题名

選擇反映性測量模式或形成性測量模式？以社群媒體形式之顧客參與行為構念設定為例

并列篇名

Selecting Reflective Measurement Models or Formative Measurement Models? A Case Study of Specifying the Construct of Customer Engagement Behavior on Social Media

DOI

10.6267/JTLS.202012_26(3).0004

作者

何昶鴛(Chaang-Iuan Ho)；賴盈孝(Ying-Hsiao Lai)；柳立偉(Li-Wei Liu)

关键词

顧客參與 ； 形成性測量模式 ； 二階形成性構念 ； 社群媒體型式行銷 ； 臉書粉絲頁 ； Customer engagement ； formative measurement model ； second-order formative construct ； social media based marketing ； Facebook fans' page

期刊名称

觀光休閒學報

卷期/出版年月

26卷3期（2020 / 12 / 01）

页次

307 - 336

内容语文

繁體中文
中文摘要

顧客參與在社群媒體環境中所產生超越交易之外的行為，已有學者採用反映性測量模式加以探討。本研究的目的是提出替代之形成性測量模型，期待更好地概念化其定義，並說明二種模式之差異。本研究運用綜合方法，首先以質性研究方法，基於理論背景和觀測資料，掌握顧客可能在餐廳臉書粉絲頁呈現之各項行為表徵，其次建構模式，並以問卷調查方式蒐集資料，運用Smart-PLS分析。研究結果顯示：構念係形成性二階模型組成，包含7個構面：影響行為、顧客參與活動、知識分享、回饋、協助其他顧客、顧客之間的互動，以及瀏覽，以及所屬15個題項，獲得實證資料驗證假說成立，模型亦具有良好的外部效度；反映性測量模式之分析結果有模型設定偏誤之虞。本文提供未來研究者對於測量模式選擇之參考，並了解二種模式之差異性。
英文摘要

