As the 2022 United Nations Climate Change Conference wraps up, governments and, by proxy, companies are charged with fulfilling new recommendations, especially for non-State entities to commit with integrity to Net-Zero. COP27, as the conference is also called, is the time and place where we claim as a united society at the world's center to make change for the better.

But COP27 is over. Now what? Do we go back to business as usual? Do we wait and see if we stick to any of these new agreements? Or worse, do we say we'll make changes but fall short of making those changes?

I say no. We can do better, and here's why…

We need to talk about climate change

Climate change effects are more than global warming. Global warming consequences include:

• Rising sea levels
• Stronger and more intense hurricanes
• More droughts and heat waves
• Longer wildfire seasons
• And more

Why do I bring these up? Because all of these effects will impact your business in one way or another.

For example, did you know that the Rhine River, one of Europe's major rivers, is suffering from drought? Water levels are so low that barges are limited, and it's disrupted river cruises because levels are currently 38 centimeters below the minimum required.

The same goes for the Mississippi River in the U.S. The Mississippi River has dropped to the lowest levels they've ever been in 34 years, driving up shipping costs. This challenge is also a big deal because the river carries 92% of agricultural exports.

Also, in the past year, damaging hurricanes and typhoons have damaged infrastructure in South Korea, South Africa, China, Japan, and the U.S., to name a few countries, affecting crops, manufacturing operations, supply chains, and much more across the globe.

I could go on about how each effect influences enterprise, but the bottom line is climate change is bad for business. And supporting companies that enable climate change is also bad for business, which brings us to the topic of environmental, social, and governance (ESG) measures.

We need to talk about ESG

ESG has become mainstream since the UN shared a report in 2006, a joint initiative by a group of financial institutions to develop policies and guidance on how to better incorporate ESG issues in securities brokerage services, asset management, and associated research functions. This introduction has helped industries establish goals through:

• Managing ESG risks
• Anticipating regulatory action or accessing new markets
• Contributing to the sustainable development of their societies

However, with ESG policies come ESG data challenges. For example, ESG measuring, its data, and how companies report them are inconsistent. ESG data providers deal with "data gaps" differently, so their approaches can lead to discrepancies. And as ESG data becomes available publicly, how ESG data providers interpret the data varies, too.

We need to talk about greenwashing

In simplest terms, greenwashing occurs when a company misleads its stakeholders, investors, and consumers about its environmental practices, specifically by communicating positive environmental performance contrary to its actual, less flattering execution.

On the surface, you might think, "What's the big deal? We all exaggerate, right?" But as sustainability awareness among investors and eco-conscious customers grows, so has their scrutiny over business conduct to disclose information about a company's performance and its "environmental-friendly" products. Their scrutiny, coupled with the growing number of companies reporting their environmental footprints, reveals that many companies misreport and publish information about their ecological impacts, which regulators consider misleading or deceptive.

How do we know? Let's take a look at greenwashing mentions by industry.

We analyzed greenwashing mentions in web data. On the X-axis, we list the industries. The Y-axis measures the ratio of greenwashing mentions by N° of companies per industry (N=1166 companies) since 2015; this extraction method corrects sampling bias. Each industry is defined by a significant sample of large- and mid-capitalization-sized companies in developed countries.

This greenwashing mention chart clearly shows that the Energy industry has the highest ratio of greenwashing allegations. While many fossil fuel companies claim to be transitioning into clean energy, most mentions link these companies to advertisements and campaigns that don't align with the Paris Agreement goals. In contrast, fossil fuel companies are growing their carbon-intensive operations and products. It's a concerning trend because according to The Intergovernmental Panel on Climate Change (IPCC) report, "Climate Change 2021: The Physical Science Basis.", the data shows that emissions from fossil fuels are the primary cause of global warming, contributing up to 91% of global carbon dioxide emissions in 2018 as an example.

Second, on this chart is the Financial industry. It has fallen short of its commitments to climate action while continuing to finance fossil fuels. According to eMarketer, financial institutions have allocated $4.6 trillion for fossil fuels while promoting sustainable finance and supporting global energy transition.

Further, the mentions volume has grown year over year since 2015—when it was almost zero—to more than 1500 present day.

Clearly, this greenwashing problem is getting worse. So what can we do about it?

We need to talk about a solution

We don't have any control over what companies will do to fulfill their agreements, but we can understand their ESG data better and make better investment and portfolio decisions.

How? With AI.

AI, specifically natural language processing (NLP) algorithms, help us read billions of news articles, forums, and web text and extract unstructured data for analysis. With SESAMm's TextReveal®, we can see an entity's ESG controversies or events in near real time, providing a unique perspective to ESG data and details, filling the data gaps more accurately.

So when Company A reports on its ESG goals, we can help verify if the results are accurate and find any potential controversies that didn't make the report. We also don't need to wait until ESG reports come out; we can extract this data from the web on an as-needed basis. Moreover, we can look at all types of companies across the globe, public or private. As long as web data exists for an entity (or concept), we can analyze it.

My final thoughts

COP27 might be over, but our agreements and commitments carry on. We have an opportunity today to make a positive difference toward climate change while still maintaining profits. In fact, I think we can be even more profitable if we support green and sustainable initiatives.

I'd like to hear your thoughts; feel free to reach out on LinkedIn and share them with me.

