Published October 5, 2022 | Version v3

Automatic ESG Assessment of Companies by Mining and Evaluating Media Coverage Data: NLP Approach and Tool

  • 1. Jannik
  • 2. Max
  • 3. Victor

Description

Replication package for our paper Automatic ESG Assessment of Companies by Mining and Evaluating Media Coverage Data: NLP Approach and Tool

It contains the following files:

  1. Our data set of 432,411 news headlines annotated as being environmental-, governance-, or social-related. We encourage fellow researchers to use the corpus as a benchmark for other ESG-relevant NLP tasks.
  2. Code/Notebooks that we used for the training and evaluation of our company detection, ESG classification, and sentiment models
  3. Full tables detailing the results of all experiments performed 

Files

company_detection.ipynb

Files (29.1 MB)

Name Size Download all
md5:b8366aecc0681352fbb441f06d75b32b
15.6 kB Preview Download
md5:e60466313341bd7c71fee9eb348ac036
114.1 kB Preview Download
md5:77b1c62bef7ba528617d8135740093cb
73.8 kB Preview Download
md5:003dbbdda61a3d357ff26d7271b146f9
28.7 MB Download
md5:5da8abc7d787b847768ac54f89a0813a
200.7 kB Preview Download