Big tech stunned the world last week when Amazon ($AMZN) and Google ($GOOG) both filed 2025 earnings reports and also announced plans to spend astonishing amounts of money on data centers in 2026. 

Their big bets came shortly after Meta ($META) and Microsoft ($MSFT) filed their own quarterly reports at the end of January, which also included plans for somewhat smaller but still staggering amounts of money going to data centers this year. 

The only one not yet disclosing fresh numbers is Oracle ($ORCL), but they’re scheduled to file their next earnings release on March 9, and we’ve already written about Oracle’s data center ambitions — and obligations — in the recent past. 

So what does the biggest picture look like? Do the hyperscalers even have the cash to cover all these capex costs? We cracked open our Multi-Company page to take a look, tracking capex and operating cash flow by calendar quarter and then adding up those numbers by year, even though Microsoft and Oracle use non-Jan. 1 fiscal years. 

Figure 1, below, shows the combined operating cash flow versus net capex spending for all five companies mentioned above, 2020 through 2025; plus estimated capex for 2026 (as per the companies’ guidance for 2026 capex spending). 



Notice that the spread between capex (in blue) and operating cash flow (in red) has been getting progressively narrower year after year. What we don’t know is estimated operating cash flow for 2026. (The hyperscalers have generally offered guidance on operating income, but that’s not the same.)


We could try to model an estimated operating cash flow by looking at the rate of increase from 2020 numbers ($262.5 billion) through 2025 ($602.83 billion). That rate changed from year to year: up 12.1 percent in 2021, down 0.3 percent in 2022, then up 34.6 percent the following year. 


The average rate of change in operating cash flow across that whole six-year period was 18.7 percent. If we assume 2026 operating cash flow is 18.7 percent higher than 2025 numbers, that implies a value of $715.56 billion. Which would imply a Figure 2, below, that looks like this:


That estimated 2026 differential is a lot narrower. Will it come to pass? We’ll have to wait and see. 

Individual Hyperscalers

Different individual companies tell different stories. For example, here’s the chart for Amazon ($AMZN):



Capex got dangerously close to exceeding operating cash flow in 2025. Then again, capex did exceed operating cash flow in 2021 and 2022, and Amazon is still here (although its share price did go through a marked decline in 2022).


On the other hand, here’s the same chart for Oracle ($ORCL):


A very different story. Oracle had solid operating cash flow over capex until 2024, and then capex soared, and then it soared even more in 2025, and it will soar even further in 2026. Plus, Oracle is a very different business than Amazon, which has always had large capex demands for its e-commerce operations. This is Oracle’s first venture into being a capital-intensive business.

Next we have Google ($GOOG), at a much more orderly progression:



Ditto for Microsoft ($MSFT):


And finally Meta ($META), or Facebook for the old-school purists:

Interesting that Meta also saw compression between operating cash flow and capex spending in 2025. It saw similar compression in 2022 — which, like Amazon, also coincided with a drop in share price over the year. 

The next question for financial analysts is how the hyperscalers will afford all this capex spending in 2026. They could squeeze cash flow even further, but they could also tap the debt markets. That’s what Oracle and Google have both done recently.


Can analysts track the debt that the hyperscalers are shouldering and then model the pressure those interest payments will add to net income, to better understand whether these AI bets are likely to pay off?


Yes, Calcbench lets you do that too. That will be in a future post.


Another week in earnings season, another update from the famed Calcbench Earnings Tracker. Last week we saw hundreds more companies report Q4 and full-year 2025 earnings, and we now have year-over-year data on roughly 700 non-financial firms. Let’s see what tale they tell. 

Figure 1, below, is this week’s snapshot. Net income is up 12.1 percent from the year-ago period, operating income up 21.2 percent, and revenue up 8.2 percent.



Interestingly, cost of revenue is up 14.1 percent. That’s a lot, although it’s down from the 18.3 percent year-over-year gain in last week’s earnings analysis. Since high cost of revenue can indicate higher prices for customers (read: price inflation) down the road, we’ll need to watch that line item closely as more firms file earnings and we get a sense of the bigger picture. Within two weeks we should have a much better view into what’s going on.


