Application of Social Media Analytics in Assessing Decision Insights of Tourists under Disruption

IF 0.2 Q4 MANAGEMENT NMIMS Management Review Pub Date : 2022-04-29 DOI:10.53908/nmmr.300204
A. Baksi, B. B. Parida, Smita Sucharita Mahapatra
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引用次数: 1

Abstract

Decision making is a critical challenge under disruptive conditions. Information flow as critical component to decision making may exacerbate or mitigate the impact of disruptive conditions. Such highly complex and unpredictable conditions produce a high demand for information. Extant literature was found to be critical of unidirectional and sender-oriented models in crisis communication which essentially blocks the feedback loop and paralyzes the crisis managers to roll-out responses. However, the pervasive social media has created new patterns of dynamic information exchange to empower the individuals to be engaged in a more evidence-based participatory form of crisis communication to frame decisions. This study used social media analytics to identify the decision clusters arising out of information exchange over social media under disruptive uncertainties. The Theory of Complexity by Edgar Morin was used as the epistemological foundation of the study. Crawled data was used from the Tourism Tribe Facebook fan page. Normalized degree and betweenness centrality measures were used to analyse the semantic networks. Tourism Tribe exhibited the highest degree centralities for both before and during the pandemic-driven disruptions. Four individuals (names changed for anonymity) were identified to be the most influential in decision making based on information shared. The causality between uncertainty and decision revealed a wide array of decision parameters – health precautions to alternative leisure engagement. The study provided practical implications for a number of stakeholders. The tourism service providers and product designers are likely to get deeper insights into the choice and priorities of the tourists confronting disruptive conditions and may re-strategise tourism offers. The alternative leisure and recreational platforms (OTT, gaming platforms etc.) may introduce new products and/or re-design their schemes.
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社交媒体分析在中断下游客决策洞察评估中的应用
在破坏性条件下,决策是一项关键挑战。信息流作为决策的关键组成部分,可能会加剧或减轻破坏性条件的影响。这种高度复杂和不可预测的情况产生了对信息的高需求。现有文献对危机沟通中的单向和以发送者为导向的模型持批评态度,这些模型本质上阻碍了反馈循环,使危机管理者无力推出应对措施。然而,无处不在的社交媒体创造了动态信息交流的新模式,使个人能够参与到以证据为基础的危机沟通中,以制定决策。本研究使用社交媒体分析来识别在破坏性不确定性下社交媒体上的信息交换所产生的决策集群。本文以莫林的复杂性理论为认识论基础。抓取的数据来自旅游部落的Facebook粉丝页面。使用归一化度和中间中心性度量对语义网络进行分析。旅游部落在大流行造成的破坏之前和期间都表现出最高的中心性。根据共享的信息,确定了四个人(姓名因匿名而更改)在决策方面最具影响力。不确定性和决策之间的因果关系揭示了一系列广泛的决策参数-健康预防措施的替代休闲参与。这项研究为一些利益相关者提供了实际意义。旅游服务提供商和产品设计师可能会更深入地了解面对破坏性条件的游客的选择和优先事项,并可能重新制定旅游产品战略。替代的休闲娱乐平台(OTT、游戏平台等)可能会推出新产品和/或重新设计其方案。
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