研究生: |
林姿君 Lin,Tzu-Chun |
---|---|
論文名稱: |
探討用戶生成內容於餐飲業網路行銷之應用 Exploring the performance of Instagram user-generated contents in the restaurant |
指導教授: |
方進義
Fang, Chin-Yi |
學位類別: |
碩士 Master |
系所名稱: |
運動休閒與餐旅管理研究所 Graduate Institute of Sport, Leisure and Hospitality Management |
論文出版年: | 2019 |
畢業學年度: | 107 |
語文別: | 中文 |
論文頁數: | 76 |
中文關鍵詞: | 社群網路 、用戶生成內容 、Instagram 、資料包絡分析法 |
英文關鍵詞: | SNS, UGC, Instagram, DEA |
DOI URL: | http://doi.org/10.6345/THE.NTNU.GSLHM.003.2019.A05 |
論文種類: | 學術論文 |
相關次數: | 點閱:246 下載:4 |
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近年來,因為社群網路 (Social Networking Sites, SNS) 的活躍及普及,個人發布於SNS中的訊息變得越來越具有影響力。於Web 2.0的背景之下,網路使用者注重於建構共享、創作和交流的SNS環境,因而產生用戶生成內容 (User-generated content, UGC),消費者不僅會藉由SNS分享、交換意見,也會提供相關產品的體驗經驗,並且透過網路獲取資訊。在資訊社會中,圖片於訊息整體的影響力也變得更加重要,能夠有效的吸引觀眾的注意力。目前尚未有文獻針對個人發布於SNS中的訊息呈現模式進行最佳效率之分析,本研究將SNS平台Instagram貼文之文字長度、可讀性、實體環境相片及餐點相片數量做為投入項;按讚數量及留言數量作為產出項,以資料包絡分析法 (Data Envelopment Analysis, DEA) 計算效率值,求出最佳效率的貼文呈現模型。本研究共收集894則介於2017年1月1日至12月31日發布的Instagram訊息,使用DEA投入導向模型分析,研究結果顯示,當Instagram中的UGC訊息使用7個字,控制其中難詞數量,維持文字可讀性數值於3.51,以及使用1張實體環境照片搭配2張餐點照片,能夠達到整體最佳效率值,持續引起觀眾對於這一則訊息的興趣 (感知愉悅性) 及討論 (感知實用性)。本研究之結果可以提供餐飲業者進行網路行銷之參考。
Due to social networking sites (SNS) becoming more popular in recent years, the messages that individuals published on social media had become more influential on the others’ behaviors. Most Internet users generated a shared, creative and communicated society. Opinions exchanging and personal experiences sharing generated from consumer via the social network called User-generated content (UGC). In the digital era, the influence of visual message had become more important than the past. UGC has become an effective way to attract other viewers. There has no study analyzing the best efficiency model of message presentation in visual-based social media. This study collected the UGCs including length of posts written in Chinese, the text readability, and numbers of photos for physical environment and food & beverage as input, number of likes and comments as output from Instagram, one of the most popular SNS. This paper uses the Data Envelopment Analysis (DEA) to evaluate the efficiency values of the observed UGCs in order to obtain the efficient message model. In total, 894 Instagram messages posted during 2017 January 1 to December 31 were collected and analyzed with DEA input-oriented model in this paper. The results showed that when UGC on Instagram is composed of 7 words, the text readability in 3.51 as well as one physical environment photos and two food & beverage photos, UGC can achieve the best efficiency value and increase viewers' perceived response to this message gerenally. The results of this study can provide a reference for catering operators to improve online marketing.
一、網路資料
米其林 (2018)。首屆《米其林指南臺北》完整名單公布。2018年6月7日,取自:https://guide.michelin.com/tw/taipei/news-and-views/taipei-michelin-guide-2018-results-full-list/news
國家發展委員會 (2017)。106年個人家戶數位機會調查使用行動上網人數占全國12歲以上人口百分比。2018年2月27日,取自: https://ws.ndc.gov.tw/001/book/106-DIGITAL/#mobile
國家發展委員會 (2017)。106年個人家戶數位機會調查臺灣12歲以上曾經上網之人口比例。2018年2月27日,取自: https://ws.ndc.gov.tw/001/book/106DIGITAL/#mobile(2018.02.27)
數位時代 (2018)。全台會員數達120萬,EZTABLE推首間實體門市搶線下商機。2018年6月7日,取自:https://www.bnext.com.tw/article/39344/BN-2016-04-26-182305-117
Alexa Internet (2018a)。Instagram點擊率。2018年6月7日,取自:https://www.alexa.com/siteinfo/instagram.com
Alexa Internet (2018b)。Instagram全球排名。2018年4月19日,取自:https://www.alexa.com/topsites
Compete (2007). Consumer generated content: learning from travel innovators. Retrieved from: https://media.competeinc.com/med/uploads/files/
EZTABLE (2018a)。EZTABLE簡介。2018年4月19日,取自:https://tw.eztable.com/
EZTABLE (2018b)。EZTABLE 2017 台北餐廳週。2018年4月19日,取自:https://tw.eztable.com/event/taipei-restaurant-week-2017
Instagram (2017). Instagram business. Retrieved from: https://business.instagram.com/
Instagram (2018). How does Instagram determine the order of posts in my feed? Retrieved from: https://www.facebook.com/help/instagram/1066482030107872?helpref=uf_permalink
Instagram Info Center (2018). Our story. Retrieved from: https://instagram-press.com/
Mastercard (2017)。萬事達卡消費者購買傾向調查-餐飲。取自:https://www.mastercard.com.tw/content/dam/mccom/zh-tw/documents/2017-08-17.pdf
二、中文文獻
宋曜廷、陳茹玲、李宜憲、查日龢、曾厚強、林維駿、…、張國恩 (2013)。中文文本可讀性探討:指標選取、模型建立與效度驗證。中華心理學刊,55(1),75-106。
游明敏、李綱 (2009)。生產力與效率衡量─資料包絡分析法理論與應用。國防管理學報,30(2),17-31。
鄭錦全 (2005)。語言學―結合人文關懷與科技應用的學科。暨南學報 (哲學社會科學版),27(5),94-98。
三、外文文獻
Adam, M. A., & Ahmed, F. (2017). Contemporary digital marketing practices in food chains in Pakistan. International Journal of Business and Management Review, 5(6), 72-119.