On the other hand, operating expenses are up only 5.9 percent, and SG&A expenses up 7.1 percent. Both of those numbers are below revenue increases, which is good. (As for capex spending, we’re devoting a whole separate post to that because the tech giants’ spending on data centers is so off-the-charts nuts it skews the picture for everyone else.) 


Figure 2, below, shows the data again in table format.



Calcbench tracks these earnings using our Earnings Tracker template, which pulls in financial disclosures as companies file their latest earnings releases with the Securities and Exchange Commission. The Earnings Tracker provides an up-to-the minute snapshot of financial performance compared to the year-earlier period.


If Calcbench subscribers wish to get their hands on the template we use for this analysis, so you can conduct your own experiments at home, use this link to the file


Please note that it will only work with an active Calcbench subscription. If you need an active subscription (and who doesn’t, really, when swift access to real-time data is so important?), contact us at us@calcbench.com.


That’s all for this week. Come back next Friday for more!


Wednesday, February 4, 2026

Disney Corp. ($DIS) released its latest quarterly earnings on Monday, and we get to those numbers momentarily; but the real news came on Tuesday, when Disney announced a successor to legendary and long-time CEO Robert Iger: Josh D’Amaro, who has been running Disney’s theme parks and cruise lines division since 2020.

If you’ve been a close follower of Disney’s financial data, however, D’Amaro’s promotion to the top office isn’t really a surprise.


Disney reports three principal operating segments: 


  • Entertainment, which includes Disney films, television, and streaming services such as Hulu and Disney+;

  • Sports, which is ESPN and various other sports channels overseas; and

  • Experiences, which are the Disney resorts and cruise lines.


One might assume that Disney is primarily an entertainment business because these are the folks who, ya know, invented Mickey Mouse and made zillions of dollars from the Avengers movies. But Disney reports revenue and operating profit for each of the three operating segments above — and if you were a close follower of those segment-level disclosures, you’d have seen that Disney has, inexorably, become more of an experiences company in recent years. 


Let’s start with Figure 1,  below. It shows quarterly revenue from Disney’s Entertainment and Experiences segments since the start of 2023.



Yes, the Entertainment segment (in blue) does generate more revenue overall, but compare the trend lines. The Experiences segment (in red) definitely has a more upward slope. (We excluded the Disney sports segment because its revenues are less than half the other two segments.)


Figure 2, below, shows the operating profit for Entertainment and Experiences over the same periods.



The Experiences segment generates multiple times more operating profit than the Entertainment segment. Yes, Entertainment’s operating profit is trending upward more rapidly, but it’s still just a fraction of what Experiences throws off.


The health of the Experiences segment is D’Amaro’s doing. Moreover, Disney is rolling out more parks in the near future, and it’s a business one can understand. The Entertainment segment still inhabits a strategic free-for-all zone where nobody is quite sure how artificial intelligence, social media, and evolving consumer appetite for going to the movies will all shake out.


So if Disney was going to select an Iger successor from the inside, D’Amaro was always going to be at the top of a very short list. All a Disney analyst on the outside had to do was study the segment-level disclosures over time.


Finding Segment Disclosures


As always, that’s easy to do in Calcbench. 


For starters, try our Segments, Rollforwards, and Breakouts page. Select the company you want to research, and then the segment you want to study from the pull-down menu at left. (You can search for operating, geographic, and other segments that a company might report.) 


Figure 3, below, shows the results when you search for Disney’s operating segment disclosures in its fiscal Q1 2026, the numbers filed earlier this week. The blue-highlighted column is the Experiences segment mentioned above.



From there you can export the data to Excel for further analysis.


If you stumble upon a segment disclosure while studying a company on the Disclosures and Footnotes Query page, you can always hold your cursor over that number for the See Tag History and Export History to Excel choices. Same data, exported to the same user (you), just via a different channel.


