Timely assessment of disaster and emergency response networks in the aftermath of superstorm Sandy, 2012

Purpose The purpose of this paper is to elaborate pros and cons of two coding methods: the rapid network assessment (RNA) and the manual content analysis (MCA). In particular, it focuses on the applicability of a new rapid data extraction and utilization method, which can contribute to the timely coordination of disaster and emergency response operations. Design/methodology/approach Utilizing the data set of textual information on the Superstorm Sandy response in 2012, retrieved from the LexisNexis Academic news archive, the two coding methods, MCA and RNA, are subjected to social network analysis. Findings The analysis results indicate a significant level of similarity between the data collected using these two methods. The findings indicate that the RNA method could be effectively used to extract megabytes of electronic data, characterize the emerging disaster response network and suggest timely policy implications for managers and practitioners during actual emergency response operations and coordination processes. Originality/value Considering the growing needs for the timely assessment of real-time disaster response systems and the emerging doubts regarding the effectiveness of the RNA method, this study contributes to uncovering the potential of the RNA method to extract relevant data from the megabytes of digitally available information. Also this research illustrates the applicability of MCA for assessing real-time disaster response networks by comparing network analysis results from data sets built by both the RNA and the MCA.

[1]  Shirley Taylor,et al.  Decomposition and crossover effects in the theory of planned behavior: A study of consumer adoption intentions , 1995 .

[2]  Kyujin Jung,et al.  Linking emergency management networks to disaster resilience: bonding and bridging strategy in hierarchical or horizontal collaboration networks , 2015 .

[3]  Huan Liu,et al.  Is the Sample Good Enough? Comparing Data from Twitter's Streaming API with Twitter's Firehose , 2013, ICWSM.

[4]  Stephen L. Vargo,et al.  Institutions and axioms: an extension and update of service-dominant logic , 2016 .

[5]  Safiek Mokhlis An Investigation of Consumer Decision-Making Styles of Young-Adults in Malaysia , 2009 .

[6]  Amy L. Ostrom,et al.  The Internet as information minefield: An analysis of the source and content of brand information yielded by net searches , 2003 .

[7]  Catharina von Koskull,et al.  Exploring value propositions and service innovation: a service-dominant logic study , 2014, Journal of the Academy of Marketing Science.

[8]  Christian Köhler,et al.  How do consumers search for and appraise health information on the world wide web? Qualitative study using focus groups, usability tests, and in-depth interviews , 2002, BMJ : British Medical Journal.

[9]  Brenda L. Flannery,et al.  Environmental Ethical Decision Making in the U.S. Metal-Finishing Industry , 2000 .

[10]  Charles F. Hofacker,et al.  Measuring Consumer Innovativeness , 1991 .

[11]  James C. Anderson,et al.  The effect of sampling error on convergence, improper solutions, and goodness-of-fit indices for maximum likelihood confirmatory factor analysis , 1984 .

[12]  Victoria L. Crittenden,et al.  We're all connected: The power of the social media ecosystem , 2011 .

[13]  Endo Wijaya Kartika,et al.  The descriptive analysis of aesthetic appeal, layout and functionality, and financial security: case study for the Indonesia e-commerce , 2016 .

[14]  Kathleen M. Carley Formalizing the Social Expert's Knowledge , 1988 .

[15]  H. G. D. Zúñiga,et al.  Influence of social media use on discussion network heterogeneity and civic engagement: The moderating role of personality traits , 2013 .

[16]  Nikolaus Franke,et al.  Complementing Mass Customization Toolkits with User Communities: How Peer Input Improves Customer Self‐Design* , 2008 .

[17]  Mary Jo Bitner,et al.  Moving Forward and Making a Difference: Research Priorities for the Science of Service , 2010 .

[18]  Icek Ajzen,et al.  From Intentions to Actions: A Theory of Planned Behavior , 1985 .

[19]  I. Ajzen The theory of planned behavior , 1991 .

[20]  Jeffrey W. Kassing,et al.  Fan–Athlete Interaction and Twitter Tweeting Through the Giro: A Case Study , 2010 .

[21]  Kyung Hyan Yoo,et al.  Use and Impact of Online Travel Reviews , 2008, ENTER.

[22]  J. Powell,et al.  Empirical studies assessing the quality of health information for consumers on the world wide web: a systematic review. , 2002, JAMA.

[23]  I. Ajzen,et al.  From Intentions to Behavior: Implementation Intention, Commitment, and Conscientiousness , 2009 .

[24]  G. Valentine,et al.  Emotion and politics in a mediated public sphere: Questioning democracy, responsibility and ethics in a computer mediated world , 2014 .

[25]  Homero Gil de Zúñiga,et al.  Citizen Journalism and Democracy: How User-Generated News Use Relates to Political Knowledge and Participation , 2010 .

[26]  Cliff Lampe,et al.  The Benefits of Facebook "Friends: " Social Capital and College Students' Use of Online Social Network Sites , 2007, J. Comput. Mediat. Commun..

[27]  Sven Heidenreich,et al.  Adoption of technology-based services: the role of customers’ willingness to co-create , 2015 .

[28]  Louise K. Comfort,et al.  Communication, Coherence, and Collective Action , 2006 .

[29]  Kenneth R. Evans,et al.  The effects of customer participation in co-created service recovery , 2008 .

[30]  Peter Jones,et al.  Identifying determinants of success in development of new high‐contact services , 2006 .

[31]  Jimmy Sanderson Elite quarterbacks do not laugh when they are losing: Exploring fan responses to athletes' emotional displays , 2016 .

[32]  J. Ploeg,et al.  Critical appraisal of rigour in interpretive phenomenological nursing research. , 2006, Journal of advanced nursing.

[33]  Chun-Ming Chang,et al.  Understanding the roles of cultural differences and socio-economic status in social media continuance intention , 2015, Inf. Technol. People.

[34]  Parissa Jahromi American Identity in the USA: Youth Perspectives , 2011 .

[35]  B. Edvardsson,et al.  A new conceptualization of service innovation grounded in S‐D logic and service systems , 2013 .

[36]  Charles D. Barrett Understanding Attitudes and Predicting Social Behavior , 1980 .

[37]  Barry Smyth,et al.  Understanding the intent behind mobile information needs , 2009, IUI.

[38]  Ş. Baloğlu,et al.  The website design and Internet site marketing practices of upscale and luxury hotels in Turkey , 2006 .

[39]  R. Suddaby From the Editors: What Grounded Theory is Not , 2006 .

[40]  Nan Hua,et al.  E-commerce performance in hospitality and tourism , 2016 .

[41]  Nora Ganim Barnes,et al.  Social Commerce Emerges As Big Brands Position Themselves to Turn "Follows", "Likes" and "Pins" into Sales , 2014 .

[42]  Lenita M. Davis,et al.  Empirical testing of a model of online store atmospherics and shopper responses , 2003 .

[43]  Guido Caldarelli,et al.  Science vs Conspiracy: Collective Narratives in the Age of Misinformation , 2014, PloS one.

[44]  Hsin Hsin Chang,et al.  The Moderating Effect of Customer Perceived Value on Online Shopping Behaviour , 2011, Online Inf. Rev..

[45]  Rob Law,et al.  Distribution channel in hospitality and tourism: Revisiting disintermediation from the perspectives of hotels and travel agencies , 2015 .

[46]  A. Huberman,et al.  Qualitative Data Analysis: A Methods Sourcebook , 1994 .

[47]  H. G. D. Zúñiga,et al.  Social Media, Political Expression, and Political Participation: Panel Analysis of Lagged and Concurrent Relationships , 2014 .

[48]  Rob Law,et al.  Automatic Website Evaluations: The Case of Hotels in Hong Kong , 2006, J. Inf. Technol. Tour..

[49]  Jenna Jacobson,et al.  Networked spectators: Social media conversation and moderation at the Olympic opening ceremony , 2016, Online Inf. Rev..

[50]  Yair Galily,et al.  The (Re)Shaping of the Israeli Sport Media: The Case of Talk-Back , 2008 .

