

{"id":1000501,"date":"2026-01-01T00:50:12","date_gmt":"2026-01-01T05:50:12","guid":{"rendered":"https:\/\/sites.temple.edu\/yangyang\/?page_id=1000501"},"modified":"2026-01-02T18:40:49","modified_gmt":"2026-01-02T23:40:49","slug":"sust","status":"publish","type":"page","link":"https:\/\/sites.temple.edu\/yangyang\/sust\/","title":{"rendered":"Sustainability and Resilience"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1000501\" class=\"elementor elementor-1000501\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0726086 e-flex e-con-boxed e-con e-parent\" data-id=\"0726086\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4319af6 elementor-widget elementor-widget-heading\" data-id=\"4319af6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sustainability and Resilience<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c0b3373 e-flex e-con-boxed e-con e-parent\" data-id=\"c0b3373\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0c155ec e-con-full e-flex e-con e-child\" data-id=\"0c155ec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7698de1 elementor-widget elementor-widget-text-editor\" data-id=\"7698de1\" data-element_type=\"widget\" data-e-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\t\t<div data-start-index=\"225\"><div data-start-index=\"225\"><b>Why is this topic important?\u00a0<\/b><\/div><div data-start-index=\"225\">Tourism is deeply intertwined with environmental conditions and vulnerable to external shocks. Climate factors, particularly air pollution, act as both a push and pull factor: pollution at the origin &#8220;pushes&#8221; tourists to flee, while pollution at the destination degrades the experience. Understanding these dynamics is crucial for destination management. Furthermore, resilience\u2014the ability to withstand and recover from shocks like COVID-19\u2014is paramount. Developing quantifiable indices for resilience (e.g., for restaurants or heritage sites) allows stakeholders to identify vulnerable sectors and target interventions. Finally, investigating risk perception at the tourist level helps predict travel avoidance and behavioral changes during crises, which is essential for crisis communication.<\/div><div data-start-index=\"225\">\u00a0<\/div><div data-start-index=\"225\"><b>What has our team done so far?<\/b><\/div><div data-start-index=\"225\">Our work has extensively covered air pollution and climate. Our team utilized big data to show that pollution in origin cities increases residents&#8217; travel intention (the &#8220;fleeing&#8221; effect). We also linked relative air quality to the &#8220;restorative quality&#8221; of destinations, finding that cleaner air relative to the tourist&#8217;s home enhances the feeling of being &#8220;physically away&#8221;. Regarding resilience and COVID-19, we developed a &#8220;Restaurant Resilience Index&#8221; for U.S. counties, identifying that areas with higher dining-in habits and specific political ideologies were less resilient to stay-at-home orders. We also examined hotel survival, finding that inter-organizational imitation (following peers&#8217; closure decisions) exacerbated market exits during the pandemic. For cultural heritage sites, our team constructed a resilience evaluation index, identifying cultural inheritance and protection values as key drivers of system resilience. At the tourist level regarding risk perception, we conducted a meta-analysis confirming a significant negative link between perceived risk and travel intention, identifying that cognitive and affective risk perceptions work in parallel. Our team also introduced the concept of &#8220;cognitive inconsistency&#8221; using behavioral economics, showing that individuals hold conflicting risk perceptions depending on whether they identify as a &#8220;tourist&#8221; or a &#8220;resident&#8221; during a pandemic, which leads to modifications in travel plans.<\/div><\/div>\t\t\t\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d87b31 e-flex e-con-boxed e-con e-parent\" data-id=\"1d87b31\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35b375f elementor-widget elementor-widget-heading\" data-id=\"35b375f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Recommendation <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b671976 e-flex e-con-boxed e-con e-parent\" data-id=\"b671976\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-141a3d6 e-con-full e-flex e-con e-child\" data-id=\"141a3d6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e6e97e e-flex e-con-boxed e-con e-parent\" data-id=\"8e6e97e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6994bdb elementor-widget elementor-widget-heading\" data-id=\"6994bdb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sites.temple.edu\/yangyang\/pub\/?publication_topic=sustainability_and_resilience\">Related Publications (click for all related publication)<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b34e5d elementor-grid-1 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"1b34e5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:&quot;761&quot;,&quot;columns&quot;:&quot;1&quot;,&quot;_skin&quot;:&quot;post&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-loop-container elementor-grid\" role=\"list\">\n\t\t<style id=\"loop-761\">.elementor-761 .elementor-element.elementor-element-ea673aa{--display:flex;border-style:solid;--border-style:solid;border-width:0px 0px 0px 0px;--border-top-width:0px;--border-right-width:0px;--border-bottom-width:0px;--border-left-width:0px;--border-radius:15px 15px 15px 15px;box-shadow:0px 0px 0px 0px rgba(0,0,0,0.5);--padding-top:20px;--padding-bottom:20px;--padding-left:20px;--padding-right:20px;}.elementor-761 .elementor-element.elementor-element-ea673aa:not(.elementor-motion-effects-element-type-background), .elementor-761 .elementor-element.elementor-element-ea673aa > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:#FFFFFF;}.elementor-widget-icon-list .elementor-icon-list-item:not(:last-child):after{border-color:var( --e-global-color-text );}.elementor-widget-icon-list .elementor-icon-list-icon i{color:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-icon svg{fill:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-item > .elementor-icon-list-text, .elementor-widget-icon-list .elementor-icon-list-item > a{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-widget-icon-list .elementor-icon-list-text{color:var( --e-global-color-secondary );}.elementor-761 .elementor-element.elementor-element-65e3c6b .elementor-icon-list-icon i{transition:color 0.3s;}.elementor-761 .elementor-element.elementor-element-65e3c6b .elementor-icon-list-icon svg{transition:fill 0.3s;}.elementor-761 .elementor-element.elementor-element-65e3c6b{--e-icon-list-icon-size:14px;--icon-vertical-offset:0px;}.elementor-761 .elementor-element.elementor-element-65e3c6b .elementor-icon-list-text{transition:color 0.3s;}.elementor-widget-theme-post-title .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-761 .elementor-element.elementor-element-c3e277e .elementor-heading-title{color:var( --e-global-color-text );}.elementor-widget-heading .