References in corporate reports

Companies worldwide use Datamaran’s evidence-based approach to inform their materiality, risk management, and reporting processes. This approach allows them to stay ahead of the curve, in front of the competition, and at the top of their game.

 

Below, you can find small sample of some of our clients’ corporate reports, demonstrating how they used Datamaran for reporting and strategy, and which improvements they were able to implement. 

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Corteva

Published 2024
2023 Sustainability Report Pages 14 & 16

Quarterly AI-driven Datamaran materiality assessments, cross-referenced with our Enterprise Risk Management (ERM) analysis.

Materiality assessment
We currently leverage an AI-driven, quarterly sustainability impact materiality assessment from Datamaran to regularly refine our focus areas and monitor potential recurring hotspots at the industry level. This approach supports our mission to continuously align our sustainability efforts with our overarching business objectives while making a positive contribution to the agricultural sector.

Solenis

Published 2024
2023 Sustainability Report Pages 16-17

Solenis utilized the Datamaran platform throughout a three-phase process to provide a materiality assessment from which it could better understand and respond to stakeholder interests and concerns:

  1. Internal stakeholder engagement 

As part of our materiality assessment process, we began by seeking to understand Solenis’ own priorities as seen through the eyes of its leaders and employees. This was done through an artificial intelligence-based analysis of its most recent sustainability report via the Datamaran platform. The 20 most prominent issues were identified as being relevant to the materiality assessment.

  1. External stakeholder analysis

The external stakeholder perspectives were determined by a tailored and comprehensive analysis, again relying on the Datamaran data set. Eight different stakeholder groups were identified: Customers, Suppliers, Peers, Policymakers, Regulators, Media, Investors and Lenders. Solenis handpicked a slate of 118 global peer companies whose most important sustainability priorities were identified through analyses of publicly available reports and documents. Perspectives from a global set of policymakers and regulators were incorporated. For the media input, Datamaran leveraged Aylien, an online news curator; irrelevant news topics were filtered out.

  1. Ranking and prioritizing

The stakeholders were then weighted based on a high, medium or low priority, with customers being the most important and the media being the least. The data from both sides was then combined based on weighting and prioritization to arrive at a singular set of material issues, topics and factors.

Datamaran

By partnering with Datamaran, Solenis can ensure that it continues to focus on and respond to external events, evolving business priorities, and stakeholder expectations as we pursue our sustainability goals and continue our sustainability journey.

SoftwareOne

Published 2024
2023 Non-Financial Report Page 7

Using Datamaran, we produced a materiality assessment driven by both our inhouse ESG perspective, internal stakeholder priorities and AI based technology. This technology combines publicly available information including relevant ESG regulations and news, benchmarking SoftwareOne against our peers and surveys from our investors and employees, to create an accurate and reliable materiality assessment. Our double materiality assessment serves as a crucial foundation for shaping our ESG programme. It enables us to prioritise action that not only mitigates risks and complies with regulations but also aligns with our stakeholder’s expectations and contributes positively to our overall impact.

We align every step of our journey to the priorities and passions of our employees, clients, investors, and other stakeholders, not only to ensure that their needs are met, but also to drive further engagement in our ESG programme.

Our double materiality assessment process included the following steps:

– Defining the scope of the assessment, using in-house knowledge and expertise to identify key aspects of sustainability relevant to SoftwareOne.

– Aligning this scope to external frameworks such as the UN Sustainable Development Goals, Task Force for Climate Related Financial Disclosures and sub-topics relating to the upcoming EU directive Corporate Sustainability Reporting Directive.

– Benchmarking our organisation against the technical materiality requirements of our peers through Datamaran’s benchmark analysis system.

– Defining our issue mapping used in previous materiality analyses and internal stakeholder surveys. These are the ESG topics included in the assessment based on those which are most material to SoftwareOne.

– Surveying additional key stakeholders, including Finance, People & Culture, Sales & Bid teams and the ESG Committee members to understand their perception of the impact of specific ESG issues. These surveys include questions based on both external (outside-in view) and internal (inside-out view) perspectives.

– Datamaran correlates this data to create a materiality matrix which maps the impact of each topic to SoftwareOne.

Owens Corning

Published 2024
2023 Sustainability Report Page 180

Using this group of companies and mines, we reviewed our 2022 Supplier Sustainability Survey results, conducted a media scan with human rights keywords, and reviewed publicly available data using the Datamaran software to narrow down our assessment to engage with 19 mines operated by 15 companies. Based on these results, we prioritized a first phase of engagements with five companies in 2023 to understand more about their sustainability performance and human rights management practices. Of the five companies prioritized for engagement, some key observations from the assessment were:

- Each of the five companies were flagged as not disclosing information regarding their efforts to eradicate slavery and human trafficking.

- Two of the five companies reported they did not have explicit policies to prevent forced labor.

- Two of the five companies reported to have no formal responsible recruitment initiatives.

Through the assessment and subsequent engagements with the high priority suppliers, we were able to validate management practices, review documentation, and discuss opportunities for improvement. Based on additional information provided from the high priority companies, Owens Corning was able to validate that the risks identified were sufficiently mitigated. This assessment and subsequent engagements will continue to inform further due diligence activities in 2024, including a review of the other mining companies not prioritized in 2023.

Naturgy

Published 2024
2023 Annual Consolidated Report Page 314

Process of determining material topics:

Every year, Naturgy identifies potential and actual impacts, negative and positive, on the economy, the environment and people, including impacts on human rights in all activities. To do this, it uses the Datamaran® tool.

Datamaran® has a preliminary identification of aspects (topic mapping) which ensures that the determination of material topics is based on a complete description of the potential impacts a company has on people and the environment.

Besides, this tool provides the following advantages:

– Data-driven materiality analysis: Datamaran® is software that enables a comprehensive, data-driven process for monitoring external risks, including Environmental, Social and Governance (ESG) risks. The software technology provides real-time analysis of strategic, regulatory and reputational risks and opportunities. Its use strengthens understanding of ESG, geopolitical, technological and emerging issues, ensures alignment with the different expectations of internal and external stakeholders, and enhances the company’s ability to monitor its evolution.

– Dynamic materiality based on diverse sources: the analysis takes into account information published by different companies from all sectors in their annual corporate reports, introduces into the analysis both mandatory regulations and other voluntary policy initiatives, as well as information published in traditional media and social networks. The analysis has focused on issues that experienced an increase in relevance and on the stakeholders (peers, industry, regulators, general public) that were behind this increase. This analysis, carried out regularly throughout the year, makes it possible to monitor issues that are in the process of materialising, based on a dynamic materiality perspective.

– General issues map adapted to Naturgy’s reality: the 21 issues assessed in the materiality analysis have been built from an exhaustive map of 98 topics (topic mapping) included in the tool itself so that all emerging issues of interest are taken into account in the diagnosis.

Unicredit

Published 2024
2023 Integrated Report Pages 31-32

External views were sourced via the Datamaran tool, which allows us to analyse our material topics from a double materiality perspective. The tool indicates impact materiality by leveraging the sustainability reports from industry peers, the most significant laws and directives, and the latest news on our sector in online media and social networks.

Regarding financial materiality, Datamaran takes into account the annual financial reports from industry peers, the mandatory regulations and voluntary initiatives from financial markets, and SASB standards regarding capital.

BMO Financial Group

Published 2024
2023 Sustainability Report Page 20

Determining our priority sustainability topics:
We used Datamaran’s artificial intelligence and big data platform for our 2023 assessment of priority sustainability topics, and our continuous monitoring of topics.

Identify sustainability topics:
We selected and customized sustainability topics relevant to BMO using Datamaran’s library of hundreds of sustainability issues. 