[51]  Natalia Grabar,et al.  Automatic Retrieval of Web Pages with Standards of Ethics and Trustworthiness Within a Medical Portal: What a Page Name Tells Us , 2007, AIME.

[52]  Natalie Lee-San Pang,et al.  Are we all here for the same purpose? Social media and individualized collective action , 2016, Online Inf. Rev..

[53]  Kathleen M. Carley,et al.  Network text analysis of conceptual overlap in interviews, newspaper articles and keywords , 2013, Social Network Analysis and Mining.

[54]  Pennie Frow,et al.  Relationship Value Management: Exploring the Integration of Employee, Customer and Shareholder Value and Enterprise Performance Models , 2001 .

[55]  Yongjun Sung,et al.  Following brands on Twitter: an extension of theory of planned behavior , 2016 .

[56]  Justin Grimmer,et al.  Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts , 2013, Political Analysis.

[57]  Kevin Hull A Hole in One (Hundred Forty Characters): A Case Study Examining PGA Tour Golfers’ Twitter Use During the Masters , 2014 .

[58]  Leslie K. John,et al.  Does “Liking” Lead to Loving? The Impact of Joining a Brand's Social Network on Marketing Outcomes , 2017 .

[59]  Rolph E. Anderson,et al.  Customer loyalty in e-commerce: an exploration of its antecedents and consequences , 2002 .

[60]  Ying-Hueih Chen,et al.  Website attributes that increase consumer purchase intention: A conjoint analysis , 2010 .

[61]  A. Payne,et al.  Managing the co-creation of value , 2008 .

[62]  Panagiotis Kanellis,et al.  Trust Formation And Relationship Building In Electronic Servicescapes , 2002, ECIS.

[63]  Christian Maurer,et al.  Effectiveness of Advertising on Social Network Sites: A Case Study on Facebook , 2011, ENTER.

[64]  Antoine Geissbühler,et al.  Evolution of Health Web certification through the HONcode experience , 2011, MIE.

[65]  Li-Chun Hsu,et al.  Investigating community members' purchase intention on Facebook fan page: From a dualistic perspective of trust relationships , 2017, Ind. Manag. Data Syst..

[66]  P. Vorderer,et al.  Enjoyment: At the Heart of Media Entertainment , 2004 .

[67]  D. Petzer,et al.  Online servicescape dimensions as predictors of website trust in the South African domestic airline industry , 2019, Southern African Business Review.

[68]  Donna L. Hoffman,et al.  Building consumer trust online , 1999, CACM.

[69]  Jennifer Stromer-Galley,et al.  Diversity of Political Conversation on the Internet: Users' Perspectives , 2006, J. Comput. Mediat. Commun..

[70]  Anat Rafaeli,et al.  Aesthetics and Professionalism of Virtual Servicescapes , 2006 .

[71]  Mary Jo Bitner,et al.  Servicescapes: The Impact of Physical Surroundings on Customers and Employees: , 1992 .

[72]  A. Arvidsson,et al.  Echo Chamber or Public Sphere? Predicting Political Orientation and Measuring Political Homophily in Twitter Using Big Data , 2014 .

[73]  Abhilash Ponnam,et al.  Investigating the Process Through which E-Servicescape Creates E-Loyalty in Travel and Tourism Websites , 2017 .

[74]  David M. Kennedy,et al.  Using Online Collaborative Tools for Groups to Co-Construct Knowledge , 2011, Online Inf. Rev..

[75]  John Ferron,et al.  Estimation in SEM: A Concrete Example , 2007 .

[76]  Bernard Espinasse,et al.  Relation Extraction from Texts with Symbolic Rules Induced by Inductive Logic Programming , 2015, 2015 IEEE 27th International Conference on Tools with Artificial Intelligence (ICTAI).

[77]  David F. Larcker,et al.  Structural Equation Models with Unobservable Variables and Measurement Error: Algebra and Statistics: , 1981 .

[78]  P. Patterson,et al.  Customer choice of self‐service technology: the roles of situational influences and past experience , 2012 .

[79]  Ting-Yi Lu,et al.  Modeling E-Coupon Proneness as a Mediator in the Extended TPB Model to Predict Consumers' Usage Intentions , 2011, Internet Res..

[80]  Charlotte H. Mason,et al.  An empirical study of innate consumer innovativeness, personal characteristics, and new-product adoption behavior , 2003 .

[81]  M. Speece,et al.  Social presence and customer brand engagement on Facebook brand pages , 2017 .

[82]  Valerie Champoux,et al.  Corporate Facebook pages: when “fans” attack , 2012 .

[83]  Katelyn Y. A. McKenna,et al.  Causes and Consequences of Social Interaction on the Internet: A Conceptual Framework , 1999 .

[84]  Stephen L. Vargo,et al.  Service, value networks and learning , 2010 .

[85]  José F. Molina-Azorín,et al.  Organizational design, quality management and competitive advantage in hotels , 2016 .

[86]  Heesup Han,et al.  Application of the Theory of Planned Behavior to green hotel choice: Testing the effect of environmental friendly activities , 2010 .

[87]  Michel Phan INNOVATION DE SERVICES : Étude de cas du Plaza Athénée Paris , 2007 .

[88]  Xianggui Qu,et al.  Multivariate Data Analysis , 2007, Technometrics.

[89]  Minjeong Kang,et al.  Understanding Public Engagement: Conceptualizing and Measuring its Influence on Supportive Behavioral Intentions , 2014 .

[90]  Michael Schaich,et al.  The Public Sphere , 2009 .

[91]  Paul P. Maglio,et al.  Steps Toward a Science of Service Systems , 2007, Computer.

[92]  L. Hollebeek Exploring customer brand engagement: definition and themes , 2011 .

[93]  K. Bollen A New Incremental Fit Index for General Structural Equation Models , 1989 .

[94]  Chao-Min Chiu,et al.  Predicting electronic service continuance with a decomposed theory of planned behaviour , 2004, Behav. Inf. Technol..

[95]  Pranjal Gupta,et al.  Emotional expressions in online user reviews: How they influence consumers' product evaluations , 2012 .

[96]  Charlotta Åberg,et al.  Conveying conscientiousness: Exploring environmental images across servicescapes , 2014 .

[97]  Julien Brailly,et al.  The SAGE Handbook of Social Network Analysis, J. Scott, P. J. Carrington (Eds.). SAGE publications, Los-Angeles, London (2011). , 2012 .

[98]  Raffaele Filieri,et al.  Online consumer reviews …why do we adopt them? , 2013 .

[99]  Anil Bilgihan,et al.  The effect of website features in online relationship marketing: A case of online hotel booking , 2015, Electron. Commer. Res. Appl..

[100]  Yeong Gug Kim,et al.  Application of the Stimuli-Organism-Response (S-O-R) Framework to Online Shopping Behavior , 2014 .

[101]  John Scott Social Network Analysis , 1988 .

[102]  Mahmood A. Khan,et al.  How technological innovations extend services outreach to customers , 2009 .

[103]  Jian Mou,et al.  Effects of flow on young Chinese consumers’ purchase intention: a study of e-servicescape in hotel booking context , 2017, J. Inf. Technol. Tour..

[104]  Maria de Fatima Oliveira,et al.  Affective News and Networked Publics: The Rhythms of News Storytelling on #Egypt , 2012 .

[105]  Stephen L. Vargo,et al.  Advancing Service Science with Service- Dominant Logic Clarifications and Conceptual Development , 2010 .

[106]  Ritu Agarwal,et al.  A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology , 1998, Inf. Syst. Res..

[107]  Bo Edvardsson,et al.  Innovation in service ecosystems: an empirical study of the integration of values, brands, service systems and experience rooms , 2016 .

[108]  Michael K. Brady,et al.  Investigating the role of the physical environment in hedonic service consumption: an exploratory study of sporting events , 2002 .

[109]  Johann Füller,et al.  Consumer Empowerment Through Internet-Based Co-creation , 2009, J. Manag. Inf. Syst..

[110]  J. Mitchell,et al.  The Concept and Use of Social Networks , 1969 .