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-761 .elementor-element.elementor-element-a5b28ad .elementor-heading-title{font-family:\"Playfair Display\", Sans-serif;font-weight:600;font-style:italic;color:var( --e-global-color-text );}.elementor-761 .elementor-element.elementor-element-55a38f9{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;}.elementor-761 .elementor-element.elementor-element-e634ed8 .elementor-heading-title{color:var( --e-global-color-accent );}.elementor-widget-icon.elementor-view-stacked .elementor-icon{background-color:var( --e-global-color-primary );}.elementor-widget-icon.elementor-view-framed .elementor-icon, .elementor-widget-icon.elementor-view-default .elementor-icon{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-widget-icon.elementor-view-framed .elementor-icon, .elementor-widget-icon.elementor-view-default .elementor-icon svg{fill:var( --e-global-color-primary );}.elementor-761 .elementor-element.elementor-element-806cc7e .elementor-icon-wrapper{text-align:center;}.elementor-761 .elementor-element.elementor-element-806cc7e.elementor-view-stacked .elementor-icon{background-color:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-806cc7e.elementor-view-framed .elementor-icon, .elementor-761 .elementor-element.elementor-element-806cc7e.elementor-view-default .elementor-icon{color:var( --e-global-color-accent );border-color:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-806cc7e.elementor-view-framed .elementor-icon, .elementor-761 .elementor-element.elementor-element-806cc7e.elementor-view-default .elementor-icon svg{fill:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-806cc7e .elementor-icon{font-size:25px;}.elementor-761 .elementor-element.elementor-element-806cc7e .elementor-icon svg{height:25px;}.elementor-761 .elementor-element.elementor-element-e476e30 .elementor-heading-title{color:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-a1517e0 .elementor-icon-wrapper{text-align:center;}.elementor-761 .elementor-element.elementor-element-a1517e0.elementor-view-stacked .elementor-icon{background-color:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-a1517e0.elementor-view-framed .elementor-icon, .elementor-761 .elementor-element.elementor-element-a1517e0.elementor-view-default .elementor-icon{color:var( --e-global-color-accent );border-color:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-a1517e0.elementor-view-framed .elementor-icon, .elementor-761 .elementor-element.elementor-element-a1517e0.elementor-view-default .elementor-icon svg{fill:var( --e-global-color-accent );}.elementor-761 .elementor-element.elementor-element-a1517e0 .elementor-icon{font-size:25px;}.elementor-761 .elementor-element.elementor-element-a1517e0 .elementor-icon svg{height:25px;}.elementor-761 .elementor-element.elementor-element-4001b68 .elementor-heading-title{color:var( --e-global-color-accent );}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"761\" class=\"elementor elementor-761 e-loop-item e-loop-item-1001125 post-1001125 publication type-publication status-publish hentry publication_journal-journal_of_travel_research publication_method-spatial_modeling publication_topic-sustainability_and_resilience publication_topic-tourist_flow_and_location publication_type-article publication_year-42\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-ea673aa e-flex e-con-boxed e-con e-parent\" data-id=\"ea673aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65e3c6b elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"65e3c6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Article<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-map\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">China<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-tools\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Spatial Modeling<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3e277e elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"c3e277e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sites.temple.edu\/yangyang\/publication\/unpacking-innovation-incentives-in-rural-tourism-a-simulation-of-policy-impacts-and-regional-heterogeneity\/\">Unpacking Innovation Incentives in Rural Tourism: A Simulation of Policy Impacts and Regional Heterogeneity<\/a><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5b28ad elementor-widget elementor-widget-heading\" data-id=\"a5b28ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Liu, Fajian; Guo, Zongkun; Xie, Zhenzhen; Chen, Dongdong; Yang, Yang<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55a38f9 e-con-full e-flex e-con e-child\" data-id=\"55a38f9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e634ed8 elementor-widget elementor-widget-heading\" data-id=\"e634ed8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2026<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-806cc7e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"806cc7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-book-open\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e476e30 elementor-widget elementor-widget-heading\" data-id=\"e476e30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">JOURNAL OF TRAVEL RESEARCH<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1517e0 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"a1517e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4001b68 elementor-widget elementor-widget-heading\" data-id=\"4001b68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/doi.org\/10.1177\/0047287525141056\">10.1177\/0047287525141056<\/a><\/h2>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"761\" class=\"elementor elementor-761 e-loop-item e-loop-item-1001117 post-1001117 publication type-publication status-publish hentry highlight-y publication_method-econometrics publication_topic-sustainability_and_resilience publication_topic-tourist_flow_and_location publication_type-article publication_year-42\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-ea673aa e-flex e-con-boxed e-con e-parent\" data-id=\"ea673aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65e3c6b elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"65e3c6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Article<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-map\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">US<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-tools\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Econometrics<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3e277e elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"c3e277e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sites.temple.edu\/yangyang\/publication\/hotel-performance-under-extreme-weather-a-contingency-perspective-on-organizational-resilience\/\">Hotel performance under extreme weather: A contingency perspective on organizational resilience<\/a><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5b28ad elementor-widget elementor-widget-heading\" data-id=\"a5b28ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Nam, Yoonyoung; Yang, Yang<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55a38f9 e-con-full e-flex e-con e-child\" data-id=\"55a38f9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e634ed8 elementor-widget elementor-widget-heading\" data-id=\"e634ed8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2026<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-806cc7e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"806cc7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-book-open\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e476e30 