UPM Institutional Repository

A multistage analysis of predicting public resilience of impactful social media crisis communication in flooding emergencies


Citation

Bukar, Umar Ali and Sidi, Fatimah and Jabar, Marzanah A. and Nor, Rozi Nor Haizan and Abdullah, Salfarina and Ishak, Iskandar (2022) A multistage analysis of predicting public resilience of impactful social media crisis communication in flooding emergencies. IEEE Access, 10. pp. 57266-57282. ISSN 2169-3536

Abstract

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.


Download File

Full text not available from this repository.
Official URL or Download Paper: https://ieeexplore.ieee.org/document/9779732

Additional Metadata

Item Type: Article
Divisions: Faculty of Computer Science and Information Technology
DOI Number: https://doi.org/10.1109/ACCESS.2022.3176963
Publisher: Institute of Electrical and Electronics Engineers
Keywords: Social media; Crisis communication; Resilience; Crisis response; Flooding
Depositing User: Ms. Nur Faseha Mohd Kadim
Date Deposited: 15 Jul 2024 03:36
Last Modified: 15 Jul 2024 03:36
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1109/ACCESS.2022.3176963
URI: http://psasir.upm.edu.my/id/eprint/100191
Statistic Details: View Download Statistic

Actions (login required)

View Item View Item