The development of information and communication technology fosters customer engagement on social media. In this study, customer engagement refers to the behavioral manifestation from customers toward restaurants' Facebook fan pages beyond the purchasing behavior. The purpose of this study was to propose an alternative model specification for better conceptualizing the definition of customer engagement (CE) construct, to discuss the theoretical justification of the model, and to investigate the differences between the formative measurement model (FMM) and reflective measurement model (RMM). The proposed model was elaborated as a formative construct based on theoretical contexts and observational data. The construct comprised seven formative first-order dimensions, namely ＂influencing behaviors,＂ ＂participation in activities,＂ ＂customer knowledge sharing,＂ ＂feedbacks,＂ ＂helping other customers,＂ ＂customer-to-customer interaction,＂ and ＂browsing＂ with a good external validity. Compared with the estimation results of FMM, those from RMM were likely to be the outcome of model misspecification. The research findings provided a better understanding on choosing measurement models. Finally, suggestions for future research are discussed.
主题分类 人文學 > 地理及區域研究
社會科學 > 體育學
参考文献
  1. Lee, H.,Chen, M.(2009).The measurement and relationship of Yuarn-Feng beliefs and psychological well-being: preliminary exploration on structural equation model analyzing with aggregate construct as cause and effect.Psychological Testing,56(4),457-489.
    連結：
  2. 江義平, I.,陳宣佑, H.(2014)。線上顧客參與成效探究。電子商務研究，12(4)，451-479。
    連結：
  3. 李新民, H.-M.,陳密桃, M.-T.(2009)。緣分信念與心理幸福感的關係－聚合構念為因與果的結構方程模式分析初探。測驗學刊，56(4)，457-489。
    連結：
  4. 林郁翔, Y.-H.,蘇冠年, G.-N.(2014)。品牌粉絲專頁的顧客參與行為：社群媒體行銷之效果驗證。多國籍企業管理評論，8(1)，23-56。
    連結：
  5. 徐茂洲, M.(2016)。運動教練領導理論在結構方程模式之應用。大專體育，139，1-9。
    連結：
  6. 張曼玲, M.,蘇詩涵, S.(2014)。建構品牌顧客承諾之量表。商略學報，6(3)，181-202。
    連結：
  7. 張愛華, A.,洪敘峰, H.(2013)。消費者認知基礎之企業綠品牌形象衡量模式發展。臺大管理論叢，24(1)，129-154。
    連結：
  8. 劉秀雯, S.-W.,林育理, Y.-L.,吳芳軒, F.-H.(2017)。社群媒體分析：代言人類型與廣告訴求對顧客參與成效之影響。管理評論，36(3)，69-84。
    連結：
  9. 劉秀雯, S.-W.,林育理, Y.-L.,吳芳軒, F.-H.(2017)。社群媒體分析：代言人類型與廣告訴求對顧客參與成效之影響。管理評論，36(3)，69-84。
    連結：
  10. Alvarez, M.,Asugman, G.(2009).Issues in formative measurement – Response to Murphy (2009).Annals of Tourism Research,36,738-742.
  11. Baldus, B. J.,Voorhees, C.,Calantone, R.(2015).Online brand community engagement: Scale development and validation.Journal of Business Research,68,978-985.
  12. Bijmolt, T. H. A.,Leeflang, P. S. H.,Block, F.,Eisenbeiss, M.,Hardie, B. G. S.,Lemmens, A.,Saffert, P.(2010).Analytics for customer engagement.Journal of Service Research,13(3),341-356.
  13. Borsboom, D.,Mellenbergh, G. J.,van Heerden, J.(2003).The theoretical status of latent variables.Psychological Review,110,203-219.
  14. Bowden, J. L.(2009).The process of customer engagement: A conceptual framework.Journal of Marketing Theory and Practice,17(1),63-74.
  15. Brodie, R. J.,Hollebeek, L. D.,Jurić, B.,Ilić, A.(2011).Customer engagement: Conceptual domain, fundamental propositions and implications for research.Journal of Service Research,14(3),252-271.
  16. Brodie, R. J.,Ilić, A.,Jurić, B.,Hollebeek, L. D.(2013).Customer engagement in a virtual brand community: An exploratory analysis.Journal of Business Research,66,105-104.
  17. Burt, R. S.(1976).Interpretational confounding of unobserved variables in structural equation models.Sociological Methods and Research,5,3-52.
  18. Cabiddu, F.,De Carlo, M.,Piccoli, G.(2014).Social media affordances: Enabling customer engagement.Annals of Tourism Research,48,175-192.
  19. Calder, B.J.,Malthouse, E.C.,Schaedel, U.(2009).An experimental study of the relationship between online engagement and advertising effectiveness.Journal of Interactive Marketing,23(4),321-331.
  20. Cambra-Fierro, J. J.,Melero-Polo, I.,Vázquez-Carrasco, R.(2013).Customer engagement: Innovation in non-technical marketing processes.Innovation: Management, Policy & Practice,15(3),326-336.