elementor-widget elementor-widget-heading\" data-id=\"e476e30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">JOURNAL OF SUSTAINABLE TOURISM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1517e0 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"a1517e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4001b68 elementor-widget elementor-widget-heading\" data-id=\"4001b68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/doi.org\/10.1080\/09669582.2026.2614549\">10.1080\/09669582.2026.2614549<\/a><\/h2>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"761\" class=\"elementor elementor-761 e-loop-item e-loop-item-300010 post-300010 publication type-publication status-publish hentry publication_journal-tourism_economics publication_method-econometrics publication_topic-ai_and_big_data publication_topic-sustainability_and_resilience publication_topic-tourist_flow_and_location publication_type-article publication_year-42\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-ea673aa e-flex e-con-boxed e-con e-parent\" data-id=\"ea673aa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65e3c6b elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"65e3c6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Article<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-map\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">China<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-tools\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Econometrics<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3e277e elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"c3e277e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sites.temple.edu\/yangyang\/publication\/the-paradox-of-prosperity-casino-tourism-immigration-and-local-employment-in-macau\/\">The paradox of prosperity: Casino tourism, immigration, and local employment in Macau<\/a><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5b28ad elementor-widget elementor-widget-heading\" data-id=\"a5b28ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zhang, Hongru; Tian, Maoshan; Yang, Yang<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55a38f9 e-con-full e-flex e-con e-child\" data-id=\"55a38f9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e634ed8 elementor-widget elementor-widget-heading\" data-id=\"e634ed8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2026<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-806cc7e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"806cc7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-book-open\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e476e30 elementor-widget elementor-widget-heading\" data-id=\"e476e30\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TOURISM ECONOMICS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1517e0 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"a1517e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4001b68 elementor-widget elementor-widget-heading\" data-id=\"4001b68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"http:\/\/dx.doi.org\/10.1177\/13548166251364303\">10.1177\/13548166251364303<\/a><\/h2>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0beb5f3 e-flex e-con-boxed e-con e-parent\" data-id=\"0beb5f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e7dcb3 elementor-widget elementor-widget-heading\" data-id=\"3e7dcb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Presentations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be2f9c5 elementor-grid-2 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"be2f9c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:&quot;1000362&quot;,&quot;columns&quot;:&quot;2&quot;,&quot;_skin&quot;:&quot;post&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-loop-container elementor-grid\" role=\"list\">\n\t\t<style id=\"loop-1000362\">.pub-filter{display:flex;gap:12px;flex-wrap:wrap;align-items:center}\r\n.pub-topics{display:flex;gap:10px;flex-wrap:wrap;align-items:center}\r\n.pill{display:inline-flex;align-items:center}\r\n.pill input{position:absolute;opacity:0;width:1px;height:1px}\r\n.pill span{padding:8px 12px;border:1px solid #ddd;border-radius:999px;cursor:pointer}\r\n.pill input:checked + span{background:#111;color:#fff;border-color:#111}\r\n.pub-search{display:flex;gap:8px;align-items:center}\r\n.elementor-1000362 .elementor-element.elementor-element-609babc2{--display:flex;border-style:solid;--border-style:solid;border-width:0px 0px 0px 0px;--border-top-width:0px;--border-right-width:0px;--border-bottom-width:0px;--border-left-width:0px;--border-radius:15px 15px 15px 15px;box-shadow:0px 0px 0px 0px rgba(0,0,0,0.5);--padding-top:20px;--padding-bottom:20px;--padding-left:20px;--padding-right:20px;}.elementor-1000362 .elementor-element.elementor-element-609babc2:not(.elementor-motion-effects-element-type-background), .elementor-1000362 .elementor-element.elementor-element-609babc2 > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:#FFFFFF;}.elementor-widget-icon-list .elementor-icon-list-item:not(:last-child):after{border-color:var( --e-global-color-text );}.elementor-widget-icon-list .elementor-icon-list-icon i{color:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-icon svg{fill:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-item > .elementor-icon-list-text, .elementor-widget-icon-list .elementor-icon-list-item > a{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-widget-icon-list .elementor-icon-list-text{color:var( --e-global-color-secondary );}.elementor-1000362 .elementor-element.elementor-element-2e984c5d .elementor-icon-list-icon i{transition:color 0.3s;}.elementor-1000362 .elementor-element.elementor-element-2e984c5d .elementor-icon-list-icon svg{transition:fill 0.3s;}.elementor-1000362 .elementor-element.elementor-element-2e984c5d{--e-icon-list-icon-size:14px;--icon-vertical-offset:0px;}.elementor-1000362 .elementor-element.elementor-element-2e984c5d .elementor-icon-list-text{transition:color 0.3s;}.elementor-widget-theme-post-title .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-1000362 .elementor-element.elementor-element-74faa0f0 .elementor-heading-title{color:var( --e-global-color-text );}.elementor-1000362 .elementor-element.elementor-element-59f2741b{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;}.elementor-widget-icon.elementor-view-stacked .elementor-icon{background-color:var( --e-global-color-primary );}.elementor-widget-icon.elementor-view-framed .elementor-icon, .elementor-widget-icon.elementor-view-default .elementor-icon{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-widget-icon.elementor-view-framed .elementor-icon, .elementor-widget-icon.elementor-view-default .elementor-icon svg{fill:var( --e-global-color-primary );}.elementor-1000362 .elementor-element.elementor-element-392529c2 .elementor-icon-wrapper{text-align:center;}.elementor-1000362 .elementor-element.elementor-element-392529c2.elementor-view-stacked .elementor-icon{background-color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-392529c2.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-392529c2.elementor-view-default .elementor-icon{color:#4A5568;border-color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-392529c2.