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Hydropower's ESG Paradox: Why the "Green" Asset Class Tops the Controversy Charts

August 20, 2026
5 mins read
Hydropower tops ESG controversy volume across 250,000+ projects, outranking coal. Why the greenest label in energy hides the heaviest social risk.

An analysis of over 250,000 infrastructure projects reveals that the sector most often filed under "clean energy" carries the heaviest environmental and social controversy footprint of any asset type assessed.

In the taxonomy of energy infrastructure, hydropower occupies a comfortable position. It is renewable, dispatchable, and long-lived, and it enters transition frameworks, green bond eligibility criteria, and net-zero roadmaps with minimal friction. Where coal is a legacy liability to be managed down and nuclear invites a specialized debate, hydropower is largely treated as settled. What these projects have actually done does not support that treatment.

Belo Monte, an 11,233 MW complex on the Xingu River in Pará, Brazil, is the sharpest test of the point, because it was built to answer this exact objection. Approved after decades of opposition to a far larger design, it was engineered as a run-of-river plant to minimize flooding, and its reservoirs cover 478 km², of which 274 km² was already river channel at high water, a 61% reduction compared with the 1980s proposal, according to the operator's own regulatory filing. The mitigation was designed from the start, and everything that follows happened regardless.

Biodiversity: the cost of a physical footprint

Environmental controversy across infrastructure concentrates on industrial accidents, water pollution, and biodiversity, and hydropower leads the third, outright, because dams require the permanent conversion of river systems and the land around them. Mexico's Federal Electricity Commission won environmental approval in September 2014 for the Las Cruces dam on the San Pedro Mezquital, upstream of Marismas Nacionales, a Ramsar-protected wetland, even though the project's own impact statement conceded that the damage to Indigenous ceremonial sites could not be mitigated. Along the Mekong River, river health and fish populations fell as dam construction spread through the basin. In Brazil, the Doce River carried a mass release of toxic material after an upstream failure. Elsewhere, the record includes violations of the Endangered Species Act and documented disruption to rainfall patterns.

At Belo Monte, the consequences have been measured rather than projected. The plant diverts water into a canal that bypasses a 130-kilometer stretch of the Xingu known as the Volta Grande, which has received less than 30% of its natural annual discharge since 2019, and some 86% of the stretch's seasonally flooded vegetation, 30,748 of 35,600 hectares, can no longer be inundated at all. The gap lies in the regulator's own file: IBAMA's technical staff called for 10,900 cubic meters per second in February, the historic peak month, compared with the 1,600 that the operating regime actually releases. Seven years of underwater video survey data published in Scientific Reports recorded total fish species richness falling from 62 to a post-operation average of 51, with the steepest losses near the dam and in the rocky rapids, which hold roughly 2.6 times as many species as sandy reaches. The zebra pleco, whose entire known range lies inside the dewatered stretch, now sits on Brazil's national list of threatened species as critically endangered.

None of this is an accident or a failure of operation. It is a structural consequence of the asset. A well-run dam still floods a valley, and a dam engineered specifically not to flood one still dewater the river below it.

When engineering fails: hydropower's physical risk profile

Coal mining leads infrastructure on industrial accidents, where the record is dominated by human tragedy and safety negligence: explosions, collapses, fires, and repeated, incremental failures. Hydropower ranks second, but its accidents take a different form, because in this sector, industrial failure means catastrophic engineering failure at scale. The record includes pipe ruptures causing severe land erosion, oil leaks, and dam collapses that killed and displaced people across whole regions, while PG&E's settlement over damages to the Middle Fork American River Hydroelectric Project and the litigation still running in Brazil after dam collapses give a sense of the exposure a single event can generate. For anyone underwriting these assets, the distinction is financial as much as physical: a coal mine's safety record is a rising cost curve, while a dam's structural integrity is a low-probability, near-unbounded loss.

At Belo Monte, that exposure has so far been financial. The project was budgeted at R$28.9 billion when Brazil's development bank approved a then-record R$22.5 billion loan in November 2012, and by late 2017, actual investment had reached R$38.6 billion, roughly 34% over. The operator owed R$28.3 billion to lenders and debenture holders at the end of 2024. Aliança Norte Energia Participações, the Vale and Cemig vehicle holding a stake in the project, discloses a possible loss of R$3.05 billion from a single construction-delay claim and describes the operator's liquidity as its principal point of attention and a source of investor alert. Neoenergia wrote off its own 10% holding by R$482 million in the fourth quarter of 2021.