Determine importance  to interested parties:
We determined the importance of each topic to interested parties with the assistance of the Datamaran platform which has:

• benchmarked the latest reporting of  more than 620 financial sector companies  in the countries where we operate

• reviewed more than 2,000 mandatory sustainability-related regulations and  more than 2,000 voluntary sustainability-related policy initiatives relevant to the financial services sector in the countries  where we operate

• reviewed financial services sector media, including more than 63,000 news articles.

Walgreens Boots Alliance

Published 2024
2023 ESG Report Page 12

The matrix shows the results of our 2021 materiality assessment that identified the issues most material to the business from an ESG perspective. 

Importance rankings are based on the weighted average from four sources of stakeholder input: consumer survey (50%), internal stakeholder survey (20%), external stakeholder survey (20%), Datamaran inputs (10%).

RWS

Published 2024
2023 Annual Report Pages 25-26

Initiating and maintaining dialogue with our stakeholders enables the Group to align our sustainability initiatives and business models to their concerns. We recognise three distinct levels of RWS stakeholders in our framework, with our clients, colleagues and investors being the central stakeholders for the Group. We increased our focus on stakeholder issues in two ways – by increased engagement with our stakeholder groups and through a review of our material corporate sustainability topics and emerging issues using Datamaran’s software.

This year RWS was one of the first companies to start using Datamaran’s software to take account of double materiality issues. Double materiality looks at the risks a company’s activities pose to the environment and society, as well as those that the company potentially faces from the external environment, providing a dual lens from which to inform, organise, and prioritise topics within an ESG strategy. This approach ensures that we can continue to build an ESG focus that responds to external events, evolving business priorities, stakeholder expectations, and our own performance results. The materiality survey went to over 80% of our shareholders, 37.5% of our key clients, our Board, our Executive Team and our Senior Leadership Team. 

Imperial Brands

Published 2023
2023 Annual Report Page 40

Double materiality identifies both how a company's operations impact people and the environment and how sustainability matters impact the company itself. We used an Artificial Intelligence tool through an external provider, Datamaran, to process thousands of data points from corporate reports, mandatory and voluntary regulations, and online news. 

This allowed us to define which issues were most material to our business. In addition to desk research and interviews, using an objective and consistent methodology on large amounts of information makes the data-driven insights fully traceable and better suited for auditing purposes, including reasonable assurance. 

Sage

Published 2023
2023 Annual Report Page 33

Using our 2021 material topics as a starting point, we engaged with 180 internal and external stakeholders, including our Executive Leadership Team (ELT), colleagues, investors, customers, and suppliers. We supplemented this with insights from an ESG AI platform (Datamaran) that allowed us to scan thousands of financial and non-financial Topics related to operational management or ‘business as usual’ or regulatory requirements and emerging topics that must be addressed from a compliance and ongoing management perspective. Topics that have strategically significant impact on society or Sage. These topics are closely related to Sage’s business strategy. They are covered by strategic commitments, reporting strategy, and risk management approach. Topics that are very important and have high impact on society or Sage. They support our business strategy. We are addressing these by developing policies, setting targets, and robust reporting. reports, regulations in key jurisdictions, and media articles. This enabled us to streamline, merge and identify additional topics in line with stakeholder expectations.

As a result, we identified 8 topics as ‘strategically significant’ and ‘very important’ to our strategy due to their considerable impact on society and the environment or on Sage. This work ensures our approach to sustainability remains focused on the most material topics.

We continually monitor business developments, risks and opportunities, sustainability trends, changes in legislation and the needs and perspectives of our stakeholders so that our sustainability agenda remains focused on what matters most.

Eastman

Published 2023
2023 Sustainability Report Page 14

Eastman is data-driven in our identification and monitoring of material risk. In 2022, we updated our materiality matrix based on the importance our diverse set of external and internal stakeholders place on identified sustainability issues.

We prioritize these sustainability issues using Datamaran, software that enables a data-driven and dynamic process for ESG risk identification and monitoring. With Datamaran’s patented technology, we harness innovation to gain a continuous, evidence-based review of ESG-related risks within our regulatory, competitive and operating contexts. Eastman uses Datamaran to aggregate and analyze public communications and disclosures from our top stakeholders, including customers, industries and peers, investors, media, policymakers, regulators and suppliers. Datamaran also sends surveys to a targeted list of Eastman team members and the leaders of our Community Advisory Panels (CAPs). 

Ashland

Published 2023
2022 ESG Report Page 5

Our materiality assessment shows the positioning of our most material ESG topics, based on both internal and external significance. This is a portion of a larger assessment which includes many other ESG areas that are lower risk or limited impact to us in the next several years.

To perform this assessment, we used Datamaran, a data-driven approach to collecting, identifying, and assessing material ESG topics. In future iterations of this assessment, we will expand the assessment to incorporate more detailed stakeholder feedback to continue to strengthen this assessment.

PSEG

Published 2023
Sustainability Report 2023 Page 20

Our stakeholders — investors, customers, suppliers, government leaders, regulators and employees— increasingly want to know about the direct and indirect impacts of PSEG’s businesses. In addition to the standard financial metrics, we understand that reporting our priorities and successes on environmental, social and governance issues is extremely important to our stakeholders.

Since 2019, we have been working with Datamaran and its Materiality Analysis tool, a business intelligence tool that uses data and artificial intelligence to conduct real-time materiality assessments. This tool enabled PSEG to identify and prioritize the ESG impacts, risks and opportunities important to internal and external stakeholders by analyzing sources that included corporate reports, global regulations and initiatives, social media and online news.

Ferraglobe

Published 2023
Global ESG Report Page 35

By implementing Datamaran, a data-driven platform, we continuously monitor regulations that could affect our Company. This solution also strengthens the management of ESG risks and opportunities, as well as the assessment of double materiality, by providing reliable and comprehensive information about the ESG landscape.

Booz Allen Hamilton

Published 2023
2023 Environmental, Social, Governance Report Page 11

We use the AI-powered business intelligence platform, Datamaran, as a complement to our ESG management processes, thereby harnessing innovation to power a continuous datadriven review of ESG-related risks in our regulatory, competitive, and operating contexts.

Our 2022 materiality assessment and continuous use of Datamaran throughout 2023 confirmed that we remained focused on the ESG topics that are most relevant to our business and stakeholders. These are our material ESG topics: the topics that could most affect Booz Allen’s ability to create long-term share holder value. They reflect what is important to stakeholders such as investors, employees, and clients, and are aligned with Booz Allen’s aim of positive impacts on our clients, society, the environment, and the economy.
­
We used Datamaran to assess and prioritize the 26* ESG topics most commonly identified as material by companies in our sector. For a list of all ESG topics assessed and their definitions, refer to the resource guide on our website. The materiality assessment took into consideration internal and external stakeholder priorities based on an employee survey, our prior ESG disclosures, peer and sector disclosure benchmarking, regulatory and legal requirements, and media coverage.
The material topic list shows the set of prioritized topics assessed to be at the intersection of stakeholder priorities and our firm’s greatest impact. Throughout FY23, we had no notable changes to our material topics. To help stakeholders navigate our report, we identify the material ESG topics addressed in a report section in the introduction to that section.

In the year ahead, in addition to using Datamaran and other business intelligence platforms to continuously monitor stakeholder priorities and ESG-related business risks, we plan to conduct a materiality assessment informed by the latest iterations of global reporting standards, regulatory requirements, and disclosure expectations. 

The Very Group

Published 2023
Annual Report and Group Financial Statements 2022/2023 Pages 29 and 36

Climate-related risks are identified by considering the outputs of our materiality assessment conducted in conjunction with Datamaran (see page 29). This work leveraged insight from senior subject matter experts across the business, allowing us to assess risks in all aspects of the value chain. These will be monitored on an ongoing basis for relevance, with the outputs reflected in our strategy accordingly, having already been considered in the development of our 2030 strategy presented in this year’s report.