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-392529c2.elementor-view-default .elementor-icon svg{fill:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-392529c2 .elementor-icon{font-size:25px;}.elementor-1000362 .elementor-element.elementor-element-392529c2 .elementor-icon svg{height:25px;}.elementor-widget-heading .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-1000362 .elementor-element.elementor-element-202f0c3f .elementor-heading-title{color:var( --e-global-color-accent );}.elementor-1000362 .elementor-element.elementor-element-ab99bee .elementor-icon-wrapper{text-align:center;}.elementor-1000362 .elementor-element.elementor-element-ab99bee.elementor-view-stacked .elementor-icon{background-color:var( --e-global-color-accent );}.elementor-1000362 .elementor-element.elementor-element-ab99bee.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-ab99bee.elementor-view-default .elementor-icon{color:var( --e-global-color-accent );border-color:var( --e-global-color-accent );}.elementor-1000362 .elementor-element.elementor-element-ab99bee.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-ab99bee.elementor-view-default .elementor-icon svg{fill:var( --e-global-color-accent );}.elementor-1000362 .elementor-element.elementor-element-ab99bee .elementor-icon{font-size:25px;}.elementor-1000362 .elementor-element.elementor-element-ab99bee .elementor-icon svg{height:25px;}.elementor-1000362 .elementor-element.elementor-element-5d5ebe09 .elementor-heading-title{color:var( --e-global-color-accent );}.elementor-1000362 .elementor-element.elementor-element-5f211f1{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--margin-top:-20px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;}.elementor-1000362 .elementor-element.elementor-element-20013d3{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;}.elementor-1000362 .elementor-element.elementor-element-26cc96a .elementor-icon-wrapper{text-align:center;}.elementor-1000362 .elementor-element.elementor-element-26cc96a.elementor-view-stacked .elementor-icon{background-color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-26cc96a.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-26cc96a.elementor-view-default .elementor-icon{color:#4A5568;border-color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-26cc96a.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-26cc96a.elementor-view-default .elementor-icon svg{fill:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-26cc96a .elementor-icon{font-size:25px;}.elementor-1000362 .elementor-element.elementor-element-26cc96a .elementor-icon svg{height:25px;}.elementor-1000362 .elementor-element.elementor-element-42bb837 .elementor-heading-title{color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-56c5471{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;}.elementor-1000362 .elementor-element.elementor-element-9d6e819 .elementor-icon-wrapper{text-align:center;}.elementor-1000362 .elementor-element.elementor-element-9d6e819.elementor-view-stacked .elementor-icon{background-color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-9d6e819.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-9d6e819.elementor-view-default .elementor-icon{color:#4A5568;border-color:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-9d6e819.elementor-view-framed .elementor-icon, .elementor-1000362 .elementor-element.elementor-element-9d6e819.elementor-view-default .elementor-icon svg{fill:#4A5568;}.elementor-1000362 .elementor-element.elementor-element-9d6e819 .elementor-icon{font-size:25px;}.elementor-1000362 .elementor-element.elementor-element-9d6e819 .elementor-icon svg{height:25px;}.elementor-1000362 .elementor-element.elementor-element-c87fe37 .elementor-heading-title{color:#4A5568;}@media(min-width:768px){.elementor-1000362 .elementor-element.elementor-element-20013d3{--width:30%;}.elementor-1000362 .elementor-element.elementor-element-56c5471{--width:30%;}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"1000362\" class=\"elementor elementor-1000362 e-loop-item e-loop-item-3040 post-3040 presentation type-presentation status-publish hentry publication_method-big_data publication_method-econometrics publication_method-spatial_modeling publication_topic-ai_and_big_data publication_topic-sustainability_and_resilience publication_topic-tourist_flow_and_location\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-609babc2 e-flex e-con-boxed e-con e-parent\" data-id=\"609babc2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e984c5d elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2e984c5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Invited Talk<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-calendar-times\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">03\/04\/2024<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74faa0f0 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"74faa0f0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">COVID19tourism Index and its application in tourism management<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-59f2741b e-con-full e-flex e-con e-child\" data-id=\"59f2741b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-392529c2 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"392529c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-school\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-202f0c3f elementor-widget elementor-widget-heading\" data-id=\"202f0c3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">University of Perpignan<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab99bee elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"ab99bee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-location-arrow\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d5ebe09 elementor-widget elementor-widget-heading\" data-id=\"5d5ebe09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Perpignan, France<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5f211f1 e-con-full e-flex e-con e-child\" data-id=\"5f211f1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-20013d3 e-con-full e-flex e-con e-child\" data-id=\"20013d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26cc96a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"26cc96a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"far fa-arrow-alt-circle-down\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42bb837 elementor-widget elementor-widget-heading\" data-id=\"42bb837\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sites.temple.edu\/yangyang\/files\/2020\/05\/introduction.pdf\">Presentation file<\/a><\/h2>\t\t\t\t<\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6aad82b e-flex e-con-boxed e-con e-parent\" data-id=\"6aad82b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a1bd0c5 elementor-widget elementor-widget-heading\" data-id=\"a1bd0c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Resources<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2a0878 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"c2a0878\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:&quot;1000405&quot;,&quot;_skin&quot;:&quot;post&quot;,&quot;columns&quot;:&quot;3&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-loop-container elementor-grid\" role=\"list\">\n\t\t<style