The physical risk has been closer than the absence of a collapse suggests. In October 2019, the operator wrote to the national water regulator declaring an emergency, because reservoir levels had fallen far enough to expose an unprotected section of the Pimental dam's earthfill base to wind-driven wave erosion and, in the company's own words, structural damage. It cut outflow below the level agreed with the environmental regulator to protect the structure, and the letter surfaced only through investigative reporting.

Beyond the environment: displacement, water, and chronic corruption

Right to property

Hydropower ranks first among infrastructure sectors for property disputes, a direct function of the footprint a dam and reservoir require. The record shows land seizures, forced displacement, compensation that arrives short or not at all, communities never consulted before ground was broken, and blasting that cracked the foundations of nearby homes. Those affected are frequently the least equipped to hold an operator to account.

Fifteen years after Belo Monte broke ground there is still no audited count of who lost their homes. Estimates run from 20,000 to 40,000 depending on the definition used, against the operator's account of rehousing some 6,000 urban families. Landowners say expropriations are priced at unadjusted 2013 values while the project's own construction boom inflated the market, and as of 2025 none of the land required for the riverine resettlement program had been bought. A petition filed with the Inter-American Commission in 2011 still has no ruling.

Community health and safety

Hydropower sits alongside coal and nuclear as a leading source of community health disputes, but it arrives by a different route. Coal delivers PM2.5, nuclear delivers radioactive anxiety, and hydropower delivers water mismanagement: overconsumption that strips farmers of a livelihood, contaminated water reaching local crops. The grievance is agricultural rather than industrial, which widens the affected population considerably.

On the Volta Grande, catch per fisher fell from 11.1 kilograms a day between 2001 and 2008 to 4.53 kilograms between 2020 and 2023. A randomized household survey found 38.5% of residents in Belo Monte's resettlement neighborhoods living with moderate or severe food insecurity, against 28.3% across the surrounding city. In June 2026, federal prosecutors sought as interim relief for 635 families along the reduced-flow stretch the emergency delivery of three and a half to five liters of drinking water per person per day.

Corruption and bribery

Corruption and bribery accounts for close to 30% of governance controversy across infrastructure. What separates hydropower is the pattern. In airports, nuclear, and coal, corruption surfaces as discrete scandals: a probe opens, executives are charged, attention fades. In hydropower it keeps returning, tied repeatedly to falsified records and payments to local officials to secure land and water rights. Isolated scandals point to isolated actors. A pattern that recurs points to how these projects get permitted.

Brazilian prosecutors alleged that Belo Monte's construction contracts carried bribes worth 1% of their value, and three contractors admitted cartel conduct and kickbacks under leniency agreements that carried immunity. Everything after that was procedural closure rather than a finding of liability: the principal defendants were acquitted and the acquittal upheld on appeal in 2024, the competition authority archived its bid-rigging case in 2025, and no individual has been convicted in connection with the project. An investor screening for enforcement outcomes would have found a closed file. The costs landed elsewhere, in permitting delay, financing conditions, and a minority stake that has been for sale since 2022 without a buyer.

Hydropower's risk concentration: what this means

Hydropower's classification as clean energy is accurate on the metric it was designed to measure, because generation is low-carbon. But carbon intensity is one dimension of sustainability, and it is not the dimension that produces operational friction, legal exposure, or the loss of a social license.

What drew sustained opposition to these projects was water rights, displaced communities, cracked foundations, converted wetlands, and permits secured through local payments. None of it appears in a carbon accounting framework.

For investors, insurers, and lenders seeking transition-aligned infrastructure exposure, that is a material blind spot: an asset class that screens well on the primary criterion while carrying the heaviest social burden in the dataset, and carrying it on behalf of people who have no employment relationship with it. Belo Monte was engineered to avoid precisely that outcome and produced it regardless, which suggests the exposure is not a function of how a dam is built but of what a dam is.

The label is not wrong. It is simply measuring something other than risk.

