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      "text": "For any financial institution, ESG-related decision-making is a critical capability. Ensuring you have the tools to do this is not a nice to have but an increasingly essential requirement.",
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      "text": "The tool also enables clients to unravel the score, providing the root-cause-analysis of what factors and issues have led to the rating. The client can then determine for themselves the materiality of the findings — recognizing that different factors may have a greater or lesser weight depending on the client's guiding ESG strategy. For example, we have used the tool with one of the biggest US based Asset Managers to help their treasury team unravel their asset-backed portfolio with structured bonds, sovereigns, agencies, municipals, government bonds and more.",
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      "text": "ESG IQ is an analytics platform developed by KPMG's Lighthouse data scientists and engineers, in conjunction with some of the largest asset managers and Google. ESG IQ enables clients to select and pool both structured ESG reference data from multiple providers and unstructured data from a wide range of sources, including news reports, social media posts, blogs, NGO reports, research reports, and pages across the web. The platform can even pull out ESG data from 'dark data pools', such as legal documents, trade confirms (depending on the asset class), and other sources using advanced Natural Language Processing (NLP).",
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      "text": "For others, it remains much more difficult, especially when resources are constrained across multiple competing priorities. However, there are tools available to help — such as KPMG's ESG IQ platform.",
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      "text": "ESG data is rapidly becoming a mini industry of its own, with some 200 data providers and a plethora of Fintech startups already operating in the market, globally. This in itself reflects the importance now attached to ESG. It has well and truly moved into the mainstream of financial services and is on its way to redefine capital markets as we know it, into a more transparent and conscientious one.",
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      "text": "We believe it is unique in that other score providers can only score individual entities or companies. But the ESG IQ platform can go beyond this, scoring whole investment funds, sovereign wealth funds, bonds, equities, structured bonds (tranches of RMBS/CMBS/ABS etc.) or an illiquid product such as loans or mortgage-backed securities.",
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      "text": "In recent years, even large credit rating agencies and market data providers went on a buying/acquiring spree to remain competitive and cater to the ESG and sustainability related demand.",
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      "text": "You can't manage what you can't measure — so robust ESG data is key. There's a lot of noise in the market and of course some selective 'greenwashing' too. It's becoming a pre-requisite to have access to AI-powered tools that ingest structured and unstructured data across multiple sources and give fast and reliable analysis on which to base decisions. You need tools you can trust.",
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      "text": "You can't manage what you can't measure — so robust ESG data is key. There's a lot of noise in the market and of course some selective 'greenwashing' too. It's becoming a pre-requisite to have access to AI-powered tools that ingest structured and unstructured data across multiple sources and give fast and reliable analysis on which to base decisions. You need tools you can trust. — Kin Yu, KPMG in the UK",
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