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After a four-month analysis of 94 mutual funds and ETFs with "ESG" (environmental, social, and governance) in their name, a team of University of California, San Diego graduate students concluded that the linguistic patterns found in mutual fund and ETF prospectus language has a relatively low correlation with its ESG rating. Based on empirical methods, the report showed that one cannot tell the difference between a prospectus for true ESG vs. greenwashing mutual funds and ETFs.
"Right now ESG investing in funds and ETFs is the Wild West due to the voluntary nature of ESG-related disclosures, absence of widely accepted terminology, and limited to no enforcement," said As You Sow CEO Andrew Behar. "We see funds with ESG in their names getting F's on our screening tools because they hold dozens of fossil fuel extraction companies and coal-fired utilities. The intent of this study is to underscore the necessity for the creation of a common glossary of terms and fund classifications subject to SEC enforcement. This will help to eliminate confusion and misleading marketing, fund naming, and prospectus language."
The final report -- "Identify 'Greenwashing' Funds Using NLP Firms' Prospectuses" -- is the capstone project by Min Yi Li, Qianchen Zheng, Hao-Che Hsu, and Yin Zhu, students of Professor Michael Melvin, executive director of the Master of Finance Program at Rady School of Management at the University of California, San Diego (UCSD), and executive director of the Pacific Center for Asset Management. The study was also advised by Michael Cosack and Henry Shilling of Sustainable Research and Analysis, and Andrew Montes, digital strategies director at As You Sow.
As You Sow, a non-profit shareholder advocacy organization, approached UCSD to oversee the data analysis after noticing that of the 3,000 mutual funds and ETFs in its Invest Your Values scorecard, 94 had "ESG" in their names yet 60 of these earned a "D" or an "F" on one or more ESG criteria. They shared this information in a comment to the U.S. Securities and Exchange Commission (SEC), met with the Division of Investment Management, and decided to use analytical science to better understand the state of the ESG-segment of the industry.
The UCSD team divided the 94 funds into two groups: 34 "good" funds earning only A, B, or C grades and 60 "bad" funds earning at least one D or F grade, based on the Invest Your Values scorecard. The As You Sow scorecard flags companies in funds along seven issue areas: fossil fuels, deforestation, gender equality, civilian firearms, prison industrial complex, military weapons, and tobacco.
The UCSD team used NLTK Python, tokenization, stemming, lemmatization, distillBERT (Bidirectional Encoder Representatives from Transformers), and HuggingFace data analytics to identify whether funds are "real" ESG funds or greenwashing funds based on the prospectus and other information provided by firms.
The analysis extracted key ESG terms including: "Carbon", "Climate", "Divestment", "Engagement", "Environmental", "ESG", "Ethical", "Exclusions, "Fossil", "Green", "Impact", "Integration", "Moral", "PRI", "Religious", "Responsible", "SDG", "Social", "SRI", "Sustainable", "Governance", "Alcohol", "Gambling", "Tobacco", "Nuclear", "Power", "Energy", "Thermal", "Fuel", "Coal", "Oil", "Gas", "Weapons", "Waste", "Firearms", "Ammunition", "Minority", "Emissions", "Diversity", "Gambling", "Anti-corruption", "Labor", "Human rights", and "Community."
The analysis also looked at "Wiggle terms" that are often found in prospectus language to make the ESG terms less precise. These included "may consider", "seek", "believe", "pursue", "only", "most", "help", "always", "possibly", "would", "could", "used", "may", and "might."
The team sorted phrases as seen in the table below to look for discernable patterns. Note how the two types of funds are nearly identical.
The charts below also show that "good" and '"bad" funds are nearly identical when considering word usage and are therefore not helpful to discern the difference for investors.
The analysis also included funds that claimed to be holding non-ESG companies for "engagement" and concluded that some, like Boston Common, used language that was clear while others did not. The report looked at "intent," noting that "sentences or paragraphs should convey the intent of adding ESG in the investment thesis in the first place and should regard ESG as their core value."
As You Sow met with the SEC Division of Investment Management on Jan. 6, shared the report, and made recommendations to address the issue of confusing and misleading fund naming and prospectus language. Top of the list is standardizing a glossary of ESG terms and a fund classification framework subject to enforcement by the agency. They also recommended a requirement that all prospectus language be disclosed in a machine-readable format to enable automated comparisons of text vs holdings on a publicly available website so investors can spot issues rapidly. Third, they plan to continue the research to examine a much larger set of funds and possibly integrate other ESG rating systems.
