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Assessing the Dual Impact of the Social Media Platforms on Psychological Well-being: A Multiple-Option Descriptive-Predictive Framework

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  • Simona-Vasilica Oprea

    (Bucharest University of Economic Studies)

  • Adela Bâra

    (Bucharest University of Economic Studies)

Abstract

A comprehensive and recent exploration into the relationship between Social Media Platforms (SMP) usage and Social Media Disorders (SMD) is currently investigated as a topic of increasing importance given the surge in SMP use over the last two decades. The approach of analyzing data from 479 individuals across various SMP using clustering is particularly noteworthy for identifying the risk profile of the users and understanding the diverse impacts of SMP on mental health. In this paper, a multiple-option descriptive-predictive framework for assessing the impact of the SMP on the psychological well-being is proposed. This method effectively categorizes mental health states into distinct groups, each indicating different levels of need for professional intervention. Out of 5 clustering algorithms, K-prototypes proved to bring the best results with a silhouette score of 0.596, whereas for predicting clusters, Random Forest (RF) and eXtreme Gradient Boosting (XGB) outperformed K-Nearest Neighbors (KNN) and Support Vector Classifier (SVC), providing the highest accuracy and F1 score (0.993). Moreover, we analyze the connectedness between each SMP, anxiety and depression. Two distinct clusters emerged: Cluster 0 “Stable Professionals”, Cluster 1 “Vibrant Students”, and new instances are seamlessly predicted. While Youtube is the most popular platform among the respondents, Instagram shows a relatively higher correlation with both anxiety (0.256) and depression (0.186), indicating a stronger association with these disorders compared to other platforms.

Suggested Citation

  • Simona-Vasilica Oprea & Adela Bâra, 2025. "Assessing the Dual Impact of the Social Media Platforms on Psychological Well-being: A Multiple-Option Descriptive-Predictive Framework," Computational Economics, Springer;Society for Computational Economics, vol. 66(1), pages 377-404, July.
    • Handle: RePEc:kap:compec:v:66:y:2025:i:1:d:10.1007_s10614-024-10717-y
    DOI: 10.1007/s10614-024-10717-y
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    References listed on IDEAS

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    1. Hasan Beyari, 2023. "The Relationship between Social Media and the Increase in Mental Health Problems," IJERPH, MDPI, vol. 20(3), pages 1-11, January.
    2. Luca Braghieri & Ro'ee Levy & Alexey Makarin, 2022. "Social Media and Mental Health," American Economic Review, American Economic Association, vol. 112(11), pages 3660-3693, November.
    3. Yunus Santur, 2023. "A Novel Financial Forecasting Approach Using Deep Learning Framework," Computational Economics, Springer;Society for Computational Economics, vol. 62(3), pages 1341-1392, October.
    4. Camelia Delcea & Liviu-Adrian Cotfas & Carmen Lenuța Trică & Liliana Crăciun & Anca Gabriela Molanescu, 2019. "Modeling the Consumers Opinion Influence in Online Social Media in the Case of Eco-friendly Products," Sustainability, MDPI, vol. 11(6), pages 1-32, March.
    5. Damien Nicholas Parker & Willi Semmler, 2024. "Monetary Policy and the Evolution of Wealth Disparity: An Assessment Using US Survey of Consumer Finance Data," Computational Economics, Springer;Society for Computational Economics, vol. 64(6), pages 3509-3541, December.
    6. Yanglin Li, 2024. "New Unit Root Tests in the Nonlinear ESTAR Framework: The Movement and Volatility Characteristics of Crude oil and Copper Prices," Computational Economics, Springer;Society for Computational Economics, vol. 63(5), pages 1757-1776, May.
    7. Catherine A. Glass & David H. Glass, 2021. "Social Influence of Competing Groups and Leaders in Opinion Dynamics," Computational Economics, Springer;Society for Computational Economics, vol. 58(3), pages 799-823, October.
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