{"id":4657,"date":"2023-11-02T14:26:37","date_gmt":"2023-11-02T13:26:37","guid":{"rendered":"https:\/\/beta.forwardkeys.com\/how-airline-reservation-data-correlates-with-hospitality-company-revenue\/"},"modified":"2024-12-04T08:53:17","modified_gmt":"2024-12-04T07:53:17","slug":"how-airline-reservation-data-correlates-with-hospitality-company-revenue","status":"publish","type":"post","link":"https:\/\/forwardkeys.com\/es\/how-airline-reservation-data-correlates-with-hospitality-company-revenue\/","title":{"rendered":"How airline reservation data correlates with hospitality company revenue"},"content":{"rendered":"<p>This case study pertains to three of the top 5 largest hospitality companies listed on the US stock market, in terms of market cap. The chains boast of providing diverse experiences that can be enjoyed by many types of clients, including business and leisure travellers.<\/p>\n<p>ForwardKeys aimed to investigate the correlation between the reported revenues of these three hospitality companies, and ForwardKeys\u2019 Actual Air Reservations (AAR) dataset - airline reservation data. The AAR dataset is an airline bookings dataset, including most indirect bookings worldwide.<\/p>\n<p>As a first step, ForwardKeys examined the historical yearly variations in the number of arriving passengers and compared it with the year-over-year variations in hotel revenues, between 2018 and 2022. The findings indicated that the yearly variations in the AAR dataset correlate very strongly with the variations in hotel revenues. The total aggregated values that were obtained for the three hotel groups were all between 0.84 and 0.9.<\/p>\n<p><a style=\"background-color: rgba(255, 255, 255, 0);\" href=\"https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-web.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-17532\" src=\"https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-web.png\" alt=\"\" width=\"1548\" height=\"1092\" \/><\/a><\/p>\n<p><span style=\"background-color: rgba(255, 255, 255, 0);\">In the next step, <\/span><a style=\"background-color: rgba(255, 255, 255, 0);\" href=\"\/licensed-datasets\/\">ForwardKeys<\/a><span style=\"background-color: rgba(255, 255, 255, 0);\"> analysed the year-over-year variations by quarter between 2017 and 2022, which yielded even better results, with correlation figures ranging between 0.86 and 1. ForwardKeys also performed a time series correlation between the two sets of data, which yielded results between 0.74 and 0.88. <\/span><\/p>\n<p><span style=\"background-color: rgba(255, 255, 255, 0);\">ForwardKeys then created a predictive model for these three hospitality companies' revenues, based on future arriving passengers with data contained in the AAR dataset. And the results were encouraging, confirming the relevancy of our airline reservation data. <\/span><\/p>\n<p><strong style=\"background-color: rgba(255, 255, 255, 0);\">For the results and more detailed information about the correlation analyses and the predictive model, read the full analysis now. <\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"img-responsive wp-image-17539\" style=\"background-color: rgba(255, 255, 255, 0);\" title=\"20231103-correlation-analysis-cover-2\" src=\"https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-cover-2.png\" sizes=\"auto, (max-width: 1000px) 100vw, 775px\" srcset=\"https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-cover-2-200x206-1.png 200w, https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-cover-2-400x413-1.png 400w, https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-cover-2-600x619-1.png 600w, https:\/\/forwardkeys.com\/wp-content\/uploads\/2023\/11\/20231103-correlation-analysis-cover-2.png 775w\" alt=\"\" width=\"775\" height=\"800\" \/><\/p>\n<p><a class=\"fusion-button button-flat button-xlarge button-custom button-41 fusion-button-span-no fusion-button-default-type\" style=\"background-color: rgba(255, 255, 255, 0);\" href=\"#download-1\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"fusion-button-text\">RECEIVE PDF<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This case study pertains to three of the top 5 largest hospitality companies listed on the US stock market, in terms of market cap. The chains boast of providing diverse&#8230;<\/p>\n","protected":false},"author":1,"featured_media":4658,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[622],"tags":[572,144,76,573,574,35,575,576,577,578,579],"class_list":["post-4657","post","type-post","status-publish","format-standard","has-post-thumbnail","category-innovation-updates","tag-airline-reservation-data","tag-alternative-data","tag-aviation","tag-correlation-analysis","tag-finance-market","tag-forwardkeys","tag-hospitality-company","tag-hotel-group-performance","tag-hotel-porfolio","tag-hotel-revenues","tag-share-prices-of-hotels"],"acf":[],"_links":{"self":[{"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/posts\/4657","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/comments?post=4657"}],"version-history":[{"count":2,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/posts\/4657\/revisions"}],"predecessor-version":[{"id":5212,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/posts\/4657\/revisions\/5212"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/media\/4658"}],"wp:attachment":[{"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/media?parent=4657"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/categories?post=4657"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/forwardkeys.com\/es\/wp-json\/wp\/v2\/tags?post=4657"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}