ESG Smart Score

As investors increasingly focus on integrating Environmental, Social and Governance (ESG) into their strategies, the need for broad coverage of ESG risk signals across portfolio holdings is key. Investors face the challenge of accessing ESG risk signals for their full portfolio - particularly for smaller companies, and companies based in emerging market jurisdictions, as they may offer limited or no ESG disclosure. How do you ensure visibility of ESG Risks across your investment strategies? Sustainalytics’ ESG Risk Smart Score provides a risk signal for over 30,000 public companies, with a focus on nanocap, microcap, emerging and frontier markets. Powered by Artificial Intelligence (AI), ESG Risk Smart Score enables the integration of ESG risk exposure assessment for public companies that are not covered by our analyst driven ESG Risk Ratings. Investors can use this valuable solution as a severity flag to support their decision making and due diligence process. With ESG Risk Smart Score, investors can compare companies across sectors, assess the potential magnitude of risks, and use the score as a starting point to make informed decisions. By combining machine learning technology, advanced data analytics, and our expertise in ESG Risk Ratings, we deliver a distinct risk signal that helps users navigate the complex landscape of ESG risks. Tables included: - ESG_Risk_Smart_Score_vX_YYYYMMDD_SAMPLE Sample Fields - ESG Risk Smart Score - ESG Risk Smart Score Risk Category - ESG Risk Smart Score Upper Bound - ESG Risk Smart Score Lower Bound - Prediction Interval per Company (+/-)随着投资者愈发重视将环境、社会和治理（Environmental, Social and Governance，ESG）纳入投资策略，全面覆盖投资组合持仓中的ESG风险信号已成为核心诉求。 投资者当前面临的一大挑战是，难以获取完整投资组合的全量ESG风险信号——尤其是小型企业以及位于新兴市场辖区的企业，这类主体的ESG披露往往较为有限，甚至完全未进行披露。 如何确保您的投资策略能够全面掌握各类ESG风险的可视信息？ Sustainalytics推出的ESG风险智能评分（ESG Risk Smart Score）可为超过3万家上市公司提供风险信号，重点覆盖纳米盘股、微型盘股企业以及新兴、前沿市场主体。该评分依托人工智能（Artificial Intelligence，AI）技术，能够为分析师驱动的ESG风险评级未覆盖的上市公司提供ESG风险敞口评估，助力将ESG风险纳入投资考量。投资者可将这一极具价值的工具作为风险严重性标识，辅助投资决策与尽职调查流程。 借助ESG风险智能评分，投资者可实现跨行业企业对比，评估潜在风险的严重程度，并以该评分为起点制定科学合理的投资决策。通过融合机器学习技术、高级数据分析以及我们在ESG风险评级领域的专业积淀，我们打造出独特的风险信号，帮助用户应对复杂多变的ESG风险环境。 本次数据集包含以下表格： - ESG_Risk_Smart_Score_vX_YYYYMMDD_SAMPLE 示例字段如下： - ESG风险智能评分 - ESG风险智能评分风险类别 - ESG风险智能评分上限 - ESG风险智能评分下限 - 单公司预测区间（±）

搜集汇总

背景与挑战

背景概述

该数据集通过AI技术为3万家上市公司（尤其小盘股和新兴市场企业）提供ESG风险智能评分，包含风险等级及置信区间等核心指标，弥补传统ESG评级覆盖不足的问题，辅助投资者进行跨行业风险比较和决策。