Alexandrov, A., Lilly, B., & Babakus, E. (2013). The effects of social-and self-motives on the intentions to share positive and negative word of mouth. Journal of the Academy of Marketing Science, 41(5), 531-546.
Amin, M., Rezaei, S., & Abolghasemi, M. (2014). User satisfaction with mobile websites: the impact of perceived usefulness (PU), perceived ease of use (PEOU) and trust. Nankai Business Review International, 5(3), 258-274.
Andersen, P., & Petersen, N. C. (1993). A procedure for ranking efficient units in data envelopment analysis. Management Science, 39(10), 1261-1264.
Assaf, A. G., & Agbola, F. W. (2011). Modelling the performance of Australian hotels: A DEA double bootstrap approach. Tourism Economics, 17(1), 73-89.
Avgerinou, M. D. (2009). Re-viewing visual literacy in the ‘‘Baind Images” era. TechTrends, 53(2), 28-34.
Avkiran, N. K. (2011). Association of DEA super-efficiency estimates with financial ratios: Investigating the case for Chinese banks. Omega, 39(3), 323-334.
Babin, L. A., & Burns, A. C. (1997). Effects of print ad pictures and copy containing instructions to imagine on mental imagery that mediates attitudes. Journal of Advertising, 26(3), 33-44.
Bahtar, A. Z., & Muda, M. (2016). The impact of user-generated content (UGC) on product reviews towards online purchasing-a conceptual framework. Procedia Economics and Finance, 37, 337-342.
Banker, R. D., & Morey, R. C. (1986). Efficiency analysis for exogenously fixed inputs and outputs. Operations Research, 34(4), 513-521.
Banker, R. D., Chang, H., & Zheng, Z. (2017). On the use of super-efficiency procedures for ranking efficient units and identifying outliers. Annals of Operations Research, 250(1), 21-35.
Banker, R. D., Charnes, A., & Cooper, W. W. (1984). Some models for estimating technical and scale inefficiencies in data envelopment analysis. Management Science, 30(9), 1078-1092.
Banks, W. A., Audus, K. L., & Davis, T. P. (1992). Permeability of the blood-brain barrier to peptides: An approach to the development of therapeutically useful analogs. Peptides, 13(6), 1289-1294.
Barros, C. P., Botti, L., Peypoch, N., Robinot, E., & Solonandrasana, B. (2011). Performance of French destinations: Tourism attraction perspectives. Tourism Management, 32(1), 141-146.
Basalingappa, A., Subhas, M. S., & Tapariya, R. (2016). Understanding likes on Facebook: An exploratory study. Online Journal of Communication and Media Technologies, 6(3), 602-613.
Berger, J., & Milkman, K. L. (2012). What makes online content viral? Journal of Marketing Research, 49(2), 192-205.
Berthon, P., Pitt, L., & Campbell, C. (2008). Ad lib: When customers create the ad. California Management Review, 50(4), 6-30.
Bickart, B., & Schindler, R.M. (2001). Internet forums as influential sources of consumer information. Journal of Interactive Marketing, 15(3), 31-40.
Bilgihan, A., Peng, C., & Kandampully, J. (2014). Generation Y's dining information seeking and sharing behavior on social networking sites: An exploratory study. International Journal of Contemporary Hospitality Management, 26(3), 349-366.
Biocca, F., Owen, C., Tang, A., & Bohil, C. (2007). Attention issues in spatial information systems: Directing mobile users' visual attention using augmented reality. Journal of Management Information Systems, 23(4), 163-184.
Bitner, M. J. (1992). Servicescapes: The impact of physical surroundings on customers and employees. The Journal of Marketing, 56(2), 57-71.
Bloch, P. H. (1986). The product enthusiast: Implications for marketing strategy. The Journal of Consumer Marketing, 3(3), 51-62.
Bright, L. F., Kleiser, S. B., & Grau, S. L. (2015). Too much Facebook? An exploratory examination of social media fatigue. Computers in Human Behavior, 44, 148-155.
Burmann, C. (2010). A call for 'User-Generated Branding'. Journal of Brand Management, 18(1), 1-4.
Buttle, F. A. (1998). Word of mouth: Understanding and managing referral marketing. Journal of Strategic Marketing, 6(3), 241-254.
