Webinar: Hidden in Plain Sight - Uncovering Forced Labor Risks
12/09/2025
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5 mins read
Forced labor remains a critical challenge for global businesses. Recent scandals across industrial and consumer sectors have shown how quickly hidden labor abuses can surface, sparking regulatory action, investor backlash, and lasting reputational damage.
Watch this webinar replay to hear Emily Day, Global Sustainability Specialist at Diginex, and Andrew Bernstein, Chief Commercial Officer at SESAMm, share data-driven insights and real-world lessons on how to anticipate and manage these risks effectively.
You’ll learn:
The evolving regulatory landscape and its implications for investors and corporations
Real-world case studies of forced labor controversies and their financial impact
How leading firms are strengthening risk detection and due diligence to stay ahead of compliance and reputational challenges
May 2, 2022. The S&P 500 ousts Tesla, Inc. from the S&P 500 ESG Index. Tesla is widely recognized as the firm that ushered electric vehicle making into the mainstream. So the index’s move seems unreasonable or possibly made in error to many, raising some interesting questions:
How does an environmentally-friendly corporation like Tesla get dropped from an ESG index?
Why does a potentially non-environment-friendly company like Exxon make the ESG index and remain on it?
What do these moves mean about the integrity and validity of ESG scores and ratings?
Global industry group peers pushed Tesla’s S&P DJI ESG Score further down the ranks in the GICS industry group: Automobiles & Components.
A decline in criteria level scores related to Tesla’s low carbon strategy and codes of business conduct contributed to its 2021 S&P DJI ESG Score.
A media and stakeholder analysis identified "two separate events centered around claims of racial discrimination and poor working conditions at Tesla’s Fremont factory."
The analysis also highlights "the handling of the NHTSA investigation after multiple deaths and injuries were linked to its autopilot vehicles, affecting the company’s S&P DJI ESG Score at the criteria level, and its overall score."
Companies, including Tesla, left out of the S&P 500 ESG Index post-rebalance. Image courtesy of Indexology Blog.
The S&P blog post summarizes their case about dropping Tesla, "While Tesla may be playing its part in taking fuel-powered cars off the road, it has fallen behind its peers when examined through a wider ESG lens." And in this statement lies the crux of why the index dropped Tesla and why others are still on.
Analyzing Tesla’s web data
SESAMm’s TextReveal® insights suggest that the S&P 500’s decision to remove Tesla could be justified based on increasing controversy levels concerning discrimination, ethical standards, and work health and safety. By analyzing text related to ESG topics across the web, we picked up trends for the following subtopics:
climate_change_atmospheric_pollution
ethical_standards
discrimination_racism_sexism
labor_standards
health_and_safety_at_work
general_environmental_impact
Tesla’s ESG scores (six subtopics)
Figure 1: Tesla ESG scores for volumes and sentiments (1-year moving average), all source types.
Regarding the volume features (Figure 1), we observed a significant increase in the scores related to ethical standards, discrimination, and atmospheric pollution for Tesla before the controversy. The conclusions are mostly the same for ESG sentiment (negative) scores. An interesting note is that the negative score of health and safety at work slightly increased in the months before the removal of Tesla from the index.
Figure 2: Tesla ESG scores for volumes and sentiments (1-year moving average), all source types, select subtopics.
Comparing Tesla’s sentiment with other S&P 500 ESG Index companies
To see how Tesla’s ESG sentiment scores compared with other companies, we must rescale them with respect to a large universe of companies. This process means that for a given company, we use percentiles of the distribution of each subtopic’s ESG score to do a rescaling to the S&P 500 ESG constituents list after the 2022 rebalancing. Rescaling allows us to compare the companies with each other because the rescaled score indicates how bad the company is compared to the others, according to a specific ESG subtopic.
The following graphs show different sets of subtopics, plotting the mean of the respective rescaled scores if several topics are considered. Here are the companies considered.
Companies removed from the index:
Tesla
Delta Air Lines
Chevron Corporation
Companies that joined the index after the 2022 rebalancing:
American International Group
Expedia Group
Companies still part of the index:
Exxon Mobil
Apple
Amazon
Tesla, Delta, Chevron, AIG, and Expedia compared
Figure 3: Six-subtopic rescaled scores for Tesla, Delta, Chevron, AIG, and Expedia.
Apple, Amazon, and Exxon compared
Figure 4: Six-subtopic rescaled scores for Apple, Amazon, and Exxon.
The S&P 500’s choice is reasonable
Our analysis shows that the S&P 500’s decision to oust Tesla from the ESG index is reasonable. We found significant subtopic volumes and negative sentiment that support the S&P 500’s claims of racial discrimination, poor working conditions, and other controversies.
Thanks for reading this quick analysis. For a more detailed report, including Chevron’s and Delta’s ESG scores, reach out to a representative today.
SESAMm’s ready-to-use alternative data
Leverage our alternative data streams to incorporate systematic insights into your alpha signals or risk monitoring your entire portfolio. From tracking global sentiment to analyzing retail communities like WallStreetBets and integrating ESG alternative data into your systems, our solutions will make generating value from web insights easy.
SESAMm, leader mondial de la donnée de controverses, annonce le renouvellement de son partenariat avec Praemia REIM autour de son outil de suivi des controverses ESG. Grâce à l’exploitation de sources d’information internationales, à l’intelligence artificielle et à une revue par des analystes, la solution permet une détection des risques réputationnels et extra-financiers liés aux actifs immobiliers. Ce dispositif s’inscrit dans une démarche globale de maîtrise des risques ESG et d’amélioration continue des pratiques responsables.
Un outil au service de l’engagement dans l’immobilier de santé
Praemia REIM utilise l’outil SESAMm comme levier de dialogue auprès de ses locataires, notamment dans le secteur de la santé, où les enjeux sociaux et éthiques revêtent une importance particulière. En facilitant une gestion active des controverses, la solution contribue à l’accompagnement des locataires opérateurs de santé, à renforcer la transparence et à répondre aux attentes croissantes des investisseurs en matière d’impact social et de responsabilité des pratiques. SESAMm confirme ainsi son positionnement comme partenaire technologique clé pour les acteurs de l’investissement immobilier responsable.
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.
Navigating the finance sector requires technologies that offer precision and foresight. Watch Andrew Bernstein, Head of Global Sales, demonstrate SESAMm's ESG Alerts and Monitoring at the ESG Fintech Summit 2023 in London last June. This tool allows private equity firms and asset managers to stay ahead of emerging risks and opportunities.Watch the demo here:
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.
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