The dependent variables (company performance indicators) will also be time-series data (say, stock price or earning report data).

In total, I expect to have data for at least 25 companies. My plan is to try and create a regression model for this, so see which variables have a meaningful impact and to what extent.

I'm familiar with basic linear regression models. Can you point me to an approach for this problem?