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Investigation of Social Media Metrics With Respect to Demand Modeling for Promotional Products

Author

Listed:
  • Yvonne Badulescu
  • Fernan Cañas
  • Ari‐Pekka Hameri
  • Naoufel Cheikhrouhou

Abstract

Social media (SM) has revolutionized the way companies connect with customers, enabling more personalized marketing strategies and enhancing engagement. With platforms like Facebook offering detailed user data, businesses can create more targeted advertising campaigns. This paper proposes an approach to categorizing SM variables based on their SM marketing objectives with respect to the demand modeling for promotional products, which is particularly challenging due to limited historical data. A taxonomy is developed of the Facebook marketing metrics that drive consumer behavior with respect to product demand. Moreover, the study explores how the SM marketing metrics groups impact short‐term demand modeling for promotional products in an analysis of a real case study and finds that paid Facebook metrics, which are generated from paid advertising efforts on the platform, are the best predictors of demand for their promotional products.

Suggested Citation

  • Yvonne Badulescu & Fernan Cañas & Ari‐Pekka Hameri & Naoufel Cheikhrouhou, 2026. "Investigation of Social Media Metrics With Respect to Demand Modeling for Promotional Products," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 45(2), pages 850-866, March.
    • Handle: RePEc:wly:jforec:v:45:y:2026:i:2:p:850-866
    DOI: 10.1002/for.70064
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    References listed on IDEAS

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    1. Y. Dwivedi & E. Ismagilova & L. Hughes & J. Carlson & R. Filieri & J. Jacobson & V. Jain & H. Karjaluoto & H. Kefi & A. S. Krishen & V. Kumar & M. Rahman & R. Raman & P. Rauschnabel & J. Rowley & J. S, 2021. "Setting the future of digital and social media marketing research: Perspectives and research propositions," Post-Print hal-04713688, HAL.
    2. He, Wu & Zha, Shenghua & Li, Ling, 2013. "Social media competitive analysis and text mining: A case study in the pizza industry," International Journal of Information Management, Elsevier, vol. 33(3), pages 464-472.
    3. Nikolay Archak & Anindya Ghose & Panagiotis G. Ipeirotis, 2011. "Deriving the Pricing Power of Product Features by Mining Consumer Reviews," Management Science, INFORMS, vol. 57(8), pages 1485-1509, August.
    4. Alalwan, Ali Abdallah, 2018. "Investigating the impact of social media advertising features on customer purchase intention," International Journal of Information Management, Elsevier, vol. 42(C), pages 65-77.
    5. Misirlis, Nikolaos & Vlachopoulou, Maro, 2018. "Social media metrics and analytics in marketing – S3M: A mapping literature review," International Journal of Information Management, Elsevier, vol. 38(1), pages 270-276.
    6. Wooju Kim & Jung Hoon Won & Sangun Park & Juyoung Kang, 2015. "Demand Forecasting Models for Medicines through Wireless Sensor Networks Data and Topic Trend Analysis," International Journal of Distributed Sensor Networks, , vol. 11(9), pages 907169-9071, September.
    7. Singh, Amit & Jenamani, Mamata & Thakkar, Jitesh J. & Rana, Nripendra P., 2021. "Propagation of online consumer perceived negativity: Quantifying the effect of supply chain underperformance on passenger car sales," Journal of Business Research, Elsevier, vol. 132(C), pages 102-114.
    8. Shareef, Mahmud Akhter & Mukerji, Bhasker & Dwivedi, Yogesh K. & Rana, Nripendra P. & Islam, Rubina, 2019. "Social media marketing: Comparative effect of advertisement sources," Journal of Retailing and Consumer Services, Elsevier, vol. 46(C), pages 58-69.
    9. Robert C Nickerson & Upkar Varshney & Jan Muntermann, 2013. "A method for taxonomy development and its application in information systems," European Journal of Information Systems, Taylor & Francis Journals, vol. 22(3), pages 336-359, May.
    10. Dwivedi, Yogesh K. & Ismagilova, Elvira & Hughes, D. Laurie & Carlson, Jamie & Filieri, Raffaele & Jacobson, Jenna & Jain, Varsha & Karjaluoto, Heikki & Kefi, Hajer & Krishen, Anjala S. & Kumar, Vikra, 2021. "Setting the future of digital and social media marketing research: Perspectives and research propositions," International Journal of Information Management, Elsevier, vol. 59(C).
    11. Seo, Eun-Ju & Park, Jin-Woo, 2018. "A study on the effects of social media marketing activities on brand equity and customer response in the airline industry," Journal of Air Transport Management, Elsevier, vol. 66(C), pages 36-41.
    12. Liu, Xia & Shin, Hyunju & Burns, Alvin C., 2021. "Examining the impact of luxury brand's social media marketing on customer engagement​: Using big data analytics and natural language processing," Journal of Business Research, Elsevier, vol. 125(C), pages 815-826.
    13. Raymond Yiu Keung Lau & Wenping Zhang & Wei Xu, 2018. "Parallel Aspect‐Oriented Sentiment Analysis for Sales Forecasting with Big Data," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1775-1794, October.
    14. Fan, Zhi-Ping & Che, Yu-Jie & Chen, Zhen-Yu, 2017. "Product sales forecasting using online reviews and historical sales data: A method combining the Bass model and sentiment analysis," Journal of Business Research, Elsevier, vol. 74(C), pages 90-100.
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