  21. Chow, W. S.,Shi, S.(2015).Investigating customers’ satisfaction with brand pages in social networking sites.Journal of Computer Information Systems,55(2),48-58.
  22. Cvijikj, I. P.,Michahelles, F.(2013).Online engagement factors on Facebook brand pages.Social Network Analysis and Mining,3(4),843-861.
  23. Diamantopoulos, A.,Winklhofer, H. M.(2001).Index construction with formative indicators: An alternative to scale development.Journal of Marketing Research,38(2),269-277.
  24. Dijkmans, C.,Kerkhof, P.,Beukeboom, C.(2015).A stage of engage: Social media use and corporate reputation.Tourism Management,47,58-67.
  25. Gummerus, J.,Liljander, V.,Weman, E.,Pihlström, M.(2012).Customer engagement in a Facebook brand community.Management Research Review,35(9),857-877.
  26. Harmeling, C. M.,Moffett, J. W.,Arnold, M. J.,Carlson, B. D.(2017).Toward a theory of customer engagement marketing.Journal of the Academy Marketing Science,45,312-335.
  27. Harrigan, P.,Evers, U.,Miles, M.,Daly, T.(2017).Customer engagement with tourism social media brands.Tourism Management,59,597-609.
  28. Hennig-Thurau, T.,Malthouse, E.C.,Friege, C.,Gensler, S.,Lobschat, L.,Rangaswamy, A.,Skiera, B.(2010).The impact of new media on customer relationships.Journal of Service Research,13(3),311-330.
  29. Ho, C. I.,Liu, L. W.,Yuan, Y.,Liao, H. H.(2020).Perceived food souvenir quality as a formative second-order construct: How do tourists evaluate the quality of food souvenirs?.Current Issues in Tourism,24(4),479-502.
  30. Hollebeek, L. D.(2011).Exploring customer brand engagement: Definition and themes.Journal of Strategic Marketing,19(7),555-573.
  31. Hollebeek, L. D.,Conduit, J.,Sweeney, J.,Soutar, G.,Karpen, I. O.,Jarvis, W.,Chen, T.(2016).Epilogue to the Special Issue and reflections on the future of engagement research.Journal of Marketing Management,32(5/6),586-594.
  32. Hollebeek, L. D.,Glynn, M. S.,Brodie, R. J.(2014).Consumer brand engagement in social media: Conceptualization, scale development and validation.Journal of Interactive Marketing,28,149-165.
  33. Hoyer, W. D.,Chandy, R.,Dorotic, M.,Krafft, M.,Singh, S. S.(2010).Consumer cocreation in new product development.Journal of Service Research,13(3),283-296.
  34. Hudson, S.,Thal, K.(2013).The impact of social media on the consumer decision process: Implications for tourism marketing.Journal of Travel & Tourism Marketing,30(1/2),156-160.
  35. Jaakkola, E.,Alexander, M.(2014).The role of customer engagement behavior in value co-creation a service system perspective.Journal of Service Research,17(3),247-261.
  36. Jarvis, C. B.,MacKenzie, S. B.,Podsakoff, P. M.(2003).A critical review of construct indicators and measurement model misspecification in marketing and consumer research.Journal of Consumer Research,30(2),199-218.
  37. Kuenzel, S.,Halliday, S. V.(2010).The chain of effects from reputation and brand personality congruence to brand loyalty: The role of brand identification.Journal of Targeting. Measurement and Analysis for Marketing,18(3),167-176.
  38. Kumar, V.,Aksoy, L.,Donkers, B.,Venkatesan, R.,Wiesel, T.,Tillmanns, S.(2010).Undervalued or overvalued customers: Capturing total customer engagement value.Journal of Service Research,13(3),297-310.
  39. Kumar, V.,Pansari, A.(2016).Competitive advantage through engagement.Journal of Marketing Research,53(4),497-514.
  40. Kumar, V.,Petersen, J. A.,Leone, R. P.(2010).Driving profitability by encouraging customer referrals: Who, when and how.Journal of Marketing,74(1),1-17.
  41. MacKenzie, S. B.,Podsakoff, P. M.,Jarvis, C. B.(2005).The problem of measurement model misspecification in behavioral and organizational research and some recommended solutions.Journal of Applied Psychology,90(4),710-730.
  42. MacKenzie, S.,Podsakoff, P.,Podsakoff, N.(2011).Construct measurement and validation procedures in MIS and behavioral research: Integrating new and existing techniques.MIS Quarterly,35(2),293-334.
  43. Mollen, A.,Wilson, H.(2010).Engagement, telepresence and interactivity in online consumer experience: Reconciling scholastic and managerial perspectives.Journal of Business Research,63(9-10),919-925.
