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Characterizing Heated Tobacco Products Marketing on Instagram: Observational Study
Heated tobacco products (HTPs), including I Quit Ordinary Smoking (IQOS), are new tobacco products that use an electronic device to heat compressed tobacco leaves to generate an aerosol for consumers to inhale. Marketing of HTPs is prevalent on Instagram, a popular social media platform. This study...
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Published in: | JMIR formative research 2023-03, Vol.7, p.e43334-e43334 |
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description | Heated tobacco products (HTPs), including I Quit Ordinary Smoking (IQOS), are new tobacco products that use an electronic device to heat compressed tobacco leaves to generate an aerosol for consumers to inhale. Marketing of HTPs is prevalent on Instagram, a popular social media platform.
This study aims to characterize posts related to HTPs on Instagram and their associations with user engagement.
Through the Instagram application programming interface, 979 Instagram posts were collected using keywords related to HTPs, such as "IQOS" and "heat-not-burn." Among them, 596 posts were related to IQOS and other HTP marketing. The codebook was developed from a randomly selected 200 posts on the post content by hand coding, which was applied to the remaining 396 Instagram posts. Summary statistics were calculated, and statistical hypothesis testing was conducted to understand the popularity of Instagram posts on HTPs. Negative binomial regression models were applied to identify Instagram post characteristics associated with user engagement (eg, count).
Among Instagram posts related to HTP marketing (N=596), "product display" was dominant (n=550, 92.28%), followed by "brand promotion" (n=41, 6.88%), and "others" (n=5, 0.84%). Among posts within "product display," "device only" was the most popular (n=338, 61.45%), followed by "heatstick only" (n=80, 14.55%), "accessory" (n=66, 12%), "device and heatstick" (n=56, 10.18%), and "capsule" (n=10, 1.82%). A univariate negative binomial regression model with pairwise comparisons across "product display" types showed that the number of likes for posts with HTP heatsticks was significantly lower compared to posts with HTP devices, accessories, and device-heatstick sets. Multivariate negative binomial regression models showed that HTP-related Instagram posts with a model or lifestyle elements (;=.60, 95% CI 0.36-0.84) or without obvious product advertising information (=.69, 95% CI 0.49-0.89) received more likes.
It is shown that posts with product displays were dominant among HTP-related posts on Instagram. Posts with model or lifestyle elements are associated with high user engagement, which might be one of the web-based marketing strategies of HTPs. |
doi_str_mv | 10.2196/43334 |
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This study aims to characterize posts related to HTPs on Instagram and their associations with user engagement.
Through the Instagram application programming interface, 979 Instagram posts were collected using keywords related to HTPs, such as "IQOS" and "heat-not-burn." Among them, 596 posts were related to IQOS and other HTP marketing. The codebook was developed from a randomly selected 200 posts on the post content by hand coding, which was applied to the remaining 396 Instagram posts. Summary statistics were calculated, and statistical hypothesis testing was conducted to understand the popularity of Instagram posts on HTPs. Negative binomial regression models were applied to identify Instagram post characteristics associated with user engagement (eg, count).
Among Instagram posts related to HTP marketing (N=596), "product display" was dominant (n=550, 92.28%), followed by "brand promotion" (n=41, 6.88%), and "others" (n=5, 0.84%). Among posts within "product display," "device only" was the most popular (n=338, 61.45%), followed by "heatstick only" (n=80, 14.55%), "accessory" (n=66, 12%), "device and heatstick" (n=56, 10.18%), and "capsule" (n=10, 1.82%). A univariate negative binomial regression model with pairwise comparisons across "product display" types showed that the number of likes for posts with HTP heatsticks was significantly lower compared to posts with HTP devices, accessories, and device-heatstick sets. Multivariate negative binomial regression models showed that HTP-related Instagram posts with a model or lifestyle elements (;=.60, 95% CI 0.36-0.84) or without obvious product advertising information (=.69, 95% CI 0.49-0.89) received more likes.