Read More

As we reflect on the year 2023, it's important to highlight the most significant ESG controversies that made headlines. Our last article in this series focused on the environmental aspect. This time, we turn our attention to the social pillar of ESG, focusing on issues such as strikes, layoffs, human rights violations, and discrimination against minority groups. We emphasize the need for accountability and action to address these pressing social issues and promote social responsibility.

Social Risks: Focus 2023

In 2023, social risks were the most significant, with layoffs and strikes gaining significant attention. It's crucial to acknowledge these social risks and take accountability and action to address them, as they underscore the urgent issues facing society.

Social Risks in 2023
Figure 1: Social risks in 2023.

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.

Respect for Human Rights

The year saw an uptick in mentions related to human rights, especially controversies surrounding racism, data privacy violations, sexual harassment, and breaches of GDPR.

Diversity and Inclusion

Discrimination against minority groups, including the LGBTQ community and people of color, and age-based discrimination became a significant topic of discussion in 2023.

Social Sub-risks
Figure 2: 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)

Conclusion

In summary, environmental risks remain a major concern for ESG, but the social pillar of ESG has become increasingly critical, especially in 2023. As we move forward, it's important for companies to acknowledge and address social risks, such as layoffs, strikes, human rights violations, and diversity and inclusion issues. By promoting social responsibility, companies can make a positive impact on society, create a more sustainable future, and enhance their reputation as socially responsible organizations.

Click here to learn about the top environmental and governance controversies in 2023.

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.

For nearly three decades, the world has annually witnessed an event of critical importance for the future of our climate: the Conferences of the Parties, better known as the COP. First held in 1995 following the adoption of the United Nations Framework Convention on Climate Change at the Earth Summit in Rio in 1992, these conferences bring together nations that have ratified this treaty in a collective effort to combat climate change, a phenomenon increasingly evident in our daily lives.

Among these conferences, two stand out for their significant impact. The first COP3, held in Kyoto in 1997, marked a turning point with the near-unanimous adoption of the Kyoto Protocol. This agreement, which came into force in 2005 after intense negotiations, mandated signatories to reduce greenhouse gas emissions by at least 5% by 2012. Despite its legally binding nature, some countries attempted to diminish its ambition, and others, like the United States, never ratified it. Canada withdrew from the treaty in 2011, citing the discovery of highly polluting tar sands in Alberta. At the 2012 Doha conference, the Kyoto Protocol was extended until 2020 despite the absence of the US agreement.

COP15, held in Copenhagen in 2009, acknowledged for the first time the necessity of limiting global warming to 2°C above pre-industrial levels and proposed the creation of a Green Climate Fund endowed with 100 billion US dollars annually until 2020. Unfortunately, this initiative lacked legal enforcement and clear rules for fund allocation. By 2014, after the Lima conference, the Green Climate Fund had only amassed 10 billion US dollars.

Then came COP21 in 2015 in Paris, one of the most well-known conferences, which led to the landmark Paris Climate Agreement. This agreement set three primary goals:

  1. Limit Temperature Rise: Keep the global temperature rise well below 2 degrees Celsius above pre-industrial levels while pursuing efforts to limit it to 1.5 degrees Celsius.
  2. Adapt to Climate Impacts: Enhance the ability of countries to adapt to climate change impacts, focusing on resilience and adaptive capacity, especially in vulnerable regions.
  3. Align Financial Flows: Redirect financial flows towards low greenhouse gas emissions and climate-resilient development, ensuring consistent support for mitigation and adaptation.

Once again, the agreement was not, or only minimally, binding: Participant countries were encouraged to define their "Nationally Determined Contributions" to be re-evaluated and submitted to the UN every five years, with each submission expected to be more ambitious than the last. The only legal obligation was the transparency of national contributions and their evaluation by experts.

The Paris Agreement, however, paved the way for landmark climate litigation, including a significant case in the Netherlands where a foundation sued the Dutch government for reducing its climate ambitions. The government lost, with the European Convention on Human Rights forming the legal basis of the decision.

From Words to Deeds: The Struggle for Effective Climate Change Policies at COP28

The climate is a highly complex system with significant inertia; actions taken today might only manifest their effects in a century! As of 2020, global warming is estimated to be around +1.2°C, with an increase of approximately +0.2°C per decade.