[111]  Göran Bergström,et al.  Analyzing Text and Discourse: Eight Approaches for the Social Sciences , 2017 .

[112]  Xuebing Dong,et al.  Effects of the characteristics of online multimedia synergy on consumers' message acceptance and message response , 2017, Online Inf. Rev..

[113]  C. Agur A Foreign Field No Longer: India, the IPL, and the Global Business of Cricket , 2013 .

[114]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[115]  L. Comfort,et al.  An expected event, but unprecedented damage: Structure and gaps of large-scale response coordination of the 2011 Thailand floods , 2017 .

[116]  R. B. Chase,et al.  Experience, Service Operations Strategy, and Services as Destinations: Foundations and Exploratory Investigation , 2008 .

[117]  Paul P. Maglio,et al.  Fundamentals of service science , 2008 .

[118]  S. Elo,et al.  Qualitative Content Analysis , 2014 .

[119]  K. A. Hill,et al.  Computer-Mediated Political Communication: The USENET and Political Communities , 1997 .

[120]  Carolyn A. Massiah,et al.  An expanded servicescape perspective , 2011 .

[121]  Mary Beth Rosson,et al.  Community Networks: Where Offline Communities Meet Online , 2005, J. Comput. Mediat. Commun..

[122]  J. Novak,et al.  The theory underlying concept maps , 2016 .

[123]  Intekhab Alam,et al.  New service development in India's business‐to‐business financial services sector , 2012 .

[124]  Yuan Wang,et al.  Online Chinese discussions about the 2014 World Cup , 2016, Online Inf. Rev..

[125]  H. E. Krugman,et al.  PASSIVE LEARNING FROM TELEVISION , 1970 .

[126]  Cheryl Burke Jarvis,et al.  A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research , 2003 .

[127]  Vladimir Zwass,et al.  Co-Creation: Toward a Taxonomy and an Integrated Research Perspective , 2010, Int. J. Electron. Commer..

[128]  M. Stone Cross‐Validatory Choice and Assessment of Statistical Predictions , 1976 .

[129]  G. Zaltman,et al.  Relationships between Providers and Users of Market Research: The Dynamics of Trust within and between Organizations , 1992 .

[130]  Carsten D. Schultz,et al.  Insights from consumer interactions on a social networking site: Findings from six apparel retail brands , 2016, Electron. Mark..

[131]  Jihyun Kim,et al.  A consumer shopping channel extension model: attitude shift toward the online store , 2005 .

[132]  Hans R. L. Allmér E-servicescape is Plausible , 2014 .

[133]  O. Williamson The New Institutional Economics: Taking Stock, Looking Ahead , 2000 .

[134]  A. Khatibi,et al.  Understanding consumers internet purchase intention in Malaysia , 2011 .

[135]  Tammo H. A. Bijmolt,et al.  Generalizations on Consumer Innovation Adoption: A Meta-Analysis on Drivers of Intention and Behavior , 2011 .

[136]  Jennifer Brundidge Encountering "Difference" in the contemporary public sphere: The contribution of the internet to the heterogeneity of political discussion networks , 2010 .

[137]  John H. Parmelee,et al.  Exploring social and psychological factors that influence the gathering of political information online , 2012, Telematics Informatics.

[138]  Matthias-W. Stoetzer,et al.  Die Diffusion von Innovationen in der Telekommunikation , 1995 .

[139]  W. James Potter,et al.  Rethinking validity and reliability in content analysis , 1999 .

[140]  R. Widdows,et al.  Web content analysis of e‐grocery retailers: a longitudinal study , 2009 .

[141]  Arto Ojala,et al.  Value networks in cloud computing , 2011 .

[142]  Ben Lowe,et al.  Forecasting consumer perception of innovativeness , 2015 .

[143]  B. Sweetman Between Facts and Norms: Contributions to a Discourse Theory of Law and Democracy , 1997 .

[144]  Fred D. Davis Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology , 1989, MIS Q..

[145]  Kyungwoo Kim,et al.  Resilience in risk communication networks: Following the 2015 MERS response in South Korea , 2017, Journal of Contingencies and Crisis Management.

[146]  K. Bollen,et al.  A tetrad test for causal indicators. , 2000, Psychological methods.

[147]  Katrin Weller,et al.  Trying to understand social media users and usage: The forgotten features of social media platforms , 2016, Online Inf. Rev..

[148]  Deen Freelon,et al.  Analyzing online political discussion using three models of democratic communication , 2010, New Media Soc..

[149]  Vedran Podobnik,et al.  A sentiment analysis of who participates, how and why, at social media sport websites: How differently men and women write about football , 2016, Online Inf. Rev..

[150]  Paul A. Pavlou,et al.  Building Effective Online Marketplaces with Institution-Based Trust , 2004, Inf. Syst. Res..

[151]  Noor Akma Mohd Salleh,et al.  Malaysian Entrepreneurs Propensity to Use IT Innovation , 2014, J. Enterp. Inf. Manag..

[152]  A. Mahrous,et al.  Antecedents of participation in online brand communities and their purchasing behavior consequences , 2017 .

[153]  Anatoliy A. Gruzd,et al.  Online Communities , 2014, Encyclopedia of Social Network Analysis and Mining.

[154]  Kristopher J Preacher,et al.  SPSS and SAS procedures for estimating indirect effects in simple mediation models , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[155]  P. O'Connor Managing a Hotel's Image on TripAdvisor , 2010 .

[156]  Puneet Kaur Underpinnings of User Participation in Service Provider-Hosted Online Communities , 2016 .

[157]  A. Parasuraman,et al.  Service quality delivery through web sites: A critical review of extant knowledge , 2002, Journal of the Academy of Marketing Science.

[158]  B. Edvardsson,et al.  Expanding understanding of service exchange and value co-creation: a social construction approach , 2011 .

[159]  Anand Kumar,et al.  Gadget lovers , 2007 .

[160]  D. Bowman,et al.  Managing Customer-Initiated Contacts with Manufacturers: The Impact on Share of Category Requirements and Word-of-Mouth Behavior , 2001 .

[161]  J. Habermas Political Communication in Media Society: Does Democracy Still Enjoy an Epistemic Dimension? The Impact of Normative Theory on Empirical Research , 2006 .

[162]  P. Pavlou,et al.  Marketing in Computer-Mediated Environments: Research Synthesis and New Directions , 2014 .

[163]  Traci J. Hess,et al.  Reliability Generalization of Perceived Ease of Use, Perceived Usefulness, and Behavioral Intentions , 2014, MIS Q..

[164]  Jiyun Kang,et al.  Motivational Antecedents of Social Shopping for Fashion and its Contribution to Shopping Satisfaction , 2011 .

[165]  Zillur Rahman,et al.  The influence of user participation in social media-based brand communities on brand loyalty: age and gender as moderators , 2016 .

[166]  Diana C. Mutz,et al.  Online Groups and Political Discourse: Do Online Discussion Spaces Facilitate Exposure to Political Disagreement? , 2009 .

[167]  Marc Sageman,et al.  Understanding terror networks. , 2004, International journal of emergency mental health.

[168]  L. Comfort,et al.  Coordination in Rapidly Evolving Disaster Response Systems , 2004 .

[169]  Steven A. Taylor,et al.  The Effectiveness of Customer Participation in New Product Development: A Meta-Analysis , 2016 .

[170]  L. Harris,et al.  Online servicescapes, trust, and purchase intentions , 2010 .

[171]  E. Hippel,et al.  Customers As Innovators: A New Way to Create Value , 2002 .

[172]  Marko Sarstedt,et al.  Goodness-of-fit indices for partial least squares path modeling , 2013, Comput. Stat..

[173]  Albert A. Barreda,et al.  Consumer perception of knowledge-sharing in travel-related Online Social Networks , 2016 .

[174]  Barry J. Babin,et al.  Perceived appropriateness and its effect on quality, affect and behavior , 2004 .

[175]  Chia-Chi Sun,et al.  Factors influencing satisfaction and loyalty in online shopping: an integrated model , 2009, Online Inf. Rev..