Pret

Published 2023
2022 Environment, Social and Governance (ESG) Report Pages 6 and 7

Utilising ‘double materiality’, the assessment looks at the potential issues that could materially impact Pret, but also the potential issues that Pret may materially impact. The assessment is based on guidance from the Global Reporting Initiative (GRI) and the Sustainability Accounting Standards Board (SASB).

We conducted this assessment with the support of Datamaran; a data-driven, software analytics platform. We have a membership to this platform, allowing us to continually conduct these assessments. This then enables us to uncover emerging trends and topics that could impact our stakeholders, all so our efforts remain on track with room to adapt as the world around Pret does.

Our findings have and will continue to support the development of our new 2030 Sustainability Ambition.

BNP Paribas

Published 2023
Universal Registration Document and Annual Financial Report 2022 Page 20

BNP Paribas produced a materiality matrix to classify around a hundred extra-financial topics, grouped into 21 thematic issues, according to their relevance for the Group’s internal and external stakeholders. The internal perception is established by a survey to which more than 1,200 top management employees responded, while the external point of view is assessed by the importance of these issues in several databases: publications of our main peers, more than 2,500 regulations applicable to our activities and locations, more than 20,000 industry press articles and more than 450 million tweets on social networks.

Materiality matrix sourced by Datamaran, December 2021.

RWS Holdings

Published 2023
2022 Environmental, Social and Governance (ESG) Report Page 13

MATERIALITY ANALYSIS:

As a result of the limitation we encountered last year regarding the amount of feedback we
received from certain stakeholders regarding materiality, we now identify and prioritise material issues using Datamaran software that enables a data-driven and dynamic process for ESG risk identification and monitoring.

The software enabled us to gain a continuous, evidence-based review of ESG-related risks within our regulatory, competitive, and operating contexts. This approach ensures that we can continue to build an ESG focus that responds to external events, evolving business priorities, stakeholder expectations, and our own performance results.

BMO

Published 2023
2022 Sustainability Report Page 20

We used Datamaran’s artificial intelligence and big data platform for our 2022 assessment of priority sustainability topics.

Identify sustainability topics
We selected and customized sustainability topics relevant to BMO using Datamaran’s library of hundreds of sustainability issues.

Determine importance to stakeholders
We determined the importance of each topic to our stakeholders with the assistance of the Datamaran platform which has:
• benchmarked the latest reporting of more than 620 financial sector companies in the
countries where we operate
• reviewed more than 2,000 mandatory sustainability-related regulations and more than 1,830 voluntary sustainability-related policy initiatives relevant to the financial services sector in the countries where we operate
• reviewed financial services sector media, including more than 80,000 articles

Walgreens

Published 2023
2022 Environmental, Social and Governance (ESG) Report Page 11

The matrix shows the results of our 2021 materiality assessment that identify the issues most material to the business from an ESG perspective.

Importance rankings are based on the weighted average from four sources of stakeholder input: consumer survey (50%), internal stakeholder survey (20%), external stakeholder survey (20%), Datamaran inputs (10%).

MPLX

Published 2023
2022 Sustainability Report Page 6

Our most recent ESG reporting materiality assessment was conducted in early 2023 and considered both stakeholder feedback and external developments. The goal of the assessment was to understand and prioritize ESG reporting topics that are most significant to our stakeholders and overlap with topics that are significant to our business.

Information gathered from stakeholder engagements was combined with insights from industry benchmarking, governmental regulations, voluntary initiatives and analysis of online news and social media trends utilizing Datamaran®, which identifies and monitors material ESG risks and opportunities.

Organon

Published 2023
2022 ESG Report Page 132

We have performed an ESG issue prioritization process to identify and prioritize issues using the Datamaran® platform, a software platform that enables a data-driven and dynamic process for ESG risk identification and monitoring. Our ESG prioritization assessment evaluated potential climate-related risks and noted that these risks are integrated into our business planning, including investment in reducing energy, water use, and GHG emissions. Our most recent ESG prioritization assessment (see Our ESG priorities of this ESG report) found these potential risks to be Tier 2 and 3 priorities at the time the assessment was conducted. Moreover, and as stated in our most recent 10-K, Organon does not believe these potential risks are material to its business at this time.

Chevron

Published 2023
2022 Corporate Sustainability Report Page 12

To gain insight into ESG issues and reporting trends, we engage with numerous third-party groups, including: the World Business Council for Sustainable Development, Business for Social Responsibility and Ipieca. We also work with Datamaran, an ESG risk identifcation and monitoring software company that uses artifcial intelligence to identify, prioritize and monitor ESG issues. Their tool aggregates trends in ESG issues across a wide array of inputs, including: company fnancial flings and sustainability reports; global regulations; policy and framework proposals; Sustainability Accounting Standards Board (SASB) standards; and online news. 

Applied Materials

Published 2023
Sustainability Report 2022 Page 9

We conduct regular corporate responsibility materiality assessments to help us identify the ESG issues most important to our stakeholders and determine where we may achieve the most significant progress to Make Possible a Better Future. Insights for the assessment are gathered from key stakeholders, including customers, investors, employees, suppliers, policymakers, regulators, media, industry groups and peers.

In 2021, Applied updated its materiality assessment using the Datamaran platform. We repeated this assessment in 2022 to revalidate our focus  on the most relevant ESG issues. The 2022 materiality assessment revealed no significant changes in ESG issues or prioritization mapping compared with 2021. However, we did see minor shifts in issue prioritization year-over-year when viewing through a double-materiality lens.

J.M. Huber Corporation

Published 2023
2022 Impact Report Page 29

MATERIALITY ASSESSMENT:

To help develop the sustainability elements of our next Integrated Business Strategy, the Company partnered with a global consulting firm and utilized Datamaran, a dynamic ESG risk identification and monitoring platform, to complete a formal ESG Materiality Assessment. This helped identify key ESG topics that are most relevant and value-adding to our business and stakeholders. The study was conducted during 2020–2021 and the output remains valid today.

This process involved both benchmarking and obtaining critical input through interviews and questionnaires from customers, trade associations, leading ESG-rated companies, the Board of Directors, members of the Huber family, and our own leaders and employees.

Chiesi

Published 2023
Sustainability Report 2022 Page 19

In particular, for the analysis of the external context, Chiesi partners with Datamaran, a data-driven platform that enables companies to identify and monitor material ESG risks and opportunities, thanks to the use of several variables (Datamaran tools consider inputs from a number of Sustainability Reports, media, regulatory environment, financial documents and filings, etc.).

The analysis, in addition to the risk assessments by ERM, also considered the information gathered from the use of the Datamaran tool and the results of the analysis of the organisational context as “external views”. 

The analysis of the organisational context, the use of the Datamaran tool and the risk assessment by ERM not only permitted the assessment of the significance of impacts, but also their distribution along the value chain. 

First Energy

Published 2023
2022 Corporate Responsibility Report Page 12
Methodology:
 
Our 2022 EESG materiality review was completed using Datamaran®, a cloud-based software platform that enables a comprehensive and data driven process for monitoring the EESG landscape.
 
Datamaran® assessed the EESG topics that are most relevant to the electric utility industry as informed by SASB's Sustainable Industry Classification System® (SICS)*. Using their patented machine learning technology, Datamaran® analyzed our Corporate Responsibility website to determine how effective we are in communicating our EESG topics. The same technology is used to track the frequency and emphasis of those same EESG topics within our stakeholders publicly available sources including – corporate annual reports, EESG reports, industry regulation and digital media. The stakeholder groups included electric utility peers, regulators, policy makers, investors, customers and suppliers. The output was a robust, AI data-driven ranking of the importance of EESG material topics as described by these external stakeholders in their disclosures.
 
Results:
 
Datamaran's AI technology helped us determine that we are meeting stakeholder expectations though our external communications on our Corporate Responsibility website. The results demonstrated that a majority of our relevant EESG material topics are communicated effectively and are aligned with external stakeholders' expectations for these disclosures.