Current policies are steering us toward a +3°C increase, underscoring the need for a COP that results in a binding agreement backed by major powers and supported by financial measures. Former UN Secretary-General Ban Ki-Moon had suggested a global tax on financial transactions to fund the Green Climate Fund.

There is also hope for new agreements to ban subsidies for fossil fuels. However, the fact that COP28 is set to take place in the United Arab Emirates, chaired by the CEO of the national oil company, sends a mixed message. It is crucial that Gulf countries play a significant role on the international stage, especially given the recent escalation of the Israeli-Palestinian conflict in late 2023, highlighting their pivotal role in both international peace and climate change issues. On the latter, the trajectory is concerning: 181 million tons of oil were extracted in 2022, an increase of nearly 11% in a year, and gas extractions, though stable over the past year, have risen by 9% since 2012.
COP28, therefore, faces legitimate criticism, with the most significant being that the conference could be an exercise in greenwashing. Recent allegations reported by the BBC suggest potential misuse of the COP presidency to secure new oil and gas contracts.

Finally, responsibility contributions remain unresolved: the "Economic North" is primarily responsible for climate change, yet those who will suffer the most are the countries of the "Global South." Some island nations are even at risk of disappearing due to rising sea levels caused by climate change, and certain areas could become uninhabitable by 2050 due to extreme temperatures and humidity, preventing natural cooling processes like sweating. Addressing loss and damage will also be a central point at the conference.

Stay tuned for the second part summarizing the debates and agreements done at COP 28.

Environmental, social, and corporate governance practices have been under scrutiny for the past year. In this article, we focus on the most significant ESG controversies related to the environment. Our research provides a detailed overview of the top environmental issues that surfaced during the year, highlighting the most talked-about controversies and the companies involved. We dive into each of these issues, analyzing their impact on the environment.

Environmental 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.

Environmental Risks in 2023
Figure 1: Environmental 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.

Environmental Sub-risks
Figure 2: 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)

Conclusion

Environmental risks remain a significant concern for companies in various industries. The top 5 environmental controversies in 2023 were not only related to oil and gas companies but also included companies in other industries, such as Nestlé and Coca-Cola. These incidents underscore the importance for businesses to prioritize sustainability and take responsibility for their impact on the environment. By adopting sustainable practices and reducing their environmental footprint, companies can mitigate future risks and ensure long-term success.
Make sure to read the full article, which includes top controversies for social and governance topics here.

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.

ESG

Top ESG Controversies in 2023: A Year in Review

November 9, 2023
5 mins read

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.

ESG Risks over time
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.

ESG Risks in 2023
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.

Environmental Sub-risks
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.

Respect for Human Rights

The year saw an uptick in mentions related to human rights, especially controversies surrounding racism, data privacy violations, sexual harassment, and breaches of GDPR.

Diversity and Inclusion

Discrimination against minority groups, including the LGBTQ community and people of color, and age-based discrimination became a significant topic of discussion in 2023.

Social Sub-risks
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.

Competitive Behavior

This year has witnessed a rise in competitive conduct controversies, with several companies being scrutinized. Antitrust violations, price manipulation, and digital advertising dominance are central to these disputes.

Governance Sub-risks
Figure 5: Top governance sub-risks in 2023.

Top 5 Governance Controversies

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.

Introduction

As generative AI has grown from a fledgling concept to a force disrupting most industries, its broader implications have come under scrutiny. Public perception of generative AI has also evolved significantly due to its association with various Environmental, Social, and Governance (ESG) factors. In this article, we’ll offer an extensive ESG analysis of generative AI, focusing on how different industries react to it, the ESG risks it potentially fuels, and the ESG positive impact events it has given rise to.

Generative AI: Public Perception Since Launch

Generative AI was initially met with widespread enthusiasm as the next evolutionary step in artificial intelligence. OpenAI's ChatGPT garnered significant attention quickly upon its release in 2022, as it amassed 100 million monthly active users in just two months post-launch. However, as its capabilities have become more powerful and universal, many ESG controversies have emerged, impacting the public sentiment towards the technology. A notable drop in sentiment polarity was observed from October to December of ‘22, going from 0.4 to 0.22. The decline in polarity was attributed to some critical topics, notably the environmental toll of its energy consumption and the ethical difficulties posed by its potential to disseminate false information.