id=\"loop-1000405\">.pub-filter{display:flex;gap:12px;flex-wrap:wrap;align-items:center}\r\n.pub-topics{display:flex;gap:10px;flex-wrap:wrap;align-items:center}\r\n.pill{display:inline-flex;align-items:center}\r\n.pill input{position:absolute;opacity:0;width:1px;height:1px}\r\n.pill span{padding:8px 12px;border:1px solid #ddd;border-radius:999px;cursor:pointer}\r\n.pill input:checked + span{background:#111;color:#fff;border-color:#111}\r\n.pub-search{display:flex;gap:8px;align-items:center}\r\n.elementor-1000405 .elementor-element.elementor-element-35b7c2c4{--display:flex;--background-transition:0.3s;border-style:solid;--border-style:solid;border-width:0px 0px 0px 0px;--border-top-width:0px;--border-right-width:0px;--border-bottom-width:0px;--border-left-width:0px;--border-radius:15px 15px 15px 15px;box-shadow:0px 0px 0px 0px rgba(0,0,0,0.5);--padding-top:20px;--padding-bottom:20px;--padding-left:20px;--padding-right:20px;}.elementor-1000405 .elementor-element.elementor-element-35b7c2c4:not(.elementor-motion-effects-element-type-background), .elementor-1000405 .elementor-element.elementor-element-35b7c2c4 > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:#FFFFFF;}.elementor-1000405 .elementor-element.elementor-element-35b7c2c4:hover{background-color:#E5E5E5;}.elementor-widget-icon-list .elementor-icon-list-item:not(:last-child):after{border-color:var( --e-global-color-text );}.elementor-widget-icon-list .elementor-icon-list-icon i{color:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-icon svg{fill:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-item > .elementor-icon-list-text, .elementor-widget-icon-list .elementor-icon-list-item > a{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-widget-icon-list .elementor-icon-list-text{color:var( --e-global-color-secondary );}.elementor-1000405 .elementor-element.elementor-element-3ededf34 .elementor-icon-list-icon i{transition:color 0.3s;}.elementor-1000405 .elementor-element.elementor-element-3ededf34 .elementor-icon-list-icon svg{transition:fill 0.3s;}.elementor-1000405 .elementor-element.elementor-element-3ededf34{--e-icon-list-icon-size:14px;--icon-vertical-offset:0px;}.elementor-1000405 .elementor-element.elementor-element-3ededf34 .elementor-icon-list-text{transition:color 0.3s;}.elementor-widget-theme-post-title .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-1000405 .elementor-element.elementor-element-4914c4bb .elementor-heading-title{color:var( --e-global-color-text );}.elementor-widget-theme-post-featured-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-widget-text-editor{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );color:var( --e-global-color-text );}.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:var( --e-global-color-primary );}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap, .elementor-widget-text-editor.elementor-drop-cap-view-default .elementor-drop-cap{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-1000405 .elementor-element.elementor-element-10d081c7{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--margin-top:-20px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;}.elementor-1000405 .elementor-element.elementor-element-37a55b7f{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;}.elementor-widget-icon.elementor-view-stacked .elementor-icon{background-color:var( --e-global-color-primary );}.elementor-widget-icon.elementor-view-framed .elementor-icon, .elementor-widget-icon.elementor-view-default .elementor-icon{color:var( --e-global-color-primary );border-color:var( --e-global-color-primary );}.elementor-widget-icon.elementor-view-framed .elementor-icon, .elementor-widget-icon.elementor-view-default .elementor-icon svg{fill:var( --e-global-color-primary );}.elementor-1000405 .elementor-element.elementor-element-2dad5534 .elementor-icon-wrapper{text-align:center;}.elementor-1000405 .elementor-element.elementor-element-2dad5534.elementor-view-stacked .elementor-icon{background-color:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-2dad5534.elementor-view-framed .elementor-icon, .elementor-1000405 .elementor-element.elementor-element-2dad5534.elementor-view-default .elementor-icon{color:#4A5568;border-color:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-2dad5534.elementor-view-framed .elementor-icon, .elementor-1000405 .elementor-element.elementor-element-2dad5534.elementor-view-default .elementor-icon svg{fill:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-2dad5534 .elementor-icon{font-size:25px;}.elementor-1000405 .elementor-element.elementor-element-2dad5534 .elementor-icon svg{height:25px;}.elementor-widget-heading .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-1000405 .elementor-element.elementor-element-2c4e7153 .elementor-heading-title{color:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-695f76f6{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;}.elementor-1000405 .elementor-element.elementor-element-2aba6b3a .elementor-icon-wrapper{text-align:center;}.elementor-1000405 .elementor-element.elementor-element-2aba6b3a.elementor-view-stacked .elementor-icon{background-color:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-2aba6b3a.elementor-view-framed .elementor-icon, .elementor-1000405 .elementor-element.elementor-element-2aba6b3a.elementor-view-default .elementor-icon{color:#4A5568;border-color:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-2aba6b3a.elementor-view-framed .elementor-icon, .elementor-1000405 .elementor-element.elementor-element-2aba6b3a.elementor-view-default .elementor-icon svg{fill:#4A5568;}.elementor-1000405 .elementor-element.elementor-element-2aba6b3a .elementor-icon{font-size:25px;}.elementor-1000405 .elementor-element.elementor-element-2aba6b3a .elementor-icon svg{height:25px;}.elementor-1000405 .elementor-element.elementor-element-45c78764 .elementor-heading-title{color:#4A5568;}@media(min-width:768px){.elementor-1000405 .elementor-element.elementor-element-37a55b7f{--width:30%;}.elementor-1000405 .elementor-element.elementor-element-695f76f6{--width:30%;}}\/* Start custom CSS for text-editor, class: .elementor-element-0efd0ae *\/.elementor-1000405 .elementor-element.elementor-element-0efd0ae .elementor-widget-container {\r\n    display: -webkit-box;\r\n    -webkit-box-orient: vertical;\r\n    -webkit-line-clamp: 4;  \/* \u8fd9\u91cc\u63a7\u5236\u884c\u6570\uff0c\u60f3\u663e\u793a\u51e0\u884c\u5c31\u586b\u51e0 *\/\r\n    overflow: hidden;\r\n    text-overflow: ellipsis;\r\n}\/* End custom CSS *\/<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"1000405\" class=\"elementor elementor-1000405 e-loop-item e-loop-item-1001143 post-1001143 resource type-resource status-publish has-post-thumbnail hentry publication_method-big_data publication_topic-sustainability_and_resilience\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<a class=\"eael-wrapper-link-35b7c2c4 --eael-wrapper-link-tag\" href=\"https:\/\/sites.temple.edu\/yangyang\/resource\/green-hospitality-dashboard\/\"><\/a><div data-eael-wrapper-link=\"eael-wrapper-link-35b7c2c4\" class=\"elementor-element elementor-element-35b7c2c4 e-flex e-con-boxed e-con e-parent\" data-id=\"35b7c2c4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;1&quot;,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ededf34 