[176]  Paul A. Pavlou,et al.  Understanding and Predicting Electronic Commerce Adoption: An Extension of the Theory of Planned Behavior , 2006, MIS Q..

[177]  K. Miloch,et al.  Sporting Facebook: A Content Analysis of NCAA Organizational Sport Pages and Big 12 Conference Athletic Department Pages , 2011 .

[178]  W. Kunz,et al.  A Brand Like a Friend - The Influence of Customer Engagement with Social Media Brand Pages on Brand Relationships and Loyalty Intentions , 2014 .

[179]  Young Ha,et al.  Role of web site design quality in satisfaction and word of mouth generation , 2012 .

[180]  W. H. van Atteveldt,et al.  Semantic Network Analysis: Techniques for Extracting, Representing, and Querying Media Content , 2008 .

[181]  Chai Haiyan,et al.  An Impact of Social Media on Online Travel Information Search in China , 2010, 2010 3rd International Conference on Information Management, Innovation Management and Industrial Engineering.

[182]  John L. Hopkins,et al.  Can Facebook be an effective mechanism for generating growth and value in small businesses? , 2012, J. Syst. Inf. Technol..

[183]  B. Gu,et al.  The impact of online user reviews on hotel room sales , 2009 .

[184]  James A. Muncy,et al.  Consumer Involvement: Definitional Issues and Research Directions , 1984 .

[185]  Henri Barki,et al.  Explaining the Role of User Participation in Information System Use , 1994 .

[186]  D. Horton,et al.  Mass communication and para-social interaction; observations on intimacy at a distance. , 1956, Psychiatry.

[187]  J. Russell,et al.  An approach to environmental psychology , 1974 .

[188]  Sharron J. Lennon,et al.  Online visual merchandising (VMD) cues and consumer pleasure and arousal: Purchasing versus browsing situation , 2010 .

[189]  Chetna Kudeshia,et al.  Spreading love through fan page liking: A perspective on small scale entrepreneurs , 2016, Comput. Hum. Behav..

[190]  Helmut Krcmar,et al.  Tweeting to Feel Connected: A Model for Social Connectedness in Online Social Networks , 2013, Int. J. Hum. Comput. Interact..

[191]  L. Chernatony,et al.  Consumer engagement with self-expressive brands: brand love and WOM outcomes , 2014 .

[192]  Dong-Mo Koo,et al.  The interactional effects of atmospherics and perceptual curiosity on emotions and online shopping intention , 2010, Comput. Hum. Behav..

[193]  R. Bagozzi,et al.  On the evaluation of structural equation models , 1988 .

[194]  Gilles Falquet,et al.  Language Independent Tokenization vs. Stemming in Automated Detection of Health Websites' HONcode Conformity: An Evaluation , 2015, CENTERIS/ProjMAN/HCist.

[195]  C. Prahalad,et al.  Co-creation experiences: The next practice in value creation , 2004 .

[196]  Matthew Barnidge,et al.  Exposure to Political Disagreement in Social Media Versus Face-to-Face and Anonymous Online Settings , 2017 .

[197]  Katja Hutter,et al.  The Impact of User Interactions in Social Media on Brand Awareness and Purchase Intention: The Case of MINI on Facebook , 2013 .

[198]  H. G. Zúñiga Toward a European Public Sphere? The Promise and Perils of Modern Democracy in the Age of Digital and Social Media , 2015 .

[199]  David Godes,et al.  Using Online Conversations to Study Word-of-Mouth Communication , 2004 .

[200]  Damion Sturm Smash and Bash Cricket? Affective Technological Innovations in the Big Bash , 2015 .

[201]  Heesup Han,et al.  Predicting Tourists' Intention to Try Local Cuisine Using a Modified Theory of Reasoned Action: The Case of New Orleans , 2010 .

[202]  Marko Sarstedt,et al.  Partial least squares structural equation modeling (PLS-SEM): An emerging tool in business research , 2014 .

[203]  Thompson S. H. Teo Demographic and motivation variables associated with Internet usage activities , 2001, Internet Res..

[204]  Dimitrios Buhalis,et al.  Social layers of customer-to-customer value co-creation , 2013 .

[205]  Marta Blázquez,et al.  Fashion Shopping in Multichannel Retail: The Role of Technology in Enhancing the Customer Experience , 2014, Int. J. Electron. Commer..

[206]  R. Sitgreaves Psychometric theory (2nd ed.). , 1979 .

[207]  Kristopher J Preacher,et al.  A general multilevel SEM framework for assessing multilevel mediation. , 2010, Psychological methods.

[208]  Richard W. Davis Politics Online: Blogs, Chatrooms, and Discussion Groups in American Democracy , 2005 .

[209]  Stanley Widrick,et al.  Attitude and age differences in online buying , 2005 .

[210]  Panagiotis Kanellis,et al.  Trust and relationship building in electronic commerce , 2001, Internet Res..

[211]  I. Vermeulen,et al.  Tried and tested: The impact of online hotel reviews on consumer consideration , 2009 .

[212]  Elmer V. Bernstam,et al.  Instruments to assess the quality of health information on the World Wide Web: what can our patients actually use? , 2005, Int. J. Medical Informatics.

[213]  Russell Williams,et al.  From servicescape to “cyberscape” , 2004 .

[214]  T. Kamalanabhan,et al.  Is Internal Communication Important for Sport Commitment , 2016 .

[215]  W. Reinartz,et al.  An Empirical Comparison of the Efficacy of Covariance-Based and Variance-Based SEM , 2009 .

[216]  M. Perugini,et al.  The role of desires and anticipated emotions in goal-directed behaviours: broadening and deepening the theory of planned behaviour. , 2001, The British journal of social psychology.

[217]  Constantinos K. Coursaris,et al.  Informing brand messaging strategies via social media analytics , 2016, Online Inf. Rev..

[218]  Louise K. Comfort,et al.  Emergency Management Research and Practice in Public Administration: Emergence, Evolution, Expansion, and Future Directions , 2012 .

[219]  Siegfried P. Gudergan,et al.  Confirmatory Tetrad Analysis in PLS Path Modeling , 2008 .

[220]  Kyujin Jung,et al.  Unveiling cultures in emergency response communication networks on social media: following the 2016 Louisiana floods , 2017, Quality & Quantity.

[221]  F. C. P. Motta The theory of communicative action , 1991 .

[222]  Yolanda Polo-Redondo,et al.  The influence of EWOM characteristics on online repurchase intention: Mediating roles of trust and perceived usefulness , 2016, Online Inf. Rev..

[223]  P. Zimbardo,et al.  A Global Look at Time , 2014 .

[224]  Jagdip Singh,et al.  Consumer Trust, Value, and Loyalty in Relational Exchanges , 2002 .

[225]  L. Men,et al.  Beyond liking or following: Understanding public engagement on social networking sites in China , 2013 .

[226]  Lincoln Dahlberg The Habermasian Public Sphere and Exclusion: An Engagement with Poststructuralist‐Influenced Critics , 2014 .

[227]  M. Jennings,et al.  Internet Use and Civic Engagement: A Longitudinal Analysis , 2003 .

[228]  Jeffrey A. Gottfried,et al.  News use across social media platforms 2016 , 2016 .

[229]  Jason W. Osborne,et al.  Best practices in exploratory factor analysis: four recommendations for getting the most from your analysis. , 2005 .

[230]  W. Bennett,et al.  Communicating Civic Engagement: Contrasting Models of Citizenship in the Youth Web Sphere , 2011 .

[231]  Thomas Abel,et al.  From Text to Codings: Intercoder Reliability Assessment in Qualitative Content Analysis , 2008, Nursing research.

[232]  Glenn Regehr,et al.  Quality of Online Resources for Pancreatic Cancer Patients , 2017, Journal of Cancer Education.

[233]  N. Lee,et al.  Word of mouth communication within online communities: Conceptualizing the online social network , 2007 .

[234]  Jimmy Sanderson,et al.  To Tweet or Not to Tweet: Exploring Division I Athletic Departments’ Social-Media Policies , 2011 .