"Investors need asset managers to establish the philosophy underlying a fund and align the prospectus language and fund name with the intent and the holdings," Behar said. "The problem is that there is no truth in labeling. If these funds were groceries, then a jar labeled 'peanut free' may contain 19% peanuts and people with a nut allergy would end up in the hospital. When investors put their hard-earned money into an 'ESG' or 'fossil free' fund they expect to reduce their climate risk and not own big oil, coal, and deforestation."
The goal is to enable advisors and investors to have assurance and agreement on what an "ESG," or "fossil free" fund is. Currently, there are many "fossil free" funds with significant investments in fossil fuel companies, there are "low carbon transition" funds that hold Exxon, Chevron, and fossil-fired utilities like Duke and Southern.
In December, Bloomberg published a story -- The ESG Mirage -- stating that "MSCI, the largest ESG rating company, doesn't even try to measure the impact of a corporation on the world. It's all about whether the world might mess with the bottom line."
A recent report by Universal Owner demonstrated how despite Vanguard's recent climate branding through joining the Net Zero Asset Managers Initiative, it continues to invest its beneficiaries' capital in the most damaging fossil fuel companies, rendering the impact of its ESG products relatively negligible.
The As You Sow-UCSD study adds validation to previously made observations that ESG-related disclosure standards are currently lacking. This condition can be addressed and ESG investing can continue to grow and define the new regenerative economy based on justice and sustainability.
As You Sow is the nation's non-profit leader in shareholder advocacy. Founded in 1992, we harness shareholder power to create lasting change that benefits people, planet, and profit. Our mission is to promote environmental and social corporate responsibility through shareholder advocacy, coalition building, and innovative legal strategies.
"Regulating AI is winning issue for Democrats, but their own party leaders are too complicit with Silicon Valley to use it," said one observer.
Polls show that a majority of US voters—and especially Democrats—want more robust guardrails on artificial intelligence, but Democratic governors' silence on President Donald Trump's directive banning states from regulating AI has some observers asking if lobbying by the powerful industry is to blame.
Sludge's David Moore and Donald Shaw reported Friday that tech titans including OpenAI and Meta last week sent a small army of lobbyists to meet with attendees of the Democratic Governors Association’s annual meeting, held this year at the swanky Biltmore Hotel in Phoenix.
According to the report, lobbyists and governors—some of whom "are teasing White House bids in 2028 or rumored to be in the mix"—gathered for a closed-door meeting. California Gov. Gavin Newsom, Michigan Gov. Gretchen Whitmer, Kentucky Gov. Andy Beshear, and Maryland Gov. Wes Moore were among those who reportedly met with the lobbyists.
Trump signed an executive order trying to prevent states from regulating AI and following through on the safety laws they enacted, but there was little public pushback from Democratic governors.AI lobbyists descended on the DGA winter meeting last weekend in Phoenix, per a list we obtained:
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— David Moore (@davidrussellmoore.bsky.social) December 12, 2025 at 11:15 AM
The meeting preceded Trump's Thursday signing of an executive order aimed at limiting states' ability to regulate rapidly evolving AI technology. The order directs the US Department of Justice to establish an AI Litigation Task Force empowered to sue states that enact “onerous and excessive" AI regulation. The edict also threatens to withhold federal funding from states that implement AI regulations that the Trump administration finds objectionable.
Democratic governors have been relatively muted on the order, especially given the overwhelming support for regulation of AI—which many experts say poses threats to humanity that may equal or outweigh its benefits—across the political spectrum.
As Moore and Shaw wrote:
While Democratic governors were silent, their Republican counterparts have been loudly arguing for months against the federal government preempting state AI policies. In June, 17 Republican governors sent a letter to Senate Majority Leader John Thune [R-SD] and House Speaker Mike Johnson [R-La.] warning them against preempting their states’ protections on AI use. Over the past couple months, a trio of Republican governors—Spencer Cox (Utah), Ron DeSantis (Fla.), and Sarah Huckabee Sanders (Ark.)—continued to make known their opposition to the Trump administration’s executive order.
Newsom, who many observers believe is eyeing a 2028 White House run, especially disappointed proponents of AI safeguards last year when he vetoed what would have been the nation's strongest AI safety regulations.
It's not just Democratic governors—congressional Democrats have increasingly partnered with an industry expected to soon be worth trillions of dollars. Some Democrats, like Rep. Josh Gottheimer of New Jersey, are personally invested in AI stocks. The AI industry also made record contributions to political campaigns during the 2024 cycle.
Other Democrats, including some who may have their sights set on higher office—notably Congresswoman Alexandria Ocasio-Cortez of New York—advocate stronger guardrails on AI development.
The public is worried about AI. Regulating AI is winning issue for Democrats but their own party leaders are too complicit with Silicon Valley to use it. www.thenation.com/article/poli...
