ESG Controversy Monitoring for Informed Investment Decisions with AI
August 17, 2023
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5 mins read
In an era where information increases at an unprecedented pace, the necessity for intelligent and efficient methods to filter and analyze large datasets is more critical than ever. This need is particularly emphasized in the finance industry, where private equity firms and asset managers require real-time, AI-powered ESG monitoring to make informed investment decisions.
Harnessing the power of AI for ESG monitoring
As Tyler Cowan noted, even if one could read an article in a second, it would take a lifetime to consume the volume of data available. At SESAMm, we analyze over 20 billion records, representing 250 terabytes of dense information. The challenge is, how can professionals navigate this ocean of data in a reasonable timeframe to make critical decisions? Natural language processing and AI-powered techniques provide the solution. These technologies enable us to comprehend and navigate a multitude of documents, from newspapers to niche blogs, in mere seconds.
The need for AI-powered ESG monitoring
For private equity firms and asset managers, AI-powered ESG monitoring is not just a trendy concept but a necessity. Identifying potential ESG controversies and understanding the impact of various ESG factors on investment portfolios is crucial for risk management and investment strategies. At SESAMm, our approach is similar to a "machete, then sandpaper" method. We first eliminate the unnecessary information and then gradually refine the data. We construct a knowledge graph that includes a broad range of entities, from companies and executives to brands and products. By employing custom indices and advanced algorithms, we focus on the most relevant data points. And in the last year, generative AI has been helping us to refine this process even further, achieving a high level of accuracy in our results.
Leveraging AI for ESG insights
Using AI and algorithms like DistilBERT and the Universal Sentence Encoder allows us to process vast amounts of information swiftly. By utilizing a hybrid model that combines on-premises servers with cloud-based solutions, we ensure speed without compromising cost-efficiency. Our specific workflows for identifying ESG controversies leverage this technological prowess. We understand the importance of not sending our clients on wild goose chases with false positives. Our AI-powered ESG monitoring system is designed to identify only the most relevant and likely material risks. This approach saves time and ensures our clients have the insights they need without being overwhelmed.
From vast data to actionable insights
Our journey begins with over 20 billion records, but the destination is concise, actionable insights tailored to your industry and needs. We focus on what truly matters, employing AI, NLP, and strategic data processing techniques to transform a deluge of information into a manageable stream. For private equity and asset managers, our AI-powered ESG monitoring provides the critical insights needed to make informed decisions. By prioritizing precision and reducing noise, we ensure that the information we present is not just accurate but also relevant.
SESAMm's approach
The age of information has called for intelligent, systematic detection of ESG controversies. Through AI-powered ESG monitoring and careful consideration of unique requirements, SESAMm delivers unparalleled insights tailored to the world of finance. If your firm is engaged in private equity or asset management and is keen on leveraging data to identify potential ESG risks and controversies, SESAMm's offerings are designed to meet your exact needs.
Reach out to SESAMm
TextReveal's web data analysis of over five million public and private companies is essential for keeping tabs on ESG investment risks. To learn more about how you can analyze web data or request a demo, contact one of our representatives.
Major solar manufacturers are suspending or reconsidering their expansion plans following recent policy changes that dramatically reduce renewable energy incentives, signaling a significant blow to America's clean energy manufacturing ambitions and raising questions about the United States' energy transition goals.
Manufacturing Plans on Hold
The impact is already visible across the sector, with several key players halting investments. According to Reuters reporting, Singapore-based Bila Solar is suspending plans to double capacity at its Indianapolis factory. Canadian manufacturer Heliene's plans for a Minnesota solar cell facility are under review, and Norwegian solar wafer maker NorSun is evaluating whether to proceed with their planned facility expansion.
Second, Trump's "One Big Beautiful Bill" introduces accelerated phase-out requirements for renewable energy tax credits, requiring projects to begin construction within a year and enter service within four years to qualify for incentives, dramatically shortened from previous timelines.
While some manufacturers have paused expansion plans, as documented by Reuters, the industry response varies. Companies must now navigate an uncertain policy environment while balancing long-term strategic goals against short-term economic realities. SEIA's Solar Market Insight Report indicates that policy uncertainty and rising costs due to tariffs are contributing factors in the sector's cautious approach to new investments.
Looking Forward
The reshaping of US clean energy manufacturing represents a significant shift in the industry landscape. The pullback raises important questions about America's ability to build domestic manufacturing capacity for renewable technologies and reduce reliance on imports, a stated goal across the political spectrum that now faces new challenges in implementation.
For the broader energy transition, this manufacturing uncertainty coincides with unprecedented electricity demand growth, potentially creating supply-demand imbalances that could affect both energy security and consumer costs in the coming decade.
SESAMm’s AI Technology Reveals ESG Insights
Discover unparalleled insights into ESG controversies, risks, and opportunities across industries. Learn more about how SESAMm can help you analyze millions of private and public companies using AI-powered text analysis tools.
