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How a quarterly earnings shake-up could disrupt a sprawling white-collar ecosystem

A shake-up could finally be coming for quarterly earnings, and could rattle an ecosystem full of white-collar workers plying their trade as lawyers, communications pros, and data providers.

The push for fewer earnings reports ramped up last fall, after President Donald Trump asked the Securities and Exchange Commission to investigate whether fewer earnings reports might benefit companies. The regulator is now preparing a proposal to eliminate the requirement to report earnings every three months and instead give companies the option to share results twice a year, The Wall Street Journal reported Monday.

For decades, quarterly earnings have been a core Wall Street ritual, forcing companies to lift the hood and show investors what’s happening through hard numbers. Many CEOs have long argued that the process is costly and time-consuming and encourages short-term thinking.

There’s evidence that some companies agree. In 2019, after Trump first asked the SEC to explore the issue, the Nasdaq found that three-quarters of the 180 companies it surveyed favored a switch to semi-annual reporting, according to results posted on the SEC’s website. This initial effort ultimately stalled.

But the costs of these reporting efforts don’t just burden companies; they also support a sprawling ecosystem. Preparing a single release can take weeks and pull in dozens of people across legal, accounting, and communications teams. The money spent on earnings underwrites thousands of white-collar jobs, many already under pressure from artificial intelligence and a slowing economy.

Business Insider sought to understand what would happen to the professionals that prop up the earnings ecosystem, from investor relations professionals to finance data providers, last September, when this debate kicked off.

Here’s what people with knowledge of the process had to say, as well as what companies and professional associations said in response to the SEC’s 2019 request for comment on the pros and cons of fewer earnings reports.

Companies could field more investor questions

Investor relations and communications professionals play a key role in quarterly earnings by making sure a company’s story — financial results, growth prospects, risks, and strategy — is clearly conveyed to investors, analysts, regulators, and the media.

Reducing earnings, however, might not make their jobs easier, said Matthew Brusch, president and CEO of NIRI, an association for investor relations professionals.

“Investors won’t simply just stop asking for the information,” said Brusch, who previously worked in IR. “In my experience, investors never want less information,” he said, adding that he expects many companies would continue to report earnings quarterly even if given the opportunity to report just twice a year.

Indeed, a change might even add value to people whose job it is to break into companies, such as Wall Street equity research analysts, who make stock recommendations. A 2018 survey by the CFA Institute found that 82% of investor respondents strongly agreed that they would “struggle to locate information” if earnings reporting requirements were reduced.

Most investors surveyed also agreed that the benefits of quarterly earnings outweighed the costs.


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A chart from the CFA Institute survey 

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The biggest winners

Theoretically, the biggest beneficiaries of fewer earnings reports would be C-Suite executives, like the CEO and CFO, who would have more time to focus on operations, capital raising, and other big-picture initiatives.

Nasdaq’s 2019 survey showed that the average company said it spent about 852.95 hours a quarter on earnings. That’s more than two weeks per person per quarter, assuming a 10-person team. Reducing corporate earnings to just twice a year would therefore give the average executive an entire month back, which could be spent on other things.

Experts who spoke to Business Insider said they don’t see it playing out this way, however. They pointed to the EU and other regions where many companies continue to report earnings quarterly despite twice-a-year reporting requirements.

“Do you really think management’s going to say, ‘Hey, just because we don’t have to report to the outside, I only want to look at my business every six months?'” Sandy Peters, senior head of global advocacy at the CFA Institute, said. “Probably not.”

The biggest losers

The biggest losers, people said, may be for-hire professionals called in on an ad-hoc basis to help pull quarterly earnings together, including corporate lawyers and auditors.

In response to the SEC’s 2019 request for comment on this issue, the Society for Corporate Governance filed a report showing that the costs associated with lawyers and accountants were among the most common concerns.

“Significant diversion of legal and finance/accounting team resources, plus expense of lawyers and accountants,” the organization’s SEC filing said, quoting a member.

“Audit firm fees” ranked as a top cost of preparing earnings reports among the 146 members who responded to the organization’s survey.

