- Network of Company using e.g. Twitter, Wikipedia and use to forecast equity returns.
Create a network of a target company. Use data from this network as inputs to a deep neural net to forecast equity returns.
The network could include it's suppliers and clients, it's competitors (and their networks), senior management, and board members. In this case, the network created could be compared to data from Bloomberg.
The network could include the company's products, influencers on Instagram, significant followers on Twitter (which could include the CEO, CFO, COO, analysts at banks).
This type of network can also be used in projects involving resilience and ESG.