[235]  Sonja Grabner-Kraeuter The Role of Consumers' Trust in Online-Shopping , 2002 .

[236]  Yogesh Kumar Dwivedi,et al.  Examining branding co-creation in brand communities on social media: Applying the paradigm of Stimulus-Organism-Response , 2018, Int. J. Inf. Manag..

[237]  Christopher Durugbo,et al.  A unified model of the co-creation process , 2014, Expert Syst. Appl..

[238]  Jock Given,et al.  The wealth of networks: How social production transforms markets and freedom , 2007, Inf. Econ. Policy.

[239]  Taesik Lee,et al.  Gender differences in consumers’ perception of online consumer reviews , 2011, Electron. Commer. Res..

[240]  Jonathan D. Barsky Customer Satisfaction in the Hotel Industry , 1992 .

[241]  Sergio Picazo-Vela,et al.  Why provide an online review? An extended theory of planned behavior and the role of Big-Five personality traits , 2010, Comput. Hum. Behav..

[242]  R. Brodie,et al.  Customer Engagement , 2011 .

[243]  Hsiao-Han Chen,et al.  Relationship between e-servicescape and purchase intention among heavy and light internet users , 2018, Internet Res..

[244]  Angella J. Kim,et al.  Impacts of Luxury Fashion Brand’s Social Media Marketing on Customer Relationship and Purchase Intention , 2010 .

[245]  Millissa F. Y. Cheung,et al.  Service co-creation in social media: An extension of the theory of planned behavior , 2016, Comput. Hum. Behav..

[246]  B. Kahn,et al.  Cross-category effects of induced arousal and pleasure on the Internet shopping experience , 2002 .

[247]  Johnny Saldaña,et al.  The Coding Manual for Qualitative Researchers , 2009 .

[248]  R. E. Milliman,et al.  Atmospheric Effects on Shopping Behavior: A Review of the Experimental Evidence , 2000 .

[249]  Kathleen M. Carley,et al.  Network Text Analysis in Computer-Intensive Rapid Ethnography Retrieval: An Example from Political Networks of Sudan* , 2012, J. Soc. Struct..

[250]  B. Pinkleton,et al.  Modeling the Effects of Political Information Source Use and Online Expression on Young Adults’ Political Efficacy , 2012 .

[251]  D. A. Kenny,et al.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. , 1986, Journal of personality and social psychology.

[252]  Peter R. Magnusson,et al.  Exploring the Contributions of Involving Ordinary Users in Ideation of Technology‐Based Services* , 2009 .

[253]  Yonghwan Kim,et al.  The contribution of social network sites to exposure to political difference: The relationships among SNSs, online political messaging, and exposure to cross-cutting perspectives , 2011, Comput. Hum. Behav..

[254]  Stephen L. Vargo,et al.  Innovation through institutionalization: A service ecosystems perspective , 2015 .

[255]  Christos Fragkonikolopoulos Explaining the role and the impact of the social media in the Arab Spring , 2012 .

[256]  S. Geisser A predictive approach to the random effect model , 1974 .

[257]  Stephen W. Brown,et al.  Shaping, organizing, and rethinking service innovation: a multidimensional framework , 2012 .

[258]  Elin Nilsson,et al.  Reexamining the place of servicescape in marketing: a service-dominant logic perspective , 2014 .

[259]  Chei Sian Lee,et al.  Understanding news sharing in social media: An explanation from the diffusion of innovations theory , 2014, Online Inf. Rev..

[260]  Sally Harridge-March Can the building of trust overcome consumer perceived risk online , 2006 .

[261]  Sandra Streukens,et al.  The effect of service employees' technology readiness on technology acceptance , 2007, Inf. Manag..

[262]  Amy L. Ostrom,et al.  Service Research Priorities in a Rapidly Changing Context , 2015 .

[263]  V. Mummalaneni,et al.  An empirical investigation of Web site characteristics, consumer emotional states and on-line shopping behaviors , 2005 .

[264]  Christina Lee,et al.  Leveraging the power of online social networks: a contingency approach , 2014 .

[265]  S. Hunt,et al.  The Commitment-Trust Theory of Relationship Marketing , 1994 .

[266]  Salvador del Barrio-García,et al.  Language as a cultural vessel in online servicescapes: Its impact on consumers' perceived risk, attitudes, and behavioural intentions , 2017 .

[267]  D. Porat The International Working Definition of Antisemitism and Its Detractors , 2011 .

[268]  Wann-Yih Wu,et al.  How e-servicescapes affect customer online shopping intention: the moderating effects of gender and online purchasing experience , 2016, Information Systems and e-Business Management.

[269]  R. Bagozzi,et al.  Antecedents and purchase consequences of customer participation in small group brand communities , 2006 .

[270]  Galen Clavio,et al.  Uses and gratifications of a retired female athlete's twitter followers. , 2010 .

[271]  Wayne D. Hoyer,et al.  Consumer Cocreation in New Product Development , 2010 .

[272]  John Ingham,et al.  Why do people use information technology? A critical review of the technology acceptance model , 2003, Inf. Manag..

[273]  W. Rahn Review of What Americans Know about Politics and Why It Matters by Michael Delli Carpini and Scott Ketter , 1999 .

[274]  Chei Sian Lee,et al.  Exploring emotional expressions on YouTube through the lens of media system dependency theory , 2012, New Media Soc..

[275]  S. J. Kraus,et al.  Attitudes and the Prediction of Behavior: A Meta-Analysis of the Empirical Literature , 1990 .

[276]  Zillur Rahman,et al.  Transforming Jewellery Designing: Empowering Customers through Crowdsourcing in India , 2017 .

[277]  Ricardo Colomo Palacios,et al.  The effect of information overload and disorganisation on intention to purchase online: The role of perceived risk and internet experience , 2014, Online Inf. Rev..

[278]  Ann Pegoraro,et al.  Echo or organic: framing the 2014 Sochi Games , 2016, Online Inf. Rev..

[279]  Kathleen M. Carley Coding Choices for Textual Analysis: A Comparison of Content Analysis and Map Analysis , 1993 .

[280]  Huang Jen-Hung,et al.  Gender differences in adolescents' online shopping motivations , 2010 .

[281]  James Sanderson,et al.  The Blog is Serving Its Purpose: Self-Presentation Strategies on 38pitches.com , 2008, J. Comput. Mediat. Commun..

[282]  Carla Teixeira Lopes,et al.  Measuring the value of health query translation: An analysis by user language proficiency , 2013, J. Assoc. Inf. Sci. Technol..

[283]  E. Shih,et al.  Co-production and customer loyalty in financial services , 2007 .

[284]  Fevzi Okumus,et al.  Towards a strategy implementation framework , 2001 .

[285]  Héctor San Martín,et al.  Influence of the user's psychological factors on the online purchase intention in rural tourism: integrating innovativeness to the UTAUT framework. , 2012 .

[286]  Tao Zhou,et al.  Understanding Online Community User Participation: A Social Influence Perspective , 2011, Internet Res..

[287]  Hongjin Shim,et al.  What makes us two-screen users? The effects of two-screen viewing motivation and psychological traits on social interactions , 2017, Comput. Hum. Behav..

[288]  Yumi Jung,et al.  Engagement across three social media platforms: An exploratory study of a cause-related PR campaign , 2013 .

[289]  Robert F. Lusch,et al.  Service Innovation: A Service-Dominant Logic Perspective , 2015, MIS Q..

[290]  David Gefen,et al.  Some antecedents and effects of trust in virtual communities , 2002, J. Strateg. Inf. Syst..

[291]  Natalia Grabar,et al.  Machine Learning Approach for Automatic Quality Criteria Detection of Health Web Pages , 2007, MedInfo.

[292]  R. Martin,et al.  Electronic Structure: Basic Theory and Practical Methods , 2004 .

[293]  Debra Ann Grace,et al.  Examining the relationship between social media characteristics and psychological dispositions , 2015 .

[294]  Magnus Söderlund Measuring customer loyalty with multi‐item scales , 2006 .

