Energy and Resource Data | ESG Data | 14000+ Companies | 7 Years Historical Data | GIST Impact

Comprehensive dataset of 14000+ listed companies globally - covering developed, emerging and frontier markets and looks at energy and resource use metrics from years 2016 - 2022 Data is crawled from publicly available company disclosures using our cognitive search engine. The ESG 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. GIST Impact's emissions ESG data can be used to: - Measure energy consumption of companies and portfolios - Assess carbon 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.

搜集汇总

背景与挑战

背景概述

该数据集涵盖全球14000多家上市公司2016至2022年的能源与资源使用指标，通过自动化爬取与人工验证相结合的方式确保数据质量。它适用于企业碳排放评估、行业对标分析以及可持续投资决策支持。