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
  • [1] Social Media Crisis Communication Model for Building Public Resilience: A Preliminary Study
    Bukar, Umar Ali
    Jabar, Marzanah A.
    Sidi, Fatimah
    Nor, R. N. H. Binti
    Abdullah, Salfarina
    24TH INTERNATIONAL CONFERENCE ON BUSINESS INFORMATION SYSTEMS (BIS): ENTERPRISE KNOWLEDGE AND DATA SPACES, 2021, : 245 - 256
  • [2] Prioritizing Factors in Social Media Crisis Communication for Resilience Enhancement Using Analytical Hierarchy Process
    Mundottukandi, Mohammed S.
    Jusoh, Yusmadi Yah
    Pa, Noraini Che
    Nor, Rozi Nor Binti Haizan
    Bukar, Umar Ali
    IEEE ACCESS, 2024, 12 : 54798 - 54815
  • [3] Expressions of Resilience: Social Media Responses to a Flooding Event
    Anderson, Ashley A.
    RISK ANALYSIS, 2021, 41 (09) : 1600 - 1613
  • [4] Crisis communication in public emergencies: multistakeholders' perspectives
    Cannaerts, Nele
    INTERNATIONAL JOURNAL OF EMERGENCY SERVICES, 2021, 10 (01) : 112 - 130
  • [5] An Analysis of Police Department Crisis Communication via Social Media
    Steele, Jennifer L.
    Blau, Nicole
    POLICE QUARTERLY, 2023, 26 (04) : 520 - 544
  • [6] Predicting social media rumours in the context of public health emergencies
    Sun, Ran
    An, Lu
    Li, Gang
    Yu, Chuanming
    JOURNAL OF INFORMATION SCIENCE, 2025, 51 (02) : 338 - 353
  • [7] Crisis Communication: The Government and Media in Public Crisis
    Huang De-liang
    Wang Xing-sheng
    PROCEEDINGS OF 2010 INTERNATIONAL CONFERENCE ON PUBLIC ADMINISTRATION (6TH), VOL I, 2010, : 745 - 752
  • [8] Understanding the use of social media by organisations for crisis communication
    Roshan, Mina
    Warren, Matthew
    Carr, Rodney
    COMPUTERS IN HUMAN BEHAVIOR, 2016, 63 : 350 - 361
  • [9] Should the CEO be the "face" of crisis response? Examining types of visuals on social media in corporate crisis communication
    Yook, Bora
    Stacks, Don W.
    JOURNAL OF CONTINGENCIES AND CRISIS MANAGEMENT, 2024, 32 (03)
  • [10] Determinants of the Use of Social Media in Crisis Communication: An Analysis of Microblogging by Chinese Local Government
    Li, Yiran
    Kapucu, Naim
    INTERNATIONAL JOURNAL OF PUBLIC ADMINISTRATION, 2025, 48 (02) : 100 - 114