Unlock the Future of Risk Mitigation with AI-Driven Insights
November 3, 2023
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5 mins read
SESAMm recently hosted a webinar led by Lead Solutions Engineer Leo Shamash. The session focused on the critical role of Artificial Intelligence in identifying and managing ESG (Environmental, Social, Governance) risks and controversies, especially in private companies.
During the webinar, Leo Shamash shared insights on how SESAMm’s advanced AI technologies analyze millions of daily articles to provide accurate ESG risk assessments.
Why is this important for private equity firms? Because traditional methods of risk assessment are often labor-intensive and limited in scope. SESAMm’s AI-driven approach offers a scalable, efficient solution. The webinar also touched on SESAMm's extensive data lake comprising over 20 billion documents, making it one of the largest repositories for tracking ESG risks and controversies.
Watch the webinar replay now:
Join us for our next webinar on November 15 at 4 PM Paris time/10 AM New York time, and watch Sylvain Forté share his insights into how artificial intelligence can help distinguish between genuine sustainability efforts and greenwashing. Book your spot.
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.
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.
At SESAMm, we have always been at the forefront of utilizing artificial intelligence (AI) for Environmental, Social, and Governance (ESG) risk analysis. Our journey began in 2014, leveraging natural language processing (NLP) to analyze vast amounts of data to identify company risks - from public equities to expanding into private assets. Our technology stack, deeply rooted in AI-first principles, has evolved significantly over the years, incorporating deep learning and large language models since their inception.
2023 marked a significant leap in generative AI, breaking data quality and precision barriers. Our ability to attain human-level precision in ESG control detection across dozens of languages is a testament to our commitment to continual technological advancement. We plan to further integrate generative AI into our processes, enhancing data quality and expanding our coverage, especially for smaller firms and infrastructure projects that often go unnoticed in the market.
Similarly to our 2023 vision blog post, we generated this image using Open AI, using the exact same prompt: An oil painting in classical style of an artificial intelligence holding the whole world in its hand. Realistic. - Check out how the image differs from last year's here.
Enhancing User Interaction with AI: The Future of Client Engagement
A significant focus for SESAMm in 2024 is transforming how clients interact with our SaaS platform. Last year, we introduced a prototype of our generative AI chatbot, which marked the beginning of a new era in user interaction. Our goal is to utilize generative AI not just for data improvement but to enhance the overall user experience. This includes making data more accessible and addressing challenges like the lack of unique identifiers in the private space.
Accelerating Innovation and Development with AI
Our team of 60 engineers and researchers is the driving force behind our rapid development and innovation. The integration of large language models has enabled us to deliver features more quickly and efficiently. With a robust infrastructure and an agile AI team, we're pushing the boundaries of what's achievable with AI, outpacing traditional human analyst capabilities. This agility in innovation is crucial for our continued leadership in the market.
The Future of AI Technologies in SESAMm's Roadmap
We keep a close eye on the latest AI advancements, from new open-source libraries to cutting-edge commercial models. Our team is deeply engaged in fine-tuning models for specific applications, especially in tracking ESG events and uncovering insights about smaller, lesser-known companies. This approach reflects our culture – an AI-first company specializing in the financial and ESG space, always eager to incorporate more technology and innovate.
Cementing Leadership in AI-Powered ESG Analysis
Our vision extends beyond 2024, aiming to be the premier global player in ESG controversy and risk analysis. With regulations evolving globally, we anticipate a significant expansion in our market. Our focus remains on delivering unparalleled reputational insights, especially in the investment world, but also rapidly expanding into supply chain analysis and client monitoring. We're not just keeping pace with the market but setting the standard for AI-powered ESG analysis.
The Expanding Global ESG Landscape: Opportunities and Challenges
As regulations intensify worldwide, including in polarized markets like the US and Asia, we see a growing demand for ESG analysis. This global shift presents both opportunities and challenges. Our strategy includes further integrating our solutions into various ecosystems, such as ESG reporting tools, portfolio management systems, and CRMs. Through strategic partnerships, we aim to position SESAMm as an integral part of the global ESG analysis framework.
Walking the Talk: SESAMm's Commitment to Sustainability
In 2024, SESAMm is not just about leading in technology; we're deeply committed to practicing what we preach regarding sustainability. We have a robust ESG Manifesto and a series of actions aligned with environmental, social, and governance principles. Recognizing our relatively limited carbon footprint as a tech company, we focus on making impactful choices and fostering a culture of awareness and change within our team.
We've implemented programs for environmental awareness, like our Climate Risk training, conducted by certified employees. Our efforts in governance are highlighted by the appointment of our first independent board member, Stephane Beson, signifying our dedication to having diverse external perspectives guiding our company.
Regarding environmental footprint, we prioritize partnering with providers that use clean energy in their data centers. This conscious decision-making extends to selecting partners who can offset their carbon emissions, reflecting our commitment to sustainability.
Remote Work and Sustainability: A Dual Focus
Our approach to remote work has always been progressive. We see it as not just a productivity enhancer but also as a key sustainability strategy. Given our global presence, with teams in France, New York, Tunisia, and London, remote work is essential. It brings our team closer, transcends cultural barriers, and reduces our carbon footprint by significantly cutting down on travel. This strategy aligns with our dedication to work-life balance, recognizing the importance of flexibility for our employees.
Targeting the Right Market with Tailored Services
2024 is a year of strategic focus for SESAMm, especially in terms of our target market. We're seeing a growing trend among banks to aggregate ESG controversy data. Our unique capability to provide comprehensive coverage, encompassing mixed assets portfolios, positions us as a key player for these institutions.
