A Multistage Analysis of Predicting Public Resilience of Impactful Social Media Crisis Communication in Flooding Emergencies

被引:8
|
作者
Bukar, Umar Ali [1 ,3 ]
Sidi, Fatimah [2 ]
Jabar, Marzanah A. [1 ]
Nor, Rozi Nor Haizan Binti [1 ]
Abdullah, Salfarina [1 ]
Ishak, Iskandar [2 ]
机构
[1] Univ Putra Malaysia UPM, Fac Comp Sci & Informat Technol, Dept Software Engn & Informat Syst, Serdang 43400, Selangor, Malaysia
[2] Univ Putra Malaysia UPM, Fac Comp Sci & Informat Technol, Dept Comp Sci, Serdang 43400, Selangor, Malaysia
[3] Taraba State Univ, Dept Math Sci, Comp Sci Unit, Jalingo 660213, Nigeria
关键词
Social networking (online); Resilience; Floods; Behavioral sciences; Media; Information sharing; Public healthcare; Social media; crisis communication; resilience; crisis response; flooding; PLS-SEM; INFORMATION FORM; ADOPTION; MODEL; STRATEGIES; DETERMINANTS; TECHNOLOGY; MANAGEMENT; EMOTIONS; ORGANIZATIONS;
D O I
10.1109/ACCESS.2022.3176963
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The desire of people affected by crises or disasters is to return to their normal lives quickly and easily. Social media provides a platform for crisis response which helps recovery and resilience building. Therefore, this study aims to investigate how social media crisis response and information shaped people's resilience-building, either affected by the flooding or not. Data collected in Malaysia after flooding consist of 375 observations. A multi-stage analysis which consists of partial least square structural equation modeling (PLS-SEM), partial least square predictions algorithm (PLS-predict), and artificial neural networks (ANN), are employed to examine the outcome of social media crisis communications. The result shows support for the significance of crisis, crisis response, social media interaction, and information seeking and sharing are not. Furthermore, the predictive relevance of the model is strong, and the root mean square error (RMSE) obtained from ANN analysis indicated a predictive model capacity. Hence, the findings demonstrated the impact of social media crisis responses that crisis management and communication may use in decision-making.
引用
收藏
页码:57266 / 57282
页数:17
相关论文
共 50 条
  • [21] Resilience Messaging: The Effect of Governors' Social Media Communications on Community Compliance During a Public Health Crisis
    Mousavi, Reza
    Gu, Bin
    INFORMATION SYSTEMS RESEARCH, 2024, 35 (02) : 505 - 527
  • [22] A Preliminary Study on Effects of Social Media in Crisis Communication from Public Relations Practitioners' Views
    Husain, Kalthom
    Abdullah, Aida Nasirah
    Ishak, Mastura
    Kamarudin, Mohd Fauzi
    Robani, Anidah
    Mohin, Mohaida
    Hassan, Syed Najmuddin Syed
    INTERNATIONAL CONFERENCE ON COMMUNICATION AND MEDIA 2014 (I-COME'14) - COMMUNICATION, EMPOWERMENT AND GOVERNANCE: THE 21ST CENTURY ENIGMA, 2014, 155 : 223 - 227
  • [23] Operationalizing genuineness in CSR communication for public engagement on social media
    Ngai, Cindy Sing Bik
    Singh, Rita Gill
    PUBLIC RELATIONS REVIEW, 2021, 47 (05)
  • [24] Social media crisis communication in racially charged crises: Exploring the effects of social media and image restoration strategies
    Triantafillidou, Amalia
    Yannas, Prodromos
    COMPUTERS IN HUMAN BEHAVIOR, 2020, 106 (106)
  • [25] Crisis Informatics in the Context of Social Media Crisis Communication: Theoretical Models, Taxonomy, and Open Issues
    Bukar, Umar Ali
    Jabar, Marzanah A.
    Sidi, Fatimah
    Nor, Rozi Nor Haizan Binti
    Abdullah, Salfarina
    Othman, Mohamed
    IEEE ACCESS, 2020, 8 : 185842 - 185869
  • [26] Media coverage of the "UK flooding crisis': a social panorama
    Valencio, Norma
    Valencio, Arthur
    DISASTERS, 2018, 42 (03) : 407 - 431
  • [27] Politicians & the public: The analysis of political communication in social media
    Alperin J.P.
    Dumas C.
    Karami A.
    Moscrop D.
    Singh V.
    Zamir H.
    Ilhan A.
    Dorsch I.
    Proceedings of the Association for Information Science and Technology, 2018, 55 (01) : 646 - 649
  • [28] Application of social media analytics in tourism crisis communication
    Park, Deukhee
    Kim, Woo Gon
    Choi, Soojin
    CURRENT ISSUES IN TOURISM, 2019, 22 (15) : 1810 - 1824
  • [29] Ethnic differences in perceptions of social responsibility Informing risk communication strategies for enhancing community resilience to flooding
    Mullins, Aaron
    Soetanto, Robby
    DISASTER PREVENTION AND MANAGEMENT, 2013, 22 (02) : 119 - 131
  • [30] Understanding Chinese mobile social media users' communication behaviors during public health emergencies
    Wang, Houcai
    Xiong, Li
    Wang, Chengwen
    Chen, Nan
    JOURNAL OF RISK RESEARCH, 2022, 25 (07) : 874 - 891