And of course if you use the Calcbench API, all this data gets pumped directly into your own desktop analysis models within minutes of the company’s filings hitting the Securities and Exchange Commission database. All of it groomed, polished, and traceable as always.


Our ultimate point being that you can connect those human elements of corporate analysis, like possible CEO succession, back to corporate data. Sometimes the signs are there all along, if you just know how to tease them out — like, by using Calcbench.


Friday, January 30, 2026

Another week in earnings season, another update from the famed Calcbench Earnings Tracker. We now have Q4 earnings data from more than 320 non-financial firms — and so far, those firms are reporting impressive net income growth from the year-ago period.

Figure 1, below, is this week’s snapshot. Net income is up 15.1 percent from one year ago, revenue is up 6 percent, and cash from operations is up 25.1 percent. All numbers moving in the direction Wall Street wants to see.



If you want to worry about anything, you could fret over cost of revenue, operating expenses, and SG&A expenses — all of which are currently rising faster than overall revenue, which implies that companies will start to feel inflationary pressures sometime soon. Then again, we still have a relatively small number of companies in our sample size, and the picture could look quite different in another four weeks or so, when we’ll have nearly 10 times as many earnings releases to digest. 


Figure 2, below, shows the data again in table format.



Calcbench tracks these earnings using our Earnings Tracker template, which pulls in financial disclosures as companies file their latest earnings releases with the Securities and Exchange Commission. The Earnings Tracker provides an up-to-the minute snapshot of financial performance compared to the year-earlier period.


If Calcbench subscribers wish to get their hands on the template we use for this analysis, so you can conduct your own experiments at home, use this link to the file


Please note that it will only work with an active Calcbench subscription. If you need an active subscription (and who doesn’t, really, when swift access to real-time data is so important?), contact us at us@calcbench.com.


That’s all for this week. Come back next Friday for more!


Thursday, January 29, 2026

Some of you may have noticed that companies are disclosing more tax information lately, thanks to a new accounting rule that requires filers to break out taxes paid to federal, state, local, and even overseas tax authorities.

If tax analysis is your thing, fear not! Calcbench has an easy way to find all this information and we’ve even cooked up a template to track tax disclosures automatically.


These new disclosures arise from updates to tax accounting rules that the Financial Accounting Standards Board adopted in 2023, and which went into effect with annual 10-K filings that companies started to make this month. Previously, companies only disclosed a single number for “income tax provisions.” Now they must report individual amounts and percentages for a variety of taxes paid or tax credits claimed, and do so in a nice table format.


One of the first companies to report these new details was Netflix ($NFLX), with its annual report filed on Jan. 23. Figure 1, below, is the new table that you see when you go digging through Netflix’ tax footnote.



Here is another example from Facebook — er, Meta Platforms ($META) — from its 10-K filed on Thursday morning. See Figure 2, below.



You can find these tables and disclosures via the Calcbench Disclosures & Footnotes Query page. Just look up the 10-K filing of the company you’re researching, find the tax footnote from the disclosures pull-down menu on the left side of the screen, and the disclosures will be in there. You can also try searching for “ASU 2023-09” in the text, since that’s the accounting rule prompting these new disclosures.


And of course, since Calcbench is all about ease of finding data, we have a few other short-cuts you can use too.


Finding Tax Data Quickly


One way to find tax disclosures quickly is via our Multi-Company page. Once you configure the group of companies you want to study, you can enter “income taxes” in the search fields and the disclosures that companies have made (if any) will automatically appear. 


For example, we searched the S&P 500 for companies that have already filed their 2025 annual reports, and looked up the federal, state and local, and foreign taxes paid. Figure 3, below, shows some of the results.



As you can see, a large number of companies still haven’t filed 2025 reports yet so we don’t have much data — but it will come soon! As companies file, Calcbench automatically indexes and collates that information so it’s at your fingertips. (You can also export the data to Excel for further analysis on your own desktop.) 


