East Bay Community Energy is the largest provider of clean energy in the East Bay. It's goal is to provide 100% clean, affordable, and just energy by 2030 to all of the East Bay.

We have recently received a dataset of social demographic data for many of our customers in the East Bay. However, these data has gaps and we don't have data for all our customers. We would like to have data for all our customers. This project is intended to fill data gaps in our social demographic data so that all our customers have social demographic data. The project will build a machine learning model that uses a labeled data set of social demographic characteristics, energy data, and alternative data (e.g., census data, building characteristics data) to predict the social demographics of customers for which we don't have data.

Filling Gaps in Social Demographic Data using Machine Learning, Energy Consumption, and Alternative Data - Spring 2023 Discovery Project
Term
Spring 2023
Topic
Data Visualizations
Platforms/Infrastructure
Technical Area(s)
Machine Learning (ML)