In view of the current problems in the visual aggregation of the financial service industry, the random forest graph model is applied to the spatial recognition of the financial service industry’s scientific calculation visual aggregation in this paper. Based on the detailed analysis of the characteristics of the financial service industry in the past, combined with the characteristics of finance, this method is used to construct a random forest graph model, which mainly optimizes parameters from different aspects such as model structure, data characteristics, and dynamic changes of the model to obtain optimal parameter values of the random forest graph model. Finally, through the analysis of the experimental results, it can be seen that, according to the spatial state of the financial service industry, the method proposed in this paper can be used for visual aggregation analysis. This method can effectively improve the timeliness of the scientific calculation of spatial recognition in the financial service industry.

In the context of China’s online technology business, this study explores the linkages between knowledge acquisition via social media, two modes of market orientation (proactive and responsive), social media strategic capability, and brand innovation strategy. Data were collected from 853 Chinese technology firms with the help of questionnaire. To analyze the collected data structure, equation modeling was applied using smart-PLS 3.3 version. Results indicate that knowledge acquisition from social media, market orientation (proactive and responsive), and strategic capability has significant impact on brand innovation in the context of social media. Furthermore, strategic capability on social media moderates the relationship between knowledge, market orientation (proactive and responsive), and brand innovation in the context of social media. This study offers new perspectives on market orientation and brand innovation strategy by extending the literature and testing key assumptions. Moreover, using social media knowledge in social media marketing and innovation management is a sensible approach for making changes and transforming an organization.