The Nasdaq survey said that companies reported paying an average of $334,697.63 a quarter on earnings, with at least one respondent citing quarterly costs as high as $7 million.

Ripple effects for data providers

Reducing earnings requirements could also impact professionals who make money off them, including financial services data providers.

On LinkedIn, Daniel Goldberg asked colleagues in the alternative data world if a potential change would be good or bad for their industry. A vast majority of the dozens of respondents thought the fewer corporate reports would mean more business for them.

“With semi-annual reporting, the unmatched transparency of real-time data could spark a surge in alternative data adoption,” said Goldberg, the former chief data strategy officer at Coresight Research who now works as an independent consultant.

But there is a downside for an industry that’s reliant on hedge funds for a sizable chunk of its revenues, he said

“Fewer earnings events would mean fewer trading catalysts — a potential challenge for hedge funds chasing alpha,” said Goldberg.

Rado Lipus, the founder of data consultancy Neudata, said “hedge funds are still very reliant on traditional products such as consensus estimates data,” and plenty of alternative datasets use “earnings calls as the input to create their product.” Ravenpack, an alternative data provider, has an earnings call analytics product that uses natural language processing tools to judge the sentiment of the executives speaking on a call, for example.

But the biggest immediate impact of changing quarterly earnings could be to hedge funds themselves, said Marc Greenberg, a former executive at Steve Cohen’s Point72 who now runs a training firm called Greener Pastures.

“It’s the best time of the year to make money as a hedge fund,” he said.




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7 of the most interesting quotes from Anthropic CEO’s sprawling 19,000-word essay about AI

Dario Amodei still has a lot to say.

On Monday, the Anthropic CEO dropped an over 19,000-word essay entitled “The Adolescence of Technology” on the future of AI on Monday, opining on everything from his fellow CEOs to feudalism, and even the Unabomber.

Best known for his warning that AI could eliminate up to 50% of entry-level white-collar jobs in the next 1 to 5 years, Amodei has tangled with Nvidia CEO Jensen Huang and the Trump White House over his views.

Here are seven of the most alarming and surprising quotes.

‘This is a serious civilizational challenge’

Amodei remains optimistic about AI overall, but his essay detailed “an intimidating gauntlet that humanity must run” to reap the benefits of AI without letting the breakthrough technology destroy the world.

“I believe if we act decisively and carefully, the risks can be overcome — I would even say our odds are good. And there’s a hugely better world on the other side of it,” he wrote. “But we need to understand that this is a serious civilizational challenge.”

AI development can’t be stopped, Amodei wrote, a conclusion even some of AI’s skeptics share. The financial and security benefits are just too massive for the private and public sectors to pass up.

It’s why winning the AI race and doing so in an ethical way is so critical, he concludes.

‘This is like selling nuclear weapons to North Korea and then bragging that the missile casings are made by Boeing’

Jensen Huang hasn’t changed Amodei’s mind on China.

“A number of complicated arguments are made to justify such sales, such as the idea that ‘spreading our tech stack around the world’ allows ‘America to win’ in some general, unspecified economic battle,” Amodei said. “In my view, this is like selling nuclear weapons to North Korea and then bragging that the missile casings are made by Boeing and so the US is ‘winning.'”

In November, Nvidia announced a partnership with Anthropic that includes an investment of up to $10 billion in the AI startup. The news sparked speculation that tensions between Amodei and Huang might be cooling.

Whatever the status of their relationship, Amodei is resolute that it is a horrendous decision to allow US companies to sell advanced chips to China.

“China is several years behind the US in their ability to produce frontier chips in quantity, and the critical period for building the country of geniuses in a data center is very likely to be within those next several years,” Amodei wrote. “There is no reason to give a giant boost to their AI industry during this critical period.”

‘Many people have told me that we should stop doing this, that it could lead to unfavorable treatment’

Amodei would like his critics to see the scoreboard.

Anthropic’s leader hasn’t tried to curry favor with the White House, nor has he vocally embraced President Donald Trump’s AI policies to the same degree as his rival CEOs. Amodei’s outspoken call for AI regulation even led David Sacks, Trump’s AI czar, to publicly rebuke him.