* Polarity, a proprietary metric developed by SESAMm,  ranging from -1 to 1, represents the aggregate of positive and negative sentiment.

Generative AI mentions and sentiment over time

Generative AI and its Implications on ESG

In What Industries Is Generative AI Mentioned More Often?

As expected, the IT industry was initially the most mentioned, along with Generative AI. However, as the technology became more widespread, other sectors have garnered more attention among web publications and social media. In particular, the communication and finance sectors are capturing a substantial share of the attention. In particular, data privacy in finance and communications are the main concerns, and fraud for finance is also being widely discussed on the web.

Image 2 (1)

ESG Controversies Fueled by Generative AI

When we looked at ESG controversies and risks in detail, we found that most of the attention and mentions are related to social risks, particularly Human Rights (right to privacy), labor rights, and customer relations (customer privacy). Governance has also gotten its fair share of ESG controversies, primarily focused on anticompetitive practices (copyright infringement). On the environmental side, controversies are concentrated on water consumption (by Gen AI tools) and climate change, specifically energy consumption. However, the number of mentions and controversies has decreased considerably.

ESG risks over time (1)

Data Breaches: The Focal Point

By far, the lion's share of ESG controversies and mentions gravitate towards social risks, specifically data breaches. From Italy banning Chat GPT in April to Samsung’s alleged data leak in August, controversies around data privacy have been among the most concerning topics surrounding Chat GPT ESG risks. In just five months, mentions of data breaches went from virtually 0% to over 10% of total mentions.

Data breach using generative ai

Digging deeper into data breaches at companies, we found that the number of breaches did increase significantly after generative AI tools became available. In particular, we see that the number of internal (employees) vs. external (non-company affiliated) data breaches increased by almost 50% when using generative AI tools from 14% to 21%.

Data Breach Breakdown-1

The Silver Lining: ESG Initiatives Generated by Generative AI

Despite all the risks and controversies emerging, generative AI is also an enabler of positive ESG initiatives. Interestingly, on the positive impact side, we see a similar volume of mentions of initiatives on the three ESG dimensions.

Generative AI has shown promise in optimizing energy use, reducing waste, and even modeling and mitigating the impacts of climate change. On the environmental side, we see a rapid increase in mentions related to its applications in efficiency and productivity, asset reliability, operational safety, lower energy consumption, and reduced environmental impact.

The technology also has the potential to revolutionize healthcare by enabling more accurate and early diagnosis, thereby contributing to social well-being. Generative AI could also transform web surfing and make it easier for users to navigate the internet and find or generate information.

ESG initiatives over time

Conclusion

As our analysis shows, generative AI is bringing unprecedented capabilities and complex ESG risks and controversies. We expect to see it evolving, with public sentiment shifting and industries grappling with its ESG implications. But we are still in the very early stages of this new trend and will continue monitoring its evolution.

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.

ESG | AI | Risk Management

5 Telltale Signs It's Time to Use AI to Mitigate Risk on Your Portfolios

October 13, 2023
5 mins read

One of the biggest challenges in risk monitoring is sifting through mountains of irrelevant data. Whether you're using search engines, financial news platforms, or even specialized in-house analytics, you end up with too much noise. Scrolling through to page 12 of Google is not only time-consuming, but leaves you with the nagging feeling that you could still be missing something.

Artificial Intelligence (AI) is a hot topic, with new breakthroughs and possible applications popping up every day. The question is no longer simply “can AI help me with that?” but rather “how can I use AI to help with that?” For Environmental, Social, and Governance (ESG) controversy and risk monitoring, AI is used to sift through enormous data sets at unparalleled speeds, bringing critical insights to the forefront faster and more efficiently than humanly possible.

When there are hundreds of companies to monitor, for example in a large investment portfolio or a group of suppliers, the advantages of AI are obvious. But what about smaller portfolios? How do you know it’s time to start using AI? Based on our experience working with private equity firms, asset managers and commercial banks, we’ve pulled together five signs that it’s time to consider AI.

