Exploring the strategic role of Marketer-Generated-Content analytics towards Airbnb hosts sales optimization
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Although user-generated content is reported to improve Airbnb host’s sales, the impact of Marketer-Generated Content (MGC) on the minimum sales generated from the reviewers who have reviewed the MGC is yet to be explored. This study examines MGC of title descriptions analysis from the City of Los Angeles listing data to understand their importance in predicting hosts’ net sales. The analysis employs two complementary econometric approaches: parametric multiple regression and the nonparametric multivariate adaptive regression spline model across three neighbourhood groups and two price groups. The findings indicate hosts can employ MGC to optimize sales and should highlight feature words in the title that best reflect the property characteristics and appeal to a target group that may be locationspecific, price-sensitive, or both. The title should be informative and detailed within a limit of 10 words. The novelty of the work is to identify the influence of total sales for respective feature words from the title description of Airbnb property and to analyze their uses in marketing communications. The practical implications indicate that host-generated feature words are crucial in maximizing net sales for the property.
Abstract
Although user-generated content is reported to improve Airbnb host’s sales, the impact of Marketer-Generated Content (MGC) on the minimum sales generated from the reviewers who have reviewed the MGC is yet to be explored. This study examines MGC of title descriptions analysis from the City of Los Angeles listing data to understand their importance in predicting hosts’ net sales. The analysis employs two complementary econometric approaches: parametric multiple regression and the nonparametric multivariate adaptive regression spline model across three neighbourhood groups and two price groups. The findings indicate hosts can employ MGC to optimize sales and should highlight feature words in the title that best reflect the property characteristics and appeal to a target group that may be locationspecific, price-sensitive, or both. The title should be informative and detailed within a limit of 10 words. The novelty of the work is to identify the influence of total sales for respective feature words from the title description of Airbnb property and to analyze their uses in marketing communications. The practical implications indicate that host-generated feature words are crucial in maximizing net sales for the property.
참고문헌 (102)
- Abrate, G., "Personal or product reputation? Optimizing revenues in the sharing economy", Journal of Travel Research, 58(1), pp.136~148 (2019)[DOI]
- "22 Astonishing Airbnb statistics for all new hosts in 2020" (2020)[URL]
- "Airbnb titles: Proven formulas that attract 5x more bookings" (2020)[URL]
- Albuquerque, P., "Evaluating promotional activities in an online two-sided market of user-generated content", Marketing Science, 31(3), pp.406~432 (2012)[DOI]
- "Average Airbnb occupancy rates by city | all the rooms" (2020)[URL]
- Baldwin, C., "Narrative rhetoric in expert reports : A case study", Narrative Matters, 1(2), pp.3~20 (2011)
- beIkkala, T., "Monetizing network hospitality: Hospitality and sociability in the context of airbnb", Proceedings of the 18th ACM conference on computer supported cooperative work & social computing, pp.1033~1044 (2015)
- Biswas, B., "Examining the determinants of the count of customer reviews in peer-to-peer home-sharing platforms using clustering and count regression techniques", Decision Support Systems, 135, pp.113324~ (2020)[DOI]
- Blair, J. R., "Book review : The fluid consumer : Next generation growth and branding in the digital age", Journal of Macromarketing, 39(3), pp.341~345 (2019)[DOI]
