Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches

Jahanian Najafabadi A, Skryzhadlovska A, Fatahi Valilai O (2024)
Procedia Computer Science 232: 1683-1693.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor*in
Jahanian Najafabadi, AmirUniBi ; Skryzhadlovska, Anastasiia; Fatahi Valilai, Omid
Abstract / Bemerkung
Nowadays, the product development processes have faced challenges for more effective, agile characteristics. Moreover, traditional methods for data retrieval from customers for their behavioral prediction have lost their efficiency. Social media platforms have provided enormous potentials for discovery of customer behavioral models. In the current study we investigated the association between brain activities and consumers’ behaviour. Additionally, we investigated whether pre-trained Python models for sentiment analyses predict consumer behaviour and assessed it's association with brain activities during decision-making tasks. Neural and behavioral responses of participants used for analysis of their decision making processes when choosing their product of interest. This has been accomplished while the participants’ brain activities were recorded at pre-test (baseline) and during each decision-making tasks. Results of this study revealed significant association between certain resting-state EEG power spectral densities and consumer decisions. Moreover, sentiment analysis models showed good accuracy in predicting product like/disliking. These findings demonstrates the potential of combination of neuroscience and sentiment analysis methods in consumers’ behaviour research especially for agile product development processes.
Erscheinungsjahr
2024
Zeitschriftentitel
Procedia Computer Science
Band
232
Seite(n)
1683-1693
ISSN
18770509
Page URI
https://pub.uni-bielefeld.de/record/2988194

Zitieren

Jahanian Najafabadi A, Skryzhadlovska A, Fatahi Valilai O. Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches. Procedia Computer Science. 2024;232:1683-1693.
Jahanian Najafabadi, A., Skryzhadlovska, A., & Fatahi Valilai, O. (2024). Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches. Procedia Computer Science, 232, 1683-1693. https://doi.org/10.1016/j.procs.2024.01.166
Jahanian Najafabadi, Amir, Skryzhadlovska, Anastasiia, and Fatahi Valilai, Omid. 2024. “Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches”. Procedia Computer Science 232: 1683-1693.
Jahanian Najafabadi, A., Skryzhadlovska, A., and Fatahi Valilai, O. (2024). Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches. Procedia Computer Science 232, 1683-1693.
Jahanian Najafabadi, A., Skryzhadlovska, A., & Fatahi Valilai, O., 2024. Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches. Procedia Computer Science, 232, p 1683-1693.
A. Jahanian Najafabadi, A. Skryzhadlovska, and O. Fatahi Valilai, “Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches”, Procedia Computer Science, vol. 232, 2024, pp. 1683-1693.
Jahanian Najafabadi, A., Skryzhadlovska, A., Fatahi Valilai, O.: Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches. Procedia Computer Science. 232, 1683-1693 (2024).
Jahanian Najafabadi, Amir, Skryzhadlovska, Anastasiia, and Fatahi Valilai, Omid. “Agile Product Development by Prediction of Consumers’ Behaviour; using Neurobehavioral and Social Media Sentiment Analysis Approaches”. Procedia Computer Science 232 (2024): 1683-1693.
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