Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models

Evaluating the communication impact of Chinese TV dramas has been difficult due to challenges in accessing financial data. However, the emergence of integrated media communication has provided a framework for assessing this impact through social media commentary. This study uses the Bass model to an...

Full description

Saved in:
Bibliographic Details
Main Authors: Xiao Ding, Man Jin, Zhe Feng
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Heliyon
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844025012903
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849774648026202112
author Xiao Ding
Man Jin
Zhe Feng
author_facet Xiao Ding
Man Jin
Zhe Feng
author_sort Xiao Ding
collection DOAJ
description Evaluating the communication impact of Chinese TV dramas has been difficult due to challenges in accessing financial data. However, the emergence of integrated media communication has provided a framework for assessing this impact through social media commentary. This study uses the Bass model to analyze the spread of Chinese main-stream-value-oriented TV on social media. Results show that this model is more accurate than traditional ones, allowing for a more scientific allocation of resources and better dissemination of core values. The study also offers insights into the evolution of thematic content, expression techniques, and popularization strategies in TV dramas, ensuring their cultural and social impact while providing data and theoretical support.
format Article
id doaj-art-ef72eeed73bf4fd18ec4d778fe03b945
institution DOAJ
issn 2405-8440
language English
publishDate 2025-03-01
publisher Elsevier
record_format Article
series Heliyon
spelling doaj-art-ef72eeed73bf4fd18ec4d778fe03b9452025-08-20T03:01:38ZengElsevierHeliyon2405-84402025-03-01116e4290910.1016/j.heliyon.2025.e42909Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass modelsXiao Ding0Man Jin1Zhe Feng2State Key Laboratory of Media Integration and Communication, Communication University of China, Beijing, 100086, ChinaSchool of Economics and Law, Chaohu University, Hefei, 238024, China; Corresponding author.State Key Laboratory of Media Integration and Communication, Communication University of China, Beijing, 100086, ChinaEvaluating the communication impact of Chinese TV dramas has been difficult due to challenges in accessing financial data. However, the emergence of integrated media communication has provided a framework for assessing this impact through social media commentary. This study uses the Bass model to analyze the spread of Chinese main-stream-value-oriented TV on social media. Results show that this model is more accurate than traditional ones, allowing for a more scientific allocation of resources and better dissemination of core values. The study also offers insights into the evolution of thematic content, expression techniques, and popularization strategies in TV dramas, ensuring their cultural and social impact while providing data and theoretical support.http://www.sciencedirect.com/science/article/pii/S2405844025012903Main-stream-value-oriented TVForecastingSocial media analysisRFM analysisThe degree attentionThe improved Bass model
spellingShingle Xiao Ding
Man Jin
Zhe Feng
Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models
Heliyon
Main-stream-value-oriented TV
Forecasting
Social media analysis
RFM analysis
The degree attention
The improved Bass model
title Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models
title_full Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models
title_fullStr Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models
title_full_unstemmed Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models
title_short Evaluation of the communication efficacy of main-stream-value-oriented TV using social media analysis: A method based on improved Bass models
title_sort evaluation of the communication efficacy of main stream value oriented tv using social media analysis a method based on improved bass models
topic Main-stream-value-oriented TV
Forecasting
Social media analysis
RFM analysis
The degree attention
The improved Bass model
url http://www.sciencedirect.com/science/article/pii/S2405844025012903
work_keys_str_mv AT xiaoding evaluationofthecommunicationefficacyofmainstreamvalueorientedtvusingsocialmediaanalysisamethodbasedonimprovedbassmodels
AT manjin evaluationofthecommunicationefficacyofmainstreamvalueorientedtvusingsocialmediaanalysisamethodbasedonimprovedbassmodels
AT zhefeng evaluationofthecommunicationefficacyofmainstreamvalueorientedtvusingsocialmediaanalysisamethodbasedonimprovedbassmodels