- Bonilla-Quijada, M., "Promotion of urban tourism : Insights into user engagement on social media", Information Technology & Tourism, 23(4), pp.611~632 (2021)[DOI]
- Book, L. A., "Online traveler reviews as social influence : Price is no longer king", Journal of Hospitality & Tourism Research, 42(3), pp.445~475 (2018)[DOI]
- Boto-García, D., "Consumers’demand for operational licencing : Evidence from Airbnb in paris", Annals of Tourism Research, 100, pp.103566~ (2023)[DOI]
- Braca, A., "Developing persuasive systems for marketing: The interplay of persuasion techniques, customer traits and persuasive message design", Italian Journal of Marketing, 369–412 (2023)[DOI]
- Chatterjee, S., "Drivers of helpfulness of online hotel reviews: A sentiment and emotion mining approach", International Journal of Hospitality Management, 85 (2020)[DOI]
- Chatterjee, S., "Measuring SERVQUAL dimensions and their importance for customer-satisfaction using online reviews : A text mining approach", Journal of Enterprise Information Management, 36(1), pp.22~44 (2022)[DOI]
- Chattopadhyay, M., "Do Airbnb host listing attributes influence room pricing homogenously", International Journal of Hospitality Management, 81, pp.54~64 (2019)[DOI]
- Chattopadhyay, M., "What Airbnb host listings influence peer-to-peer tourist accommodation price", Journal of Hospitality & Tourism Research, 44(4), pp.597~623 (2020)[DOI]
- Chen, G., "COVID-19 pandemic exposes the vulnerability of the sharing economy : A novel accounting framework", Journal of Sustainable Tourism, 30(5), pp.1141~1158 (2022)[DOI]
- Cheng, M., "The sharing economy and sustainability–assessing Airbnb’s direct, indirect and induced carbon footprint in Sydney", Journal of Sustainable Tourism, 28(8), pp.1083~1099 (2020)[DOI]
- Chen, P. J., "Advances in tourism behavior & retailing introduction to a special issue in journal of Global Scholars of marketing Science(JGSMS)", Journal of Global Scholars of Marketing Science, 32(1), pp.1~15 (2022)[DOI]
- Chen, S., "Persuasion strategies of misinformation-containing posts in the social media", Information Processing & Management, 58(5), pp.102665~ (2021)[DOI]
- Chen, Y., "Third-party product review and firm marketing strategy", Marketing Science, 24(2), pp.218~240 (2005)[DOI]
- Chen, Y., "Online consumer review : Word-of-mouth as a new element of marketing communication mix", Management Science, 54(3), pp.477~491 (2008)[DOI]
- Chen, Y., "Consumer valuation of Airbnb listings : A hedonic pricing approach", International Journal of Contemporary Hospitality Management, 29(9), pp.2405~2424 (2017)[DOI]
- Chica-Olmo, J., "Effects of location on Airbnb apartment pricing in Málaga", Tourism Management, 77, pp.103981~ (2020)[DOI]
- Choi, B., "Trust in open versus closed social media : The relative influence of user-and marketer-generated content in social network services on customer trust", Telematics and Informatics, 34(5), pp.550~559 (2017)[DOI]
- Correia, T., "The fluid consumer: Next generation growth and branding in the digital age" (2016), Kogan Page
- Dann, D., "Poster child and guinea pig–insights from a structured literature review on Airbnb", International Journal of Contemporary Hospitality Management, 31(1), pp.427~473 (2019)[DOI]
- Deboosere, R., "Location, location and professionalization: A multilevel hedonic analysis of Airbnb listing prices and revenue", Regional Studies, Regional Science, 6(1), pp.143~156 (2019)[DOI]
- Demetrious, K., "Corporate social responsibility, new activism and public relations", Social Responsibility Journal, 4(1, pp.2) (2008), 104~119
- Einav, L., "Peer-to-peer markets", Annual Review of Economics, 8(1), pp.615~635 (2016)[DOI]