[295]  Sonia Livingstone,et al.  Taking risky opportunities in youthful content creation: teenagers' use of social networking sites for intimacy, privacy and self-expression , 2008, New Media Soc..

[296]  Rick H. Hoyle,et al.  Confirmatory Factor Analysis , 1983 .

[297]  Matthew K. O. Lee,et al.  Consumer Engagement Behaviors in Brand Communities of Social Networking Sites , 2012, AMCIS.

[298]  Célia Boyer,et al.  Automated Detection of HONcode Website Conformity Compared to Manual Detection: An Evaluation , 2015, Journal of medical Internet research.

[299]  Stephen L. Vargo,et al.  Evolving to a New Dominant Logic for Marketing , 2004 .

[300]  Alfred Hermida,et al.  Content Analysis in an Era of Big Data: A Hybrid Approach to Computational and Manual Methods , 2013 .

[301]  R. Feiock,et al.  Isolated and Broken Bridges from Interorganizational Emergency Management Networks: An Institutional Collective Action Perspective , 2019 .

[302]  E. Deci,et al.  Intrinsic and Extrinsic Motivations: Classic Definitions and New Directions. , 2000, Contemporary educational psychology.

[303]  R. Kravitz,et al.  Health information on the Internet: accessibility, quality, and readability in English and Spanish. , 2001, JAMA.

[304]  Patrick Walsh,et al.  Why We Follow: An Examination of Parasocial Interaction and Fan Motivations for Following Athlete Archetypes on Twitter , 2012 .

[305]  S. Rogelberg,et al.  Introduction Understanding and Dealing With Organizational Survey Nonresponse , 2007 .

[306]  Mary Anne Raymond,et al.  Designing the e-Servicescape: Implications for Online Retailers , 2009 .

[307]  Adamantios Diamantopoulos,et al.  Incorporating Formative Measures into Covariance-Based Structural Equation Models , 2011, MIS Q..

[308]  Bruce A. Williams,et al.  Monica and Bill All the Time and Everywhere , 2004 .

[309]  Liaquat Hossain,et al.  Policy Network Approach to Coordinated Disaster Response , 2013, ArXiv.

[310]  Asad Mohsin,et al.  Customer perceptions of service quality in luxury hotels in New Delhi, India: an exploratory study , 2010 .

[311]  Zizi Papacharissi The virtual sphere , 2002, New Media Soc..

[312]  Sean J. Westwood,et al.  Selective Exposure in the Age of Social Media , 2014, Commun. Res..

[313]  Hsin Hsin Chang,et al.  The impact of online store environment cues on purchase intention: Trust and perceived risk as a mediator , 2008, Online Inf. Rev..

[314]  E. Rogers Diffusion of Innovations: Modifications of a Model for Telecommunications , 1995 .

[315]  Mary Jo Bitner,et al.  Service Blueprinting: A Practical Technique for Service Innovation , 2008 .

[316]  L. Harris,et al.  Servicescape and loyalty intentions: an empirical investigation , 2008 .

[317]  Robert H. Durr,et al.  Explaining Congressional Approval , 1997 .

[318]  A. Fiore,et al.  Enhancing consumer-brand relationships on restaurant Facebook fan pages: maximizing consumer benefits and increasing active participation. , 2014 .

[319]  Nicholas David Bowman,et al.  The use and acceptance of new media entertainment technology by elderly users: development of an expanded technology acceptance model , 2015, Behav. Inf. Technol..

[320]  Irene C. L. Ng,et al.  S-D logic research directions and opportunities , 2012 .

[321]  Anselm L. Strauss,et al.  Basics of qualitative research : techniques and procedures for developing grounded theory , 1998 .

[322]  Miha Uratnik Interactional Service Innovation with Social Media Users , 2016 .

[323]  Akiba A. Cohen,et al.  What prompts users to click and comment: A longitudinal study of online news , 2015 .

[324]  W. Velicer,et al.  Relation of sample size to the stability of component patterns. , 1988, Psychological bulletin.

[325]  Rebecca Walker Naylor,et al.  Beyond the “Like” Button: The Impact of Mere Virtual Presence on Brand Evaluations and Purchase Intentions in Social Media Settings , 2012 .

[326]  Nicola E. Stokburger-Sauer,et al.  Customer co-creation of travel services: the role of company support and customer satisfaction with the co-creation performance. , 2012 .

[327]  Stephen K. Koernig E‐scapes: The electronic physical environment and service tangibility , 2003 .

[328]  Stephen L. Vargo,et al.  Service-dominant logic: continuing the evolution , 2008 .

[329]  David Krackhardt,et al.  Cognitive social structures , 1987 .

[330]  Bengt Muthén,et al.  Structural Equation Modeling : A Multidisciplinary Journal , 2007 .

[331]  P. Converse The Nature of Belief Systems in Mass Publics , 2004 .

[332]  N. Franke,et al.  Value Creation by Toolkits for User Innovation and Design: The Case of the Watch Market , 2004 .

[333]  E-Commerce in Europe: Parcel Delivery Prices in a Digital Single Market , 2016 .

[334]  R. Karl Rethemeyer,et al.  Networks in Public Administration Scholarship: Understanding Where We Are and Where We Need to Go , 2011 .

[335]  V. Zeithaml Consumer Perceptions of Price, Quality, and Value: A Means-End Model and Synthesis of Evidence: , 1988 .

[336]  E. Martínez‐Ros,et al.  Innovation activity in the hotel industry: Evidence from Balearic Islands , 2005 .

[337]  Allan Hanbury,et al.  How to sort trustworthy health online information? Improvements of the automated detection of HONcode criteria , 2017 .

[338]  Harry Bouwman,et al.  An assessment of advanced mobile services acceptance: Contributions from TAM and diffusion theory models , 2008, Inf. Manag..

[339]  Jimmy Sanderson “You Are the Type of Person That Children Should Look up to as a Hero”: Parasocial Interaction on 38pitches.com , 2008 .

[340]  Stephen L. Vargo,et al.  On value and value co-creation: A service systems and service logic perspective , 2008 .

[341]  Alan J. Dubinsky,et al.  A conceptual model of perceived customer value in e-commerce: A preliminary investigation , 2003 .

[342]  M. Uysal,et al.  Experience value: antecedents and consequences , 2014 .

[343]  Hélia Gonçalves Pereira,et al.  Say yes to Facebook and get your customers involved! Relationships in a world of social networks , 2014 .

[344]  M. Sarstedt,et al.  A new criterion for assessing discriminant validity in variance-based structural equation modeling , 2015 .

[345]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[346]  Louis Leung,et al.  Social media and Umbrella Movement: insurgent public sphere in formation , 2015 .

[347]  Tom A. B. Snijders,et al.  Social Network Analysis , 2011, International Encyclopedia of Statistical Science.

[348]  Dragomir R. Radev,et al.  Book Review: Graph-Based Natural Language Processing and Information Retrieval by Rada Mihalcea and Dragomir Radev , 2011, CL.

[349]  Kim K. P. Johnson,et al.  Power of consumers using social media: Examining the influences of brand-related user-generated content on Facebook , 2016, Comput. Hum. Behav..

[350]  M. Uysal,et al.  Co-creation of experience value: a tourist behaviour approach. , 2014 .

[351]  Martin Fishbein,et al.  Noncognitive Effects on Attitude Formation and Change: Fact or Artifact? , 1995 .

[352]  E. Uslaner John R. Hibbing and Elizabeth Theiss-Morse, Congress as Public Enemy: Public Attitudes Toward American Political Institutions , 1997 .

[353]  J. Verhoeven,et al.  Employees work-related social-media use: His master's voice , 2014 .

[354]  Alexis Papathanassis,et al.  Exploring the adoption and processing of online holiday reviews: A grounded theory approach , 2011 .

[355]  P. Impicciatore,et al.  Reliability of health information for the public on the world wide web: systematic survey of advice on managing fever in children at home , 1997, BMJ.

[356]  Kristina Heinonen,et al.  Temporal and spatial e‐service value , 2006 .