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3ededf34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Tool<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4914c4bb elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"4914c4bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Green Hospitality Dashboard<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-325d1b4 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"325d1b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"1001144\" data-permalink=\"https:\/\/sites.temple.edu\/yangyang\/resource\/green-hospitality-dashboard\/green-hotels\/\" data-orig-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels.png\" data-orig-size=\"624,323\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"green-hotels\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels-300x155.png\" data-large-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels.png\" width=\"624\" height=\"323\" src=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels.png\" class=\"attachment-large size-large wp-image-1001144\" alt=\"\" srcset=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels.png 624w, https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels-300x155.png 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" data-attachment-id=\"1001144\" data-permalink=\"https:\/\/sites.temple.edu\/yangyang\/resource\/green-hospitality-dashboard\/green-hotels\/\" data-orig-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels.png\" data-orig-size=\"624,323\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"green-hotels\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels-300x155.png\" data-large-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/green-hotels.png\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0efd0ae elementor-widget elementor-widget-text-editor\" data-id=\"0efd0ae\" data-element_type=\"widget\" data-e-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\t\t<h2>Tool Address: <a href=\"https:\/\/uflyy.github.io\/green-hotels\/\">https:\/\/uflyy.github.io\/green-hotels\/<\/a><\/h2>\n<h2 class=\"text-xl font-bold border-b pb-2 mb-4\">How to Use This Dashboard<\/h2>\n<ul class=\"space-y-2 text-slate-600 mb-8 list-disc pl-5\">\n<li><strong>Global Map Aggregation:<\/strong>\u00a0At the global or country level, cities are represented by aggregated markers scaled by hotel volume. Click a city marker to seamlessly zoom in and load individual hotel properties without clutter.<\/li>\n<li><strong>Dynamic Popups:<\/strong>\u00a0Popups intelligently pan into the view to ensure long lists of Green Features or Hotel Styles are never clipped by the screen edges.<\/li>\n<li><strong>Deep-Dive Graphing:<\/strong>\u00a0Navigate to the Graph View to instantly evaluate structural differences across subgroups using Native Boxplots (min, Q1, median, Q3, max), Standardized Radar Profiling, and 100% Stacked Bar Charts.<\/li>\n<li><strong>Top 10 Feature Slicing:<\/strong>\u00a0When grouping by specific environmental practices (Green Features), the system automatically filters for the top 10 most adopted measures to preserve visual clarity.<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-10d081c7 e-con-full e-flex e-con e-child\" data-id=\"10d081c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-695f76f6 e-con-full e-flex e-con e-child\" data-id=\"695f76f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2aba6b3a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2aba6b3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45c78764 elementor-widget elementor-widget-heading\" data-id=\"45c78764\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/uflyy.github.io\/green-hotels\/\">Resource link<\/a><\/h2>\t\t\t\t<\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"1000405\" class=\"elementor elementor-1000405 e-loop-item e-loop-item-1001121 post-1001121 resource type-resource status-publish has-post-thumbnail hentry publication_method-econometrics publication_topic-sustainability_and_resilience\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<a class=\"eael-wrapper-link-35b7c2c4 --eael-wrapper-link-tag\" href=\"https:\/\/sites.temple.edu\/yangyang\/resource\/hotel-resilience-to-natural-disasters-tool\/\"><\/a><div data-eael-wrapper-link=\"eael-wrapper-link-35b7c2c4\" class=\"elementor-element elementor-element-35b7c2c4 e-flex e-con-boxed e-con e-parent\" data-id=\"35b7c2c4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;1&quot;,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ededf34 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3ededf34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Tool<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4914c4bb elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"4914c4bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Hotel Resilience to Natural Disasters Tool<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-325d1b4 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"325d1b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-attachment-id=\"1001118\" data-permalink=\"https:\/\/sites.temple.edu\/yangyang\/publication\/hotel-performance-under-extreme-weather-a-contingency-perspective-on-organizational-resilience\/hotel-resilience\/\" data-orig-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience.png\" data-orig-size=\"576,402\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"hotel resilience\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience-300x209.png\" data-large-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience.png\" width=\"576\" height=\"402\" src=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience.png\" class=\"attachment-large size-large wp-image-1001118\" alt=\"\" srcset=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience.png 576w, https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience-300x209.png 300w\" sizes=\"(max-width: 576px) 100vw, 576px\" data-attachment-id=\"1001118\" data-permalink=\"https:\/\/sites.temple.edu\/yangyang\/publication\/hotel-performance-under-extreme-weather-a-contingency-perspective-on-organizational-resilience\/hotel-resilience\/\" data-orig-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience.png\" data-orig-size=\"576,402\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"hotel resilience\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience-300x209.png\" data-large-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2026\/03\/hotel-resilience.png\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0efd0ae elementor-widget elementor-widget-text-editor\" data-id=\"0efd0ae\" data-element_type=\"widget\" data-e-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\t\t<p>Tool link: <a href=\"https:\/\/uflyy.github.io\/natural-disaster\/\">https:\/\/uflyy.github.io\/natural-disaster\/<\/a><\/p>\n<div class=\"space-y-3\">\n<p class=\"text-slate-600 leading-relaxed text-sm md:text-base\">This interactive dashboard serves as the companion tool for the research paper\u00a0<strong>Nam and Yang (2026): Hotel performance under extreme weather: a contingency perspective on organizational resilience<\/strong>, published in the\u00a0<em>Journal of Sustainable Tourism<\/em>\u00a0(<a class=\"text-[#9D2235] hover:underline inline-flex items-center gap-0.5\" href=\"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/09669582.2026.2614549\" target=\"_blank\" rel=\"noopener noreferrer\">Link<\/a>). This tool bridges the gap between theoretical econometric models and practical hotel management, allowing stakeholders to visualize the historical and future impacts of natural disasters on hotel revenue across various scenarios.