Booz Allen Hamilton

Published 2023
2022 Environmental, Social, Governance Report Page 10

MATERIALITY:

In 2021, we began leveraging artificial intelligence (AI)-powered risk analysis software, Datamaran, to complement our ESG management processes, thereby harnessing innovation to power a continuous data-driven review of ESG-related risks and our regulatory, competitive, and operating contexts.

In 2022, we refreshed our materiality assessment to ensure we continue to remain focused on the ESG topics that are most relevant to our business and the priorities of our stakeholders. Material ESG topics are those that could most affect Booz Allen’s performance and ability to create long-term stakeholder value, and are relevant to Booz Allen’s most significant impacts on society, the environment, or the economy. We used Datamaran to assess and prioritize the 27 ESG topics most commonly identified as material by companies in our sector. For a list of all ESG topics assessed and their definitions, refer to the resource guide on our website. The assessment took into consideration internal and external stakeholder priorities based on an employee survey, our past ESG disclosures, peer and sector disclosure benchmarking, regulatory and legal requirements, and media coverage.

Our materiality matrix shows a narrowed down set of assessed topics found to be at the intersection of our stakeholders’ highest priorities and where we consider ourselves to have the greatest impact. Materiality increases as one moves towards the upper right quadrant. Our 2022 materiality assessment revealed no notable changes to our material topics since our 2021 assessment, though some became slightly more or less important to our stakeholders. To help stakeholders navigate our report, the material ESG topics addressed in a report section are identified in its introduction.

Moving forward, in addition to using Datamaran and other business intelligence platforms to continuously monitor stakeholder priorities and ESG-related business risks, we plan to conduct robust materiality assessments on regular cycles to inform our ESG strategy and reporting. 

Core Laboratories

Published 2023
2022 Corporate Sustainability Report Page 9
Stakeholder Engagement and Materiality
 
Understanding stakeholder priorities is critical to identifying topics that are material to our Company. They aid in the development and successful execution of our business strategy, as well as enable us to manage risks, capitalize on opportunities, foster innovation, and provide substance to our Strategic Pillars.

Our engagement strategy includes ongoing communication with our clients, investors, employees and suppliers, as well as industry groups and associations, universities, and people in the communities we serve.
 
We regularly engage, through various channels, with these stakeholders across our global value chain to identify and unite common goals, achieve alignment of purpose, and maintain an environment and culture of cooperation and collaboration where diversity of thought is valued.
 
In 2021, we enhanced our approach to materiality analysis by using Datamaran®. This software provides an AI-driven approach to identifying, prioritizing, and monitoring ESG risks and opportunities in real time. We continue to utilize the information gathered through this tool as we monitor the topics and issues that could impact our business.

Triton Partners

Published 2023
Responsible Investment Report 2022/2023 Pages 13, 30, 33 and 47

EU CSRD:

Using third-party provider, Datamaran, we mapped all mandatory regulation in Triton’s geographies related to sustainable finance across the four sectors which Triton focusses its
investments in; Business Services, Industrial Tech, Healthcare and Consumer.

Portfolio ESG performance introduction

Triton has been conducting materiality assessments since 2019 to identify material topics from both an external and internal viewpoint. This shapes the foundation of our strategies and decision-making. As part of the Stewardship Programme, we also support PCs to conduct their own materiality assessments, including “double materiality”, which is a regulatory requirement of the CSRD. Double materiality looks at materiality from the inside-out and the outside-in, from both the impact and financial perspective.
Some PCs have conducted their own materiality assessments but we have supported more than a quarter of PCs in conducting materiality assessments using the platform tool Datamaran. We expect more PCs to undertake this in 2023 due to the regulatory driver and we will continue to support our PCs going forward.

Materiality assessment

Our materiality process is supported by a third-party analysis company – Datamaran - whose software enables a data-driven process for ESG risk identification and monitoring. In 2022, we identified and prioritised our ESG impacts, risks and opportunities according to their importance to internal and external stakeholders in the matrix to the right.The tool analyses information available from public sources, including company reports, regulations, voluntary initiatives, news and social media, to provide an external, data-based perspective on regulatory, strategic and reputational risks and opportunities. This approach ensures that we can continue to build an ESG focus that responds to external events, evolving business priorities, stakeholder expectations, and our own performance results.

Graphic Packaging

Published 2023
2022 ESG Report Page 55
Step 2: Prioritize topics.
 
 We use a multipronged approach to prioritize identified topics, considering both the potential impact on stakeholder decisions and the impact on our business segments. We survey global employees from our business segments and functions and external stakeholders to curate relative importance for each topic. To further vet the prioritized topics identified by the survey results, we conduct detailed interviews internally with global employees and externally with a broad cross-section of stakeholders that have a holistic ESG understanding and knowledge of our Company and industry sector. We then combined the results of the external and internal assessments to build the prioritization matrix.

In early 2022, we updated our external stakeholder prioritization using Datamaran — a business intelligence tool that harvests information from millions of data points from various public information sources, including annual financial reports, sustainability reports, SEC filings, regulatory initiatives, accredited media, and social media. This approach helps us monitor temporal changes in perceived external stakeholder topic importance and adjust our ESG strategy and reporting if necessary. 

Vontier

Published 2023
2023 Sustainability Report Page 53

Vontier has conducted two full materiality assessments, with our most recent completed in May 2023. Aided by the Datamaran tool and guided by leading global standards, we use a data-driven approach to track topics that are material to our businesses and stakeholders, as detailed in the Materiality assessment. Our eight prioritized material issues were cross-referenced with GRI to create this GRI Content Index.

American Electric Power

Published 2023
2023 Corporate Sustainability Report Page 13
Our Priorities – Focusing on What Matters
 

Since 2012, AEP has been conducting ESG materiality assessments to identify issues that matter most to us and our stakeholders. We conduct a high-level review of our priority issues on an annual basis and a deeper assessment every few years. We also continuously monitor the shift in priorities through dynamic materiality analysis to track externalities that may influence each issue, such as voluntary and mandatory regulatory developments, disclosure efforts of peers and other companies across the globe, and general public opinion.

In 2023, we are conducting our first ESG double materiality assessment to identify new or emerging issues that may impact our company as well as the potential impact our business and operations may have on the environment and society. This assessment is being conducted through Datamaran’s Materiality Assessment tool, which leverages data-driven insights along with direct stakeholder feedback. Results from this assessment help inform AEP’s business strategy and operations; influence our disclosure efforts; and help us identify stakeholder priorities to enhance engagement while shaping broader understanding of the impacts of AEP’s operations.

The Datamaran platform provides AEP with valuable data-driven ESG insights that help reduce risk exposure, target and improve transparency, and identify emerging issues to inform our business priorities. In 2022, AEP invested in Datamaran to support the company’s continued growth and development.

Merck

Published 2023
Impact Report 2022/2023 Page 50
Our approach
 

To conduct the assessment, we partnered with Datamaran, an ESG materiality and risk-management firm, which uses a data-driven process for evaluating the relevance of topics and trends to our business and our stakeholders. We began with a list of material issues for our industry, which is aligned with the European Sustainability Reporting Standards (ESRS) and applies SASB's accounting metrics.

We used Datamaran's GRI-certified software platform to scan competitor, supplier and customer ESG reports and financial communications, as well as news sources and mandatory and voluntary regulations from around the world. This assessment was coupled with surveys to leaders at the Company as well as investors with whom we engage regularly on sustainability issues.

GRI's management approach disclosures are included in this report for our material ESG topics as well as disclosures for many of the topics above that are relevant for our industry. We have previously conducted these ESG materiality assessments in 2015, 2018 and 2021.