[357]  Homero Gil de Zúñiga,et al.  Social Media Use for News and Individuals' Social Capital, Civic Engagement and Political Participation , 2012, J. Comput. Mediat. Commun..

[358]  Wee-Kheng Tan,et al.  Electronic-word-of-mouth performance in different psychological distances and familiarity , 2015, Online Inf. Rev..

[359]  E. Nilsson,et al.  All that is solid melts into air : the servicescape in digital service space , 2017 .

[360]  G. Thevenot Blogging as a Social Media , 2007 .

[361]  J. Rossiter,et al.  Store atmosphere: an environmental psychology approach , 1982 .

[362]  B. Balakrishnan,et al.  The impact of social media marketing medium toward purchase intention and brand loyalty among generation Y , 2014 .

[363]  Kathleen M. Carley,et al.  Rapid modeling and analyzing networks extracted from pre-structured news articles , 2012, Comput. Math. Organ. Theory.

[364]  Sandra Meister,et al.  How Social Media Influence Apparel Purchasing Behavior , 2014 .

[365]  C. Veloutsou,et al.  Consumer engagement in online brand communities: a social media perspective , 2015 .

[366]  Chin-Lung Hsu,et al.  Acceptance of blog usage: The roles of technology acceptance, social influence and knowledge sharing motivation , 2008, Inf. Manag..

[367]  D. Midgley,et al.  Innovativeness: The Concept and Its Measurement , 1978 .

[368]  J. Bohman Expanding Dialogue: The Internet, the Public Sphere and Prospects for Transnational Democracy , 2004 .

[369]  Yongjun Sung,et al.  Predicting selfie-posting behavior on social networking sites: An extension of theory of planned behavior , 2016, Comput. Hum. Behav..

[370]  S. Heidenreich,et al.  The Willingness Of A Customer To Co-Create Innovative, Technology-Based Services: Conceptualisation And Measurement , 2013 .

[371]  Louise K. Comfort,et al.  Self-Organization in Complex Systems , 1994 .

[372]  A. Broderick,et al.  Conceptualising consumer behaviour in online shopping environments , 2007 .

[373]  T. Postmes,et al.  Breaching or Building Social Boundaries? , 1998 .

[374]  J. Kandampully,et al.  Motivations for customer engagement in online co-innovation communities (OCCs): A conceptual framework , 2015 .

[375]  Gad Saad,et al.  Sex Differences in the Ultimatum Game: An Evolutionary Psychology Perspective , 2001 .

[376]  王維菁 Internet use, group identity, and political participation among Taiwanese Americans , 2008 .

[377]  Iis P. Tussyadiah An Exploratory Study on Drivers and Deterrents of Collaborative Consumption in Travel , 2015, ENTER.

[378]  Alice M. Tybout,et al.  A vision of theory, research, and the future of business schools , 1999 .

[379]  Fatemeh Zahedi,et al.  Detecting Fake Medical Web Sites Using Recursive Trust Labeling , 2012, TOIS.

[380]  A. V. D. Ven,et al.  A Collective Action Model of Institutional Innovation , 2006 .

[381]  Christina Chung,et al.  A Cross-National Study of the Influence of Individualism and Collectivism on Liking Brand Pages , 2014 .

[382]  Danah Boyd,et al.  I tweet honestly, I tweet passionately: Twitter users, context collapse, and the imagined audience , 2011, New Media Soc..

[383]  Dale Goodhue,et al.  Task-Technology Fit and Individual Performance , 1995, MIS Q..

[384]  Sebastián Valenzuela,et al.  Social media in Latin America: deepening or bridging gaps in protest participation? , 2016, Online Inf. Rev..

[385]  Jaesung Park,et al.  The effects of internet shoppers' trust on their purchasing intention in China , 2007 .

[386]  Michela Mari,et al.  Servicescape cues and customer behavior: a systematic literature review and research agenda , 2013 .

[387]  Nancy Fraser,et al.  Special Section: Transnational Public Sphere: Transnationalizing the Public Sphere , 2007 .

[388]  Chrysanthos Dellarocas,et al.  The Digitization of Word-of-Mouth: Promise and Challenges of Online Feedback Mechanisms , 2003, Manag. Sci..

[389]  Petros Iosifidis THE PUBLIC SPHERE, SOCIAL NETWORKS AND PUBLIC SERVICE MEDIA , 2011 .

[390]  Juliana Genova,et al.  Communication AssessmenT Checklist in Health: Assessment and Comparison of Web-Based Health Resources , 2016 .

[391]  Raffaele Filieri What makes an online consumer review trustworthy , 2016 .

[392]  C. Morosan Toward an integrated model of adoption of mobile phones for purchasing ancillary services in air travel , 2014 .

[393]  Hamed Qahri Saremi,et al.  Factors affecting adoption of online banking: A meta-analytic structural equation modeling study , 2015, Inf. Manag..

[394]  Blanca Hernández,et al.  Age, gender and income: do they really moderate online shopping behaviour? , 2011 .

[395]  Yongmoo Suh,et al.  Who creates value in a user innovation community? A case study of MyStarbucksIdea.com , 2016, Online Inf. Rev..

[396]  S. Elo,et al.  Qualitative Content Analysis , 2014 .

[397]  Jay Kandampully,et al.  Developing a people-technology hybrids model to unleash innovation and creativity: The new hospitality frontier , 2016 .

[398]  David M. Szymanski,et al.  E-satisfaction: an initial examination , 2000 .

[399]  B. Pan,et al.  A retrospective view of electronic word-of-mouth in hospitality and tourism management , 2017 .

[400]  Kyujin Jung,et al.  Tracing interorganizational information networks during emergency response period: A webometric approach to the 2012 Gumi chemical spill in South Korea , 2016, Gov. Inf. Q..

[401]  Carla Teixeira Lopes,et al.  The Influence of Documents, Users and Tasks on the Relevance and Comprehension of Health Web Documents , 2015 .

[402]  Benedikt Jahn,et al.  How to Transform Consumers into Fans of Your Brand , 2012 .

[403]  Iris Vilnai-Yavetz,et al.  Images in Academic Web Pages as Marketing Tools: Meeting the Challenge of Service Intangibility , 2009 .

[404]  Katherine N. Lemon,et al.  Customer Engagement Behavior: Theoretical Foundations and Research Directions , 2010 .

[405]  Paul P. Maglio,et al.  Toward a Science of Service Systems Value and Symbols , 2010 .

[406]  Russell S. Winer,et al.  Experimentation in the 21st century: The importance of external validity , 1999 .

[407]  Karl G. Jöreskog,et al.  Recent Developments in Structural Equation Modeling , 1982 .

[408]  Zhilin Yang,et al.  Customer perceived value, satisfaction, and loyalty: The role of switching costs , 2004 .

[409]  Gian M. Fulgoni,et al.  Digital Word of Mouth And Its Offline Amplification , 2015, Journal of Advertising Research.

[410]  G. Almond Public Opinion and National Security Policy , 1956 .

[411]  C. Carson,et al.  Readability, credibility and quality of patient information for hypogonadism and testosterone replacement therapy on the Internet , 2017, International Journal of Impotence Research.

[412]  Hsiu-Yuan Wang,et al.  User acceptance of mobile internet based on the Unified Theory of Acceptance and Use of Technology: Investigating the determinants and gender differences , 2010 .

[413]  P. Ballantine Effects of interactivity and product information on consumer satisfaction in an online retail setting , 2005 .

[414]  Stephen L. Vargo,et al.  Value cocreation and service systems (Re)formation: A service ecosystems view , 2012 .

[415]  D. Gefen,et al.  E-commerce: the role of familiarity and trust , 2000 .

[416]  Nicholas Ind,et al.  The meanings of co‐creation , 2013 .

[417]  Gabriele Piccoli,et al.  Managing value co-creation in the tourism industry , 2013 .

[418]  Jon A. Krosnick,et al.  Pockets of responsibility in the American electorate: Findings of a research program on attitude importance , 1994 .