None of it has changed Amodei’s view that the AI industry “needs a healthier relationship with government — one based on substantive policy engagement rather than political alignment.”

“Many people have told me that we should stop doing this, that it could lead to unfavorable treatment, but in the year we’ve been doing it, Anthropic’s valuation has increased by over 6x, an almost unprecedented jump at our commercial scale,” he wrote.

Of all of his hopes, this one appears the unlikeliest. Already, AI CEOs have formed dueling super PACs ahead of the 2026 midterm elections.

‘It is sad to me that many wealthy individuals (especially in the tech industry) have recently adopted a cynical and nihilistic attitude that philanthropy is inevitably fraudulent or useless’

The tech elite made AI, and they should help society grapple with its fallout, he wrote in the essay. Amodei has long called on governments to prepare for mass job displacement. In one of the most eyebrow-raising parts of the essay, Anthropic CEO detailed what his fellow billionaires and companies must do.

Beyond philanthropy, Amodei said companies need to be “creative” in how they stave off layoffs.

In the long term, he wrote, “It may be feasible to pay human employees even long after they are no longer providing economic value in the traditional sense.”

‘Some AI companies have shown a disturbing negligence towards the sexualization of children’

One of the biggest themes of Amodei’s essay is the risk that AI companies themselves pose. It’s a conclusion that he admits is “somewhat awkward” for him to reach. As an example, he points to the roiling topic of the sexualization of children. While he does not name xAI directly, Grok is facing investigations in multiple countries over the non-consensual sexualization of images of real people.

“Some AI companies have shown a disturbing negligence towards the sexualization of children in today’s models, which makes me doubt that they’ll show either the inclination or the ability to address autonomy risks in future models,” he wrote.

Overall, he expressed skepticism that AI companies will sacrifice profit for broader societal good. “Ordinary corporate governance,” Amodei wrote, is ill-equipped to address his worries.

Amodei said that fears that AI models may defy orders and perhaps even try to eliminate humanity are complicated by bad actors in the industry who aren’t as transparent about the risks they are seeing in their models.

“While it is incredibly valuable for individual AI companies to engage in good practices or become good at steering AI models, and to share their findings publicly, the reality is that not all AI companies do this, and the worst ones can still be a danger to everyone even if the best ones have excellent practices,” he wrote.

‘Models are likely now approaching the point where, without safeguards, they could be useful in enabling someone with a STEM degree but not specifically a biology degree to go through the whole process of producing a bioweapon’

Amodei doesn’t see the largest risks to humanity coming from AI pursuing total domination, but rather in what AI could enable humans to unleash.

Amodei described his fears that AI is lowering the barrier of entry necessary to make killer biological weapons. His greatest concern is that AI could provide the step-by-step know-how that could eventually enable even an average person to produce a bioweapon.

AI companies, Amodei said, need to ensure they create sufficient backstops to block such inquiries, including by making it difficult for hackers to jailbreak models. Adding such security is expensive, Amodei said, noting that these measures are “close to 5% of total inference costs” for some of the companies’ models.

“I am concerned that over time there may be a prisoner’s dilemma where companies can defect and lower their costs by removing classifiers,” he wrote. “This is once again a classic negative externalities problem that can’t be solved by the voluntary actions of Anthropic or any other single company alone.”

‘I would support civil liberties-focused legislation (or maybe even a constitutional amendment)’

Amodei is one of the AI industry’s most vocal proponents of AI legislation. While Meta and Microsoft supported a federal preemption of state-level AI laws, Anthropic supported AI transparency bills in California and New York that are now law.

Throughout the essay, Amodei outlined multiple areas for future legislation, including industry-wide transparency requirements like those at the state level. Even he concludes that new laws might not be enough.

“The rapid progress of AI may create situations that our existing legal frameworks are not well designed to deal with,” he wrote.

It’s why Amodei said he would go so far as to support a constitutional amendment. The US has not amended the Constitution since 1992, when the over two-century-long battle to add a limitation on congressional pay finally passed the 38th state legislature.

“I would support civil liberties-focused legislation (or maybe even a constitutional amendment) that imposes stronger guardrails against AI-powered abuses,” he wrote.




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