PARIS, December 16, 2021

SESAMm, an alternative data specialist at the forefront of AI-based text analytics, and EthiFinance, a non-financial analysis and consulting agency with expertise in sustainable development, are now working together to launch a new unique service: Identifying and scoring ESG controversies on European Small & Midsize Enterprises (SMEs).

When dealing with SMEs, a common issue with traditional data providers and rating agencies is the lack of coverage. Information gaps and opacity about a company can negatively affect asset managers in their investment decisions.

EthiFinance possesses strong expertise in rating SMEs – both listed and private – for the purpose of portfolio due diligence and monitoring. SESAMm’s TextReveal® tool leverages Natural Language Processing (NLP) to analyze more than 16 billion online articles and messages to track ESG topics.

“We have been working with SESAMm for months and have now reached a stage where we can deliver quality and depth of results needed to create reliable and relevant ESG alerts.”, shares Xavier Leroy, Head of Investor Services from EthiFinance  “Our teams of ESG analysts have enhanced and refined these alerts for controversies into our methodology, thus ensuring value to our clients”.

Controversy detections are notoriously difficult to assess and evaluate properly, be it the language barrier, lack of data, or difficulty for machines to work with ambiguity. The democratization of artificial intelligence and data science, the exponential growth of data, and wider access to more computing power have provided a fertile ground for new solutions to address this issue.

“Natural Language Processing is a game-changer, especially when working on ESG. Combined with alternative data, it helps us crunch billions of articles in dozens of languages and detect controversies very quickly” explains Sylvain Forté, CEO of SESAMm. “By fine-tuning TextReveal® with EthiFinance’s expertise in ESG, we are able to reach excellent results with 100% accuracy on the detection of critical controversies.”

SESAMm’s data and tools are leveraged globally by asset managers like The Carlyle Group, to conduct ESG studies for the purpose of due diligence, company analysis, and risk management. The partnership with EthiFinance breaks new ground thanks to its unique expertise in sustainability, ESG know-how, and very specific focus on European midsized companies.

SESAMm and EthiFinance have also developed a specific virality indicator to help assess how ESG controversies are spreading on the web. “This technological edge relies on an enormous amount of data which we can access through SESAMm’s platform,” shares Leroy.

A worldwide scandal, significantly impacting a company’s market price and its ESG scoring, can start from just one article or post, sometimes in a very niche community. SESAMm’s data lake, with its billions of articles and documents, serves as a real-time curated proxy of the internet enabling the timely detection of such scandals and the subsequent insights.

“This level of speed and depth of information not only represents a headstart when it comes to the competition but also a safety-net for asset managers, looking to monitor and manage their portfolio” confides Forté. “This innovative approach can be applied to other regions, Europe is only a starting point.”

The two companies are now working together to expand this innovative approach to listed companies across Europe.

About EthiFinance

Founded in 2004, EthiFinance is a non-financial analysis and consulting agency that supports its clients in managing risks and opportunities related to sustainable development.

EthiFinance develops services tailor-made to meet the specific needs of its clients, including investors, banks, companies and not-for-profit organizations.

Since 2017, EthiFinance has been working closely with Spread Research, a French financial rating agency (registered with ESMA) and independent credit research provider. The two companies are now part of the Qivalio Group.

Qivalio is an innovative European group providing rating, research, and consulting services in the field of sustainable finance. The Group provides solutions for investors, companies and organizations to address the challenges raised by financing as well as social and environmental transformations.

For more information: www.ethifinance.com/en/

About SESAMm

SESAMm (www.sesamm.com) is an innovative company specializing in alternative data and artificial intelligence for investment. Its team builds analytics and indicators, such as Sentiment Analytics, ESG Indicators, and investment signals by analyzing billions of web articles and messages using natural language processing and machine learning. With its NLP platform TextReveal®, SESAMm addresses the entire value chain of alpha research. With 6 offices including Paris, New York, London, and Tokyo, SESAMm works with major hedge funds, banks, private equity firms, corporate and asset management clients around the world for fundamental or quantitative investment use cases, market analysis and competitive insights.

For more information: www.sesamm.com

EthiFinance
23 Rue de Liège, 75008 Paris
margot.cazeaux@ethifinance.com

SESAMm
Malik Senouci
Head of Marketing and Communications
press@sesamm.com

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.