Calcbench also created a template to capture these tax disclosures as companies file them. The data populates automatically, so you’re getting the most comprehensive information as fast as possible. All you need is (a) a Premium-level Calcbench subscription; and (b) the Calcbench Excel Add-In. (If you need help with either of those, drop us an email at us@calcbench.com.)


That’s all there is to it!


Friday, January 23, 2026

Welcome back to earnings season, everyone! The famed Calcbench Earnings Tracker has nearly 150 Q4 2025 earnings reports in the hopper — not a large number, but big enough for us to fire up the analysis engine running again.

At midday on Friday, Jan. 23, we were tracking data from 149 non-financial firms that have already filed their Q4 2025 reports. Collectively, that group reported net income 2 percent lower than what they reported one year ago, although operating income was up 23.1 percent and revenue was up 5.9 percent. 


Huh, wait a minute. If revenue is up a decent amount and operating income is up by more than 20 percent, but net income has declined, doesn’t that imply some big expense further down the income statement related to taxes or restructuring charges or something like that? 


Indeed it does, and indeed that has happened. See Figure 1, below. 



We have a huge spike in tax provisions (up 205.1 percent) and an impressive jump in restructuring costs, too (up 48.5 percent). 


That tax spike, however, is almost entirely due to a statistical quirk from one company, Abbott Labs ($ABT). Abbott received a $7.2 billion tax credit in the year-ago period, which declined to a $582 million credit in Q4. Technically that results in a $6.6 billion “increase” in tax provision for Abbott, which skews the number for the whole sample. If you exclude Abbott and its weirdness, tax payments actually fell by nearly 22 percent. 


To that end, we did recalculate everything with the tax column excluded. The result is Figure 2, below. 



We need to emphasize that this first assessment of Q4 earnings comes with a host of caveats. First, there are only 150-ish companies in our sample size, a small fraction of the total number that end up in the Calcbench Earnings Tracker. (For example, we had more than 3,800 firms in our final assessment of Q3 earnings.) Important chunks of the economy are still missing from this Q4 picture, such as the tech giants; they’re mostly going to file next week. Crucial retailers such as Target ($TGT) and Walmart ($WMT) won’t file until later still. 

Second, these early filers tend to be large companies, with more sturdy and robust financial fundamentals than smaller ones. The smaller folks won’t start to file until mid-February, and the big picture we start to see then might look very different from the glimpse portrayed by the biggest of filers now. 


Figure 3, below, shows the data again in table format.



Calcbench tracks these earnings using our Earnings Tracker template, which pulls in financial disclosures as companies file their latest earnings releases with the Securities and Exchange Commission. The Earnings Tracker provides an up-to-the minute snapshot of financial performance compared to the year-earlier period.


If Calcbench subscribers wish to get their hands on the template we use for this analysis, so you can conduct your own experiments at home, use this link to the file


Please note that it will only work with an active Calcbench subscription. If you need an active subscription (and who doesn’t, really, when swift access to real-time data is so important?), contact us at us@calcbench.com.


That’s all for this week. Come back next Friday for more!


Thursday, January 22, 2026

Companies are now filing Q4 and full-year earnings reports fast and furious, and some number of financial analysts out there will want to know what companies are saying about tariff-related charges. 

If you just do a quick text search for “tariff” you’re wasting time, because a tremendous number of companies include the word “tariff” as part of a meaningless, boilerplate disclosure. For example, “Our performance might be affected by numerous risks, such as tariffs or an asteroid hitting Earth,” or that sort of thing. 


Fortunately, Calcbench offers an easy way to find informative disclosures about tariffs, such as when companies report some specific tariff cost. Let’s walk through that cheat code now.


Begin on our Earnings Release Raw Data page, where you can search through all the GAAP and non-GAAP disclosures companies include in their earnings releases. You’ll see something like Figure 1, below. 



You’ll want to configure your search parameters to match what you see above. Most of them will already be pre-configured correctly; just pay special attention to the filing date on the right side, and the label field on the left. Both are flagged with arrows above.


