{"id":997,"date":"2024-09-11T11:02:07","date_gmt":"2024-09-11T08:02:07","guid":{"rendered":"https:\/\/acua.qcri.org\/blog\/?p=997"},"modified":"2024-09-11T11:03:12","modified_gmt":"2024-09-11T08:03:12","slug":"engagement-patterns-in-tiktok-an-analysis-of-short-video-ads","status":"publish","type":"post","link":"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/","title":{"rendered":"Engagement Patterns in TikTok: An Analysis of Short Video Ads"},"content":{"rendered":"<figure id=\"attachment_998\" aria-describedby=\"caption-attachment-998\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-998\" src=\"https:\/\/acua.qcri.org\/blog\/wp-content\/uploads\/2024\/09\/Tictik_Sept_2024.jpeg\" alt=\"Engagement Patterns in TikTok: An Analysis of Short Video Ads\" width=\"600\" height=\"375\" srcset=\"https:\/\/acua.qcri.org\/blog\/wp-content\/uploads\/2024\/09\/Tictik_Sept_2024.jpeg 600w, https:\/\/acua.qcri.org\/blog\/wp-content\/uploads\/2024\/09\/Tictik_Sept_2024-300x188.jpeg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-998\" class=\"wp-caption-text\"><em><a href=\"http:\/\/www.bernardjjansen.com\/uploads\/2\/4\/1\/8\/24188166\/3648188.3677048.pdf\" target=\"_blank\" rel=\"noopener\">Engagement Patterns in TikTok: An Analysis of Short Video Ads<\/a><\/em><\/figcaption><\/figure>\n<p>Short videos have become one of the dominant formats of social media content. Such short videos are often boosted by advertising to increase their reach and visibility.<\/p>\n<p>In research led by <a href=\"https:\/\/www.linkedin.com\/in\/jonisal\/\" target=\"_blank\" rel=\"noopener\">Joni Salminen<\/a>, we investigate user churn (i.e., drop or loss of consumers during the video viewing) of short video ads on TikTok. Data from the TikTok Ads account of an e-commerce company was analyzed using logistic regression to examine how gender, age groups, and video duration affect users\u2019 video viewing behaviors.<\/p>\n<p>The findings indicate that (1) most customers leave the ads within the first quarter of the video; (2) males and females exhibit similar viewing behaviors, but (3) age groups vary by their viewing behaviors.<\/p>\n<p>Somewhat surprisingly, we discovered that (4) there is no significant correlation between user churn and ads performance metrics (i.e., cost-per-mille, cost-per-click, and clickthrough rate).<\/p>\n<p>Read the research article!<\/p>\n<p>Salminen, J., \u200bWahid, R, Yang, Y., and\u00a0Jansen, B. J.\u00a0(2024)\u00a0<em><a href=\"http:\/\/www.bernardjjansen.com\/uploads\/2\/4\/1\/8\/24188166\/3648188.3677048.pdf\" target=\"_blank\" rel=\"noopener\">Engagement Patterns in TikTok: An Analysis of Short Video Ads<\/a><\/em>. ACM Conference on Hypertext and Social Media (HT2024), 10\u201313 September 2024, Poznan, Poland, p. 323-329.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Short videos have become one of the dominant formats of social media content. Such short videos are often boosted by advertising to increase their reach and visibility. In research led by Joni Salminen, we investigate user churn (i.e., drop or loss of consumers during the video viewing) of short video ads on TikTok. Data from&hellip; <a class=\"more-link\" href=\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\">Continue reading <span class=\"screen-reader-text\">Engagement Patterns in TikTok: An Analysis of Short Video Ads<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,12,21],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.13 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Engagement Patterns in TikTok: An Analysis of Short Video Ads - Team Acua<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Engagement Patterns in TikTok: An Analysis of Short Video Ads - Team Acua\" \/>\n<meta property=\"og:description\" content=\"Short videos have become one of the dominant formats of social media content. Such short videos are often boosted by advertising to increase their reach and visibility. In research led by Joni Salminen, we investigate user churn (i.e., drop or loss of consumers during the video viewing) of short video ads on TikTok. Data from&hellip; Continue reading Engagement Patterns in TikTok: An Analysis of Short Video Ads\" \/>\n<meta property=\"og:url\" content=\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\" \/>\n<meta property=\"og:site_name\" content=\"Team Acua\" \/>\n<meta property=\"article:published_time\" content=\"2024-09-11T08:02:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-09-11T08:03:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/acua.qcri.org\/blog\/wp-content\/uploads\/2024\/09\/Tictik_Sept_2024.jpeg\" \/>\n<meta name=\"author\" content=\"Jim Jansen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jim Jansen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\"},\"author\":{\"name\":\"Jim Jansen\",\"@id\":\"https:\/\/acua.qcri.org\/blog\/#\/schema\/person\/e3bb7a0b58349e548e8940716694c215\"},\"headline\":\"Engagement Patterns in TikTok: An Analysis of Short Video Ads\",\"datePublished\":\"2024-09-11T08:02:07+00:00\",\"dateModified\":\"2024-09-11T08:03:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\"},\"wordCount\":202,\"publisher\":{\"@id\":\"https:\/\/acua.qcri.org\/blog\/#organization\"},\"articleSection\":[\"Customer Lifetime Value\",\"Customer Prediction\",\"Customer segmentation\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\",\"url\":\"https:\/\/acua.qcri.org\/blog\/engagement-patterns-in-tiktok-an-analysis-of-short-video-ads\/\",\"name\":\"Engagement Patterns in TikTok: An Analysis of Short Video Ads - 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