The aerospace and defense industry is essential to global technology and transportation, playing a crucial role in maintaining international security and connectivity. However, this sector faces intense scrutiny due to its significant impact on ESG factors. Amidst challenges like safety lapses and whistleblower revelations, stakeholders are increasingly relying on advanced AI technologies to gain insights into potential controversies. Such technologies have enabled a deeper understanding of the complex ESG issues that permeate the industry, revealing not only the specific challenges faced by companies like Boeing but also providing a broader view of the sector's commitment to corporate responsibility and sustainability.

This article explores the aerospace industry and its ESG challenges, backed up by a case study of industry giant Boeing. It also explains how we used SESAMm’s AI-powered tools to detect these controversies beforehand.

Aerospace and Defense Market Mentions

The top market players in the aerospace and defense industry command 8.3% of the overall market's online mentions. This sector is increasingly scrutinized for its ESG practices amidst technological advancements and global policy shifts.

Media Sentiment in the Aerospace Industry

In this study, we ran our AI tools through our data lake to extract the major market players: Northrop Grumman, Lockheed Martin, General Dynamics, Airbus, and Boeing, with the time frame starting from 2015 to date. The data reveals a notable peak in online mentions of the market trend, mainly following Boeing’s plane crash controversies. Post-2018, we noticed a general upward trend for Airbus and Boeing, indicating their increasing dominance or recovery in the market. This trend demonstrates the shifting landscape of the aerospace industry, where competition is intense, and the share of mentions can reflect broader market movements and company-specific developments.

(*): Polarity or sentiment polarity represents a company's aggregate of positive and negative sentiment (opinions, reviews), ranging from -1 to 1. A zero score means that there is as much positive as negative sentiment. High e-reputation brands can have polarity scores of more than 0.5.

The sentiment across the aerospace market reflects the industry’s highs and lows. On one hand, there are moments of significant achievements like new contracts and technological breakthroughs that drive companies like Lockheed Martin to positive media highlights. Between 2016 and 2018, Lockheed Martin experienced a surge in positive mentions due to key contract wins and proactive company initiatives, which have contributed to maintaining its reputation and market value.

Conversely, the industry faces intense scrutiny over various controversies, notably those surrounding Boeing. The company, a dominant figure in the market, has been at the center of numerous negative headlines, giving it the lowest sentiment polarity among its peers. Issues range from serious safety lapses, such as the tragic 737 MAX crashes throughout the years, to ongoing legal challenges and whistleblower claims that overshadow its governance practices. These incidents have not only affected Boeing’s sentiment negatively but have also influenced the overall perception of the aerospace and defense sector, highlighting the industry's susceptibility to reputational risks.

Macro Themes

The aerospace sector, while essential for global connectivity, has not been without its controversies, especially concerning safety and compliance issues. Among the major players, Boeing's significant share of media mentions is primarily driven by a series of high-profile accidents, including the 737 MAX crashes in 2019, killing all passengers and another serious incident in South China in 2022. These accidents triggered a cascade of lawsuits and fines, severely impacting Boeing’s public perception and operational standing. The aftermath of these incidents also precipitated broader discussions around leadership changes, management practices, safety protocols, and accountability measures within the company.

Similarly, Airbus has faced its own challenges, with notable accidents in 2015 in France and 2016 in the Mediterranean Sea, followed by another in 2020, resulting in 97 fatalities. These incidents underline the persistent safety risks inherent in aerospace operations and the critical need for stringent oversight.
Accusations of ethical and legal violations also loom large across the industry. Boeing, for example, has been embroiled in numerous investigations and lawsuits related to various accusations. Meanwhile, other industry giants like Northrop Grumman and Lockheed Martin have faced legal actions over environmental and contracting practices, such as Northrop’s involvement in residential chemical contamination and Lockheed’s settlement over accusations of overcharging the Navy. General Dynamics has also encountered legal scrutiny over employment practices and allegations of human rights and privacy violations.

These controversies highlight a complex landscape of operational, legal, and ethical challenges in the aerospace industry. Each incident not only affects the involved company but also catalyzes shifts in regulatory practices and leadership strategies, underscoring the need for robust governance and proactive risk management to uphold safety and integrity in aerospace operations.

ESG Analysis

The influence of ESG factors on public perception and internal company policies within the aerospace industry is profound. Governance issues, in particular, continue to be a critical focus as aerospace companies confront challenges related to compliance, ethical practices, and transparency. Social factors are also prominent, with labor practices and safety standards critically influencing operational and strategic decision-making. Environmental considerations are escalating in importance as the industry progresses towards more sustainable practices, driven by increasing concerns over climate change and environmental sustainability.