As 2023 draws to a close, it's mind-blowing to reflect on the year's events. SESAMm experienced a remarkable year, beginning with a successful funding round in a challenging fundraising climate. We're grateful to our long-standing investors who renewed their trust by investing again and to our new investors who share our vision and have joined us on our journey.
Our mission, though consistent, has expanded to place greater emphasis on ESG. We see the combination of AI and ESG as crucial to the future of responsible investment and sustainable development. At SESAMm, we're committed to leading the way towards a more sustainable future.
To our esteemed C-suite team – my cofounders Pierre Rinaldi COO & Florian Aubry CTO, Marie-Charlotte Deucher CFO, Jorge Alvarez CMO, Eric Sionnet CDO – I am impressed by the successes you have achieved in 2023 and by your exceptional capacity to scale up and lead change across your teams and throughout the organization.
To the SESAMm team, I want to share my deepest appreciation to each and every one of you for your dedication, and unwavering commitment to our shared mission.
This year was filled with activity. We identified over 600k ESG controversies to aid our clients and partners, expanded our data lake by over 3 billion documents, won 5 prestigious awards, including placements on the ESG Fintech 100 and CB Insights Fintech 100 lists, and integrated Generative AI capabilities.
A highlight of the year was our ESG-focused team-building event in Belgium in September. Gathering with our global team for a few days of bonding and learning was an unparalleled experience.
None of this would have been possible without our investors, clients, advisors, and collaborators. Your support fuels our daily motivation to innovate and create. We have a strong vision that can only be realized with your continued partnership. Thank you for being a part of SESAMm in 2024!
We wish you a restful holiday season filled with joy and time spent with loved ones.
Sylvain Forté
CEO & Co-founder
SESAMm
SESAMm’s AI Technology Reveals ESG Insights
Discover unparalleled insights into ESG controversies, risks, and opportunities across industries. Learn more about how SESAMm can help you analyze millions of private and public companies using AI-powered text analysis tools.
With 2023 drawing to an end, we wanted to share the most relevant ESG controversies during the year. In this article, we provide a comprehensive overview of the year's top ESG controversies, breaking them down into the three pillars of ESG: Environmental, Social, and Governance. Through our research, we will explore each of these areas in detail, shedding light on the most talked-about controversies and the companies involved.
Methodology
To gain a comprehensive understanding of the ESG risks in 2023, we conducted a thorough analysis of web mentions related to SESAMm’s ESG taxonomy across our expansive data lake with 20B+ articles. This allowed us to evaluate the overall volume of mentions related to each risk category: Environmental (E), Social (S), and Governance (G).
ESG Risks Over Time
Before diving into the details, we looked into the main trends over the last few years in ESG trends. We found a detectable increase in the volume of ESG-related web mentions, with an emphasis on social risks. Especially since the start of 2020, social risks have been on a consistent upward trajectory. Notably, there was a significant spike in mentions around mid-2020 following mass protests amid the COVID-19 lockdown, in addition to reports of cyberattacks and allegations of sexual assault. Furthermore, 2021 saw an uptick in mentions related to issues of racism (Black Lives Matter movement) and homophobia.
Figure 1: ESG risks over time.
ESG Risks: Focus 2023
We outlined the prominent risks in 2023: social risks, with layoffs and strikes gaining attention; environmental risks, marked by wildfires and oil spills; and governance risks, where tax evasion and ethical violations like bribery were in focus. Each risk category underscores the urgent issues facing society and the need for accountability and action.
Figure 2: ESG risks in 2023.
Environmental Controversies of 2023
Environmental risks may not match the sheer number of mentions that social risks receive, but their presence in discussions has steadily grown over the year, particularly in the third quarter. Let's explore the most common controversies that have emerged.
Climate Change and Policy
Climate change dominated environmental discussions in 2023. A noticeable peak in mentions arose in the latter half of the year, particularly around heatwaves and debates surrounding climate policies.
Atmospheric Emissions
September saw increased discussions about atmospheric emissions, notably due to the emissions from volcanic eruptions, hybrid cars, and the discovery of toxic metals in food products.
Impact on Biodiversity
The wildfires that spread in June sparked significant debates around their impact on biodiversity, leading to increased mentions and concerns related to environmental preservation.
Figure 3: Top environmental sub-risks in 2023.
Top 5 Environmental Controversies
These controversies are ranked by relative volume*.