It is shown that posts with product displays were dominant among HTP-related posts on Instagram. Posts with model or lifestyle elements are associated with high user engagement, which might be one of the web-based marketing strategies of HTPs.</description><identifier>ISSN: 2561-326X</identifier><identifier>EISSN: 2561-326X</identifier><identifier>DOI: 10.2196/43334</identifier><identifier>PMID: 36920463</identifier><language>eng</language><publisher>Canada: JMIR Publications</publisher><subject>FDA approval ; Hypothesis testing ; Lifestyles ; Marketing ; Minors ; Multimedia ; Original Paper ; Social networks ; Statistical analysis ; Statistics ; Tobacco ; Vaping ; Young adults</subject><ispartof>JMIR formative research, 2023-03, Vol.7, p.e43334-e43334</ispartof><rights>Jiarui Chen, Siyu Xue, Zidian Xie, Dongmei Li. Originally published in JMIR Formative Research (https://formative.jmir.org), 15.03.2023.</rights><rights>2023. This work is licensed under https://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>Jiarui Chen, Siyu Xue, Zidian Xie, Dongmei Li. Originally published in JMIR Formative Research (https://formative.jmir.org), 15.03.2023. 2023</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c458t-6b47062e7fc0d1d942b9108495c4548e762f6adce975e1058c6e7178ea9bbb873</citedby><cites>FETCH-LOGICAL-c458t-6b47062e7fc0d1d942b9108495c4548e762f6adce975e1058c6e7178ea9bbb873</cites><orcidid>0000-0002-5149-7710 ; 0000-0003-3670-1493 ; 0000-0001-5863-5277 ; 0000-0001-9140-2483</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2918526183/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2918526183?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793,75126</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36920463$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Chen, Jiarui</creatorcontrib><creatorcontrib>Xue, Siyu</creatorcontrib><creatorcontrib>Xie, Zidian</creatorcontrib><creatorcontrib>Li, Dongmei</creatorcontrib><title>Characterizing Heated Tobacco Products Marketing on Instagram: Observational Study</title><title>JMIR formative research</title><addtitle>JMIR Form Res</addtitle><description>Heated tobacco products (HTPs), including I Quit Ordinary Smoking (IQOS), are new tobacco products that use an electronic device to heat compressed tobacco leaves to generate an aerosol for consumers to inhale. Marketing of HTPs is prevalent on Instagram, a popular social media platform.
This study aims to characterize posts related to HTPs on Instagram and their associations with user engagement.
Through the Instagram application programming interface, 979 Instagram posts were collected using keywords related to HTPs, such as "IQOS" and "heat-not-burn." Among them, 596 posts were related to IQOS and other HTP marketing. The codebook was developed from a randomly selected 200 posts on the post content by hand coding, which was applied to the remaining 396 Instagram posts. Summary statistics were calculated, and statistical hypothesis testing was conducted to understand the popularity of Instagram posts on HTPs. Negative binomial regression models were applied to identify Instagram post characteristics associated with user engagement (eg, count).
Among Instagram posts related to HTP marketing (N=596), "product display" was dominant (n=550, 92.28%), followed by "brand promotion" (n=41, 6.88%), and "others" (n=5, 0.84%). Among posts within "product display," "device only" was the most popular (n=338, 61.45%), followed by "heatstick only" (n=80, 14.55%), "accessory" (n=66, 12%), "device and heatstick" (n=56, 10.18%), and "capsule" (n=10, 1.82%). A univariate negative binomial regression model with pairwise comparisons across "product display" types showed that the number of likes for posts with HTP heatsticks was significantly lower compared to posts with HTP devices, accessories, and device-heatstick sets. Multivariate negative binomial regression models showed that HTP-related Instagram posts with a model or lifestyle elements (;=.60, 95% CI 0.36-0.84) or without obvious product advertising information (=.69, 95% CI 0.49-0.89) received more likes.
It is shown that posts with product displays were dominant among HTP-related posts on Instagram. Posts with model or lifestyle elements are associated with high user engagement, which might be one of the web-based marketing strategies of HTPs.</description><subject>FDA approval</subject><subject>Hypothesis testing</subject><subject>Lifestyles</subject><subject>Marketing</subject><subject>Minors</subject><subject>Multimedia</subject><subject>Original Paper</subject><subject>Social networks</subject><subject>Statistical analysis</subject><subject>Statistics</subject><subject>Tobacco</subject><subject>Vaping</subject><subject>Young adults</subject><issn>2561-326X</issn><issn>2561-326X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdkVtrFEEQRgdRTIj7F2RABF9W-37xRWRRsxCJaATfmuqems2ss9NJd08g_no72RgSn6qpOpwq-muaBSVvGbXqneCciyfNIZOKLjlTv54-eB80i5y3hBBGqdKWP28OuLKMCMUPm--rc0gQCqbhzzBt2mOEgl17Fj2EENtvKXZzKLn9Cuk3lhsiTu16ygU2CXbv21OfMV1BGeIEY_ujzN31i-ZZD2PGxV09an5-_nS2Ol6enH5Zrz6eLIOQpiyVF5oohroPpKOdFcxbSoywss6FQa1Yr6ALaLVESqQJCjXVBsF6743mR8167-0ibN1FGnaQrl2Ewd02Yto4SGUII7oefK9YJ6HnveBBgjQKvAHs6x6Qsro-7F0Xs99hXTqVBOMj6ePJNJy7TbxylFBOtVbV8ObOkOLljLm43ZADjiNMGOfsmDaaUaaZqOir_9BtnFP9v0pZaiRT1PBKvd5TIcWcE_b311DiblJ3t6lX7uXD0--pfxnzv3tcptc</recordid><startdate>20230315</startdate><enddate>20230315</enddate><creator>Chen, Jiarui</creator><creator>Xue, Siyu</creator><creator>Xie, Zidian</creator><creator>Li, Dongmei</creator><general>JMIR