Northrop Grumman illustrates an aspect of ESG concerns with specific environmental risks linked to its operations. Accusations have surfaced against Northrop Grumman for its role in environmental degradation, such as pollution from manufacturing plants and involvement in contamination incidents at residential sites. These issues not only affect the company’s environmental track record but also impact its social standing and governance integrity. The company also displays some governance risks related to its total mentions volume driven by accusations of fueling false ‘Revenge Porn’ allegations against CIA whistleblower John Kiriakou as well as legal investigations driven by Northrop Grumman investors over its claims to recover their losses and class action lawsuits over claims of a breach of fiduciary duty.

The aerospace sector’s engagement with these ESG factors indicates a shift towards addressing the critical issues facing the industry. Boeing ranks first in terms of risks, with social risks having the highest share, followed by Airbus, with risks coming from social issues such as customer relations, fundamental human rights, and governance risks mainly related to its fraud, bribery, and corruption charges. This shift is not just about mitigating risks but also about harnessing opportunities to enhance corporate responsibility and ensure long-term sustainability.

Deep Dive into Boeing: ESG Risks and Public Perception

The aerospace industry has faced increasing scrutiny over its ESG practices. Among the key players, the American aerospace company Boeing has been prominently featured in media discussions, not only due to its market distinction but also because of its ESG challenges that have sparked significant controversy.

Boeing Word Cloud

This word cloud visually represents the main online topics surrounding Boeing, particularly focusing on the issues and controversies related to the 737 Max aircraft. Key terms like "737 Max," "Boeing," "safety," "death," and "FAA" are prominently displayed, indicating these as central themes in the discussion. The size of each word in the cloud signifies its frequency and importance in related discussions, with larger words being more prevalent. This visualization encapsulates a range of associated topics such as "lawsuit," "Senate hearing," and "missed inspections," highlighting the broad spectrum of regulatory, safety, and ethical issues that have dominated public and media discourse regarding Boeing.

Boeing ESG Analysis

According to TextReveal’s findings, since 2019, Boeing's ESG risks have intensified, particularly in social and governance, leading to a substantial impact on its public image and stock performance. The company's struggles with governance issues are well-documented, encompassing major safety lapses that resulted in the tragic crashes of the 737 MAX aircraft in the span of six months in Indonesia and Ethiopia. These events have not only led to a loss of life but also raised serious questions about the company's commitment to safety protocols and ethical standards.

Social risks at Boeing are also prominent, with multiple incidents involving customer relations and human capital management. Notably, the company has faced significant scrutiny regarding its response to the 737 MAX crashes, highlighting deficiencies in transparency and accountability in dealing with the fallout. The handling of these incidents resulted in widespread public distrust, significantly damaging Boeing's relationships with airlines, regulatory bodies, and the flying public. Issues such as delays in disclosing software malfunctions and the initial reluctance to ground the fleet have led to accusations of prioritizing profit over passenger safety. Furthermore, Boeing's labor practices have also come under fire. There have been multiple instances of tension with labor unions over contract negotiations, job cuts, and factory conditions, which exacerbate the social risks by affecting employee morale and productivity. These labor disputes and the perceived erosion of safety standards contribute to a challenging environment, complicating Boeing's efforts to rebuild trust and ensure operational stability.

Early Signs: Whistleblowers

We used TextReveal's analytics capabilities to track the prevalence of whistleblower mentions within the aerospace industry, with data pointing back as far as 2019. This tool has effectively highlighted ongoing concerns and patterns related to corporate governance and safety issues.

Boeing has also been facing whistleblower retaliation. High-profile cases involving whistleblowers like John Barnett, who was found dead under mysterious circumstances, and Sam Salehpour, who reported safety shortcuts and received physical threats, illustrate the perilous environment for those who challenge the status quo. These whistleblowers' stories, while distressing, shed light on a culture that may prioritize expediency over thoroughness and safety.

One of the most significant cases involved John Barnett, a former quality manager at Boeing, who raised alarms about critical safety lapses in the production of the 787 Dreamliner. Barnett claimed that faulty parts were knowingly installed on planes, potentially endangering passengers. His revelations were met with hostility and retaliation, resulting in his tragic and suspicious death, which was officially ruled as a suicide. This case has fueled widespread media coverage and public outcry, questioning the integrity of Boeing’s internal safety practices and the treatment of employees who report such critical issues.