- Escalas, J. E., "Self-referencing and persuasion : Narrative transportation versus analytical elaboration", The Journal of Consumer Research, 33(4), pp.421~429 (2007)[DOI]
- Falk, M., "The role of specific attributes in determining prices of Airbnb listings in rural and urban locations", International Journal of Hospitality Management, 83, pp.132~140 (2019)[DOI]
- Fisher, W. R., "Narration as a human communication paradigm : The case of public moral argument", Communication Monographs, 51(1), pp.1~22 (1984)[DOI]
- Fisher, W. R., "Technical logic, rhetorical logic, and narrative rationality", Argumentation, 1(1), pp.3~21 (1987)[DOI]
- Gibbs, C., "Pricing in the sharing economy : A hedonic pricing model applied to Airbnb listings", Journal of Travel & Tourism Marketing, 35(1), pp.46~56 (2018)[DOI]
- Goh, K. Y., "Social media brand community and consumer behavior : Quantifying the relative impact of user-and marketer-generated content", Information Systems Research, 24(1), pp.88~107 (2013)[DOI]
- Gunter, U., "What makes an Airbnb host a superhost? Empirical evidence from San Francisco and the Bay Area", Tourism Management, 66, pp.26~37 (2018)[DOI]
- Gunter, U., "Determinants of Airbnb demand in Vienna and their implications for the traditional accommodation industry", Tourism Economics, 24(3), pp.270~293 (2018)[DOI]
- Guttentag, D., "Progress on Airbnb : A literature review", Journal of Hospitality & Tourism Technology, 10(4), pp.814~844 (2019)[DOI]
- Han, L., "Inside Airbnb titles : The location choices of listings from Chinese hosts’ advertising expressions", Tourism Management Perspectives, 48, pp.101151~ (2023)[DOI]
- Hardy, A., "The formation and functioning of the Airbnb neo-tribe. Exploring peer-to-peer accommodation host groups", Tourism Management Perspectives, 37 (2021)[DOI]
- He, W., "Identifying customer knowledge on social media through data analytics", Journal of Enterprise Information Management, 32(1), pp.152~169 (2018)[DOI]
- Hong, I., "Analyzing spatial variance of Airbnb pricing determinants using multiscale GWR approach", Sustainability(Switzerland), 12(11), pp.4710~ (2020)[DOI]
- Huang, H., "When and why language assertiveness affects online review persuasion", Journal of Hospitality & Tourism Research, 47(6), pp.988~1016 (2022)[DOI]
- Jang, H., "Judging an Airbnb booking by its cover : How profile photos affect guest ratings", Journal of Consumer Marketing, 39(4), pp.371~382 (2022)[DOI]
- Jiang, Y., "Together we tango : Value facilitation and customer participation in Airbnb", International Journal of Hospitality Management, 82, pp.169~180 (2019)[DOI]
- Jung, J., "Curiosity or certainty? A qualitative, comparative analysis of couchsurfing and Airbnb user behaviors", Conference on Human Factors in Computing Systems - Proceedings (2017)
- Ke, Q., "Sharing means renting?: An entire-marketplace analysis of Airbnb", SSRN Electronic Journal (2017)[DOI]
- Klein, R., "A review of revenue management : Recent generalizations and advances in industry applications", European Journal of Operational Research, 284(2), pp.397~412 (2019)[DOI]
- Koh, Y., "How you name your Airbnb’s title matters : Comparison of seven countries", Journal of Travel & Tourism Marketing, 38(1), pp.93~106 (2021)[DOI]
- Kumar, A., "From social to sale : The effects of firm-generated content in social media on customer behavior", Journal of Marketing, 80(1), pp.7~25 (2016)[DOI]
- Lau, C. K., "Profiling trusted information sources for Chinese tourists traveling to Pacific SIDS", Journal of Global Scholars of Marketing Science, 32(1), pp.77~96 (2022)[DOI]
- Lawani, A., "Reviews and price on online platforms : Evidence from sentiment analysis of Airbnb reviews in Boston", Regional Science and Urban Economics, 75, pp.22~34 (2019)[DOI]
- "Airbnb pricing strategy and tools" (2015)[URL]
