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JLL - How AI can bridge the ESG data gap in valuations  

Published on 01 Jul 2025

Valuers face increasing pressure to incorporate ESG factors into valuations, yet gaps in data availability and quality remain a key obstacle. This case study explores how JLL tested Large Language Models (LLMs), including its proprietary JLLGPT, to enhance the extraction of ESG data from diverse sources. The findings reveal JLLGPT’s accuracy, particularly in processing multi-language documents, demonstrating the potential of AI to streamline ESG reporting and improve valuation robustness.

a.s.r. real estate - Data science market forecasting framework  

Published on 01 Jul 2025

a.s.r. real estate developed a machine learning-based forecasting framework to support client-specific investment decisions in turbulent market conditions. By predicting yield gaps, rental value growth, and occupancy rates under various economic scenarios, the tool enables tailored asset allocation strategies. Integrated into the firm’s data infrastructure, the model enhances forecasting accuracy and supports smarter, faster decision-making across investment teams.

Environmental considerations in underwriting briefing 2025  

Published on 26 Jun 2025

We discussed key highlights from the paper, Integrating environmental considerations in investment underwriting, and heard from a panel of industry experts including Aleksandra Njagulj, Managing Director, Global Head of ESG, Real Estate at DWS, John Fahey, Managing Director at CBRE IM and Anna Illarionova, Senior Manager ESG Consulting at EY. 

We encourage you to share your insights on how the findings of this paper relate to your market experience. You can contribute to this initiative by filling in this survey.

Tax and Regs monthly update June  

Published on 25 Jun 2025

  • INREV submits comments to several EU and UK consultations
  • Discussions of BEFIT, Unshelland Pillar II slowly progressing
  • Spain: Residential Property Measures in Catalonia

Tax and Regs monthly update May  

Published on 25 Jun 2025

  • ESMA assesses the risks posed by the use of leverage in the fund sector
  • EU Commission Call of Evidence -Revision of EU rules on sustainable finance disclosure
  • Luxembourg: CSSF simplifies fund document approval process

Tax and Regs monthly update Apr  

Published on 25 Jun 2025

  • European Parliament State Aid Rules for affordable housing
  • Omnibus I: the European Parliament and Council agree on the ‘Stop-the-clock’ mechanism
  • United Kingdom: FCA and HMT Consultations on reviewing UK AIFMD rules

Tax and Regs monthly update Mar  

Published on 25 Jun 2025

  • Calculation of leverage for loan originating funds (LOFs)
  • Omnibus I (Taxonomy, CSRD and CSDDD)
  • The UK Unauthorised Co-ownership Alternative Investment Funds Regulations laid in Parliament

Tax and Regs monthly update Feb  

Published on 25 Jun 2025

  • Unshell Directive discussions hint at SPV carve-outs and softer compliance impact
  • United Kingdom: Consultation on value and use cases for aUK green taxonomy
  • France: Finance Act brings SLPS taxation in line with existing SLP regime

Tax and Regs monthly update Jan  

Published on 25 Jun 2025

  • Polish presidency takes over the Council of EU
  • European Parliament establishes Affordable Housing Committee
  • Platform for Sustainable Finance suggests product categories under SFDR