Marathon Petroleum

Published 2023
2022 Sustainability Report Page 6
Identification of ESG Reporting Topics
 
Our most recent ESG reporting materiality assessment was conducted in early 2023 and considered both stakeholder feedback and external developments. The goal of the assessment was to understand and prioritize ESG reporting topics that are most significant to our stakeholders and overlap with topics that are significant to our business. Consistent with the Sustainability Accounting Standards Board (SASB) and Global Reporting Initiative (GRI) Oil and Gas Sector Standard, we continue to report on topics that reflect significant ESG impacts and enable stakeholders to assess our ESG performance.

  1. New ESG reporting topics were identified through research, stakeholder engagement and topics identified in previous assessments.
  2. External and internal stakeholders were engaged through interviews, surveys and other approaches to understand their perspectives on identified topics.
  3. Information gathered from stakeholder engagements was combined with insights from industry benchmarking, governmental regulations, voluntary initiatives and analysis of online news and social media trends utilizing Datamaran®, which identifies and monitors material ESG risks and opportunities.
  4. The insights and analysis described in step three above resulted in a list of significant ESG reporting topics for MPC and MPLX.

Equitrans

Published 2023
2023 Corporate Sustainability Report Page 20
Our Process and Material Topics
 

The ESG materiality assessment is the core of our sustainability framework — it helps us to identify and focus on areas where we can most significantly improve performance and enhance our engagement with stakeholders. In 2022, Equitrans renewed its 2019 materiality assessment, including, for the first time, engaging both internal and external stakeholders and leveraging both the Global Reporting Initiative (GRI) and the Sustainability Accounting Standards Board (SASB) standards as inputs. We surveyed nearly 400 employees, including our Board of Directors, and engaged with more than 300 external stakeholders, including investors, financial institutions, customers, landowners, elected officials, suppliers, and ESG raters and rankers. In addition, we evaluated supplemental sources from relevant industry associations, agencies, and ESG frameworks.

As with our initial 2019 assessment, we continued to leverage Datamaran — a leading third-party ESG risk management software platform – to collect and evaluate information from our stakeholders and key supplemental resources. This evaluation ranked the importance of each topic based on different stakeholders’ weightings and ratings to determine the topic’s relative importance to Equitrans and our stakeholders. The analysis created a prioritized list of material ESG topics, which we then validated with Equitrans’ leadership, including our Board of Directors. The assessment results confirmed that Equitrans continues to focus on the most appropriate ESG topics.

Chiesi

Published 2023
Sustainability Report 2022 Page 19
Materiality analysis
 

(1-2) Understand the organisation context and identity actual and potential impacts

Throughout the years, Chiesi has carried out a series of analyses and research into sustainability topics to guarantee that its operations are conducted to minimise, as far as possible, the risks of producing negative impacts on the environment and society while at the same time fostering the scope and the magnitude of our positive impacts on people and the economy at large.

Based on these analyses and assessments, the Company conducted a review of the organisational context. Multiple inputs were considered in this step, both internally (e.g., policies, procedures, insights from committees during the year and risk analysis carried out by Enterprise Risk Management team) and externally (e.g. analysis on macro sustainability trends at national and international level, analysis on sustainability trends specific for the pharmaceutical sector and benchmark analysis on key peers and competitors).

In particular, for the analysis of the external context, Chiesi partners with Datamaran, a data-driven platform that enables companies to identify and monitor material ESG risks and opportunities, thanks to the use of several variables (Datamaran tools consider inputs from a number of Sustainability Reports, media, regulatory environment, financial documents and filings, etc.).

This analysis resulted in the identification of a list of potential material topics and related impacts.

(3-4) Assess the significance of the impacts and prioritise the most significant impacts for reporting

Following the mapping of impacts, the assessment activity was carried out. The significance, in terms of impact materiality, was assessed by considering the qualitative quantitative methodology used by Enterprise Risk Management (ERM) team for risk assessment, which in turn considers both an inside-out and an outside-in perspective, including evaluation of impact and likelihood.

The analysis, in addition to the risk assessments by ERM, also considered the information gathered from the use of the Datamaran tool and the results of the analysis of the organisational context as “external views”.

To achieve a prioritisation of material topics that also considers the relevance that topics have for the organisation and its stakeholders, Chiesi carried out an engagement activity (through a survey) involving members of the Impact Committee and stakeholders. They are asked – for each potentially material topic – to evaluate on a numerical scale how relevant the topic is for the organisation.

In assessing relevance, the actual and potential impact (in terms of financial impact as well) associated for each potentially material topic was also evaluated.

The analysis of the organisational context, the use of the Datamaran tool and the risk assessment by ERM not only permitted the assessment of the significance of impacts, but also their distribution along the value chain. 

Sylvamo

Published 2023
2022 Environmental, Social and Governance Report Page 19
ESG Materiality
 

This phase focused on internal stakeholders, including our board of directors, corporate officers and our ESG steering team.

To accurately record and analyze the results of the data, we used Datamaran, a software analytics platform, to identify and monitor external risks; using their benchmarking tools enabled us to understand our alignment internally and externally across a wide range of trends and issues.

We will initiate the second phase of the process in late 2023; this will be guided by the results of the first phase and engage a wider range of internal and external stakeholders globally. We believe this two-phased approach will be beneficial to all as it will allow us to understand our stakeholder positions and allow the tracking of the evolution of key issues over time.

Packaging Corporation of America

Published 2023
Responsibility Report 2022 Page 7
Materiality
 

In 2021, we began licensing Datamaran’s technology to assist our materiality and ESG risk management efforts. Using this technology, we can quickly identify the relevance of key ESG issues for a broad set of stakeholders. Datamaran uses natural language processing to contextualize information found in companies’ financial and sustainability reports, and looks at current regulations, voluntary initiatives and news to prioritize issues.

For our latest assessment completed in 2022 we relied entirely on Datamaran’s technology to create our external view. For our internal view, we surveyed our Executive Officers and members of our Sustainability Committee of our Board of Directors.

Comerica Bank

Published 2023
2022 Corporate Responsibility Report Page 14

Our Impact Assessment Process

We recognize that not only do the identified topics impact Comerica but that we can in turn impact others. This “double materiality” concept has been included in how we think about all of our Impact Topics. As double materiality becomes more ingrained in corporate responsibility reporting, we expect to increase our efforts in more formally discussing our “outside-in” and “inside-out” impacts in the future.

We continue to use Datamaran’s materiality software platform to augment traditional stakeholder feedback and inform our Impact Topics, which guides our corporate responsibility reporting. This software platform ensures that we are considering a broad set of potential corporate responsibility-related information relevant to our business. Through the use of artificial intelligence (AI) and natural language processing, combined with advanced data analytics, the software allows for more dynamic monitoring of the evolving corporate responsibility landscape. This gives Comerica the perspectives of a far larger group of stakeholders and grounds our work in a more robust, evidence-based approach to corporate responsibility topics.

Hexion

Published 2023
Sustainability Report 2022 Page 9
Materiality Assessment
 

In 2022, Hexion completed an updated materiality assessment using an evidence-based process that was designed to verify and prioritize the ESG opportunities that matter most to the Company and its stakeholders.

The materiality assessment process is key to ensuring alignment between Hexion’s values and the expectations of associates, suppliers, customers, investors, and communities.

The company identifies and prioritizes material issues using a combination of direct stakeholder interviews and utilization of the Datamaran software solution. With Datamaran’s technology, Hexion benefits from a continuous, evidence-based review of ESG-related risks within its regulatory, competitive, and operating contexts. This approach ensures that the company continues to build an ESG focus that responds to external events, evolving business priorities, and stakeholder expectations.

Equitrans

Published 2023
2022 Corporate Sustainability Report Page 20

Our Process and Material
Topics

Our Sustainability Framework is designed to help us identify and prioritize the issues deemed as most critical to our business and our stakeholders. Materiality is at the heart of this framework — it helps us focus on the areas where we can most significantly improve performance and also enhance engagement with our stakeholders.