<\/p>\n<\/div>\n<hr class=\"border-slate-100\" \/>\n<div class=\"space-y-2\">\n<p class=\"text-slate-600 leading-relaxed text-sm\">The\u00a0<strong>Historical Map<\/strong>\u00a0provides a geospatial visualization of actual hazard impacts across Texas counties. By selecting specific hazard types (e.g., flooding, hurricane, hail) and historical timeframes (2002-2019), users can observe the distribution of past events and the estimated percentage impact on local hotel performance. The top 10 most severely impacted counties for the selected month are dynamically highlighted.<\/p>\n<\/div>\n<div class=\"space-y-2\">\n<p class=\"text-slate-600 leading-relaxed text-sm\">The\u00a0<strong>Climate Change Map<\/strong>\u00a0allows stakeholders to conduct forward-looking macro stress tests. By anchoring on the 18-year annual average of specific historical hazards, this module enables users to project future spatial risks by adjusting the frequency deterioration slider (e.g., +20% flood frequency). It maps how a shifting climate trajectory will aggravate expected annual hotel revenue damages across different counties over the long term.<\/p>\n<\/div>\n<div class=\"space-y-2\">\n<h3 class=\"text-lg font-bold text-slate-800 flex items-center gap-2\"><\/h3>\n<p class=\"text-slate-600 leading-relaxed text-sm\">The\u00a0<strong>Simulation Module<\/strong>\u00a0equips hotel portfolio managers to estimate financial losses under hypothetical disaster severities. Users can configure an aggregate portfolio&#8217;s characteristics\u2014including ownership mix (independent vs. chain vs. franchise), hotel class structure, and baseline revenue\u2014to analyze how these organizational boundaries mitigate or exacerbate absolute revenue loss during a hazard shock.<\/p>\n<\/div>\n<div class=\"space-y-2\">\n<h3 class=\"text-lg font-bold text-slate-800 flex items-center gap-2\"><\/h3>\n<p class=\"text-slate-600 leading-relaxed text-sm\">The\u00a0<strong>Resilience Module<\/strong>\u00a0translates the study&#8217;s empirical findings into a scoring system for individual properties. By inputting key hotel determinants such as room count, operational age, and chain affiliation, the tool computes a normalized &#8216;Resilience Score&#8217; (0-100). This score is benchmarked against predefined industry percentiles, empowering owners to understand their property&#8217;s inherent capacity to withstand extreme weather disruptions.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-10d081c7 e-con-full e-flex e-con e-child\" data-id=\"10d081c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-695f76f6 e-con-full e-flex e-con e-child\" data-id=\"695f76f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2aba6b3a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2aba6b3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45c78764 elementor-widget elementor-widget-heading\" data-id=\"45c78764\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/uflyy.github.io\/natural-disaster\/\">Resource link<\/a><\/h2>\t\t\t\t<\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"1000405\" class=\"elementor elementor-1000405 e-loop-item e-loop-item-1000394 post-1000394 resource type-resource status-publish has-post-thumbnail hentry publication_method-big_data publication_method-econometrics publication_topic-ai_and_big_data publication_topic-sustainability_and_resilience\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<a class=\"eael-wrapper-link-35b7c2c4 --eael-wrapper-link-tag\" href=\"https:\/\/sites.temple.edu\/yangyang\/resource\/covid19tourism-index\/\"><\/a><div data-eael-wrapper-link=\"eael-wrapper-link-35b7c2c4\" class=\"elementor-element elementor-element-35b7c2c4 e-flex e-con-boxed e-con e-parent\" data-id=\"35b7c2c4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;background_motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;background_motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;1&quot;,&quot;sizes&quot;:[]},&quot;background_motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:100}},&quot;background_motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ededf34 elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3ededf34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-bookmark\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Dataset<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4914c4bb elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"4914c4bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">COVID19tourism Index<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-325d1b4 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"325d1b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-attachment-id=\"708\" data-permalink=\"https:\/\/sites.temple.edu\/yangyang\/home-2\/picture1\/\" data-orig-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1.png\" data-orig-size=\"1328,753\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Picture1\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-300x170.png\" data-large-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-1024x581.png\" width=\"960\" height=\"545\" src=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-1024x581.png\" class=\"attachment-large size-large wp-image-708\" alt=\"\" srcset=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-1024x581.png 1024w, https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-300x170.png 300w, https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-768x435.png 768w, https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1.png 1328w\" sizes=\"(max-width: 960px) 100vw, 960px\" data-attachment-id=\"708\" data-permalink=\"https:\/\/sites.temple.edu\/yangyang\/home-2\/picture1\/\" data-orig-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1.png\" data-orig-size=\"1328,753\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Picture1\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-300x170.png\" data-large-file=\"https:\/\/sites.temple.edu\/yangyang\/files\/2025\/12\/Picture1-1024x581.png\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0efd0ae elementor-widget elementor-widget-text-editor\" data-id=\"0efd0ae\" data-element_type=\"widget\" data-e-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\t\t<p>The COVID19tourism index was developed to monitor the pandemic&#8217;s multifaceted impact on the global tourism industry. This index comprises five distinct sub-indices designed to track the specific effects of COVID-19 across various aspects of tourism activities. By utilizing this tool, destinations are enabled to assess their recovery status, generate rigorous forecasts, and benchmark their performance against potential competitors. Sub-indices The COVID19tourism index is comprised of five distinct sub-indices. These sub-indices were designed to track the specific effects of the pandemic across different aspects of tourism activities.<\/p>\n<p>Dashboard Utility The index functions as a tool that enables destinations to perform three primary functions:<br \/>\n\u2022 Evaluate Recovery: Destinations can use the tool to assess their current recovery status.