Carney, R. N., & Levin, J. R. (2003). Promoting higher-order learning benefits by building lower-order mnemonic connections. Applied Cognitive Psychology, 17(5), 563-575.
Casaló, L. V., Flavián, C., & Guinalíu, M. (2012). Redes sociales virtuales desarrolladas por organizaciones empresariales: antecedentes de la intención de participación del consumidor. Cuadernos de Economía y Dirección de la Empresa, 15(1), 42-51.
Casaló, L., Flavián, C., & Guinalíu, M. (2011). Understanding the intention to follow the advice obtained in an online travel community. Computers in Human Behavior, 27(2), 622-633.
Caves, D. W., Christensen, L. R., & Diewert, W. E. (1982). The economic theory of index numbers and the measurement of input, output, and productivity. Econometrica: Journal of the Econometric Society, 50(6), 1393-1414.
Chaiken, S. (1980). Heuristic versus systematic information processing and the use of source versus message cues in persuasion. Journal of Personality and Social Psychology, 39(5), 752-766.
Chang, Y. T., Yu, H., & Lu, H. P. (2015). Persuasive messages, popularity cohesion, and message diffusion in social media marketing, Journal of Business Research, 68(4), 777-782.
Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision-making units. European Journal of Operational Research, 2(6), 429-444.
Charnes, A., Cooper, W. W., Golany, B., Seiford, L., & Stutz, J. (1985). Foundations of data envelopment analysis for Pareto-Koopmans efficient empirical production functions. Journal of Econometrics, 30(1-2), 91-107.
Cheng, Y. H., & Ho, H. Y. (2015). Social influence's impact on reader perceptions of online reviews. Journal of Business Research, 68(4), 883-887.
Chevalier, J. A., & Mayzlin, D. (2006). The effect of word of mouth on sales: Online book reviews. Journal of Marketing Research, 43(3), 345-354.
Chiou, C. C., Tien, L. C., & Lee, L. T. (2015). Effects on learning of multimedia animation combined with multidimensional concept maps. Computers & Education, 80, 211-223.
Chou, S. F., & Fang, C. Y. (2013). Exploring surplus-based menu analysis in Chinese-style fast food restaurants. International Journal of Hospitality Management, 33(1), 263-272.
Chu, S. C., & Choi, S. M. (2011). Electronic word-of-mouth in social networking sites: A cross-cultural study of the United States and China. Journal of Global Marketing, 24(3), 263- 281.
Chu, S. C., & Kim, Y. (2011). Determinants of consumer engagement in electronic word of mouth (eWOM) in social networking sites. International Journal of Advertising, 30(1), 47-75.
Clark, J. M., & Paivio, A. (1991). Dual coding theory and education. Educational Psychology Review, 3(3), 149-210.
Cook, W. D., Tone, K., & Zhu, J. (2014). Data envelopment analysis: Prior to choosing a model. Omega, 44, 1-4.
Cooper, W. W., Seiford, L. M., & Zhu, J. (2000). A unified additive model approach for evaluating inefficiency and congestion with associated measures in DEA. Socio-Economic Planning Sciences, 34(1), 1-25.
Culnan, M. J., McHugh, P. J., & Zubillaga, J. I. (2010). How large US companies can use Twitter and other social media to gain business value. MIS Quarterly Executive, 9(4), 243-259.
Cyr, D., Head, M., & Ivanov, A. (2006). Design aesthetics leading to m-loyalty in mobile commerce. Information & Management, 43(8), 950-963.
Daniel, R. (2014). Digital Branding: A complete step-by-step guide to strategy. tactics and measurement. London, UK: Kogan Page.
Daugherty, T., Eastin, M. S., & Bright, L. (2008). Exploring consumer motivations for creating user-generated content. Journal of Interactive Advertising, 8(2), 16-25.
Davis, F. D. (1989), Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319-340.
Donthu, N., Hershberger, E. K., & Osmonbekok, T. (2005). Benchmarking marketing productivity using data envelopment analysis. Journal of Business Research, 58(11), 1474-1482.
Edy Halim, R. (2010). Marketing productivity and profitability of Indonesian public listed manufacturing firms: an application of data envelopment analysis (DEA). Benchmarking: An International Journal, 17(6), 842-857.
Elder, R. S., & Krishna, A. (2011). The “visual depiction effect” in advertising: Facilitating embodied mental simulation through product orientation. Journal of Consumer Research, 38(6), 988-1003.
Eliwa, R. A. (2006). Study of customer loyalty and the image of the fine dining restaurant (Doctoral dissertation). Retrieved from https://shareok.org/(2018.04.30)
Erkan, I. (2015). Electronic word of mouth on Instagram: Customers’ engagements with brands in different sectors. International Journal of Management, Accounting and Economics, 2(12), 1435-1444.
Fang, C. Y., & Hsu, F. S. (2012). Meal category analysis: An application of the metafrontier approach. Tourism Economics, 18(5), 1083-1095.
Fang, C. Y., & Hsu, F. S. (2014). An efficiency-based metafrontier approach to menu analysis. Journal of Hospitality & Tourism Research, 38(2), 199-221.
Farrell, M. J. (1957). The measurement of productive efficiency. Journal of the Royal Statistical Society. Series A (General), 120(3), 253-290.
Featherman, M. S., & Pavlou, P. A. (2002). Predicting e-services adoption: A perceived risk facets perspective. In Eigth American Conference on Information System, 9, 1034-1046.