In 2022, Equitrans renewed our 2019 materiality assessment to ensure we are continuing to prioritize the most significant ESG topics within our business and industry. In doing so, we significantly expanded our sustainability engagement throughout our social value chain. We surveyed nearly 400 employees, as well as our Board of Directors, and engaged more than 300 external stakeholders, including investors, financial institutions, customers, landowners, elected officials, suppliers, and ESG raters & rankers. In addition to conducting extensive stakeholder surveys, we also evaluated supplemental sources from relevant industry associations, agencies, and ESG frameworks, and leveraged both the GRI and SASB standards as inputs to the assessment.

As with our initial 2019 assessment, in 2022 we once again used Datamaran, a third-party ESG risk management software platform, to collect and evaluate information from our stakeholders and key supplemental resources. This evaluation included ranking the importance of each topic, based on stakeholder weightings, to determine the topic’s overall relative importance to Equitrans and our stakeholders. The analysis created a prioritized list of material ESG topics, which we then validated with Equitrans’ leadership, including our Board of Directors. The assessment results confirmed that Equitrans is continuing to focus on the most appropriate ESG issues.

Airbus

Published 2023
Airbus Annual Report 2022 Page 63
Materiality Matrix
 

The Company updated its materiality assessment in 2022 and used stakeholders´ inputs to support the ranking, of which ESG issues are most material (and subsequently shall be addressed in the sustainability strategy). The range of ESG topics assessed was defined based on relevant industry and regulatory references, as well as on internal expertise. This materiality matrix is to be fully updated periodically – indicatively every three years – and possibly adjusted in the meantime based on feedback captured from stakeholders in day-to-day business and further methodological improvements. The results of this 2022 update were captured in a materiality matrix (refer to materiality matrix chart below), which is fundamental in confirming the relevance of the Company’s four commitments. It is a three-dimensional matrix:
– importance to stakeholders (vertical axis): 

The Company asked its 12 most important stakeholder groups (see “– Stakeholder engagement” section below) about their view on how important it is for the Company to address a given topic. Scoring was established by capturing the voice of critical stakeholders – including employees, customers, suppliers, investors, social partners – via a survey sent to selected representatives in each category and targeting individuals who are familiar with sustainability matters. Other information was obtained with the support of artificial intelligence (based on analysis of reports, legislation and media sources), capturing the importance of the respective topics in stakeholders’ communication. Most information was collected using the Datamaran tool. During the feedback consolidation phase, a greater weight was assigned to critical stakeholders;

AMTRAK

Published 2023
FY22 Sustainability Report Pages 3, 8, and 9

About this report

We produced this report with reference to the Global Reporting Initiative (GRI) 2023 Standards. Sustainability data and disclosures are available in our FY22 GRI Content Index in the Appendix. We utilized Datamaran — a software tool that helps organizations identify and prioritize ESG issues.

Our Material Topics

A materiality assessment helps determine the significance of sustainability issues for an organization and its stakeholders, such as investors, employees, customers and the community. Our materiality assessment was conducted using Datamaran, an artificial intelligence-powered digital tool that benchmarks us against peers and compares our performance against industry regulations, sustainability reporting standards and news reports. Datamaran provides real-time analysis of risks to our business, enabling us to continually evolve our planning as our material topics shift.

We take a data-driven approach to analyzing and identifying topics that are material to our business. We adopt a double materiality framework, considering financial, social and environmental impacts to and from our business. The double materiality framework allows Amtrak to assess the interconnectivity between financial, social and sustainability risks.

AMTRAK’s Material Topics as of the end of FY22

This report discusses our approach to the topics that appear in the upper quadrants of the matrix, which Datamaran ranked as having the highest impact to our business and were prioritized by our stakeholders. Our business strategy and operations also addresstopics that fall in the lower quadrants of the matrix, in alignment with our corporate values, even if not discussed in this report.

Ferrovie dello Stato Italiane Group

Published 2023
2022 Sustainability Report Page 12
Materiality Analysis
 

In connection to “Classical materiality”, set out below, it was built with a bottom-up approach, starting from the analysis of the information collected from subsidiaries in the previous two years12 and from the Datamaran platform, which analyses the main laws and directives in all the countries where FS operates, and the Reports published by other European and international peers and comparable entities. 

The methodology used to group the data gathered by the companies considered: the company’s materiality and size, the number of external stakeholders involved and the organisational weight of consulted management. 

Decathlon

Published 2023
2022 Non-Financial Reporting Declaration Pages 20, 21, and 210

Materiality Assessment

Every year, Decathlon analyses its sustainable development priorities, which are identified and hierarchised through the materiality matrix exercise. This approach verifies the correct correlation between the issues, non-financial risks, the business model and the company’s policy.

This representation makes it possible to reinforce strategic sustainable development decisions, reveal emerging issues to reassess their importance on a regular basis and allocate necessary resources in the short, medium and long term. Materiality is also an initial component to construct risk mapping, a tool used by the company’s risk Referents.

Decathlon’s methodology is based on several tools dedicated to listening broadly to the company’s stakeholders, ensuring a diversity of data sources that are then used to dynamically and regularly update this data. The interview and collective workshop methodology, which reveals nuanced opinions, was used again this year. It is paired with the Datamaran tool10, whose technology has enabled Decathlon to conduct a digital audience survey of the identified issues since 2021. This method ensures that the subjects are representative and the occurrences are objective. As the company uses it and gets used to using it over time, it will be able to check in with its audiences and their concerns on a regular basis.

New in 2022 - The data collection methodology

The Datamaran tool is used initially to establish a benchmark set of sustainability documents from companies with similar characteristics in the same sector. Then, trends and current regulations are added to this initial analysis to provide an international vision.

A questionnaire is constructed using priority items and subcategories that make the most sense for the company. The scope and the countries concerned remain the same to ensure comparability.

To introduce the concept of double materiality, both in discussions with stakeholders and in the materialisation of issues, Decathlon has chosen to include economic and impact concepts in the listening process by questioning the company’s financial and operational teams. The results reveal that it is still difficult for these people to clearly identify the consequences of the various non-financial issues. Despite that, all those questioned were able to prioritise the importance of the items in this double movement: the impact of sustainable development issues on the company and the company’s impact on social and environmental scopes, thus preparing for new obligations under the future Corporate Sustainability Reporting Directive (CSRD).

Financial concepts are gradually being added to the analysis and this year, the methodology also included data from the Datamaran tool taken from the companies’ integrated reports, voluntary initiatives by financial markets, regulations with financial sanctions as well as reporting obligations meeting SASB standards11. For the interviews, the questionnaires were reworked to include some of the teammates from the financial teams.

American Electric Power

Published 2023
2023 Corporate Sustainability Report Page 13
In 2023, we are conducting our first ESG double materiality assessment to identify new or emerging issues that may impact our company as well as the potential impact our business and operations may have on the environment and society. This assessment is being conducted through Datamaran’s Materiality Assessment tool, which leverages data-driven insights along with direct stakeholder feedback. Results from this assessment help inform AEP’s business strategy and operations; influence our disclosure efforts; and help us identify stakeholder priorities to enhance engagement while shaping broader understanding of the impacts of AEP’s operations.
 
The Datamaran platform provides AEP with valuable data-driven ESG insights that help reduce risk exposure, target and improve transparency, and identify emerging issues to inform our business priorities. In 2022, AEP invested in Datamaran to support the company’s continued growth and development.

Fortive

Published 2023
Annual Sustainability Report 2022 Page 5

CEO's Letter

The potential impacts and risks associated with ESG issues are increasingly top of mind, but at Fortive, ESG issues have always been business issues. We have long recognized the benefits of strong governance, impactful environmental goals and programs, and meaningful people-focused goals and initiatives for our stakeholders. 