<br \/>\n\u2022 Forecast: The tool allows users to produce rigorous forecasts regarding tourism trends.<br \/>\n\u2022 Benchmark: Destinations can use the index to benchmark their performance against potential competitors<\/p>\n<p>Link to the <a href=\"https:\/\/experience.arcgis.com\/experience\/6e1ccb1ee1bb4469871898646aa62f54\">COVID19tourism Index Dashboard<\/a><\/p>\n<p>Link to download the <a href=\"https:\/\/sites.temple.edu\/yangyang\/files\/2020\/05\/covid19tourism05_09_published.csv\">data<\/a><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-10d081c7 e-con-full e-flex e-con e-child\" data-id=\"10d081c7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-37a55b7f e-con-full e-flex e-con e-child\" data-id=\"37a55b7f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2dad5534 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2dad5534\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"far fa-arrow-alt-circle-down\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c4e7153 elementor-widget elementor-widget-heading\" data-id=\"2c4e7153\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/sites.temple.edu\/yangyang\/files\/2020\/05\/introduction.pdf\">Resource file<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-695f76f6 e-con-full e-flex e-con e-child\" data-id=\"695f76f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2aba6b3a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2aba6b3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"fas fa-link\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45c78764 elementor-widget elementor-widget-heading\" data-id=\"45c78764\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/experience.arcgis.com\/experience\/6e1ccb1ee1bb4469871898646aa62f54\">Resource link<\/a><\/h2>\t\t\t\t<\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Sustainability and Resilience Why is this topic important?\u00a0Tourism is deeply intertwined with environmental conditions and vulnerable to external shocks. Climate factors, particularly air pollution, act as both a push and &hellip;<\/p>\n","protected":false},"author":4944,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"footnotes":""},"class_list":["post-1000501","page","type-page","status-publish","hentry"],"acf":[],"jetpack-related-posts":[{"id":664,"url":"https:\/\/sites.temple.edu\/yangyang\/","url_meta":{"origin":1000501,"position":0},"title":"Home","author":"Yang Yang","date":"December 27, 2025","format":false,"excerpt":"Prof. Yang2 STHM, Temple University Research Focus on Tourism and Hospitality Analytics Econometrics Big Data\u00a0 Spatial Modeling Meta Analysis VIEW RESEARCH PUBLICATIONS SSCI PUBLICATIONS 0 + YEARS OF DATA 0 + IND. PROJECTS 0 + GLOBAL SCIENTISTS Top 50 % Major Research Topics Tourist Flows and Location Leveraging geospatial tool\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/sites.temple.edu\/yangyang\/files\/2025\/12\/age_203dpi203dpi203d-892x1024.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/sites.temple.edu\/yangyang\/files\/2025\/12\/age_203dpi203dpi203d-892x1024.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/sites.temple.edu\/yangyang\/files\/2025\/12\/age_203dpi203dpi203d-892x1024.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/sites.temple.edu\/yangyang\/files\/2025\/12\/age_203dpi203dpi203d-892x1024.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1000519,"url":"https:\/\/sites.temple.edu\/yangyang\/ai\/","url_meta":{"origin":1000501,"position":1},"title":"AI and Big Data","author":"Yang Yang","date":"January 1, 2026","format":false,"excerpt":"AI and Big Data Why is this topic important?\u00a0Big data and Artificial Intelligence (AI) offer unprecedented opportunities to monitor, forecast, and manage tourism activities in real-time, overcoming the time lags associated with traditional survey data. These technologies enable the processing of unstructured data (text, images, video) to extract insights about\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1000459,"url":"https:\/\/sites.temple.edu\/yangyang\/bigdata\/","url_meta":{"origin":1000501,"position":2},"title":"Big Data","author":"Yang Yang","date":"January 1, 2026","format":false,"excerpt":"Big Data Why is this method important?The integration of Big Data and analytical tools allows researchers to capture real-time tourist behaviors and process vast amounts of unstructured data (text, images, video) that traditional surveys cannot handle. These methods are crucial for \"nowcasting\" tourism demand, understanding sentiment at scale, and automating\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":34,"url":"https:\/\/sites.temple.edu\/yangyang\/research\/","url_meta":{"origin":1000501,"position":3},"title":"Research","author":"Yang Yang","date":"August 5, 2014","format":false,"excerpt":"Research Key Research Areas Tourist Flows and Location Leveraging geospatial tool to predict tourist spatial behaviors and optimize destination management strategies. AI and Big Data in Tourism Leveraging machine learning and LLMs to predict tourist behaviors and optimize destination management strategies. Sustainability and Resilience Analyzing sustainability and risk on tourism\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1000511,"url":"https:\/\/sites.temple.edu\/yangyang\/flow\/","url_meta":{"origin":1000501,"position":4},"title":"Tourism Flows and Location","author":"Yang Yang","date":"January 1, 2026","format":false,"excerpt":"Tourist Flows and Location Why is this topic important?\u00a0Understanding the spatial distribution and movement of tourists is fundamental for destination management, marketing, and infrastructure planning. Tourist flows are not random; they are shaped by destination attractiveness, transport connectivity, and spatial interactions between regions. Analyzing these patterns at both macro (inter-city)\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1000629,"url":"https:\/\/sites.temple.edu\/yangyang\/consulting\/","url_meta":{"origin":1000501,"position":5},"title":"Consulting","author":"Yang Yang","date":"January 1, 2026","format":false,"excerpt":"Consulting I provide evidence-based consulting services that leverage data analytics, engineering principles, and strategic foresight to solve complex challenges in the hospitality and tourism sectors. Smart Tourism System Engineering Designing interoperable digital ecosystems for destinations. Focus on IoT integration, seamless visitor experiences, and smart city infrastructure alignment. - System Architecture\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"jetpack_sharing_enabled":true,"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/pages\/1000501","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/users\/4944"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/comments?post=1000501"}],"version-history":[{"count":10,"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/pages\/1000501\/revisions"}],"predecessor-version":[{"id":1000788,"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/pages\/1000501\/revisions\/1000788"}],"wp:attachment":[{"href":"https:\/\/sites.temple.edu\/yangyang\/wp-json\/wp\/v2\/media?parent=1000501"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}