Frommer, D. (2010). Here's how to use Instagram. Business Insider, 11, 1-23.
Fuchs, C. (2008). Internet and society: Social theory in the information age. London, UK: Routledge.
Garrod, B. (2008). Exploring place perception, a photo-based analysis. Annals of Tourism Research, 35(2), 381-401.
Geurin, A. N., & Burch, L. M. (2017). User-generated branding via social media: An examination of six running brands. Sport Management Review, 20(3), 273-284.
Ghose, A., & Ipeirotis, P. G. (2011). Estimating the helpfulness and economic impact of product reviews: Mining text and reviewer characteristics. IEEE Transactions on Knowledge and Data Engineering, 23(10), 1498-1512.
Golany, B., & Roll, Y. (1989). An application procedure for DEA. Omega, 17(3), 237-250.
González-Rodríguez, M. R., Martínez-Torres, R., & Toral, S. (2016). Post-visit and pre-visit tourist destination image through eWOM sentiment analysis and perceived helpfulness. International Journal of Contemporary Hospitality Management, 28(11), 2609-2627.
Ha, J., & Jang, S. S. (2010). Effects of service quality and food quality: The moderating role of atmospherics in an ethnic restaurant segment. International Journal of Hospitality Management, 29(3), 520-529.
Hennig-Thurau, T., Gwinner, K. P., Walsh, G., & Gremler, D. D. (2004). Electronic Word-of-Mouth via Consumer-Opinion Platforms: What Motivates Consumers to Articulate Themselves on the Internet? Journal of Interactive Marketing, 18(1), 38-52.
Hermida, A. (2010). Twittering the news: The emergence of ambient journalism. Journalism Practice, 4(3), 297-308.
Hicks, A., Comp, S., Horovitz, J., Hovarter, M., Miki, M., & Bevan, J. L. (2012). Why people use Yelp. com: An exploration of uses and gratifications. Computers in Human Behavior, 28(6), 2274-2279.
Hiebeler, R., Kelly, T.B., & Ketteman, C. (1998). Best Practices. New York, NY: Simon & Schuster.
Hill, R. P., & Moran, N. (2011). Social marketing meets interactive media: Lessons for the advertising community. International Journal of Advertising, 30(5), 815-838.
Hong, I. B., & Cho, H. (2011). The impact of consumer trust on attitudinal loyalty and purchase intentions in B2C e-marketplaces: Intermediary trust vs. seller trust. International Journal of Information Management, 31(5), 469-479.
Horst, M., Kuttschreuter, M., & Gutteling, J. M. (2007). Perceived usefulness, personal experiences, risk perception and trust as determinants of adoption of e-government services in the Netherlands. Computers in Human Behavior, 23(4), 1838-1852.
Hsieh, L. F., & Lin, L. H. (2010). A performance evaluation model for international tourist hotels in Taiwan - an application of the relational network DEA. International Journal of Hospitality Management, 29(1), 14-24.
Hu, Y., Manikonda, L., & Kambhampati, S. (2014, June). What we Instagram: A first analysis of Instagram photo content and user Types. In the International AAAI Conference on Web and Social Media (ICWSM).595-598.
Huang, C. W., Ho, F. N., & Chen, Y. C. (2015). Assessing the Effectiveness of Marketing Strategies in Tourist Hotels: An Illustration Using a Multi-Method Approach in Taiwan. Journal of Travel & Tourism Marketing, 32(sup1), 15-29.
Hur, S., & Ha, S. (2015). User-generated content across social media: An apparel vs. service brand comparison. International Textile and Apparel Association Annual (ITAA) Conference Proceedings, 65, 1-2.
Hutter, K., Hautz, J., Dennhardt, S., & Füller, J. (2013). The impact of user interactions in social media on brand awareness and purchase intention: The case of MINI on Facebook. Journal of Product & Brand Management, 22(5/6), 342-351.
Hwang, J., & Ok, C. (2013). The antecedents and consequence of consumer attitudes toward restaurant brands: A comparative study between casual and fine dining restaurants, International Journal of Hospitality Management, 32, 121-131.
Jensen, J. A., Walsh, P., Cobbs, J., & Turner, B. A. (2015). The effects of second screen use on sponsor brand awareness: A dual coding theory perspective. Journal of Consumer Marketing, 32(2), 71-84.
Jeong, H., & Koo, D. (2015). Combined effects of valence and attributes of e-WOM on consumer judgment for message and product. Internet Research, 25(1), 2-29.
Jha, B., & Balaji, K. V. A. (2015). Purchase intention of apparel brand: Influence of social media and learning style. Journal of Business and Management, 17(5), 49-57.
Jin, N., Lee, S., & Huffman, L. (2012). Impact of restaurant experience on brand image and customer loyalty: Moderating role of dining motivation. Journal of Travel & Tourism Marketing, 29(6), 532-551.
Jonas, J. R. O. (2010). Source credibility of company - produced and user - generated content on the internet: An exploratory study on the Filipino youth. Philippine Management Review, 17, 121-132.
Kamakura, W. A., Lenartowicz, T., & Ratchfrord, B. T. (1996). Productivity assessment of multiple retail outlets. Journal of Retailing, 72(4), 333-356.
Kaplan, A. M., & Haenlein, M. (2010). Users of the world unite! the challenges and opportunities of social media. Business Horizons, 53(1), 59-68.