In 2022, we invested in Datamaran, an AI-based software analytics platform that helps companies identify and monitor ESG risks and opportunities in real-time. We believe in the work Datamaran is doing to make ESG risk and opportunity analysis accessible to organizations seeking to create and sustain long-term value. 

Ultragenyx

Published 2023
ESG Report 2022 Page 12

Materiality Analysis


In 2021, we conducted a materiality analysis to determine our ESG priorities.


This process took into account both internal and external perspectives and focused on identifying the ESG topics that could have the greatest impact on our business and that matter most to our stakeholders. By prioritizing these issues, we believe we are able to focus our efforts, communicate more effectively with both internal and external audiences, and allocate our resources towards ESG initiatives that support the creation of long-term value and positive impact for our shareholders and society. any new topics with potentially significant environmental and social impacts compared to the 21 topics already identified in 2021.
 
Topic prioritization taking into account importance to stakeholders

Obtained external stakeholder feedback from analyst reports, investor queries, data from Datamaran (an AI-driven tool) and other resources to determine prioritization of topics.

Teva

Published 2023
Environmental, Social and Governance Progress Report 2022 Page 13

Materiality

Materiality assessments help us identify ESG topics of greatest importance to our stakeholders and our business. We conducted our first materiality assessment in 2013 and performed another in 2020, which guided the development of our current ESG strategy. Priority topics that were identified in 2020 are outlined in the 2020 matrix on page 19 of our ESG Disclosures.

We initiated a new materiality assessment in 2022 to ensure our focus areas remain relevant and reflect stakeholder priorities and emerging issues. We partnered with Datamaran, which leverages an artificial intelligence (AI) powered software to automate processes for identifying and monitoring non-financial risks. Based on Datamaran’s dataset and in coordination with our subject matter experts, Teva identified a list of ESG topics with the potential of being material to our business and stakeholders. We prioritized these topics according to an AI assessment for regulation, voluntary initiatives, media and peer reports, and blended these with survey results from a representative sample of direct stakeholders, including investors, employees, suppliers, customers, nongovernmental organizations and representatives of governments and associations. Internally, we interviewed all members of Teva’s Executive Management and a selection of our Board of Directors and ran a focus group with our internal ESG Forum. This analysis was synthesized to map topics according to their relative importance to stakeholders and to Teva, as outlined in the corresponding matrix, applying differing weighted factors for each stakeholder group.

In this report, we started identifying newly relevant topics raised through this process, such as innovation and human rights. Further, the results will inform updates to our ESG strategy and new disclosures in our 2023 ESG Progress Report and beyond.

Mundys

Published 2023
Integrated Annual Report 2022 Page 40
In 2022, the materiality analysis was updated to ensure its consistency with the impacts potentially generated and undergone in connection with the entry into the Group of the new company Yunex Traffic, which operates in the intelligent transport systems (ITS) sector. This is a substantially new
area for the Group. The outcome, described below, essentially confirmed the findings of the analysis conducted in the previous year. 
 
The process of updating the materiality analysis in 2022 was organised into several phases. stakeholder engagement surveys.

Analysis of topics material to the ITS sector, namely those that may generate an impact
on society and the environment, to identify any emerging issues. This phase involved:

benchmarking, via the selection of a sample of companies operating in the sector, or in adjacent sectors to Yunex Traffic, representative of technologies related to intelligent transport systems;
desk analysis, carried out via the Datamaran intelligent data analysis platform, which compared the material topics for over 160 companies, based in Europe, North and South America, East Asia and Oceania, and operating in the electronics, IT hardware and software and communications technology sector; 4,516 active regulations and 121,500 press releases were analysed.

The activities described above did not reveal any new topics with potentially significant environmental and social impacts compared to the 21 topics already identified in 2021.

Solenis

Published 2023
2022 Sustainability Report Page 17

The Materiality Assessment Process

Solenis utilized the Datamaran platform throughout a three-phase process to provide a materiality assessment from which it could better understand and respond to stakeholder interest and concerns:

1. Internal stakeholder engagement:

As part of our materiality assessment process, we began by seeking to understand Soleni's own priorities as seen through the eyes of its leaders and employees. This was done through an artificial intelligence-based analysis of its most recent sustainability report via the Datamaran platform. The 20 most prominent issues were identified as being relevant to the materiality assessment.

2. External stakeholder analysis:

The external stakeholder perspectives were determined by a tailored and comprehensive analysis, again relying on Datamaran data set. Eight different stakeholder groups were identified: Customers, Suppliers, Peers, Policymakers, Regulators, Media, Investors and Lenders. Solenis handpicked a slate of 118 global peer companies, whose most important sustainability priorities were identified through analyses of publicly available reports and documents. Perspectives from a global set of policymakers and regulators were incorporated. For the media input, Datamaran leveraged Aylien, an online news curator; irrelevant news topics were filtered out.

3. Ranking and prioritizing:

The stakeholders were then weighted on a high, medium or low priority, with customers being the most important and the media being the least. The data from both sides was then combined based on weighting and prioritization to arrive at a singular set of material issues, topics and factors.

Zain

Published 2023
Sustainability Report 2022 Pages 50-51
Identifying Actual and Potential Impacts
In 2022, Zain conducted its materiality assessment using Datamaran, a software analytics platform that monitors current and emerging ESG-related risks. The automated analysis is conducted by benchmarking peers, assessing wider ESG regulations, online news and media outlets, in addition to gathering insights through stakeholder engagement surveys.

Zain conducted a topic mapping exercise, which takes into consideration previous material topics, GSMA benchmarks and Datamaran’s telecom industry list, to ensure that emerging risks are included in the company’s analysis.

A shortlist of 27 topics were compiled that are based on previous reports and upcoming trends, and which included:
• Datamaran’s machine learning telco industry list
• The macro-business environment
• Benchmarking against other prominent players in the industry and the region
• Inputs gathered from operational review meetings, business plan meetings, and from leadership and executive management
• Sustainability interests raised by stakeholders
• Socio-economic and political factors

Zain bases its annual Sustainability Report on the results of the materiality assessment exercise in order to further understand the consequential issues for the company and its stakeholders.

Eastman

Published 2023
2022 Sustainability Report Page 16

Eastman is data-driven in our identification and monitoring of material risk .

We have updated our materiality matrix in 2022 based on the importance our diverse set of external and internal stakeholders place on identified sustainability issues. We identify and prioritize these sustainability issues using Datamaran, the only software in the world that enables a data-driven and dynamic process for ESG risk identification and monitoring. With Datamaran’s patented technology, we harness innovation to gain a continuous, evidence-based review of ESG-related risks within our regulatory, competitive and operating contexts. Eastman uses Datamaran to aggregate and analyze public communications and disclosures from our top stakeholders, including customers, industries and peers, investors, media, policy makers, regulators and suppliers. Datamaran also sends surveys to a targeted list of Eastman employees and the leaders of our Community Advisory Panels (CAPs).

We use the sustainability materiality assessment to identify areas of focus and refine our commitments. All 33 factors in this listening tool are important. This matrix reflects relative importance. Prioritization and effective management of these issues and opportunities are integrated into our strategy, business models, risk management and governance to drive continued progress. The results are considered in determination of the information included in our public disclosures, including this sustainability report, and ultimately drive the development of our A Better Circle framework.

SAP

Published 2023
Integrated Report 2022 Page 277
Defining Key Priorities for Our Non-Financial Reporting
To select the topics to be included in our integrated reporting , we conducted a comprehensive materiality assessment in 2022, applying the requirements of the German Commercial Code as well as the newly introduced materiality definition of the Universal Standards of the Global Reporting Initiative (GRI): “Material topics are topics that represent an organization’s most significant impacts on the economy, environment, and people, including impacts on their human rights.”
 
Below, we have detailed the key stages of the process we followed to assess the significance of each economic, social, and environmental impact.
 