1. Overwhelmed by Data: There's Too Much Noise

An AI-powered tool filters out the noise, even in situations where seemingly only humans would be able to do it, giving you the peace of mind that there’s no controversy lurking in the dark corners of the web. All of the key information is gathered in one place, ready for you to evaluate and decide the best course of action.

2. Difficulty Finding Critical Information: The Black Hole of Private Companies

On the flip side - sometimes instead of finding too much data, you can’t find any data at all. For private companies, information can be scarce, especially for smaller companies based overseas, where the only news coverage is local and in the local language. In this case, ESG ratings agencies often aren’t able to fill the gap either. There are millions of firms worldwide and less than 50,000 of them are covered by rating agencies (source).

AI, on the other hand, enables systematic coverage and statistically relevant results without human intervention, analyzing millions of websites and providing coverage on millions of public & private companies. If you are struggling to find information on a company, AI might be the answer.

3. Can't Accurately Analyze an Event: The Context is Missing

Beyond the actual controversy or event itself, understanding the context and history around it is essential for risk assessment. Is this a one-off concern or part of a recurring pattern? To get the full picture, you need to take a closer look not only at the company in question, but the key players, i.e. key executives, and the industry as a whole to understand if this is within the norms.

AI has an important role to play here also. By simply expanding the search, AI can provide you with a full picture of the controversy, including a quick summary and a benchmark against competitors in just a matter of minutes.

4. Missed Critical Window for Action: The Cost of Inefficiency

Markets can change quickly - and it’s only getting worse as information is spreading faster and more widely. The more time it takes you to gather and analyze information, the less time you have to react. This can be a challenge whether you are monitoring 30 companies or 100’s. If you find yourself trapped in a cycle of reacting to news rather than acting proactively, AI can help. Because AI scans and analyzes information in seconds, the alerts to potential controversies are in near real-time, allowing you as much time as possible to take action.

5. Missing ESG Expertise: The Knowledge Gap

To top it all off, ESG is complex and constantly evolving. Understanding what data is relevant and how to evaluate it requires real expertise. ESG rating agencies provide some guidance, but they typically leverage self-reported data - which is naturally biased. Take greenwashing for example where a company misleads its stakeholders, investors, and consumers about its environmental practices by communicating positive environmental performance contrary to its actual, less positive execution. It’s difficult to identify greenwashing using self-reported data.

Because AI relies on external stakeholders, such as online forums or news sources, it offers an unbiased take on a company’s ESG performance. Additionally, by choosing an AI with ESG expertise built-in, you benefit from an expert analysis without increasing the burden on your team.

As the speed and amount of information available continues to grow, AI offers a scalable way to monitor your partners, suppliers and portfolio. To learn more and find out if AI is a good fit for your company, contact our experts at SESAMm.

ESG | AI

ESG Data Trends: ESG Analysis on the Bike Market Using AI

September 20, 2023
5 mins read

Welcome to the latest article in our ESG Data Trends series. Today, we're turning our attention to the growing bike industry, specifically spotlighting Italy's Pinarello. Our aim is to illustrate how health-conscious and ecological trends, increased by the pandemic, have steered the world towards bicycles for both commuting and exercise. Pinarello, as well as many of its competitors, are private companies, which poses a particular challenge to analyze them in depth as the amount of data available is particularly sparse and harder to find. However, with the help of AI tools, this task becomes not only possible but also highly automated.

Bike Industry Trends: A General Overview

  • Long–term Momentum: Online mentions related to the bicycle market have exhibited a consistent upward trend since 2015, peaking in the last three years in the wake of COVID-19.
Bike market - Absolute and Relative Mentions
Figure 1: Bike market volume of mentions over time.
  • Government Initiatives: Notably, a spike in government investment in cycling infrastructure has paralleled the pandemic-induced behavioral changes.
Bike Commuting Vs Government Focus on Cycling Infrastructure
Figure 2: Bike commuting VS. government focus on cycling infrastructure over time.
  • Type-specific Popularity: Among the various segments, E-bikes dominate online mentions, followed by mountain bikes and road bikes.
Bike market breakdown by type over time
Figure 3: Bike market breakdown by type over time.
  • Digital Ecosystem: The digital facet of the trend reveals that sports data apps, especially those focusing on performance tracking, have gained considerable traction.
Sports data apps and their use mentions over time
Figure 4: Sports data apps and their use mentions over time.

