Predicting viewer gifting behavior in sports live streaming platforms: The impact of viewer perception and satisfaction

•Machine learning techniques and structural equation modeling approaches are used to analyze data.•The changes of topics and sentiment overtime are analyzed.•Topics and sentiment are identified as proxies for value perception and satisfaction.•Satisfaction fully mediates the effects of viewer perception on gifting amount.