Karahanna, E., Straub, D. W., & Chervany, N. L. (1999). Information technology adoption across time: A cross-sectional comparison of pre-adoption and post-adoption beliefs. Management Information Systems Quarterly, 23(2), 183-213.
Kim, M., & Lennon, S. (2008). The effects of visual and verbal information on attitudes and purchase intentions in Internet shopping. Psychology & Marketing, 25(2), 146-178.
Kim, S.B., Kim, D.Y., & Bolls, P. (2014). Tourist mental-imagery processing: Attention and arousal. Annals of Tourism Research, 45, 63-76.
Kim, W. G., & Moon, Y. J. (2009). Customers’ cognitive, emotional, and actionable response to the servicescape: A test of the moderating effect of the restaurant type. International Journal of Hospitality Management, 28(1), 144-156.
Kim, W. G., Li, J. J., & Brymer, R. A. (2016). The impact of social media reviews on restaurant performance: The moderating role of excellence certificate. International Journal of Hospitality Management, 55, 41-51.
Kirkpatrick, E. A. (1894). An experimental study of memory. Psychological Review, 1(6), 602-609.
Konijn, E., Sluimer, N., & Mitas, O. (2016). Click to share: Patterns in tourist photography and sharing. International Journal of Tourism Research, 18(6), 525-535.
Korfiatis, N., GarcíA-Bariocanal, E., & SáNchez-Alonso, S. (2012). Evaluating content quality and helpfulness of online product reviews: The interplay of review helpfulness vs. review content. Electronic Commerce Research and Applications, 11(3), 205-217.
Kumar, N., & Benbasat, I. (2006). Research note: the influence of recommendations and consumer reviews on evaluations of websites. Information Systems Research, 17(4), 425-439.
Kuo, W. T., Wang, Y. C., Tsai, R. T. H., & Hsu, J. Y. J. (2015). Contextual restaurant recommendation utilizing implicit feedback. Wireless and Optical Communication Conference (WOCC), 26, 170-174.
Lang, A. (2000). The limited capacity model of mediated message processing. Journal of Communication, 50(1), 46-70.
Lange, P. G. (2007). Publicly private and privately public: Social networking on YouTube. Journal of Computer-Mediated Communication, 13(1), 361-380.
Laroche, M., Habibi, M. R., & Richard, M. O. (2013). To be or not to be in social media: How brand loyalty is affected by social media? International Journal of Information Management, 33(1), 76-82.
Lazard, A., & Atkinson, L. (2015). Putting environmental infographics center stage: The role of visuals at the elaboration likelihood model’s critical point of persuasion. Science Communication, 37(1), 6-33.
Lee, S. H. (2009). How Do Online Reviews Affect Purchasing Intention? African Journal of Business Management, 3(10), 576-581.
Lee, S. W., & Lee, J. (2017). A comparative study of KakaoStory and Facebook: Focusing on use patterns and use motives. Telematics and Informatics, 34(1), 220-229.
Lee, Sunjung. (2017). Raising EFL learners’ awareness of L2 lexical errors and correct usage: A dual coding approach. English Teaching, 72(2), 29-50.
Lee, W., & Gretzel, U. (2012). Designing persuasive destination websites: A mental imagery processing perspective. Tourism Management, 33(5), 1270-1280.
Lei, S., & Law, R. (2015). Content analysis of Tripadvisor reviews on restaurants: A case study of Macau. Journal of Tourism, 16(1), 23-34.
Leung, D., Law, R., Van Hoof, H., & Buhalis, D. (2013). Social media in tourism and hospitality: A literature review. Journal of Travel & Tourism Marketing, 30(1-2), 3-22.
Leung, L. (2009). User-generated content on the internet: An examination of gratifications, civic engagement and psychological empowerment. New Media & Society, 11(8), 1327-1347.
Levie, W. H., & Lentz, R. (1982). Effects of text illustrations: A review of research. Educational Technology Research and Development, 30(4), 195-232.
Lewin, A. Y., & Minton, J. W. (1986). Determining organizational effectiveness: Another look, and an agenda for research. Management Science, 32(5), 514-538.
Li, L., Lin, X., Zhai, Y., Yuan, C., Zhou, Y., & Qi, J. (2016). User communities and contents co‐ranking for user‐generated content quality evaluation in social networks. International Journal of Communication Systems, 29(14), 2147-2168.
Li, M., Wei, K. K., Tayi, G. K., & Tan, C. H. (2016). The moderating role of information load on online product presentation. Information & Management, 53(4), 467-480.
Li, X., & Wang, Y. C. (2011). China in the eyes of western travelers as represented in travel blogs. Journal of Travel & Tourism Marketing, 28(7), 689-719.
Li, Y. M., & Yeh, Y. S. (2010). Increasing trust in mobile commerce through design aesthetics. Computers in Human Behavior, 26, 673-684.
Lightner, N. J., & Eastman, C. M. (2002). User preference for product information in remote purchase environments. Journal of Electronic Commerce Research, 3(3), 174-186.
Lin, J. R., Huang, C. J., Hsieh, C. K., & Lee, M. L. (2012). Is professional baseball fielders' performance reflected in their compensation structure? An application of three-stage data envelopment analysis. Journal of Economics and Management, 8(1), 101-120.
Lin, T.M., Lu, K.Y., & Wu, J.J. (2012). The effects of visual information in eWOM communication. Journal of Research in Interactive Marketing, 6(1), 7-26.
