Environmental Data | Sustainability Data | ESG Data |14000+ Companies | 7 Years Historical Data | GIST Impact

Comprehensive environmental dataset of 14000+ listed companies covering 40+ metrics across natural capital KPIs, over 7 years. The dataset includes collated disclosed data from companies and estimated data using GIST Impact's ML models. It encompasses metrics on GHG emissions, air pollution, water consumption, water and land pollution, and waste generation. Data is crawled from publicly available company disclosures using a cognitive search engine. The data undergoes validation by our team of expert analysts to identify, verify and document outliers. Following reprocessing and data appending, the data undergoes algorithmic assurance before final approval by team leads specializing in each area of impact. The combination of human and machine quality control delivers a high level of confidence in the accuracy of the data. Where unavailable, indicators are gap-filled using estimations based on ML models that provide outputs with higher correlation with actuals. The ESG data can be mapped to all major industry classifications based on companies’ operations. GIST Impact's ESG data is fully traceable to source (e.g. website or annual report) and can be used to: - Measure environmental impacts of companies and portfolios - Benchmark companies within their sector - Benchmark a portfolio against indices - Screen companies for risk and opportunity - Integrate sustainability into portfolio decision-making The data can also be used to augment sustainability disclosures, reporting and regulatory compliance. (This sustainability data feeds into GIST’s proprietary impact valuation algorithms to generate GIST’s monetized sustainability impact data, listed as a separate dataset).

搜集汇总

背景与挑战

背景概述

该数据集涵盖14000多家上市公司7年间的环境数据，包括40多项自然资本指标，如温室气体排放和污染数据，结合了公开披露信息和机器学习估算。数据经过人工与算法的双重质量控制，具备可追溯性，适用于环境绩效评估、行业对标、风险管理和合规报告等场景。