- Lee, D., "How Airbnb short-term rentals exacerbate Los Angeles’s affordable housing crisis : Analysis and policy recommendations", Harvard Law & Policy Review, 10, pp.229~ (2016)
- Lee, S. K., "An empirical study of customer’s repeat visit frequency on the internet", Journal of Global Academy of Marketing Science, 11(1), pp.129~146 (2003)[DOI]
- Liang, S., "Be a"superhost" : The importance of badge systems for peer-to-peer rental accommodations", Tourism Management, 60, pp.454~465 (2017)[DOI]
- Liang, S., "The importance of Marketer-generated content to peer-to-peer property rental platforms : Evidence from Airbnb", International Journal of Hospitality Management, 84, pp.102329~ (2020)[DOI]
- Li, C., "Let photos speak : The effect of user-generated visual content on hotel review helpfulness", Journal of Hospitality & Tourism Research, 47(4), pp.665~690 (2021)[DOI]
- Liu, T., "Exploring spillover effects of ecological lands : A spatial multilevel hedonic price model of the housing market in Wuhan, China", Ecological Economics, 170, pp.106568~ (2020)
- Ma, X., "Self-disclosure and perceived trustworthiness of Airbnb host profiles", Proceedings of the ACM Conference on Computer Supported Cooperative Work. CSCW (2017)
- Mair, J., "Towards a research agenda for post-disaster and post-crisis recovery strategies for tourist destinations : A narrative review", Current Issues in Tourism, 19(1), pp.1~26 (2016)[DOI]
- Makkar, M., "Managing hearts and minds : Romanticizing Airbnb experiences", Current Issues in Tourism, 25(21), pp.3461~3434 (2022)[DOI]
- Martins, N., "Bridging tourism, architecture, and sustainability : Design and development of an app for contemporary architecture built in Portugal", Journal of Global Scholars of Marketing Science, 32(3), pp.493~510 (2022)[DOI]
- McGill, R., "Variations of box plots", American Statistician, 32(1), pp.12~16 (1978)[DOI]
- McGuire, W. J., "Standing on the shoulders of ancients : Consumer research, persuasion, and figurative language", The Journal of Consumer Research, 27(1), pp.109~114 (2000)[DOI]
- Meire, M., "The role of marketer-generated content in customer engagement marketing", Journal of Marketing, 83(6), pp.21~42 (2019)[DOI]
- Möhlmann, M., "Collaborative consumption : Determinants of satisfaction and the likelihood of using a sharing economy option again", Journal of Consumer Behaviour, 14(3), pp.193~207 (2015)[DOI]
- Monty, B., "Hedonic pricing and willingness to pay for bed and breakfast amenities in Southeast Wisconsin", Journal of Travel Research, 42(2), pp.195~199 (2003)[DOI]
- Murphy, J. J., "Rhetoric in the middle ages: A history of rhetorical theory from Saint Augustine to the renaissance (Vol. 277)" (1981), University of California Press
- Noone, B. M., "Effects of price and user-generated content on consumers’prepurchase evaluations of variably priced services", Journal of Hospitality & Tourism Research, 38(4), pp.562~581 (2013)[DOI]
- Panigyrakis, G., "All we have is words : Applying rhetoric to examine how social media marketing activities strengthen the connection between the brand and the self", International Journal of Advertising, 39(5), pp.699~718 (2020)[DOI]
- Ramaswamy, V., "What is co-creation? An interactional creation framework and its implications for value creation", Journal of Business Research, 84, pp.196~205 (2018)[DOI]
- Resnick, P., "Trust among strangers in internet transactions: Empirical analysis of eBay’ s reputation system", Advances in Applied Microeconomics (2002)[DOI]
- Reyes, E. A., "Low on income but living in Beverly Hills", Los Angeles times, ~ (2014)
- Riley, J., "Sustaining customer engagement through social media brand communities", Journal of Global Scholars of Marketing Science, 30(4), pp.344~357 (2020)[DOI]
- Rossetti, M., "Analyzing user reviews in tourism with topic models", Information Technology & Tourism, 16(1), pp.5~21 (2016)[DOI]
