Our dedicated Aviation Advisory team bring best-in-class expertise across modelling, lease management, financial accounting and transaction execution as well as technical services completed by certified engineers.
Our Business Risk Services team deliver practical and pragmatic solutions that support clients in growing and protecting the inherent value of their businesses.
Our experienced Deal Advisory team has provided a range of transaction, valuation, deal advisory and restructuring services to clients for the past two decades.
Our FAAS team designs and implements creative solutions for organisations expanding into new markets or undertaking functional financial transformations.
Our Forensic and Investigation Services team have targeted solutions to solve difficult challenges - making the difference between finding the truth or being left in the dark.
Our Risk Advisory team delivers innovative solutions and strategic insights for the Financial Services sector, addressing disruptive forces, regulatory changes, and emerging trends to enhance risk management and foster competitive advantage.
2025 reinsurance renewal: Key trends in property, casualty, and cyber markets. Gain insights on rates, catastrophe losses, and the insurance protection gap.
Our audit services can strengthen your business and stakeholders' confidence. You'll receive professionally verified results and insights that help you grow.
At Grant Thornton we have extensive knowledge and experience in providing tailored solutions to our clients, whether on a short-term or long-term basis.
Our Global Statutory Audit team ensures your statutory audit process follows a well-defined project plan, with no surprises, to maintain compliance across multiple jurisdictions. We invest time to understand your finance function and develop bespoke solutions built on the premise of central effort to remove duplication.
Our Corporate Tax team is made up of more than 40 highly experienced senior partners and directors who work directly with a wide range of domestic and international clients; covering Corporation Tax, Company Secretarial, Employer Solutions, Global Mobility and Tax Incentives.
The Grant Thornton team is made up of experts who are fully up to date in terms of changing and evolving tax legislation. This is combined with industry expertise and an in-depth knowledge of the evolving financial services regulatory landscape.
Grant Thornton’s team of indirect tax specialists helps a range of clients across a variety of sectors including pharmaceuticals, financial services, construction and property and food to navigate these complexities.
We develop close relationships with clients in order to gain a deep understanding of their businesses to ensure they make the right operational decisions. The wrong decision on how a company sells into a new market or establishes a new subsidiary can have major tax implications.
Grant Thornton’s Private Client Services team can advise you on all areas of financial, pension, investment, succession and inheritance planning. We understand that each individual’s circumstances are different to the next and we tailor our services to suit your specific needs.
Managing compliance across companies is time-consuming and often overlooked. Eliminating dormant companies reduces administrative and audit costs, freeing up finance directors.
Looking for a more fulfilling role in professional services? One where fresh thinking, collaboration and diversity are valued? At Grant Thornton we do things...
We offer a range of graduate programmes to help you thrive in your career. Work with and learn from the best in the business, make a difference and excel by...
Grant Thornton Ireland is rapidly approaching 3,000 people, in 9 offices across Ireland, Isle of Man, Gibraltar and Bermuda, and a presence in over 149...
We believe in a connected world — so we created an industry-leading online Alumni Network that focuses on what matters most at Grant Thornton — our people.
How Grant Thornton can help you to estimate scope emissions for companies that do not report these metrics and incorporate these into banks’ Climate & Risk Quantification framework.
Contents
Scope Emissions Prediction Model Linear Models vs Machine Learning Approach
In this paper, we focus on the development of a model that predicts scope emissions for any company that cannot currently provide this information. Our model is built on external data and estimates relationships between these corporate entities’ financial information, sector, region and other information, and scope emissions reported by these entities.
The output of the model can be used by both individual entities as well as banks and other financial institutions in order to estimate the emissions structure of their portfolios. In our methodology we compare simple linear models as well as more advanced machine learning techniques.
The best model estimates are achieved using a Linear Mixed Models Methodology.
The publication is structured as follows: In the first section, we outline key modelling methodologies considered for the model build. After this, we outline the model build process, key modelling inputs and outputs. The third section aims to select the best model for emission prediction. In the final section, we focus on the practical implementation and deployment of this model. We also seek to conclude and point out potential issues and areas for further development.
Subscribe to our mailing list
Update your subscriptions for Grant Thornton publications and events.