E-bikes: Riding the High Wave

E-bikes have captivated attention across the board. They are now deemed a convenient solution to commuting, more so after the pandemic. Geographically, Europe outperforms the US in E-bike mentions, with France leading the charge on urban bikes. Italy, on the other hand, showcases a stronger inclination towards road bikes.

Bike type regional breakdown
Figure 5: Bike type regional breakdown.

The Pandemic Effect on Road Bikes

The road bike segment witnessed an unprecedented surge in mid-2020, corresponding with pandemic lockdowns. Major players like Specialized, Trek, and Canyon lead in online mentions, but Pinarello holds its ground with a stable and slightly growing competitive share.

Competitive datashare by competitor
Figure 6: Road bike market data share by competitor over time.
  • Consumer Preferences: Performance and quality emerge as the dominant positive attributes, whereas cost remains the primary consumer concern.
  • Attribute Sentiment: When analyzed based on sentiment, customization, and performance, score the highest, whereas cost ranks the lowest due to consumer complaints.
Figure 7: Road bike market attributes sentiment.

Case Study: Pinarello

Online Reputation Insights

The volume of online mentions for Pinarello has seen a steady climb, particularly after 2021. Quality and performance have risen as positive attributes, while cost remains a predominant negative sentiment, inflamed further by recent discussions about the brand's pricing strategy.

Attributes Sentiment
Figure 8: Pinarello attributes sentiment.

ESG Analysis of Pinarello and the Bike Industry

  • Low-risk ESG Profile: In general, the bike industry fares well in ESG evaluations. The risks usually center around social and governance aspects.
  • Social Risks: These primarily relate to product safety, with several recalls from various companies, including Specialized and Trek.
  • Governance Risks: Pinarello has faced patent infringement claims, while other brands like Giant have been accused of fraudulent behavior.

ESG Positive Impact Initiatives

The industry, by and large, is aligned with environmental sustainability goals. Trek stands out for its environmental initiatives and social opportunities, while Canyon demonstrates advances mainly in the environmental management of the supply chain.

As for Pinarello, the brand has undertaken ESG-positive initiatives, notably in environmental and social spheres. Product innovations like the Nytro E e-bike and high-performance 3D printed bikes signify their commitment to sustainable technology. Moreover, their partnerships and sponsorships aim to uplift local communities.

Navigating ESG Goals in the Bike Market

The bike market, led by brands like Pinarello, demonstrates significant strides in alignment with ESG goals. For private equity firms and asset managers, the value lies not just in financial returns but also in understanding ESG risks and opportunities that could influence long-term sustainability and risk mitigation.

How can SESAMm help you track ESG performance using AI?

We combined natural language processing with billions of textual web data related to the bike market to produce this analysis. Using NLP-powered models gives us an edge as we can extract ESG, SDG, and financial insights that aren’t necessarily obvious or easy to detect. These insights help investors make better investment decisions. SESAMm leverages AI and machine learning technologies to help you decipher and understand timely sentiment, trends, and ESG metrics on public and private companies to assist organizations in risk mitigation and profit generation strategies.

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.

In this final part of our series on AI in finance, we look at how new technological advancements will change the finance world. Over the next ten years, using data and AI for financial decisions will become common practice.

What is Generative AI and Why It Matters in Finance

New AI technologies, such as GPT-3.5 and GPT-4, are becoming part of everyday business tools. Although we're just scratching the surface of what they can do, these technologies will soon help us with tasks like writing emails, creating presentations, and making financial reports.

Take ESG (Environmental, Social, and Governance) indicators, for example. Right now, analysts often manually collect this data from financial reports. But soon, advanced AI models will handle this work, leading to more interactive and intelligent business tools.

What's Next for AI Technology

The following versions of these AI models will be even better than the ones we have today. Given that current models perform some tasks better than humans, it's exciting to think about their future capabilities. We expect these new models to excel in many different tasks.
In the future, we'll see machines handle most tasks, which could be good for the world if we use this technology wisely in our everyday work.