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— Jeet Heer (@jeetheer.bsky.social) December 12, 2025 at 7:24 AM
"Voters want the party to get tough on the industry. But Democratic leaders are following the money instead," Jeet Heer, national affairs correspondent for The Nation, wrote Friday.
Citing voters' desire for stronger regulation, Heer argued that "Democrats have a tremendous opportunity to use the AI backlash for wedge politics," adding that "it's a way to win back working-class voters who are already disillusioned with the GOP and Trump."
The progressive congresswoman also warned that "an extension with abortion restrictions kills women."
The US House of Representatives is set to vote on extending Affordable Care Act subsidies next week, and Rep. Alexandria Ocasio-Cortez warned Friday that if Republicans let the ACA tax credits expire at the end of the year, "people are going to die."
The New York Democrat spoke to reporters in Washington, DC a day after only four Republicans voted with Democratic senators in an unsuccessful effort to pass legislation extending ACA subsidies, as over 20 million Americans face a surge in health insurance premiums. A GOP bill to replace the subsidies with annual payments to tax-advantaged health savings accounts also failed.
"We have to remember who's in charge of the House, the Senate, and the White House. Republicans have a House majority, they have a Senate majority, and Donald Trump is president of the United States, and JD Vance is vice president of the United States," Ocasio-Cortez said in remarks shared by her and multiple news sources on social media.
House Speaker Mike Johnson (R-La.) "refused to engage" in a debate on the looming healthcare crisis and "kept Republicans home for over a month so that they would not negotiate," she said. Trump and Vance "did the same thing—they stuck their heads in the sand for the entirety of a... government shutdown where we were urging them to come to a solution on extensions of ACA premium subsidies," she continued, calling for a "clean" extension while the GOP sorts out its supposed healthcare plan.
Rep. @AOC on healthcare subsidy proposals: "An extension with abortion restrictions kills women." pic.twitter.com/HOCqHMGemp
— Forbes Breaking News (@ForbesTVNews) December 12, 2025
"People are gonna be kicked off of their insurance. Open enrollment is happening right now, and there are going to be millions of Americans that are affected—that aren't gonna be able to go to a doctor, aren't gonna be able to afford their prescription drugs, because of some petty fight in Washington," the congresswoman said, noting Democratic efforts to force votes on an extension.
As NBC News reported Thursday, early enrollment data from several states shows that "more people appear to be walking away from Affordable Care Act coverage or switching to cheaper plans for 2026 compared to this time last year," which "could reflect signs of financial strain for people who can't afford to pay hundreds of dollars more in monthly premiums once enhanced federal subsidies expire at the end of the year."
Demanding that her colleagues in DC recognize the urgency of the issue, Ocasio-Cortez—who supports Medicare for All—said Friday that "I don't understand why they can't just extend these subsidies so that we can save people's lives while they figure out whatever their political food fight is."
AOC also pushed back against GOP efforts to restrict reproductive healthcare in an ACA subsidy bill, saying "an extension with abortion restrictions kills women—so no, I'm going to allow this Republican majority to kill women in this country so that they can try to do whatever their victory lap is. I will not accept women, and the lives of women, as some political cost for them being able to extend these things. Reproductive care is healthcare. Period."
Since the right-wing US Supreme Court reversed Roe v. Wade and GOP-led states further restricted reproductive rights, multiple stories have emerged from places including Georgia and Texas exemplifying how "Republican abortion bans kill women."
After Johnson met with the House GOP's "Five Families" on Friday, he is expected to allow a floor vote to extend the subsidies next week and, according to Punchbowl News, is considering giving moderates an option without abortion funding restrictions.
As Politico reported Friday evening:
[GOP] leaders ultimately expect the extension vote to fail, resulting in skyrocketing premiums for millions of Americans when the subsidies expire at the end of the year.
Instead, according to House Republican leadership aides, Republicans are preparing to roll out a healthcare framework that would allow businesses that fund their own health plans to purchase "stop-loss" policies—which would protect businesses from going bankrupt from just a few unexpectedly expensive insurance claims.
It also would appropriate funds to pay for "cost-sharing reductions" in Obamacare and include some elements of a separate legislative proposal designed to crack down on pharmacy benefit managers—companies that negotiate drug prices on behalf of insurers and large employers.
Like Ocasio-Cortez—who has faced mounting calls to launch a 2028 primary challenge to Senate Minority Leader Chuck Schumer (D-NY) over his handling of the March funding fight and recent shutdown—the upper chamber's top Democrat put the blame squarely on Republicans after both bills failed to advance on Thursday.
