Private Equity Emissions Modelling Improvements

We deployed significant improvements to the private equity emissions machine learning emissions module:

• Sourced reported emissions for the top 100 private companies globally for testing
• Refactored tiered-approach giving better uncertainty limits based on data inputs
• Clear data quality hierarchy built within data pipeline
• Assessed private models using the independent emissions data for top 100 companies
• Missing data and financial imputation methods assessed