How Generative AI Will Change Finance

Just like the internet and smartphones did, generative AI will change how businesses operate. Companies that adapt will do well, while others might struggle. One significant change will be in jobs, especially for analysts. As data becomes easier to collect and understand, analysts will shift to roles where they guide and interact with AI-based business systems.

How SESAMm Uses Generative AI

At SESAMm, AI is already making our work more efficient. It's changing both our internal processes and the features we offer our clients. For example, we use advanced AI models to automate data annotation for ESG and SDG (Sustainable Development Goals) alerts. This has saved our analysts 30% of their time.
We're also creating a client-friendly interactive tool that will be a part of our dashboard. Our aim is to start with a demo and then fully automate the extraction and summary of key ESG and SDG events.

SESAMm’s Future with AI

In the long term, AI will play a big role in improving our services. We plan to use AI to automatically create reports, including detailed ESG or competitive analyses for private equity firms.
AI is central to our innovation plans. We see it as a way to speed up our growth and establish SESAMm as a key player in the industry.

Our Long-term Objectives with AI

Our main goal is to make it easy for users to find accurate and timely data and ESG insights. The power of AI comes from its ability to quickly sort through a lot of information and pull out what’s important.

Another key aim is to help direct investments toward truly beneficial companies by improving our ESG measurement capabilities.

Staying Competitive in an AI World

To stay ahead, we are committed to raising internal awareness about AI and encouraging its active use across all teams. We also understand that a culture of innovation and transparency is crucial for success, particularly in ESG matters.

Final Thoughts

AI will change the way we work, but it's not just a tool—it's a vital part of our business strategy. It will help us improve our processes, services, and client relationships. Ultimately, AI is about much more than efficiency. It’s about unlocking new opportunities, empowering our team, and driving sector-wide innovation.

In case you missed it, please check out the previous parts of the series:

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.

A few months ago, SESAMm undertook a CSR audit conducted by Early Metrics as part of its fundraising round. This audit allowed us to identify our strengths and weaknesses in these matters; while the results were very positive for the company, they highlighted a few aspects that require focused attention.

Environment: A green commitment

Limitation of transportation impact

By promoting remote work, SESAMm has mitigated the carbon footprint caused by daily commuting. This initiative has a dual benefit – a positive impact on the environment and potentially enhancing employee work-life balance.

Technology and renewable energy

The approach to leasing refurbished IT equipment and choosing server providers relying on renewable energy is a step toward a sustainable technology ecosystem.

Ethical and environmental awareness

Implementing an Ethic charter and introducing Climate Fresk workshops within the organization speak to SESAMm's commitment to building an environmentally conscious culture.

Social: Human–Centric Approach

Well–being and work-life balance

By prioritizing employees' health and well-being, SESAMm has fortified its internal culture. These initiatives pave the way for a balanced work-life ecosystem, from gym memberships to remote work arrangements.

Gender equality

With women representing a commendable percentage of overall staff, the company has made strides toward gender equality. Yet, recognizing the need for further improvement reflects a candid and evolving approach to inclusivity.

Talent management

Cultivating talent through mentoring, professional training, and internal education illustrates SESAMm's dedication to professional growth and development.

Governance: Transparent and Ethical

Policy implementation and oversight

With robust policies such as an IT charter, an anti-corruption guide, and an ethics charter, SESAMm has laid a strong foundation for transparent governance.

Diversity and inclusion

The celebration of diversity, represented by team members from 10 different nationalities, adds to the richness of the organizational culture.

Executive transparency

Open communication channels like Ask Me Anything meetings foster a transparent relationship between the executive committee and the employees, enhancing trust and alignment with the company's strategy.

The Road Ahead: Focused Priorities

SESAMm's recognition of areas requiring further development marks a responsible and forward-thinking approach. Conducting a carbon footprint assessment, finalizing career paths, and implementing a transparent salary policy is a testament to the company’s commitment to continual improvement.

Conclusion

SESAMm's CSR audit achievements reflect a commitment to sustainable business practices and a vision for continual growth and improvement. The intricate blend of environmental stewardship, social responsibility, and governance paints a portrait of a company that recognizes its corporate citizenship. The internal CSR committee's establishment assures that this is a momentary success and a sustained journey toward excellence.

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.

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