"Republicans must answer for why people will lose coverage. Republicans must answer why families see premiums double and triple over the next year," Schumer said. "Democrats' focus does not change. We fought like hell to stop these hikes, and we're going to continue to fight like hell to bring costs down for the American people on healthcare, on housing, on electric rates, on groceries."
"But Republicans are fighting like hell to send those costs right through the roof," he added. "They're fighting like hell to kick people off insurance. They're fighting like hell to cut taxes and give sweet giveaways to billionaires and the ultrarich. January 1st is coming. Republicans are responsible for what happens next. This is their crisis now, and they're going to have to answer for it."
"Palestinian babies freeze to death as shelters and lifesaving humanitarian aid—located just a few miles away—for 1 million civilians is blocked by Israel," noted one journalist.
A second Palestinian infant and a young girl died of hypothermia in Gaza as heavy rains and flooding—whose effects are exacerbated by Israel's genocidal annihilation and ongoing siege of the coastal strip—raised the death toll from Storm Byron to at least 16.
Taim Al-Khawaja—who was several months old—died in the Shati refugee camp in northern Gaza, while 9-year-old Hadeel al-Masri died in a shelter west of Gaza City, according to local officials. Their deaths follow that of Rahaf Abu Jazar, an 8-month-old who died Thursday of exposure after floodwaters inundated her family’s tent in Khan Younis.
At least five other people were killed when a building in Beit Lahia collapsed amid the storm, and two others were killed when a wall collapsed onto tents housing displaced Palestinians in the Remal neighorhood of Gaza City. According to Gaza's Government Media Office (GMO), at least 13 buildings have collapsed and more than 27,000 tents have been destroyed or left uninhabitable by Byron's winds, rain, and floodwater.
While farmers in neighboring Israel welcomed the torrential rains, which delivered relief from drought conditions, the storm is devastating Palestinians already reeling and weakened from nearly 800 days of war and siege. Israel's US-backed onslaught has left more than 250,000 Gazans dead, maimed, or missing and 2 million more starved, sickened, or displaced. Roughly 1.5 million Palestinians are currently living in tents or other makeshift shelters.
The recent hypothermia deaths evoked horrific memories of the past two winters in Gaza, when more than a dozen Palestinians—most of them infants and children—died from hypothermia caused by exposure. While many Israelis and their supporters abroad point to the relatively mild Mediterranean winters in an effort to deny these deaths, experts note that hypothermia can be deadly at temperatures over 60°F (15°C) in overexposed conditions such as those in Gaza.
Reporting from Gaza, Al Jazeera's Ibrahim al-Khalili said Friday that genocide-ravaged Gazans are now enduring “an added layer of suffering."
“The tents are collapsing. The cold is unbearable. Basically, they don’t have anywhere to go. What is unfolding is devastating,” he said. “It’s not just a storm; it’s a new wave of displacement even after the war has stopped. Many people here told me that a new war has really begun after this flooding, and people are being forced to flee whatever fragile shelters they had.”
Hamas spokesperson Hazem Qassem on Friday called the recent exposure deaths a "continuation of the war of extermination."
“The successive collapses of homes bombed during the war of extermination on the Gaza Strip, caused by the storm, and the resulting deaths, reflect the unprecedented scale of the humanitarian disaster left by this criminal Zionist war,” he said.
Jonathan Crickx, chief of communications for the United Nations Children's Fund (UNICEF), told Agence France-Presse Friday that Gazans are also enduring "absolutely appalling hygiene and sanitary conditions."
"There aren't enough toilets; there are places—I saw some in Gaza City—where large pools of water are essentially open sewers right next to the displacement camps," he added.
While the shaky two-month ceasefire between Israel and Hamas has somewhat eased the Israeli blockade on Gaza, the GMO said Friday that “the occupation continues to close crossings and prevent the entry of humanitarian aid and materials that could provide shelter."
“This includes blocking the entry of 300,000 tents, prefabricated mobile homes, and caravans," the agency added.
The #Gaza Strip has been left flooded by #StormByron, destroying already damaged buildings and causing additional loss of life.MSF is concerned about the upcoming winter and heavy rain.Caroline Seguin, Emergency Coordinator, updates:
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— Doctors Without Borders / Médecins Sans Frontières (MSF) (@msf.ca) December 12, 2025 at 2:02 PM
In a statement Friday, Doctors Without Borders Gaza emergency coordinator Caroline Seguin said that the charity is "very, very worried about the next month with the winter coming and the heavy rain."
"Last year we saw a huge increase in respiratory infections for children, diarrhea as well, and of course all the wounded that are living inside the tents will have big difficulties to heal their wounds and will have probably an increase of infection for the wound of the wounded," Seguin noted. "It's near to be not possible to live in this conditions."