ISS ESG Raw Data Globally (89 factors, 54 raw data points)

Through its ESG Raw Data, ISS ESG offers a data feed containing a selection of quantitative raw data factors that underpin the ESG Corporate Rating. The feed includes some 89 factors and 54 distinct raw data points. The full feed covers the entire Corporate Rating universe of over 9,700 corporate issuers, including some 6,800 listed companies and 2,900 assigned corporate issuers. Use cases: Quantitative analysis - deep dive into the factors that drive ESG performance Reporting - conduct impact measurement of funds based on absolute data Examples of Covered Themes (with exemplary factors): Gender Equality • Women in the executive management team • Women in management positions • Women in the overall workforce Energy Efficiency • Energy use (in MWh) • Energy use - Percentage of renewable energy sources • Carbon intensity of energy generation (g/KWh) Emissions • Average CO2 emissions (g/km) of new vehicle fleet (automobile) • NOx emissions Employment • Employees with a permanent contract • Ratio of CEO/Highest to Median/Average employee compensation Waste & Water • Total waste (t) • E-waste collected (t) • Hazardous waste (t) • Freshwater use (m3) ISS ESG’s data collection and assessment process follows clearly documented rules and guidelines. The ISS ESG research team conducts systematic source monitoring to identify relevant information as it becomes available. Data is primarily sourced from publicly available information, including a company’s own disclosure, proxy statements, reputable news, governmental and international institutions, recognized international or local non-governmental organizations, and non-biased subscription databases. Assessments undergo a rigorous data collection process, including peer review. Each service employs a specialized and distinct approach designed to ensure near complete coverage across companies, regardless of geography, industry or company size. In addition, for many data sets, the research team conducts fact-finding dialogue with companies to provide supplementary detail and confirmation of involvement. Data is used by a broad range of institutional investors, asset managers, asset owners, fund managers, banks, government institutions, universities and research firms.

ISS ESG凭借其ESG（Environmental, Social and Governance，环境、社会和公司治理）原始数据产品，提供一款数据馈送服务，内含支撑ESG企业评级的精选量化原始数据因子。该馈送涵盖约89个因子与54个独立原始数据点。完整数据馈送覆盖ESG企业评级的全部标的池，包含超9700家企业发行人，其中约6800家为上市公司，2900家为已纳入评级的企业发行人。

应用场景：
• 量化分析：深入剖析驱动ESG表现的核心因子
• 报告编制：基于绝对原始数据开展基金影响度测算

覆盖主题示例（含典型因子）：
性别平等：
• 高管团队女性占比
• 管理层女性占比
• 全体员工女性占比
能源效率：
• 能源使用量（单位：兆瓦时，MWh）
• 能源使用量——可再生能源占比
• 能源发电碳强度（单位：克/千瓦时，g/KWh）
排放：
• 新车队平均二氧化碳排放量（单位：克/公里，g/km，仅针对汽车行业）
• 氮氧化物（NOₓ）排放量
就业：
• 签订永久劳动合同的员工数
• 首席执行官/最高薪酬员工与中位数/平均员工薪酬之比
废弃物与水资源：
• 总废弃物产生量（单位：吨，t）
• 回收电子废弃物量（单位：吨，t）
• 危险废弃物量（单位：吨，t）
• 淡水使用量（单位：立方米，m³）

ISS ESG的数据收集与评估流程遵循明确成文的规则与指引。ISS ESG研究团队会开展系统性的数据源监测，在相关信息公开后第一时间识别并收录相关内容。数据主要源自公开可获取的信息，包括企业自主披露文件、委托书公告、权威媒体报道、政府及国际组织、公认的国际或本地非政府组织，以及无偏订阅数据库。

评级评估需经过严格的数据收集流程，其中包含同行评审环节。每项服务均采用专属且差异化的方法，以确保无论企业所在地区、所属行业或规模如何，均可实现近乎全覆盖的收录。此外，针对多数数据集，研究团队会与企业开展调研对话，以补充相关细节并确认企业参与情况。

该数据服务的使用者涵盖各类机构投资者、资产管理机构、资产所有者、基金管理人、银行、政府机构、高校及研究机构。

搜集汇总

背景与挑战

背景概述

该数据集涵盖全球9700多家企业的89个ESG评估因素和54个原始数据点，涉及性别平等、能源效率等主题，数据来源于公开信息并经过严格审查，适用于定量分析和影响评估。