- Samaan, R, "Airbnb, rising rent, and the housing crisis in Los Angeles March 2015", ~ (2015)
- Samuel-Azran, T., "Aristotelian rhetoric and Facebook success in Israel’s 2013 election campaign", Online Information Review, 39(2), pp.149~162 (2015)[DOI]
- Simons, H. W., "Persuasion: Understanding. practice, and analysis" (1976), Addison-Wesley
- Smith, H. A., "Developments in practice XVIII-customer knowledge management : Adding value for our customers", Communications of the Association for Information Systems, 16(1), pp.36~ (2005)[DOI]
- Sparks, B. A., "The impact of online reviews on hotel booking intentions and perception of trust", Tourism Management, 32(6), pp.1310~1323 (2011)[DOI]
- Steinhoff, L., "Online relationship marketing", Journal of the Academy of Marketing Science, 47(3), pp.369~393 (2019)[DOI]
- Thaichon, P., "Host and guest value co-creation and satisfaction in a shared economy : The case of Airbnb", Journal of Global Scholars of Marketing Science, 30(4), pp.407~422 (2020)[DOI]
- Trusov, M., "Effects of word-of-mouth versus traditional marketing : Findings from an internet social networking site", Journal of Marketing, 73(5), pp.90~102 (2009)[DOI]
- Tussyadiah, I. P., "Strategic self-presentation in the sharing economy: Implications for host branding", Information and Communication Technologies in Tourism 2016 (2016)
- Van der Heijden, L., "Critical discourse analysis of AirBNB reviews : Exploring value co-creation", Sustainable Hospitality Management, 24, pp.11~26 (2020)[DOI]
- Vargas-Calderón, V., "Machine learning for assessing quality of service in the hospitality sector based on customer reviews", Information Technology & Tourism, 23(3), pp.351~379 (2021)[DOI]
- Vargo, S. L., "Evolving to a new dominant logic for marketing", Journal of Marketing, 68(1), pp.1~17 (2004)[DOI]
- Viglia, G., "When distinction does not pay off-investigating the determinants of European agritourism prices", Journal of Business Research, 80, pp.45~52 (2017)[DOI]
- Wang, D., "Price determinants of sharing economy based accommodation rental: A study of listings from 33 cities on Airbnb.com", International Journal of Hospitality Management, 62, pp.120~131 (2017)[DOI]
- Wang, Y., "Unraveling customer sustainable consumption behaviors in sharing economy : A socio-economic approach based on social exchange theory", Journal of Cleaner Production, 208, pp.869~879 (2019)[DOI]
- Weiger, W. H., "Leveraging marketer-generated appeals in online brand communities", Journal of Service Management, 28(1), pp.133~156 (2017)[DOI]
- Xu, X., "How do consumers in the sharing economy value sharing", Evidence from online reviews. Decision Support Systems, 128, pp.113162~ (2020)[DOI]
- Xun, J., "Applying netnography to market research : The case of the online forum", Journal of Targeting Measurement & Analysis for Marketing, 18, pp.17~31 (2010)[DOI]
- Yacouel, N., "The role of cybermediaries in reputation building and price premiums in the online hotel market", Journal of Travel Research, 51(2), pp.219~226 (2012)[DOI]
- Yang, H., "Leading the sharing economy : An exploration on how perceived value affecting customers’ satisfaction and willingness to pay by using DiDi", Journal of Global Scholars of Marketing Science, 32(1), pp.54~76 (2022)[DOI]
- Zhang, J., "What’s yours is mine : Exploring customer voice on Airbnb using text-mining approaches", Journal of Consumer Marketing, 36(5), pp.655~665 (2019)[DOI]
- Zhang, L., "A text analytics framework for understanding the relationships among host self-description, trust perception and purchase behavior on Airbnb", Decision Support Systems, 133, pp.113288~ (2020)[DOI]
- Zheng, X., "The effects of unfulfilled preferential treatment and review dispersion on Airbnb guests’ attitudes and behavior", Journal of Hospitality &Tourism Research, 47(7), pp.1244~1269 (2021)[DOI]
