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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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5 biggest takeaways from Nvidia’s Q4 earnings — from the new Vera Rubin chips to an emerging risk

Nvidia moved quickly to calm investor nerves during its earnings call on Wednesday.

The chipmaker delivered another blowout earnings report that underscored how little momentum the AI boom has lost. As the world’s most valuable company by market capitalization, Nvidia topped Wall Street expectations across the board in its fiscal fourth quarter and issued a forecast that sailed past analyst estimates.

The upbeat results arrive at a delicate moment for AI-linked stocks, which have recently shown signs of fatigue.

From incorporating Groq into Nvidia systems to an update on the new Vera Rubin chips, here are the biggest takeaways from Nvidia’s fourth-quarter earnings call.

1. Nvidia is becoming the backbone of Big AI

Over the course of the call, CEO Jensen Huang repeatedly positioned Nvidia at the center of the AI industry’s biggest players.

OpenAI’s latest Codex model is trained and runs on Nvidia’s Blackwell systems, and the companies are close to reaching a multibillion-dollar partnership, he said.

Meta is deploying Nvidia GPUs in its push toward superintelligence, and Nvidia also announced an up to $10 billion investment in Anthropic.

Huang said his goal is to ensure that every form of AI — from large language models to robotics — is built on its platform.

“We want to take the great opportunity that we have as we’re in the beginning of this new computing era, this new computing platform shift, to put everybody on Nvidia,” he said.

2. Huang teases Groq integration as AI shifts to inference

When asked about Nvidia’s future road map and whether it plans to build customized chips for specific workloads, Huang said the company prefers to keep as much as possible within a single design.

That said, he teased a potentially significant move involving Groq, saying more details would come at Nvidia’s GTC conference in March.

Late last year, Nvidia struck a non-exclusive licensing agreement with Groq for its low-latency AI inference technology — a deal that also brought Groq’s founder and other top engineers on board.

“What we’ll do is we’ll extend our architecture with Groq as an accelerator in very much the ways that we extended Nvidia’s architecture with Mellanox,” Huang said, referring to the networking company Nvidia acquired in 2020.

As AI workloads shift from training large models to running them, the move suggests Nvidia isn’t going to abandon its core platform but rather fold specialized inference capabilities in.

3. Samples of the Vera Rubin chips have been shipped

Nvidia has begun shipping early samples of its next-generation Vera Rubin chips to customers.

Chief Financial Officer Colette Kress said during the earnings call that the company delivered “our first Vera Rubin samples” earlier this week and expects broader shipments of the new chips to begin in the second half of 2026.

“We expect every cloud model builder to deploy Vera Rubin,” Kress said.

Huang previously said at the Consumer Electronics Show in January that compared to the Blackwell model, Rubin has more than triple the speed, could run inference five times faster, and can deliver significantly more inference compute per watt of energy.

4. Addressing future risks

Nvidia appears concerned about whether there will be enough resources to sustain the demand for data centers.

In its latest 10-K report filed with the Securities and Exchange Commission, Nvidia listed the availability of data centers, energy, and capital to support the data center buildout as a risk factor, writing that “any shortage of these and other necessary resources could impact our future revenue and financial performance.”

“Expanding energy capacity to meet demand is a complex, multi-year process involving significant regulatory, technical, and construction challenges,” wrote Nvidia.

“In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects,” Nvidia added.

5. An OpenAI deal may finally be ‘close’

Huang addressed the company’s growing slate of strategic investments, including a deal with OpenAI, as questions mount over whether Nvidia’s strategy creates circular relationships with its own customers.

Speaking about Nvidia’s investments in AI companies such as Anthropic and OpenAI, Huang said the strategy is centered on strengthening the broader AI ecosystem and ensuring the next generation of software and hardware is built on Nvidia’s platform, from large language models to robotics.

“We want to take the great opportunity that we have, as we’re in the beginning of this new computing era,” Huang said.

Huang confirmed that Nvidia is “close” to finalizing a deal with OpenAI. The partnership was first outlined in 2025 as part of a massive AI infrastructure initiative that could reach $100 billion.




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Lauren Crosby

My 12-year-old has made over $5,000 selling stickers she designed. She’s donated part of her earnings to local charities.

This as-told-to essay is based on a conversation with Tom Landry. It has been edited for length and clarity.

It was during the pandemic that my daughter Maddie’s creativity really started to blossom. She loved doodling in particular, giving each of the characters she created back stories.

When she was 7, she asked me if she could create stickers featuring her characters, for herself and to give to her friends.