Another well-known whistleblower, Ed Pierson, reported concerns about the 737 MAX's manufacturing process, specifically pointing to the rushed production schedules that he believed compromised safety. His testimony before congressional hearings helped to expose a "profit over safety" mentality that appeared to saturate Boeing’s management practices. Pierson’s allegations were particularly damaging as they were directly linked to the two fatal crashes of the 737 MAX, which tragically resulted in 346 deaths.

Sam Salehpour, a Boeing engineer, also came forward with allegations of manufacturing shortcuts that compromised the structural integrity and safety of Boeing aircraft. Like others, Salehpour faced significant backlash from superiors and was reportedly blackballed within the industry for his outspokenness, highlighting the severe personal and professional risks faced by whistleblowers within the air travel giant.

The cumulative effect of these whistleblower cases has led to significant scrutiny from regulatory bodies, the media, and the public. The Federal Aviation Administration (FAA) has stepped up its oversight of Boeing, leading to fines, increased regulations, and a temporary grounding of the 737 MAX fleet. These incidents have sparked broader discussions about the need for systemic reforms within the aerospace industry to ensure that safety and ethical standards are not only upheld but prioritized over financial incentives.

How does SESAMm Detect ESG

Navigating the vast amounts of data available is a significant challenge when conducting this type of analysis. At SESAMm, our experts begin with a comprehensive sentiment analysis of the industry and its key players. By examining trends, particularly spikes in data volume or shifts in sentiment—both positive and negative—they can pinpoint the issues and controversies driving these changes. Following this, our team conducts a thematic deep dive into the topics most relevant to the industry, providing a nuanced understanding of the issues that are particularly sensitive for stakeholders. With these insights in hand, our team then moves to company-specific analyses and benchmarking to assess how individual companies perform relative to their peers.

SESAMm's TextReveal® platform plays a significant role in identifying and understanding the complex web of controversies within industries such as aerospace. Through its algorithms, the platform sifts through vast amounts of data from diverse sources like news outlets, social media, and corporate disclosures to detect subtle cues and patterns that might indicate emerging ESG controversies. This robust data collection and analysis enable SESAMm to pinpoint issues related to whistleblower activities, safety violations, and governance lapses well before they gain widespread attention. By integrating this intelligence, SESAMm facilitates a deeper understanding of the underlying factors contributing to these controversies, aiding stakeholders in navigating the intricate dynamics of corporate accountability and regulatory compliance.

SESAMm's TextReveal® platform provides a comprehensive suite of ESG analytics tools that leverage extensive data collection from news outlets, social media, corporate disclosures, and NGO reports, ensuring thorough coverage of emerging and underreported ESG issues. Utilizing advanced artificial intelligence, the platform analyzes sentiments and contextual nuances within this data to identify positive and negative ESG indicators, helps stakeholders measure public sentiment before issues escalate, and makes accurate business decisions. Additionally, its capability to identify and map relationships between entities such as companies, individuals, and products to various ESG issues is crucial for assessing how internal dynamics influence a company’s overall ESG profile.

TextReveal® also employs predictive analytics to foresee potentil ESG controversies, enabling proactive risk management and strategic planning. Moreover, it offers detailed ESG reporting and scoring, providing quantifiable insights into a company’s ESG performance, which is invaluable for investors and analysts. Lastly, the platform’s analysis of the influence of key individuals on ESG practices offers deeper insights into leadership effectiveness and ethical compliance, making SESAMm's tools essential for integrating ESG considerations into comprehensive corporate strategy and maintaining competitive advantage in a socially conscious market environment.

Conclusion

Navigating the complexities of ESG risk management requires a shift from traditional methods to more advanced, AI-driven approaches. AI's ability to analyze vast amounts of unstructured data enables early detection of hidden risks, as demonstrated in our case study on Boeing. Using AI, we identified emerging controversies around Boeing's safety practices, quality control, and governance issues before they escalated, showcasing the technology's potential for proactive risk management.

Incorporating AI into ESG assessments allows private equity firms and other stakeholders to move beyond reactive strategies. By detecting potential risks early, firms can safeguard their investments, protect their reputations, and align with a growing emphasis on responsible investing. Embracing AI-driven tools is not just about keeping pace with market demands—it's about ensuring a more secure, transparent, and sustainable approach to investment in an ESG-focused world.

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 to request a demo, reach out to one of our representatives.