  44. Murphy, J.,Hofacker, C.(2009).Rigor in tourism research formative and reflective constructs.Annals of Tourism research,36,730-734.
  45. Pagani, M.,Mirabello, A.(2011).The influence of personal and social-interactive engagement in social TV Web sites.International Journal of Electronic Commerce,16(2),41-68.
  46. Pansari, A.,Kumar, V.(2017).Customer engagement: The construct, antecedents, and consequences.Journal of the Academy Marketing Science,45(3),294-311.
  47. Pervan, S. J.,Bove, L. L.(2011).The engagement of customers beyond their expected roles.Journal of Strategic Marketing,19(7),551-554.
  48. Petter, S.,Straub, D.,Rai, A.(2007).Specifying formative constructs in information systems research.MIS Quarterly,31(4),623-656.
  49. Prahalad, D., & Ananthanarayanan, V. (2020). 4 questions to boost your social media marketing. Retrieved March 27, 2020, from https://hbr.org/2020/01/4-questions-to-boost-your-social-media-marketing
  50. Salton, G.,McGill, M.(1983).Introduction to modern information retrieval.New York:McGraw-Hill.
  51. Sashi, C. M.(2012).Customer engagement, buyer-sell relationships, and social media.Management Decision,50(2),253-272.
  52. Schau, H. J.,Muñiz, A. M., Jr.,Arnould, E. J.(2009).How brand community practices create value.Journal of Marketing,73(5),30-51.
  53. Schivinski, B.,Christodoulides, G.,Dabrowski, D.(2016).Measuring consumers’ engagement with brand-related social media content: Development and validation of a scale that identifies levels of social-media engagement with brands.Journal of Advertising Research,56(1),64-80.
  54. Taheri, B.,Jafari, A.,O’Gorman, K.(2014).Keeping your audience: Presenting a visitor engagement scale.Tourism Management,42,321-329.
  55. van Doorn, J.(2011).Customer engagement: Essence, dimensionality and boundaries.Journal of Service Research,14(3),280-282.
  56. van Doorn, J.,Lemon, K. N.,Mittal, V.,Nass, S.,Pick, D.,Pirner, P.,Verhoef, P. C.(2010).Customer engagement behavior: Theoretical foundations and research directions.Journal of Service Research,13(3),253-266.
  57. Verhoef, P. C.,Reinartz, W.J.,Krafft, M.(2010).Customer engagement as a new perspective in customer management.Journal of Service Research,13(3),247-252.
  58. Verleye, K.,Gemmel, P.,Rangarajan, D.(2014).Managing engagement behaviors in a network of customers and stakeholders: Evidence from the nursing home sector.Journal of Service Research,17(1),68-84.
  59. Vivek, S. D,Beatty, S. E.,Morgan, R. M.(2012).Customer engagement: Exploring customer relationships beyond purchase.The Journal of Marketing Theory and Practice,20(2),122-146.
  60. We are Social (2020). Digital 2020. Retrieved July 26, 2020, from https://datareportal.com/reports/digital-2020-taiwan
  61. Xiang, Z.,Du, Q.,Ma, Y.,Fan, W.(2017).A comparative analysis of major online review platforms: Implications for social media analytics in hospitality and tourism.Tourism Management,58,51-65.
  62. Yoo, K.,Ulrike Gretzel, U.(2011).Influence of personality on travel-related consumergenerated media creation.Computers in Human Behavior,27,609-621.
  63. 周秩年，陳威珞，(2018)，餐飲業發展趨勢，TTR台灣趨勢研究報告，【線上資料】，來源：https://www.twtrend.com/share_cont.php?id=63。【Chou, C.-N. & Chen, W.-C. (2018). Developing trend of food and beverage industries, The research report of Taiwan trend by TTR. Retrieved March 14, 2020, from https://www.twtrend.com/share_cont.php?id=63】
  64. 邱皓政, H. J.(2011)。當PLS 遇上SEM：議題與對話。αβγ量化研究學刊，3(1)，20-53。
  65. 黃芳銘, F. M.,李俊賢, C. H.(2008)。形成性與反映性潛在變項的對話。αβγ量化研究學刊，2(1)，69-97。
  66. 經濟部統計處， (2020)，批發、零售與餐飲業統計調查 ， 【線上資料】， 來源：https://dmz26.moea.gov.tw/GMWeb/investigate/InvestigateEA.aspx。【Ministry of Economic Affairs (2020). Survey reports of whole sales, retailers, and food and beverage industries. Retrieved March 14, 2020, fromhttps://dmz26.moea.gov.tw/GMWeb/investigate/InvestigateEA.aspx】
  67. 鄭中平, C.(2010)。論組成性潛在構念的使用。高雄行為科學學刊，2，45-60。
  68. 蕭文龍, W. L.(2013).統計分析入門與應用：SPSS 中文版＋PLS-SEM (Smart PLS).臺北市=Taipei, Taiwan:碁峰資訊=Gotop Information.
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