Jingwen Zhang

Data Visualization

Graphs improve the effectiveness of reporting. A good graph is worth a thousand words.

I created dynamic figures using Python to show the trend of CSR (Corporate Social Responsibility) performance of US companies, and its association with some firm characteristics. The CSR ratings of US companies are collected from KLD database for the period from 2004 to 2018.


CSR Performance over time


CSR Performance over time by Industry



CSR Performance over time by CEO's Gender


CSR Performance and Firm Size



You can find the Python codes below: