Alternative Data Trends – How Reddit Helped Fuel The Great Resignation
February 11, 2022
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5 mins read
People are leaving traditional jobs in droves according to the latest figures from the U.S Bureau of Labor Statistics, which showed a record breaking 4.5 Million resignations as of Nov 2021.
The trend has originated a movement on Reddit similar to r/wallstreetbets called r/antiwork where more than 1.7 Million active members share resignation stories, discuss unfair work practices, criticize their bosses, and advocate for employee rights and better work conditions.
We applied SESAMm’s AI and Natural Language Processing (NLP) engine TextReveal® to analyze r/antiwork subreddit thread posts, as well as other related content, from a context and sentiment analysis perspective.
The full report, entitled “The Big Quit”, is one of our series of Alternative Data Trends, which leverages web data and AI to provide regular analytics on key industries and subjects. They typically contain alternative data based insights and analyses, including numerous detailed charts and graphs as well as supporting data which can be reprocessed by client teams.
Here are some of The Big Quit report’s highlights:
Mentions of the Anti-Work movement exploded by 215% in June 2021 coinciding with the start of the ‘Great Resignation’.
Leisure & Hospitality, Healthcare and Retail are the three most mentioned sectors.
McDonalds and Starbucks are the two companies with the highest number of mentions.
The three brands displaying the most negative sentiment are Wendy’s, Chipotle Mexican Grill and McDonald’s.
The three most talked about topics are compensation benefits, and workload.
The Debtstrike movement, seeking debt relief for the less fortunate in society as well as banning unfair debt practices, saw mentions shoot up 497% in September 2021.
Volume of Mentions of “Anti-work” as a predictive Indicator of The Big Quit
The graph above shows that prior to August 2021, anti-work mentions on Reddit have been fairly stable before this topic went viral with a 215% increase, this growth of mentions appears to be a leading indicator to the 4.5 million resignations in November 2021.
SESAMm’s TextReveal® platform can be used in a wide variety of use cases and projects. Request a copy of the full Alternative Data Trends report “The Big Quit” report here, or if you have any other questions regarding our data, or would like a demo, please contact info@sesamm.com.
SESAMm is pleased to announce that Nathalie Wallace is joining our Advisory Board. Nathalie brings more than 20 years of experience at the intersection of investment management, sustainability strategy, and executive leadership. She has built a career helping global investment organizations integrate sustainability into investment decision-making and capital allocation.
Commenting on the appointment, Sylvain Forté, CEO of SESAMm, said, “Nathalie brings a rare combination of investment experience, strategic vision, and deep understanding of how sustainability considerations translate into real-world investment decisions. Her perspective will be invaluable as SESAMm continues to support financial institutions navigating increasingly complex risk and regulatory environments.”
She previously served as Chief Sustainability Officer at Edmond de Rothschild, where she contributed to the firm’s sustainability strategy across asset classes. Prior to that, Nathalie was Global Head of Sustainable Investment at Natixis Investment Managers, where she was a member of the executive, investment, and seed committees, chaired the CSR–Sustainable Investment committee, and served on the boards of Mirova and Ostrum Asset Management. Earlier in her career, she was Global Head of Strategy and Business Development at Mirova, supporting its growth and positioning as a leading sustainable investment platform.
As Senior Advisor to SESAMm, Nathalie will support the company’s strategic direction, bringing her perspective on sustainable finance, investor expectations, and the evolving role of data and AI in risk analysis and investment processes.
“SESAMm’s approach to risk and sustainability intelligence reflects how investment teams are evolving their processes,” said Nathalie Wallace. “I’m excited to contribute my perspective as the firm continues to support investors with timely, decision-relevant insights.”
We are delighted to welcome Nathalie to SESAMm and look forward to working together as we continue to support financial institutions with forward-looking risk and sustainability insights.
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.
Denmark's Danske Bank has announced a sweeping divestment from fossil fuel investments, cutting its portfolio from 2,000 companies to just 270, representing an over 85% reduction in the number of companies in its fossil fuel investment universe. However, its overall exposure to the fossil fuel industry remains stable, thanks to increased investments in some fossil fuel companies. This move, implemented through its Danske Invest fund management unit and Danica pension and insurance business, marks one of the most significant climate-related portfolio adjustments by a major European financial institution.
Assessment Framework
The bank's new methodology centers on a dual evaluation approach. First, it examines management quality, analyzing how companies handle emissions and assess transition risks. Second, it evaluates carbon performance, scrutinizing emissions reduction targets and their alignment with Paris Agreement goals. This comprehensive framework ensures a thorough assessment of companies' climate commitments and actions.
Strategic Approach
Rather than implementing a complete divestment strategy, Danske Bank has adopted a more nuanced approach. While significantly reducing the number of investee companies, the bank has maintained its overall sector exposure by increasing investments in selected companies demonstrating strong transition plans. This strategy focuses particularly on businesses actively working to future-proof their operations against climate-related challenges.
Leadership Perspective
Erik Eliasson, Head of Responsible Investment at Danske Bank, emphasizes the customer-centric approach: "Our new fossil fuels investment approach aligns with the preferences of the majority of our customers while underscoring our commitment to achieving competitive returns on a responsible basis.” Thomas Otbo, CIO at Danske Bank Asset Management, reinforces this position, noting their commitment to maintaining investments in fossil fuel companies that reflect global economic realities while becoming more selective in their choices.
Implementation Flexibility
The bank has designed its strategy to accommodate diverse customer preferences. Some funds remain exempt from the new methodology, while others offer complete fossil fuel exclusion. This flexible approach allows Danske Bank to serve varying client needs while maintaining its broader commitment to sustainable finance. "We firmly believe this to be in the best long-term interest of our investment customers," adds Otbo.
Market Implications
This development signals a sophisticated evolution in how financial institutions approach fossil fuel investments. Rather than implementing blanket exclusions, Danske Bank's approach demonstrates how major financial institutions can balance climate responsibilities with financial returns. The strategy could set a new standard for the industry, showing how banks can significantly reduce fossil fuel exposure while maintaining strategic investments in energy transition leaders.
Looking Forward
As financial institutions face mounting pressure to address climate change, Danske Bank's approach offers a practical template for others in the industry. It demonstrates that major banks can significantly reduce fossil fuel exposure while maintaining their role in financing the global energy transition. This balanced strategy could become a model for other institutions seeking to align their portfolios with climate goals while ensuring continued financial performance.
The bank's innovative approach to fossil fuel investment suggests a new phase in sustainable finance, where sophisticated evaluation methods and flexible implementation strategies replace simple exclusion policies. This development may well shape the future of institutional investment in the energy sector.
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.
Over the past decade, many organizations have improved their carbon footprints, from recyclable and biodegradable packaging and single-use plastic to planting trees and reducing their greenhouse gas emissions. However, some businesses and companies looking to boost their eco-friendly image without committing to serious changes and addressing environmental issues have been associated with false green marketing. We call this "Greenwashing."
What is Greenwashing?
Greenpeace and the Environmental Protection Agency define greenwashing as making false and misleading claims about a product's environmental benefits or practices, services, technology, or company practices. Greenwashing typically involves companies spending more money on advertising and marketing than on implementing sustainable business practices that minimize environmental impact. These false green claims can deceive consumers into believing that a product or company is more environmentally friendly than it is, leading to increased sales and profits. As a result, false advertising, misleading initiatives, and groundless claims have increased green investors' exposure to risks emerging from potential lawsuits from activist groups, image deterioration, and some heavy loss in assets invested.
Why is Spotting Greenwashing Important?
Greenwashing is a growing concern for investors as they look to make sustainable and responsible investments. Therefore, spotting greenwashing practices is important for these firms. Here's why.
The deceptive practices used by greenwashers can have significant implications for the integrity of investments made in what investors believe to be sustainably operated companies or sustainable funds. In other words, greenwashing makes it difficult for investors to distinguish between genuinely committed to sustainability companies and those merely making false claims about their environmental practices. As a result, investors may unknowingly invest in companies that are not as sustainable as they claim to be, which can harm their financial returns and the environment. Therefore, it's essential for investors to be aware of greenwashing tactics and to carefully research companies before investing in them to ensure that their investments align with their values and contribute to a more sustainable future.
What Are the Challenges to Detecting Greenwashing?
It's challenging to produce an accurate assessment of environmental, social, and governance (ESG) factors, which gives companies the opportunity to cover or hide ineffective and fake green initiatives. According to Regtank, some of the main challenges to detecting greenwashing practices are the following:
Lack of reporting standards: some investors believe that we haven’t universally agreed upon a set of standards to determine whether a product is ESG compliant.
Lack of transparency: greenwashing companies don’t disclose the specificities of their “green campaigns,” which makes it difficult for investors and consumers to fact-check and evaluate their sustainability claims.
Limited consumer awareness: false marketing strategies could be based on a combination of the consumer’s eco-consciousness and brand loyalty. As a result, consumers become less aware of the misleading strategies greenwashing companies use to sell their products.
Ultimately, these factors may contribute to the inaccuracy and limitations of ESG data and scores, which makes it easier for greenwashers to get away with their false marketing campaigns. Consequently, detecting greenwashing requires scrutiny of environmental claims made by companies and an understanding of the complex supply chains and manufacturing processes involved in producing products and services.
To learn more about greenwashing and have access to real-life case studies, download this comprehensive report:
How Does Artificial Intelligence Detect Greenwashing?
As greenwashing practices increase, activist investors, experts, journalists, and even the general public are spreading awareness of the issue using social media, news outlets, forums, and blogs, among other means. Recently, artificial intelligence (AI), particularly natural language processing (NLP), has proven to be effective in the early detection of greenwashing by analyzing vast amounts of qualitative data publicly available on the web. At SESAMm, for example, we apply our NLP capabilities to identify companies likely to engage in greenwashing practices by analyzing text in billions of web-based articles. Our data lake contains over 25 billion web–sourced articles, sourced from four million news, blogs, social media, and forum discussions on five million public and private companies in more than 100 languages. We run these articles through our AI platform tool, TextReveal®, and systematically craft reliable, timely, and comprehensive insights to detect greenwashing, generate ESG alerts, and identify related risks.
The Rise of Greenwashing
Greenwashing, the deceptive practice where companies claim to be more environmentally friendly than they actually are, has become a growing concern in recent years. By analyzing the frequency of web mentions of greenwashing over time, we can observe important trends and understand the factors contributing to this phenomenon.
Recent analyses indicate a significant increase in greenwashing mentions since late 2019. This rise aligns with a growing public awareness of the climate emergency and the increase in media outlets and social media accounts dedicated to exposing greenwashing. The number of mentions escalated from fewer than 200 to over 23,000 in the last quarter of 2023, highlighting the increasing scrutiny of corporate environmental claims.
A noteworthy pattern is the regular occurrence of spikes in greenwashing mentions during the third quarter over the past three years. This timing corresponds with the "pre-COP" periods, leading to critical international climate change management conferences. These periods see heightened discussions around sustainability, with increased attention on companies' environmental practices.
Figure 1: Greenwashing mentions over time.
Greenwashing in the Energy Sector
The energy sector, particularly the oil industry, has faced significant scrutiny regarding greenwashing. In this context, companies like Shell and ENI have been prominent due to the frequency of greenwashing mentions associated with them.
Figure 2: Examples of greenwashing mentions in the energy sector over time.
For Shell and ENI, the volume of greenwashing mentions has fluctuated, with notable increases in specific quarters. For example, Shell saw spikes in mentions during the second quarter of both 2021 and 2022 while experiencing a drop in the third quarter of 2022. ENI has faced similar fluctuations, often linked to legal actions and publicized environmental issues.
Shell's Greenwashing Mentions, ESG Risks, and Initiatives
Shell, a British multinational and prominent player in this sector, has faced considerable scrutiny for such practices. The company has experienced notable spikes in greenwashing mentions and has been involved in several ESG-related risks.
Figure 3: Shell greenwashing and ESG mentions over time.
Greenwashing Mentions
We can see an increase in greenwashing mentions in the first half of 2023. Around that period, Shell faced allegations and lawsuits concerning its environmental claims. The company was criticized for misleading U.S. authorities and investors about its energy transition efforts. Additionally, Shell faced public backlash for labeling fossil gas as 'renewable' while reporting record profits. A notable incident involved a shareholder suing Shell's executives over climate risks.
ESG Risks
Shell has faced several ESG-related risks, including legal challenges and pollution issues. In 2021, the company was sued by New York City over climate change-related advertising and filed an arbitration claim against Nigeria concerning a spill dispute. In March 2023, Shell faced another oil spill, this time in another region in Nigeria, Rivers State, and also saw institutional investors backing a lawsuit against its board over climate risks. The mid-2023 period saw Shell agreeing to pay $10 million for air pollution violations at a Pennsylvania petrochemical plant. Despite its net-zero pledge, the company announced plans to increase fossil fuel production.
ESG Initiatives
Despite its challenges, Shell has also engaged in various sustainability initiatives. In late 2021, the company announced plans to purchase power from the world's largest offshore wind farm. Mid-2022 saw a leadership change with the company's CEO stepping down as Shell aimed to align with its climate goals. The company also planned to deploy 10,000 EV chargers across India as part of its global strategy. In mid-2023, Shell committed to investing $10–15 billion in developing low-carbon energy solutions. Although the company abandoned its lower oil production target, it maintained its commitment to reducing emissions.
Shell's journey underscores the challenges of aligning environmental claims with real actions, emphasizing the importance of transparency and genuine sustainability efforts.
ENI's Greenwashing Mentions, ESG Risks, and Initiatives
ENI, an Italian multinational oil and gas company, has faced scrutiny for such practices. The company has experienced fluctuations in greenwashing mentions and has been involved in a number of ESG-related risks.
Figure 4: ENI greenwashing and ESG mentions over time.
Greenwashing Mentions
ENI's greenwashing mentions are fairly low. However, the company has been featured in discussions about greenwashing, especially with recent developments. In early 2022, the company faced criticism for inconsistencies in emissions data and greenwashing activities, as highlighted by the Sereno Regis Study Center. Greenpeace also criticized ENI for using the Sanremo Music Festival as a platform for greenwashing. In May 2023, ENI faced a lawsuit for allegedly lobbying and greenwashing to promote fossil fuels despite being aware of their environmental risks. Greenpeace sued the company, accusing it of knowingly contributing to climate change.
ESG Risks
Over the past 4 years, the oil giant's ESG risks have been few but not inexistent. ENI has encountered several risks, including legal challenges and pollution issues. In 2022, ENI's environmental strategy was deemed a failure, and concerns arose about a pipeline spill into the East Irish Sea. The company also faced legal actions in 2021, including an appeal against a court ruling in an illegal waste case and warnings from the Legality Network to reduce greenhouse gas emissions or face prosecution.
The company faced a lawsuit in early 2023 for allegedly having prior knowledge of the climate crisis. In another incident, a report found that ENI and Shell were responsible for significant pollution in Bayelsa, requiring a $12 billion cleanup.
Shell and ENI both face the challenge of balancing economic interests with environmental responsibility. Despite allegations of greenwashing and environmental risks, both companies have taken steps towards sustainability, such as investing in low-carbon solutions and renewable energy projects. Their experiences highlight the importance of transparency, genuine commitment to environmental responsibility, and the role of public scrutiny in holding companies accountable.
Greenwashing and ESG Investing
In sum, certain companies advertise their sustainability and green initiatives, while in reality, they are making false claims and practicing greenwashing, as evidenced by our analysis using SESAMm's AI and ESG reports. We use AI through TextReveal to generate alternative data for use cases, such as ESG and SDG, sentiment, private equity due diligence, corporate studies, and more. Our technologies can reliably ensure the credibility of ecological initiatives and serve global investment firms, corporations, and investors, such as private equity firms, hedge funds, and other asset management firms, to enhance their investment strategies.
Conclusion
In conclusion, the issue of greenwashing represents a substantial obstacle in the journey towards genuine environmental sustainability, misleading consumers and investors and diluting the efforts of genuine sustainable enterprises. Nevertheless, the emergence of advanced technologies such as Artificial Intelligence (AI) and Natural Language Processing (NLP) indicated a new era of accountability. Innovators like SESAMm are at the forefront, deploying these technologies to effectively unravel and counteract greenwashing practices. This empowers investors, asset, and portfolio managers to discern and align their resources with legitimately sustainable entities. The call to action is clear: a collective demand for transparency and responsibility is crucial.
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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