bin\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/IMG_0362_11-3.jpg\" class=\"attachment-large size-large wp-image-1576\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/IMG_0362_11-3.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2021\/05\/IMG_0362_11-3-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tYu Bin\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-4605 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/ran-lingmin\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/08\/Lingmin.jpg\" class=\"attachment-large size-large wp-image-4606\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/08\/Lingmin.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/08\/Lingmin-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tRan Lingmin\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-portfolio-item elementor-post post-4865 people type-people status-publish has-post-thumbnail hentry people_categories-work-package-2-phd-student people_categories-work-package-3-phd-students\">\n\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/siacorplab.nus.edu.sg\/people\/zhang-zhiyao\/\">\n\t\t\t\t<div class=\"elementor-portfolio-item__img elementor-post__thumbnail\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"550\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/02\/Zhiyao.jpg\" class=\"attachment-large size-large wp-image-4867\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/02\/Zhiyao.jpg 450w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2023\/02\/Zhiyao-245x300.jpg 245w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-portfolio-item__overlay\">\n\t\t\t\t<h3 class=\"elementor-portfolio-item__title\">\n\t\tZhang Zhiyao\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-632225b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"632225b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bb4173a\" data-id=\"bb4173a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d69a461 elementor-widget elementor-widget-spacer\" data-id=\"d69a461\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Transforming Competency and Skill Development Work Package 2 Aim of Work Package This work package will deploy technology to assist in manpower training in ways that are not currently adopted in the aviation industry.\u00a0 Specifically, the projects will use eye tracking technology to quantify and personalize training programs for pilots, and use augmented reality (AR) 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