Marathon Petroleum
Volume of mentions: 62
Relative volume: 69%
A significant portion of environmental risk discussions surrounding Marathon Petroleum was due to its chemical leak in Garyville. This incident led to massive fires, so large they could be observed from space. (source)
Nestlé
Volume of mentions: 30
Relative volume: 54%
Nestlé faced scrutiny in 2023, with over half of its environmental risk mentions associated with drought controversies. The company was urged to cease its water mining activities following severe droughts in France. (source)
Coca-Cola
Volume of mentions: 178
Relative volume: 53%
Coca-Cola garnered attention due to a hydrochloric acid leak in January 2023, leading to significant environmental concerns. (source)
ExxonMobil
Volume of mentions: 571
Relative volume: 31%
Exxon, along with Guyana’s environmental agency, was implicated in breaches of oil spill insurance policies. (source)
Shell
Volume of mentions: 872
Relative volume: 23%
An oil spill from a Shell pipeline adversely affected farms and a river in a region of Nigeria already grappling with pollution. (source)
Social Controversies of 2023
Social risks have taken the forefront in 2023, with notable web mentions increasing significantly. Here are the most relevant controversial topics:
Social Dialogue
Social discourse intensified at the start of the year, with news of widespread strikes in various sectors, including aviation and education, primarily driven by pay disputes. The wave of layoffs in several tech companies was the talk of the town, especially during the first quarter of the year.
Discrimination against minority groups, including the LGBTQ community and people of color, and age-based discrimination became a significant topic of discussion in 2023.
Figure 4: Top social sub-risks in 2023.
Top 5 Social Controversies
These controversies are ranked by relative volume*.
McDonald's
Volume of mentions: 8,903
Relative volume: 87%
McDonald's faced substantial social risks in 2023 due to significant layoffs of its corporate staff in April. The move led to public concern and discussions around the company's employment practices and stability. (source)
Google
Volume of mentions: 13,504
Relative volume: 43%
Google found itself in the spotlight as it faced challenges related to major layoffs in January and October of 2023. These layoffs contributed to almost half of the social risk mentions associated with the tech giant. (source)
Meta
Volume of mentions: 10,965
Relative volume: 38%
Meta, formerly known as Facebook, also faced scrutiny as 38% of the company's social risk mentions revolved around layoffs that took place in March and October 2023. (source)
Microsoft
Volume of mentions: 6,060
Relative volume: 28%
Microsoft faced challenges due to disruptions caused by cyberattacks in early June. In addition, the company had to navigate through controversies related to layoffs, contributing to its social risks. (source)
X (formerly Twitter)
Volume of mentions: 7,246
Relative volume: 8%
X/Twitter experienced a global outage, which was followed by significant layoffs. These events led to considerable public discussions and social risks for the company. (source)
Governance Controversies of 2023
Governance risks, though often overlooked, play a pivotal role in shaping corporate responsibility and ethical conduct. In 2023, several governance controversy trends emerged:
Money Laundering
Tax evasion was a major topic of discussion in the first quarter, highlighting the need for greater transparency and accountability within corporations.
Bribery
There was a significant increase in mentions related to bribery cases, underscoring the challenges in maintaining ethical governance standards.
These controversies are ranked by relative volume*.
FTX
Volume of mentions: 8,085
Relative volume: 40%
FTX, a notable entity in the financial sector, found itself at the center of governance controversies. A significant portion of the discussions surrounding FTX's governance risks in 2023 pertained to allegations of its founder's involvement in bribery schemes. (source)
Apple
Volume of mentions: 3,162
Relative volume: 28%
Apple, a tech giant, faced scrutiny as a third of its governance risk mentions revolved around antitrust violations reported in October 2023. (source)
Microsoft
Volume of mentions: 4,429
Relative volume: 25%
Microsoft encountered legal challenges with its deal with Activision. The company had to approach the court to reject the FTC's request to halt the deal. (source)
X (formerly Twitter)
Volume of mentions: 2,251
Relative volume: 18%
X/Twitter, another major player in the tech industry, faced legal challenges when a judge dismissed a shareholder lawsuit against Elon Musk concerning a Twitter buyout. (source)
Google
Volume of mentions: 3,920
Relative volume: 13%
Google faced judicial sanctions for allegedly destroying evidence in an antitrust case, further emphasizing the critical governance challenges even major tech giants face. (source)
Conclusion
In conclusion, the year 2023 proved to be eventful in the ESG landscape. From environmental concerns sparked by significant events like chemical leaks and wildfires to social challenges such as widespread layoffs and discrimination and governance risks underscored by bribery and antitrust violations, the year offered a comprehensive view of the myriad challenges companies face in the modern era.
Understanding these controversies and the companies involved provides invaluable insights for stakeholders, especially in the private equity and asset management sectors. AI-driven ESG insights, like those provided by SESAMm, can be pivotal in navigating the ever-evolving ESG landscape, ensuring informed decision-making and proactive risk management.
Relative volume*: Relative to the total volume of E, S, or G risks for the company during the same period.
SESAMm’s AI Technology Reveals ESG Insights
Discover unparalleled insights into ESG controversies, risks, and opportunities across industries. Learn more about how SESAMm can help you analyze millions of private and public companies using AI-powered text analysis tools.
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