My wife and I could have just done this for her, but we decided to involve Maddie in the process. We all researched sticker companies to find the ones that could help us get the job done. Once we decided on a company to use, we filled out the interest forms and learned to scan the characters together to send to the company.


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Maddie Landry’s friends loved her designs.

Courtesy of Tom Landry



At the beginning, it was purely about having fun. None of us were thinking about this as a business opportunity.

Her friends loved her designs

When Maddie took the stickers into school, her friends loved them, asked her how she had done it, and gravitated toward the characters on the stickers and their corresponding stories.

When she was 8, Maddie said she wanted to have a lemonade stand and sell some of her stickers at the same time. People bought them, which launched Maddie’s business selling her sticker creations.


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Maddie Landry started selling her stickers at her lemonade stand when she was 8.

Courtesy of Tom Landry



From the lemonade stand, she donated a portion of her profits to a local charity, setting a precedent for her future business growth.

Giving back to the community has always been a priority in our family, something Maddie has grown up with, so it was no surprise that she wanted to do the same with her own business.

We often say, “Do well, but do good.” Maddie clearly took this on board. She had internalized behaviors she’s seen at home for years.

We started a business with her

The initial interest sparked by her stickers led Maddie to work with her mom and me to learn how to set up a business.

How do you set up a website? How do people order online? Where can you sell your products? What do you do with the profit?

We answered all of these questions, and more, together.

Even though I’m an entrepreneur, it was fun to just play again and be creative with my daughter. It’s been incredibly energizing for me.

I think that as adults who are often busy, our innate artist can disappear, and that attitude of “anything is possible” dissipates. It’s kind of sad.


Girl on her sticker stand

Tom Landry’s daughter has donated 10% of her earnings to local charities.

Courtesy of Tom Landry



I’ve been working for 35 years, and it’s easy — almost subconscious — to assume that because something has been done a certain way for a long time, that’s the way it must continue to be done. Watching Maddie approach her work with curiosity, optimism, and a willingness to try things without overthinking them pushed me to look at my own business through a much fresher lens.

Even more importantly, I’ve had the chance to nurture Maddie’s creativity, empower her to take control of what she wants, and help her learn about her agency. These are such great life skills.

She has donated 10% of her earnings to local charities

Her business, Maddie Moo Designs. has continued to grow. She has sold stickers online, in local souvenir shops, and at events. She’s learned so much about business along the way.

Since starting, Maddie has generated more than $5,000 in sales and has already donated over $500 of her earnings to Maine charities.

We’ve encouraged her to think about how she’ll use the money she’s made, suggesting four “buckets” — the fun bucket, the giving back bucket, the investing in the business bucket, and the savings bucket.

One of Maddie’s favorite purchases with the money she has made is a black North Face coat that is fluffy and warm on the inside. She’s also bought squishies and books.

Maddie didn’t need pressure from me or perfectionism to succeed; she just needed exposure, possibly, and look where that has taken her. Kids are capable of so much more than we assume.




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Earnings season is here, and there’s one big wild card

Do you enjoy sorting through numbers and executives answering questions with lots of spin? If so, you’re in for a treat.

Earnings season is back, and the big banks kick things off. JPMorgan leads the way on Tuesday, followed by Bank of America and Citi on Wednesday. Goldman Sachs and Morgan Stanley bring us home on Thursday.

BI’s Reed Alexander previews the four biggest things to watch from Wall Street this earnings season. From dealmaking’s rebound to credit risks to AI (of course), there’s a lot to unpack this week.

Banks are a valuable group to open with. Their lending and dealmaking capabilities, coupled with their deep ties to consumers, put them at the epicenter of the business world. Their earnings reports are as much about themselves as the wider economy.

January earnings are also unique since they include a year-end recap. And what a year 2025 was …

A volatile first half was followed by stocks (including banks) hitting record highs by year-end despite ongoing talk of an AI bubble. Bank executives are likely to discuss maintaining that strong momentum in 2026.

There’s also a wild card to consider this earnings season.

President Donald Trump has made it clear he’s on a mission to address affordability, and sometimes that includes targeting specific companies.

Last week, Trump issued warnings against the defense sector and institutional investors in the residential housing market. While the threats lacked specific details, they were strong enough to catch investors’ attention.

Trump also said he’d be talking more about affordability in the coming weeks, including during his speech next week at Davos.

That could be a net positive for banks. A healthy consumer is typically good for them. But with no clarity on how Trump might approach improving affordability, it’s tough to say.

Meanwhile, other industries will need to remain on their toes in case they’re the next target on Trump’s affordability crusade. And even if they feel like the problem Trump is addressing isn’t necessarily applicable to them, the market might not care anyway.




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