About Alexandre Tiesset

Alexandre Tiesset is the Head of ESG at SESAMm. He's worked in finance for seven years in various ESG-related roles, such as Credit Analyst, Sustainable Investing Specialist, Index Product Specialist, and more. He holds a Master of Science degree in Finance and Financial Analysis. His passion lies in the intersection of finance and general knowledge and making new connections.

Reach out to SESAMm

SESAMm is a leading NLP technology company serving global investment firms, corporations, and investors, such as private equity firms, hedge funds, and other asset management firms, by providing datasets or NLP capabilities to generate their own alternative data for use cases, such as ESG and SDG, sentiment, private equity due diligence, corporation studies, and more.

To learn how you can generate NLP-enhanced ESG data for your firm, or to request a demo, reach out today.

The insurance sector continues to face mounting ESG scrutiny amid rising climate losses, digital vulnerabilities, and complex regulatory environments. Over the past three years, leading firms such as UnitedHealth Group, Prudential Financial, and AIG have faced increasing challenges related to governance oversight, social accountability, and environmental exposure. Climate-related issues have driven significant financial impacts, while increased regulatory intervention, particularly in healthcare and claims management, has underscored the cost of weak internal controls. Data breaches, legal disputes, and reputational controversies have further intensified the spotlight on insurers’ operational resilience and ethical standards. Collectively, these developments illustrate how ESG risks in the insurance industry are shifting from mere concerns to central strategic priorities.

What are the most pressing ESG challenges currently facing the insurance sector? Read on to find out.

UnitedHealth Group (UNH): Governance and Regulatory Scrutiny

UnitedHealth’s ESG risks have intensified amid ongoing investigations and governance controversies. Its $3.3 billion acquisition of Amedisys has led to an antitrust lawsuit, while its Medicare Advantage business is under investigation for federal fraud. Social controversies include reports that UnitedHealth used algorithms to shorten patient rehabilitation care and paid nursing home bonuses to limit hospital transfers, prompting inquiries from U.S. senators. With its stock declining nearly 30% amid these challenges, the insurer’s case highlights the growing regulatory and ethical scrutiny of healthcare-linked financial services.

Key Controversies:

• Justice Department sues to block UnitedHealth Group's $3.3 billion purchase of Amedisys
• UnitedHealth confirms federal investigation into its Medicare practices
• UnitedHealth pushed employees to follow an algorithm to cut off Medicare patients' rehab care
• US senators Wyden and Warren launch an investigation into UnitedHealth over alleged nursing home payments
• UnitedHealth Courting White House Officials Amid Ongoing Probes
• AARP under fire after $9 billion payment from UnitedHealthcare revealed
  

Prudential Financial Inc.: Compliance, Cybersecurity, and Consumer Protection Risks

Prudential’s ESG controversies over the past three years reflect systemic issues in data governance, workforce management, and regulatory oversight. The company announced layoffs in different regions, as well as a data breach affecting over 25 million individuals, for which a $4.75 million settlement is available to cover claims. Additionally, the U.S. Department of Labor found that Prudential had illegally denied over 200 life insurance claims, which has impacted investor confidence. These events highlight the company's vulnerabilities in compliance, cybersecurity, and consumer protection.

Key Controversies:

• Prudential and 2 North Jersey biotech firms could lay off over 200 employees
• Prudential Sued Over MOVEit Hack
• Financial giant Prudential will pay up to $5,000 per person following a massive Social Security data breach
• Prudential illegally denied life insurance claims
• Life insurer Prudential forced to pay out $7M to grieving families for unfairly denying claims

American International Group (AIG): Climate Risks and Reputational Challenges

Over the past three years, AIG has faced increased ESG scrutiny regarding climate risks and fossil fuel underwriting, reporting a 39% decline in profit and over $600 million in losses from Hurricane Ian. Activists pressure AIG to withdraw coverage for the East African Crude Oil Pipeline due to environmental concerns. On the social side, AIG has been struggling with reputational fallout from protests marking the 15th anniversary of its bailout and allegations of sexual assault involving a senior executive. On governance, AIG has been dealing with legal battles ranging from disputes over firearm-related claims and post-M&A settlements to trade secret litigation, underscoring persistent operational and compliance risks across its global portfolio.

Key Controversies:

• Insurer AIG profit slumps on hurricane costs, lower investment returns
• AIG Must Defend Aloha Petroleum in Hawaii Climate Change Cases
• Activists Call On AIG To Disavow Insurance Coverage Of East African Crude Oil Pipeline
• Former AIG Exec McElroy Faces Sexual Assault Charges in Vermont
• AIG, Firearm Retailer Set for Court Clash on 'Ghost Gun' Cases
• Delaware High Court Grills AIG, Chubb on Harman Post-M&A Accord

Conclusion

The recent controversies across major insurers reinforce a broader trend: the convergence of financial performance, regulatory compliance, and ESG integrity. For AIG, physical climate risk and fossil fuel exposure remain defining challenges; for Prudential, consumer data protection and fair claims practices are under scrutiny; and for UnitedHealth, governance lapses tied to healthcare operations threaten long-term trust. As the sector evolves under increasing public and regulatory pressure, insurers that strengthen transparency, ethical oversight, and risk governance will be best positioned to sustain credibility and competitiveness in an ESG-driven market.

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.

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.