Liu, Z., & Park, S. (2015). What makes a useful online review? Implication for travel product websites. Tourism Management, 47, 140-151.
Lo, Y. C., & Fang, C. Y. (2018). Facebook marketing campaign benchmarking for a franchised hotel. International Journal of Contemporary Hospitality Management, 30(3), 1705-1723.
Lohtia, R., Donthu, N., & Yaveroglu, I. (2007). Evaluating the efficiency of internet banner advertisements. Journal of Business Research, 60(4), 365-370.
Luarn, P., Lin, Y. F., & Chiu, Y. P. (2015). Influence of Facebook brand-page posts on online engagement. Online Information Review, 39(4), 505-519.
Luca, M., & Zervas, G. (2016). Fake it till you make it: Reputation, competition, and Yelp review fraud. Management Science, 62(12), 3412-3427.
Luo, H., Yang, Y., & Law, R. (2014). How to achieve a high efficiency level of the hotel industry? International Journal of Contemporary Hospitality Management, 26(8), 1140-1161.
MacKay, K. J., & Fesenmaier, D. R. (1997). Pictorial element of destination in image formation. Annals of Tourism Research, 24(3), 537-565.
Macon, June. (2017). User-generated content: An examination of users and the commodification of Instagram posts. (Master's thesis, University of Illinois at Chicago). Retrieved from: https://ssrn.com/abstract=2944502.
Malthouse, E. C., Calder, B. J., Kim, S. J., & Vandenbosch, M. (2016). Evidence that user-generated content that produces engagement increases purchase behaviours. Journal of Marketing Management, 32(5-6), 427-444.
Manasakis, C., Apostolakis, A., & Datseris, G. (2013). Using data envelopment analysis to measure hotel efficiency in Crete. International Journal of Contemporary Hospitality Management, 25(4), 510-535.
Markwell, K. W. (1997). Dimensions of photography in a nature-based tour. Annals of Tourism Research, 24(1), 131-155.
Martínez-Núñez, M., & Pérez-Aguiar, W. S. (2014). Efficiency analysis of information technology and online social networks management: An integrated DEA-model assessment. Information & Management, 51(6), 712-725.
Mayer, R. E. (2002). Multimedia learning psychology of learning and motivation. Academic Press, 41, 85-139.
Mayer, R.E. (2005). Cognitive theory of multimedia learning. In Mayer, R.E. (Ed.), The Cambridge Handbook of Multimedia Learning (pp. 31-48). New York, NY: Cambridge University Press.
McBride, D. L. (2011). Risks and benefits of social media for children and adolescents. Journal of Pediatric Nursing, 26(5), 498-499.
McGill, A.L., & Anand, P. (1989). The effect of imagery on information processing strategy in a multi-attribute choice task. Marketing Letters, 1(1), 7-16.
Mejova, Y., Haddadi, H., Noulas, A., & Weber, I. (2015). #Foodporn: obesity patterns in culinary interactions. In International Conference on Digital Health, 51-58. DOI: 10.1145/2750511.2750524.59
Mir, I. A., & Rehman, K. U. (2013). Factors affecting consumer attitudes and intentions toward user - generated product content on YouTube. Management and Marketing Challenges for the Knowledge Society, 8(4), 637-654.
Mittal, V., Anderson, E. W., Sayrak, A., & Tadikamalla, P. (2005). Dual emphasis and the long-term financial impact of customer satisfaction. Marketing Science, 24(4), 544-555.
Mosemghvdlishvili, L., & Jansz, J. (2012). Framing and praising Allah on YouTube: Exploring user-created videos about Islam and the motivations for producing them. New Media & Society, 15(4), 482-500.
Mudambi, S. M., & Schuff, D. (2010). Research note: What makes a helpful online review? A study of customer reviews on Amazon. com. MIS Quarterly, 34(1), 185-200.
Mun, Y. Y., & Hwang, Y. (2003). Predicting the use of web-bases information systems: Self-efficacy, enjoyment, learning goal orientation, and technology acceptance model. International Journal of Human-Computer Studies, 59, 431-449.
Muntinga, D. G., Moorman, M., & Smit, E. G. (2011). Introducing COBRAs: Exploring motivations for brand-related social media use. International Journal of Advertising, 30(1), 13-46.
Murphy, L., Moscardo, G., & Benckendorff, P. (2007). Using brand personality to differentiate regional tourism destinations. Journal of Travel Research, 46(1), 5-14.
Namkung, Y., & Jang, S. (2007). Does food quality really matter in restaurants? Its impact on customer satisfaction and behavioral intentions. Journal of Hospitality and Tourism Research, 31(3), 387-409.
O'Reilly, K., & Marx, S. (2011). How Young, Technical Consumers Assess Online WOM credibility. Qualitative Market Research: An International Journal, 14(4), 330-359.
Oukil, A., Channouf, N., & Al-Zaidi, A. (2016). Performance evaluation of the hotel industry in an emerging tourism destination: The case of Oman. Journal of Hospitality and Tourism Management, 29, 60-68.
Paivio, A. (1986). Mental Representations: A Dual Coding Approach. New York, NY: Oxford University Press.
Paivio, A. (2014). Intelligence, dual coding theory, and the brain. Intelligence, 47, 141-158.
