Ebook: The Boeing Scandal: Can AI Predict Controversies Before Traditional Tools?
September 26, 2024
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5 mins read
Effectively managing environmental, social, and governance (ESG) risks is important, especially for private equity firms focusing on small or private companies. These firms often lack the detailed public data available for larger corporations, making it challenging to identify hidden ESG controversies that could impact investments. Traditional methods, heavily reliant on structured data and formal disclosures, often fall short when dealing with unstructured and fragmented information found in diverse sources like social media, local news, and niche industry reports. This is where Artificial Intelligence (AI) comes into play.
Our ebook, "The Boeing Scandal: Can AI Predict Controversies Before Traditional Tools?," explores the transformative role AI can play in enhancing ESG risk assessment processes. It explores the limitations of conventional methods and demonstrates how AI technologies, such as natural language processing (NLP) and machine learning, offer a more effective solution for identifying ESG risks. By analyzing vast amounts of unstructured data from various sources, AI gives firms access to the early detection of potential controversies, providing a more comprehensive and proactive approach to risk management.
A key highlight of the ebook is a detailed case study on Boeing, a major player in the aerospace industry. Through AI-driven analysis, we identified early signs of emerging controversies surrounding Boeing's safety practices and governance issues. The case study illustrates how AI can sift through complex data, uncover hidden patterns, and provide early warnings that allow stakeholders to act before these issues escalate into major crises.
The ebook outlines a step-by-step AI-driven process for ESG risk detection, from data collection and filtering to advanced sentiment analysis and actionable insights. This comprehensive guide empowers private equity firms to move beyond reactive strategies and adopt a proactive stance in ESG risk management.
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Greenwashing is evolving—and so are the tools to uncover it.
In our most recent webinar, "How to Spot Greenwashing vs Real Sustainability Using AI," SESAMm CEO Sylvain Forté and Fingreen AI CEO Louis Frank sat down and unpacked the complexities of ESG credibility in today’s climate-conscious market. From emerging patterns in greenwashing to the rise of corporate silence—greenhushing—they explored what the latest data tells us and how AI is changing the game.
What you'll learn:
Breaking Down ESG Buzzwords: An Introduction to Greenwashing, Greenhushing, and Greenwishing, showing how their mentions have surged in recent years—across sectors and regions.
The Data Doesn’t Lie: While oil and gas and industrials are frequent offenders, every industry faces reputational risks—case in point: the controversies surrounding firms like DWS and BNY Mellon.
Traceability & Transparency: How open methodologies can help verify commitments like Net Zero and SDG alignment.
Fill out the form to access the webinar replay now!
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.
BNP Paribas has passed a significant milestone in its energy financing strategy, with more than 80% of its energy production financing now directed toward low-carbon energies.
The increase marks a notable acceleration compared with previous periods. Low-carbon energy financing accounted for approximately 65% of BNP Paribas’ energy production exposure in 2023, rising to around 76% in 2024, before surpassing the 80% threshold in 2025. The category includes renewable energy sources such as wind, solar and hydropower, as well as nuclear energy, which the bank classifies as low-carbon.
At the same time, BNP Paribas has continued to reduce its exposure to fossil fuel energy production. Credit exposure linked to oil and gas projects has declined as financing volumes for renewables and other low-carbon technologies increased, reflecting the bank’s longer-term commitment to rebalancing its energy portfolio in line with climate objectives. Beyond energy production financing, the bank has also reported progress against its broader transition finance ambitions. By the end of 2025, BNP Paribas had mobilized more than €250 billion in financing supporting the low-carbon transition, exceeding its initial €200 billion target ahead of schedule. The bank has since confirmed updated objectives, including a target to reach 90% low-carbon energy financing by 2030.
While the figures relate specifically to energy production financing exposure, rather than BNP Paribas’ total lending activity, they nonetheless highlight the pace at which large financial institutions are reshaping their energy strategies. As regulatory scrutiny, investor expectations, and transition risks continue to intensify, the composition of energy financing portfolios is increasingly viewed as a key indicator of alignment with long-term climate goals.
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