Identification
We compiled a list of relevant topics that builds on the long list of 2020, using the artificial intelligence (AI) and Big Data solution from Datamaran Limited. To ensure timeliness and completeness, we enriched the list with an analysis of further external sources covering, among others, corporate peer reports as well as mandatory and voluntary regulations for the software sector. To identify key topics and their boundaries, we looked at areas related to our operations and supply chain and at topics related to our solutions. Additional topics identified were added and mapped to the long list.

Naturgy

Published 2023
Sustainability Report and Non-Financial Information Statement 2022 Page 295

Process of determining material topics

To identify potential and actual impacts, negative and positive, on the economy, the environment and people, including impacts on human rights in all activities, Naturgy uses the Datamaran® tool.

Datamaran® has a preliminary identification of aspects (topic mapping) which ensures that the determination of material topics is based on a complete description of the potential impacts a company has on people and the environment.

Besides, this tool provides the following advantages:

– Data-driven materiality analysis: Datamaran® is software that enables a comprehensive, data-driven process for monitoring external risks, including Environmental, Social and Governance (ESG) risks. The software technology provides real-time analysis of strategic, regulatory and reputational risks and opportunities. Its use strengthens understanding of ESG, geopolitical, technological and emerging issues, ensures alignment with the different expectations of internal and external stakeholders, and enhances the company’s ability to monitor its evolution.

UniCredit

Published 2023
2022 Integrated Report Pages 49-50

Sources and outcomes of the financial materiality assessment

To develop financial materiality, we applied information sourced by the Datamaran tool. This leverages annual financial reports from industry peers, mandatory regulations, voluntary initiatives from financial markets and SASB standards regarding capital.

Materiality Analysis

The materiality analysis remains a fundamental tool for listening to our stakeholders, supporting our business strategy and helping the value creation over the long term.

It takes a dynamic and forward-looking view of ESG topics, allowing us to take regular action on emerging risks and relevant issues. What may be immaterial to a company or industry today could become material tomorrow.

Every year, we carry out our materiality analysis by taking into consideration a variety of sources to ensure that we are encompassing all the material topics in the banking industry for our stakeholders.

We apply information sourced both externally, by the Datamaran tool, and internally, by listening to our stakeholders.

External sources allow us to investigate the main laws and directives, to analyse the latest news on our sector on online media and social networks and to benchmark against our peers.

Leo Pharma

Published 2023
Sustainability and ESG Report 2022 Page 11

ESG materiality

Every year, we conduct a materiality assessment that enables us to understand which environmental, social and governance issues are most likely to impact the success of LEO Pharma. In 2022, we updated our approach to materiality by determining not only the environmental, social and governance issues, but also issues related to Enabling Health – our program defining LEO Pharma’s social value contribution. As in previous years, we used a data driven approach powered by Datamaran to prepare the materiality matrix. Datamaran’s automated approach reviews millions of data points from corporate reports, mandatory and voluntary regulations, news items and social media, giving us an overview of issues material to our external stakeholders. To complete our materiality assessment, we combined these insights with input from our key internal stakeholders, who via surveys identified the most material issues. Analyzing materiality plays a coordinating role and serves as a guide for defining on which issues it is most relevant to report in our annual report and sustainability report. It is also a guiding process in prioritizing and enhancing our approach to managing potential sustainability risks and processes.

Kraft Heinz

Published 2023
2022 ESG Report Page 12

In 2022, we updated our ESG materiality assessment using Datamaran’s cloud-based AI software platform. Datamaran’s patented technology provides our ESG Steering Committee with real-time data analysis to identify and monitor new or emerging issues that may impact Kraft Heinz, including regular insight into our Company’s unique strategic, regulatory, and reputational risks and opportunities. The assessment includes signals from across a variety of different sources, including corporate annual filings, mandatory regulations, voluntary policy initiatives, online news and media, as well as a cross-functional employee survey. Through this tech-enabled, dynamic and data-driven approach, we have strengthened our strategy and governance process to meet the rise of stakeholder demands at Kraft Heinz.

BMO Financial Group

Published 2022
Sustainability Report 2021 Page 18

We used Datamaran’s artificial intelligence and big data platform for our 2021 assessment of priority sustainability topics.

  1. Identify sustainability topics: We selected and customized sustainability topics relevant to BMO using Datamaran’s library of hundreds of sustainability issues.
  2. Determine importance to stakeholders: We determined the importance of each topic to our stakeholders with the assistance of the Datamaran platform which has:
    • benchmarked the latest reporting of more than 745 financial sector companies in the countries where we operate
    • reviewed more than 1,900 mandatory sustainability related regulations and more than 1,365 voluntary sustainability-related initiatives relevant to the financial services sector in the countries where we operate
    • reviewed financial services sector media and social media activity, including more than 21,145 articles and nearly 237 million social media posts

Hexion

Published 2022
Sustainability Report 2021 Page 5

As part of its corporate ESG strategy and planning initiatives, Hexion completed an updated materiality assessment in 2020. During this assessment, we engaged with various internal and external stakeholders with support from ERM and the Datamaran software solution. Datamaran is the market leader in ESG risk management and allows us to continuously monitor trends in material topics in order to shift ESG focus as needed.

Walgreens Boots Alliance

Published 2022
ESG Report 2021 Page 15

The assessment included surveys with close to 300 internal and external stakeholders, followed up by approximately 45 interviews, as well as discussion sessions with employee groups. External stakeholder groups included in the assessment were non-governmental organizations, stockholders, academics, government agencies, community representatives and organizations, suppliers, media and industry groups. In addition, we surveyed some 6,000 customers in the U.S., UK, Chile, Mexico, Norway and Thailand. Those surveyed were asked to consider a time horizon of up to 10 years. International sustainability non-profit 'Forum for the Future' advised us on the assessment and we also used Datamaran’s software analytics tool and online horizon scanning portal to review and analyze topics for our industry and stakeholders.

Philips

Published 2022
Annual Report 2021 Page 14

Our materiality assessment is based on an ongoing trend analysis, media search, and stakeholder input. In 2021, we solicited input from a diverse group of external and internal stakeholders, including investors, NGOs, customers, suppliers, peer companies, academia, and senior management in Philips. Similar to 2020, we used an evidence-based approach to materiality analysis powered by Datamaran. By applying Datamaran’s automated sifting and analysis of millions of data points from publicly available sources, including corporate reports, mandatory regulations and voluntary initiatives, as well as news and social media, we identified a list of topics that are material to our business. With this data-driven approach to materiality analysis we have incorporated a wider range of data and stakeholders than was ever possible before and managed to get an evidence-based perspective on regulatory, strategic and reputational risks and opportunities.

Naturgy

Published 2022
Sustainability 2021 Page 366

To identify material issues, Naturgy has relied on the use of the Datamaran® tool. This tool provides the following advantages:

Data-driven materiality analysis: Datamaran® is software that enables a comprehensive, data-driven process for monitoring external risks, including Environmental, Social and Governance (ESG) risks. The software technology provides real-time analysis of strategic, regulatory and reputational risks and opportunities. Its use strengthens understanding of ESG, geopolitical, technological and emerging issues, ensures alignment with the different expectations of internal and external stakeholders, and enhances the company’s ability to monitor its evolution.

Dynamic materiality based on diverse sources: the analysis takes into account information published by different companies from all sectors in their annual corporate reports, introduces into the analysis both mandatory regulations and other voluntary policy initiatives, as well as information published in traditional media and social media such as Twitter. The analysis has focused on those issues that experienced an increase in relevance, and also identifies which stakeholders (peers, industry, regulators, general public) were behind the increase. This analysis is carried out regularly throughout the year and makes it possible to monitor those issues that are in the process of materialising, based on a dynamic materiality perspective.

General issues map adapted to Naturgy’s reality: the 21 issues assessed in the materiality analysis have been built from an exhaustive map of 90 issues (topic mapping) included in the tool itself, so that all emerging issues of interest are taken into account in the analysis.