We continue strengthening our presence in private equity and expanding our reach into the banking sector, private debt, and infrastructure funds. Our dedicated corporate business practice is another area of expansion, helping European companies monitor ESG controversies. We also focus on sustainability and ESG teams, procurement teams, and third-party risk teams, ensuring a broad yet targeted market approach.
Upholding Data Security and Privacy
Data security and privacy are paramount, especially given the increasing sophistication of cyber threats. Our co-founder and CTO brings invaluable expertise in cybersecurity. We conduct annual audits, have robust systems to monitor and preempt attacks, and continuously train our teams to be vigilant. While we don't deal with personal data, we focus on protecting critical systems for our clients, ensuring that we maintain the highest standards in data security.
Building a Team for the Future
Looking ahead, our confidence in 2024 stems from our team's exceptional capabilities. We've implemented agile processes and onboarded talented individuals across all levels. Our team's passion and dedication are key drivers in adapting to market changes and delivering high-quality services. It's not just about where SESAMm is now but how our team will continue to excel and innovate in the future.
A Vision of Innovation and Responsibility
As we move into 2024, SESAMm stands at the forefront of AI-powered ESG analysis, not just through technological innovation but also through a steadfast commitment to sustainability and security. Our focus on the right markets, combined with a forward-thinking approach to remote work and data protection, positions us to meet the evolving needs of our clients.
Join us at SESAMm as we navigate the future of ESG analysis, leveraging our expertise to foster a sustainable, secure, and innovative business environment. Explore SESAMm's cutting-edge solutions and be part of a future where technology meets responsibility.
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.
Alternative Data | Sentiment Analysis | Strategic Insights
The macroeconomic environment is moving quickly—inflationary pressures, war in Europe, political instability, and plenty of other topics to make a trader's head spin. While there’s an abundance of structured macro data, it's much more difficult to extract value from unstructured text on the web.
However, with the right partner and the right tools, it doesn't need to be difficult to rein in this complexity. But more on that later.
More data, more problems
We're obviously in the information age; we have more data within reach than ever before. And you'd think that more data would make it easier to find consistent relationships between the macro economy and price returns. The hard truth is that it doesn't.
Of course, you have access to comprehensive historical information, but developing economically intuitive and worthwhile systematic strategies from historical data alone is challenging. Despite having this data, it could still be incomplete, missing that bit of nuance for a theme you're examining.
Nowcasting for more complete, current data
Nowcasting—a contraction of the words now and forecasting—is the prediction of the present and the near future using data from the recent past as an economic indicator. Nowcasting models can be applied in real time as a proxy for official measures, such as monitoring the state of the economy, themes, or sectors: food, transportation, energy, and so on.
For example, you could look into what's being said about supply chain disruption for semiconductors. How is the topic trending across industries or the broader public? And how positively or negatively is that topic perceived over time? This information helps give financial data context and direction, a way to predict what happens next. So where do you turn to for reliable, timely nowcasting data?
Nowcast-enhancing platform
At SESAMm, we have a flexible, adaptable, and modular platform to nowcast pretty much any macroeconomic theme: inflation, supply chains, unemployment, and everything in between. If you can gauge it, we can find data on it.
How do we do this? Our natural language processing (NLP) platform makes sense of all available news, articles, and forums on the web. Currently, there are more than 20 billion articles in our data lake, and it's growing by millions daily. And because we update our data lake multiple times a day, you can read nowcast macroeconomic indicators in near real time.
This flexible approach to building themes goes way beyond off-the-shelf sentiment feeds, and you can adapt to new, emerging factors on the fly.
Use case: inflation insights
With the TextReveal® API and Dashboards, you can generate custom proprietary inflation requests—or pull existing queries by country and sector—and use this data in your nowcasting models (Figure 1).
Figure 1: TextReveal's dashboard highlights inflation topics on the web and associated sectors.
In this example extracted from our API (Figure 2), the number of sources mentioning inflation is relatively stable until 2021, when it starts to increase rapidly, in anticipation of actual inflation readings.
Figure 2: The number of sources mentioning inflation increase in early 2021.
As you can see, you can track a topic and map it to various segments, creating a signal that accurately follows that theme over time. But that's not all. Macro teams can inject their expertise into building these queries, too. So if they have specific ideas on keywords and themes to capture—for example, inflation in Brazil—they have complete control over them.
Ultimately, you can break down the data by volume, sentiment, sector, language, or country. Do you want to know what the Japanese market makes of rising inflation in the U.S.? With SESAMm's platform, you can slice the data in different ways to find out.
Results with transparency
All that inform the results of your queries are available for scrutiny. Say you want to understand why a topic or theme is trending one way or the other, or maybe the sentiment isn't what you expect. You can drill down to the source articles to see why (figure 3).
Figure 3: An example of source articles affecting sentiment score.
Use Case: predictive signals for macro factors and commodities
We worked with a client as part of an asset allocation strategy to build indicators reflecting the tone of the Fed fund rate to see what we could predict based on the indicators.
[figure 4]
Figure 4: The Fed tone indicator successfully anticipated the major changes in the fed rates—a reduction during the COVID-19 crisis and a rise in 2022.
In Figure 4, the language we uncover becomes increasingly dovish, as indicated by the blue line, the aggregate of the hawkish and dovish indicators. It's proceeded by the fall in interest rates, the start of covid, and the recent inflationary period. Then, the indicators spike way before interest rates move up. Of course, it isn't the only factor, and it's not 100% predictive, but it does reflect future movements. Inflation is at an eight-year high right now, so it's indicative of continuing inflation returns and continuing rising interest rates.
Nowcasting and forecasting with TextReveal
With TextReveal, you can nowcast any macro theme by building expert-driven queries and predictive forecasting signals to get insights into volume, sentiment, and more.
If you want to find data relationships that accurately reflect economic trends and macro themes to what's happening online in near real time with a high degree of control, reach out for a demo.
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