Publications</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7RV</scope><scope>7X7</scope><scope>7XB</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>KB0</scope><scope>M0S</scope><scope>NAPCQ</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-5149-7710</orcidid><orcidid>https://orcid.org/0000-0003-3670-1493</orcidid><orcidid>https://orcid.org/0000-0001-5863-5277</orcidid><orcidid>https://orcid.org/0000-0001-9140-2483</orcidid></search><sort><creationdate>20230315</creationdate><title>Characterizing Heated Tobacco Products Marketing on Instagram: Observational Study</title><author>Chen, Jiarui ; Xue, Siyu ; Xie, Zidian ; Li, Dongmei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c458t-6b47062e7fc0d1d942b9108495c4548e762f6adce975e1058c6e7178ea9bbb873</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>FDA approval</topic><topic>Hypothesis testing</topic><topic>Lifestyles</topic><topic>Marketing</topic><topic>Minors</topic><topic>Multimedia</topic><topic>Original Paper</topic><topic>Social networks</topic><topic>Statistical analysis</topic><topic>Statistics</topic><topic>Tobacco</topic><topic>Vaping</topic><topic>Young adults</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Jiarui</creatorcontrib><creatorcontrib>Xue, Siyu</creatorcontrib><creatorcontrib>Xie, Zidian</creatorcontrib><creatorcontrib>Li, Dongmei</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nursing & Allied Health Database (ProQuest)</collection><collection>Health & Medical Collection (Proquest)</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Nursing & Allied Health Premium</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>JMIR formative research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Jiarui</au><au>Xue, Siyu</au><au>Xie, Zidian</au><au>Li, Dongmei</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Characterizing Heated Tobacco Products Marketing on Instagram: Observational Study</atitle><jtitle>JMIR formative research</jtitle><addtitle>JMIR Form Res</addtitle><date>2023-03-15</date><risdate>2023</risdate><volume>7</volume><spage>e43334</spage><epage>e43334</epage><pages>e43334-e43334</pages><issn>2561-326X</issn><eissn>2561-326X</eissn><abstract>Heated tobacco products (HTPs), including I Quit Ordinary Smoking (IQOS), are new tobacco products that use an electronic device to heat compressed tobacco leaves to generate an aerosol for consumers to inhale. Marketing of HTPs is prevalent on Instagram, a popular social media platform.
This study aims to characterize posts related to HTPs on Instagram and their associations with user engagement.
Through the Instagram application programming interface, 979 Instagram posts were collected using keywords related to HTPs, such as "IQOS" and "heat-not-burn." Among them, 596 posts were related to IQOS and other HTP marketing. The codebook was developed from a randomly selected 200 posts on the post content by hand coding, which was applied to the remaining 396 Instagram posts. Summary statistics were calculated, and statistical hypothesis testing was conducted to understand the popularity of Instagram posts on HTPs. Negative binomial regression models were applied to identify Instagram post characteristics associated with user engagement (eg, count).
Among Instagram posts related to HTP marketing (N=596), "product display" was dominant (n=550, 92.28%), followed by "brand promotion" (n=41, 6.88%), and "others" (n=5, 0.84%). Among posts within "product display," "device only" was the most popular (n=338, 61.45%), followed by "heatstick only" (n=80, 14.55%), "accessory" (n=66, 12%), "device and heatstick" (n=56, 10.18%), and "capsule" (n=10, 1.82%). A univariate negative binomial regression model with pairwise comparisons across "product display" types showed that the number of likes for posts with HTP heatsticks was significantly lower compared to posts with HTP devices, accessories, and device-heatstick sets. Multivariate negative binomial regression models showed that HTP-related Instagram posts with a model or lifestyle elements (;=.60, 95% CI 0.36-0.84) or without obvious product advertising information (=.69, 95% CI 0.49-0.89) received more likes.
It is shown that posts with product displays were dominant among HTP-related posts on Instagram. Posts with model or lifestyle elements are associated with high user engagement, which might be one of the web-based marketing strategies of HTPs.</abstract><cop>Canada</cop><pub>JMIR Publications</pub><pmid>36920463</pmid><doi>10.2196/43334</doi><orcidid>https://orcid.org/0000-0002-5149-7710</orcidid><orcidid>https://orcid.org/0000-0003-3670-1493</orcidid><orcidid>https://orcid.org/0000-0001-5863-5277</orcidid><orcidid>https://orcid.org/0000-0001-9140-2483</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | FDA approval Hypothesis testing Lifestyles Marketing Minors Multimedia Original Paper Social networks Statistical analysis Statistics Tobacco Vaping Young adults |
title | Characterizing Heated Tobacco Products Marketing on Instagram: Observational Study |
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