Palfrey, J. G., & Gasser, U. (2011). Born digital: Understanding the first generation of digital natives. New York, NY: Basic Books.
Pan, L. Y., & Chiou, J. S. (2011). How much can you trust online information? Cues for perceived trustworthiness of consumer-generated online information. Journal of Interactive Marketing, 25(2), 67-74.
Pantelidis, V. S. (2010). Reasons to use virtual reality in education and training courses and a model to determine when to use virtual reality. Themes in Science and Technology Education, 2(1), 59-70.
Park, S., & Nicolau, J.L. (2015). Asymmetric effects of online consumer reviews. Annals of Tourism Research, 50, 67-83.
Pergelova, A., Prior, D., & Rialp, J. (2010). Assessing advertising efficiency. Journal of Advertising, 39(3), 39-54.
Pettigrew, S., Archer, C., & Harrigan, P. (2016). A thematic analysis of mothers’ motivations for blogging. Maternal and Child Health Journal, 20(5), 1025-1031.
Phua, J., Jin, S. V., & Kim, J. J. (2017). Gratifications of using Facebook, Twitter, Instagram, or Snapchat to follow brands: The moderating effect of social comparison, trust, tie strength, and network homophily on brand identification, brand engagement, brand commitment, and membership intention. Telematics and Informatics, 34(1), 412-424.
Poldrugovac, K., Tekavcic, M., & Jankovic, S. (2016). Efficiency in the hotel industry: An empirical examination of the most influential factors. Economic Research-Ekonomska istraživanja, 29(1), 583-597.
Priester, J. R., Brinol, P., & Petty, R. E. (2009). Mass media attitude change: Implications of the elaboration likelihood model of persuasion. In Jennings Bryant & Dolf Zillmann (Eds), Media effects (pp. 141-180). London, UK: Routledge.
Putnam, L. L., & Wilson, C. E. (1982). Communicative strategies in organizational conflicts: Reliability and validity of a measurement scale. Annals of the International Communication Association, 6(1), 629-652.
Qualman, E. (2010). Socialnomics: How social media transforms the way we live and do business. Hoboken, NJ: John Wiley & Sons.
Racherla, P., & Friske, W. (2012). Perceived “usefulness” of online consumer reviews: An exploratory investigation across three services categories. Electronic Commerce Research and Applications, 11(6), 548-559.
Raithel, S., Scharf, S., Taylor, C. R., Schwaiger, M., & Zimmermann, L. (2011). Marketing accountability: Applying data envelopment analysis to assess the impact of advertising efficiency on shareholder value. In Shaoming Z. (Series Ed.), Measurement and Research Methods in International Marketing (pp. 115-139). Bingley, UK: Emerald Group Publishing Limited.
Rayner, K., Rotello, C.M., Stewart, A.J., Keir, J. and Duffy, S.A. (2001). Integrating text and pictorial information: eye movements when looking at print advertisements, Journal of Experimental Psychology: Applied, 7(3), 219-226.
Reimer, A., & Kuehn, R. (2005). The impact of servicescape on quality perception. European Journal of Services Marketing, 39(7), 785-808.
Reynolds, D., & Thomson, G.M. (2007). Multiunit restaurant productivity assessment using three-phase data envelopment analysis. International Journal of Hospitality Management, 26(1), 20-32.
Richter, J., Scheiter, K., & Eitel, A. (2016). Signaling text-picture relations in multimedia learning: A comprehensive meta-analysis. Educational Research Review, 17, 19-36.
Rohit, A., Ram, G., Alok, G., & Harpreet, S. (2012). Singh Putting money where the mouths are: The relation between venture financing and electronic word-of-mouth. Information Systems Research, 23(3), 976-992.
Rummel, N., Levin, J. R., & Woodward, M. A. (2003). Do pictorial mnemonic text-learning aids give students something worth writing about? Journal of Educational Psychology, 95(2), 327-334.
Ryu, G., & Feick, L. (2007). A penny for your thoughts: Referral reward programs and referral likelihood. Journal of Marketing, 71(1), 84-94.
Ryu, K., & Han, H. (2010). Influence of the quality of food, service, and physical environment on customer satisfaction and behavioral intention in quick-casual restaurants: Moderating role of perceived price, Journal of Hospitality & Tourism Research, 34(3), 310-329.
Ryu, K., & Jang, S. (2008). DINESCAPE: A scale for customers’ perception of dining environments. Journal of Foodservice Business Research, 11(1), 2-22.
Schjøll, A., & Alfnes, F. (2017). Eliciting consumer preferences for credence attributes in a fine-dining restaurant. British Food Journal, 119(3), 575-586.
Seo, S., & Moon, S. (2016). Decision-making styles of restaurant deal consumers who use social commerce. International Journal of Contemporary Hospitality Management, 28(11), 2493-2513.
Shankar, V., & Balasubramanian, S. (2009). Mobile marketing: a synthesis and prognosis. Journal of interactive marketing, 23(2), 118-129.
Shao, G. (2009). Understanding the appeal of user-generated media: A uses and gratification perspective. Internet Research, 19(1), 7-25.
Sharifpour, M., Walters, G., Ritchie, B. W., & Winter, C. (2014). Investigating the role of prior knowledge in tourist decision making: A structural equation model of risk perceptions and information search. Journal of Travel Research, 53(3), 307-322.