[419]  A R Jadad,et al.  Rating health information on the Internet: navigating to knowledge or to Babel? , 1998, JAMA.

[420]  M. Minor,et al.  Web aesthetics effects on perceived online service quality and satisfaction in an e-tail environment: The moderating role of purchase task , 2010 .

[421]  Matthew O'Hern,et al.  CUSTOMER CO-CREATION: A TYPOLOGY AND RESEARCH AGENDA , 2009 .

[422]  Sharron J. Lennon,et al.  Online visual merchandising (VMD) of apparel web sites , 2007 .

[423]  Miriam Scaglione,et al.  Website adoption and sales performance in Valais’ hospitality industry , 2009 .

[424]  Donald P. Moynihan,et al.  The Network Governance of Crisis Response: Case Studies of Incident Command Systems , 2009 .

[425]  H. Winklhofer,et al.  Index Construction with Formative Indicators: An Alternative to Scale Development , 2001 .

[426]  C. Morosan,et al.  Modeling guests’ intentions to use mobile apps in hotels , 2016 .

[427]  A. Bandura The Explanatory and Predictive Scope of Self-Efficacy Theory , 1986 .

[428]  A. Strauss,et al.  The discovery of grounded theory: strategies for qualitative research aldine de gruyter , 1968 .

[429]  D. Mount,et al.  A Factor-Analytic Study of Communication Satisfaction in the Lodging Industry , 1999 .

[430]  F. Okumus,et al.  Information technology applications and competitive advantage in hotel companies , 2011 .

[431]  M. Hughes,et al.  Exploring consumers' motivations to engage in innovation through co-creation activities , 2014 .

[432]  Dah-Kwei Liou,et al.  The influence of web aesthetics on customers' PAD , 2014, Comput. Hum. Behav..

[433]  Terry S. Overton,et al.  Estimating Nonresponse Bias in Mail Surveys , 1977 .

[434]  K. Provan,et al.  Modes of Network Governance: Structure, Management, and Effectiveness , 2007 .

[435]  Chin-Lung Hsu,et al.  Why do people play on-line games? An extended TAM with social influences and flow experience , 2004, Inf. Manag..

[436]  Naim Kapucu,et al.  Examining Intergovernmental and Interorganizational Response to Catastrophic Disasters , 2010 .

[437]  C. Fornell,et al.  Evaluating structural equation models with unobservable variables and measurement error. , 1981 .

[438]  Kathleen M. Carley Extracting culture through textual analysis , 1994 .

[439]  A. Kaplan,et al.  Users of the world, unite! The challenges and opportunities of Social Media , 2010 .

[440]  G. Shaw,et al.  Aspects of service-dominant logic and its implications for tourism management: Examples from the hotel industry , 2011 .

[441]  A. Herrmann,et al.  The Social Influence of Brand Community: Evidence from European Car Clubs , 2005 .

[442]  R. Law,et al.  Progress in information technology and tourism management: 20 years on and 10 years after the Internet - the state of eTourism research. , 2008 .

[443]  P. Bentler,et al.  Fit indices in covariance structure modeling : Sensitivity to underparameterized model misspecification , 1998 .

[444]  Peter Lunt,et al.  Media studies’ fascination with the concept of the public sphere: critical reflections and emerging debates , 2013 .

[445]  R. Gephart The textual approach: Risk and blame in disaster sensemaking , 1993 .

[446]  J. Habermas,et al.  The structural transformation of the public sphere : an inquiryinto a category of bourgeois society , 1991 .

[447]  Scott D. Wells,et al.  Wha'd'ya Know? , 2007 .

[448]  António Azevedo Designing Unique and Memorable Experiences: Co-creation and the "surprise" Factor. , 2010 .

[449]  Po-yuan Chen,et al.  Perceived value, transaction cost, and repurchase-intention in online shopping: A relational exchange perspective , 2014 .

[450]  D. Midgley,et al.  A Longitudinal Study of Product Form Innovation: The Interaction between Predispositions and Social Messages , 1993 .

[451]  Dimitrios Buhalis,et al.  eTourism: Information technology for strategic tourism management , 2003 .

[452]  Patrick Stearns Youtube: Online Video and Participatory Culture , 2010 .

[453]  N. Schillewaert,et al.  Organizational innovation adoption: a multi-level framework of determinants and opportunities for future research , 2002 .

[454]  Ivona Stoica,et al.  Social Media and its Impact on Consumers Behavior , 2014 .

[455]  Kathleen M. Carley,et al.  Uncovering and Managing the Impact of Methodological Choices for the Computational Construction of Socio-Technical Networks from Texts , 2012 .

[456]  Lynn Dailey Navigational web atmospherics Explaining the influence of restrictive navigation cues , 2004 .

[457]  E. Fahy,et al.  Quality of patient health information on the Internet: reviewing a complex and evolving landscape. , 2014, The Australasian medical journal.

[458]  Jimmy Sanderson From Loving the Hero to Despising the Villain: Sports Fans, Facebook, and Social Identity Threats , 2013 .

[459]  Andrew M. Hardin,et al.  The Impact of Virtual Worlds on Word-of-Mouth: Improving Social Networking and Servicescape in the Hospitality Industry , 2010 .

[460]  A. Hirschman,et al.  Exit, Voice, and Loyalty: Responses to Decline in Firms, Organizations, and States , 1971 .

[461]  F. Wynstra,et al.  Value in business markets : what do we know? where are we going? , 2005 .

[462]  Zizi Papacharissi,et al.  Democracy online: civility, politeness, and the democratic potential of online political discussion groups , 2004, New Media Soc..

[463]  S. S. Alam,et al.  Applying the Theory of Planned Behavior (TPB) in halal food purchasing , 2011 .

[464]  Friedemann Wenzel,et al.  Investigation of superstorm Sandy 2012 in a multi-disciplinary approach , 2013 .

[465]  Bo Edvardsson,et al.  Customer Integration within Service Development : A review of methods and an analysis of insitu and exsitu contributions , 2012 .

[466]  Scott B. MacKenzie,et al.  Common method biases in behavioral research: a critical review of the literature and recommended remedies. , 2003, The Journal of applied psychology.

[467]  Mohammad Reza Habibi,et al.  Brand communities based in social media: How unique are they? Evidence from two exemplary brand communities , 2014, Int. J. Inf. Manag..

[468]  Chao-Min Chiu,et al.  Internet self-efficacy and electronic service acceptance , 2004, Decis. Support Syst..

[469]  Jeonghyun Kim Describing and predicting information-seeking behavior on the Web , 2009 .

[470]  C. D. De Dreu,et al.  The interpersonal effects of anger and happiness in negotiations. , 2004, Journal of personality and social psychology.

[471]  Fatema Kawaf,et al.  Online shopping environments in fashion shopping: an S-O-R based review , 2012 .

[472]  C. Morosan An Empirical Analysis of Intentions to Cocreate Value in Hotels Using Mobile Devices , 2018 .

[473]  Sarah J. Jackson,et al.  Hijacking #myNYPD: Social Media Dissent and Networked Counterpublics , 2015 .

[474]  Alessandro M. Peluso,et al.  Explaining consumer brand-related activities on social media: An investigation of the different roles of self-expression and socializing motivations , 2017, Comput. Hum. Behav..

[475]  Young Min Baek,et al.  Online versus face-to-face deliberation: Who? Why? What? With what effects? , 2012, New Media Soc..

[476]  Siong Choy Chong,et al.  An explorative study of shopper-based salient e-servicescape attributes: A Means-End Chain approach , 2014, Int. J. Inf. Manag..

[477]  Áine McConnon,et al.  A framework of social media engagement: Case studies with food and consumer organisations in the UK and Ireland , 2015, Int. J. Inf. Manag..

[478]  Francis J. Gouillart The race to implement co-creation of value with stakeholders: five approaches to competitive advantage , 2014 .

[479]  Jennifer E. Rowley,et al.  Managing brand presence through social media: the case of UK football clubs , 2014, Internet Res..

[480]  Peter Jones,et al.  Managing Hospitality Innovation , 1996 .