Sheldon, P., & Bryant, K. (2016). Instagram: Motives for its use and relationship to narcissism and contextual age. Computers in Human Behavior, 58, 89-97.
Steffes, E.M., & Burgee, L.E. (2009). Social ties and online word of mouth. Internet Research, 19(1), 42-59.
Stenberg, G. (2006). Conceptual and perceptual factors in the picture superiority effect. European Journal of Cognitive Psychology, 18(6), 813-847.
Sung, Y. T., Chang, T. H., Lin, W. C., Hsieh, K. S., & Chang, K. E. (2016). CRIE: An automated analyzer for Chinese texts. Behavior Research Methods, 48(4), 1238-1251.
Sussman, S. W., & Siegal, W. S. (2003). Informational influence in organizations: An integrated approach to knowledge adoption. Information Systems Research, 14(1), 47-65.
Tang, J.-H., Chen, M.-C., Yang, C.-Y., Chung, T.-Y., & Lee, Y.-A. (2016). Personality traits, interpersonal relationships, online social support, and Facebook addiction. Telematics and Informatics, 33(1), 102-108.
Teo, T., & Noyes, J. (2011).An assessment of the influence of perceived enjoyment and attitude on the intention to use technology among pre-service teachers: A structural equation modeling approach. Computers & Education, 57(2), 1645-1653.
Thevenot, G. (2007). Blogging as a social media. Tourism and Hospitality Review, 7(3-4), 287-289.
Thomas, D. L., Greffe, R., & Grant, K. C. (1986). Application of data envelopment analysis to management audits of electric distribution utilities. In Robert E. Burnes (Ed.), Proceedings of the Fifth NARUC Biennial Regulatory Information Conference (pp. 1783-1822), Austin, TX: Public Utility Commission of Texas.
Tiago, T., Amaral, F., & Tiago, F. (2015). The good, the bad and the ugly: Food quality in UGC. Procedia-Social and Behavioral Sciences, 175, 162-169.
Toloo, M., & Nalchigar, S. (2009). A new integrated DEA model for finding most BCC efficient DMU. Applied Mathematical Modelling, 33(1), 597-604.
Tractinsky, N., Katz, A. S., & Ikar, D. (2000). What is beautiful is usable. Interacting with Computers, 13(2), 127-145.
Uhrig, J., Bann, C., Williams, P., & Evans, W.D. (2010). Social networking websites as a platform for disseminating social marketing interventions: An exploratory pilot study. Social Marketing Quarterly, 16(1), 2-20.
VanMeter, R. A., Grisaffe, D. B., & Chonko, L. B. (2015). Of “Likes” and “Pins”: The effects of consumers' attachment to social media. Journal of Interactive Marketing, 32, 70-88.
Verhellen, Y., Dens, N., & De Pelsmacker, P. (2013). Consumer responses to brands placed in youtube movies: The effect of prominence and endorser expertise. Journal of Electronic Commerce Research, 14(4), 287-303.
Vickery, G., & Wunsch-Vincent, S. (2007). Participative web and user-created content: Web 2.0 wikis and social networking. Paris, FR: Organization for Economic Cooperation and Development (OECD).
Vu, H. Q., Li, G., Law, R., & Ye, B. H. (2015). Exploring the travel behaviors of inbound tourists to Hong Kong using geotagged photos. Tourism Management, 46, 222-232.
Wang, X., Yu, C. & Wei, Y. (2012). Social media peer communication and impacts on purchase intentions: A consumer socialization framework. Journal of Interactive Marketing, 26(4), 198-208.
Xiang, Z., & Gretzel, U. (2010). Role of social media in online travel information search. Tourism Management, 31(2), 179-188.
Xu, P., Chen, L., & Santhanam, R. (2015). Will video be the next generation of e-commerce product reviews? Presentation format and the role of product type. Decision Support Systems, 73, 85-96.
Yang, L., Ouyang, H., Fang, K., Ye, L., & Zhang, J. (2015). Evaluation of regional environmental efficiencies in China based on super-efficiency-DEA. Ecological Indicators, 51, 13-19.
Yang, S. B., Hlee, S., Lee, J., & Koo, C. (2017). An empirical examination of online restaurant reviews on Yelp. com: A dual coding theory perspective. International Journal of Contemporary Hospitality Management, 29(2), 817-839.
Yang, S. B., Shin, S. H., Joun, Y., & Koo, C. (2017). Exploring the comparative importance of online hotel reviews’ heuristic attributes in review helpfulness: a conjoint analysis approach. Journal of Travel & Tourism Marketing, 34(7), 963-985.
Yoo, K. H., & Gretzel, U. (2008). What motivates consumers to write online travel reviews? Information Technology & Tourism, 10(4), 283-295.
Yoon, S. B., & Cho, E. (2016). Convergence adoption model (CAM) in the context of a smart car service. Computers in Human Behavior, 60, 500-507.
YÜKSEL, H. F. (2016). Factors Affecting Purchase Intention in Youtube Videos. The Journal of Knowledge Economy & Knowledge Management, 11, 33-47.
Zakaluk, B. L., & Samuels, S. J. (1988). Readability: Its past, present, and future. Newark, NJ: International Reading Association.
Zhang, D., Ma, Y., Wang, A., He, Y., & He, C. (2017). Analysis of enterprise microblog marketing in different industries based on DEA model. International Conference on Management Science and Engineering Management, 11, 878-890.