You want the filing date to be, well, whatever date you choose; we selected today’s date. You want the label field set to “Contains text” and then add “tariff” as the actual text. Then hit the search button at the bottom, and that’s all there is to it. 


We ran this search early on Thursday morning. Calcbench immediately screened more than 42,000 separate disclosures from 39 filers and found exactly three that said something informative about tariffs:



That search took us roughly two minutes from start to finish, and you can do the same any time you like. It filters out all those boilerplate disclosures that convey no informational value, so you can focus your attention on what matters most. 


Friday, January 16, 2026

All the big Wall Street banks have reported their fourth-quarter and year-end earnings now, and as we noted in our prior post, the banks report numerous specific lines of revenue.


Today we wanted to examine credit card revenues in particular. If the Trump Administration follows through on President Trump’s demand that interest rates for consumer credit cards be capped at 10 percent, what might that mean for the credit card revenue that banks receive?


Figure 1, below, gives us a preliminary sense of the money involved. It shows quarterly credit card revenue from Bank of America ($BAC), Citigroup ($C), JPMorgan Chase ($JPM), and Wells Fargo ($WFC) for the last three years. 



As you can see, we’re talking about multiple billions of dollars, although Citi’s billions are far larger than any of the other banks. You can find these numbers easily by searching the banks’ footnotes via our Disclosures and Footnotes Query page and using the See Tag History feature.


More Data, More Analysis


But that only gives us a sense of the sums involved. To understand how a cap on credit card fees might affect bank business, you need to dig further. Using our Multi-Company page, we also excavated total non-interest income for all four banks and then compared those numbers to card income for 2025. See Figure 2, below.



Not only does Citi generate more card income than any of its peers; Citi also has a bigger portion of its non-interest income tied up in credit cards too. So in a world where the Fed cuts interest rates and the Trump Administration somehow forces a cap on credit card rates, that could leave Citi in a bind more difficult than what its peers might face.


Will that scenario come to pass in 2026? We don’t know. But we can arm analysts with the best information so that you can ponder the question as fully as possible.


Earnings season kicked off again on Tuesday, with Q4 and full-year 2025 earnings numbers from Delta Air Lines ($DAL) and JPMorgan Chase ($JPM), plus a scattered few others. Today let’s start with JPMorgan and a look at its many lines of revenue. 

One can find those many lines of revenue from our Company-in-Detail page, which captures and displays those numbers if a company reports them. (Not all companies do.) Figure 1, below, is simply a quick look at JPMorgan’s income statement, filed at 6:41 a.m. today.



You’ll notice that we highlighted one particular line, “principal transactions.” Broadly speaking, principal transactions are those where the bank itself (the principal) commits its own capital to a deal. They have a clear, direct effect on the bank’s overall profitability, since the money going into the deal would otherwise fall straight to the bottom line.


Principal transactions can fluctuate substantially from one quarter to the next. See Figure 2, below; pulled together by using our See Tag History feature. 



On the other hand, you can also look at JPMorgan’s principal transactions line on an annualized basis, where things are plodding upward at a more stable pace. See Figure 3, below. 



We could just have easily analyzed other JPMorgan revenue lines, such as asset management fees, investment banking fees, or credit card fees. Our point is only to show that this data is readily available. It took us only three minutes to compile Figures 2 and 3, that was without an automated Excel template that could collapse the whole exercise to a few seconds. 


Delta Air Lines


Delta is the other early flight for quarterly earnings, and has been on an impressive string for a while. (See our post on Delta’s Q3 earnings from three months ago to understand what we mean.) Delta filed its Q4 and year-end statement at 6:31 a.m. today, and as usual the Calcbench databases were all over it.


We always love dissecting airline earnings because they’re full of non-GAAP disclosures. Foremost, airlines disclose total revenue per available seat mile (TRASM) and cost per available seat mile (CASM). 


We track TRASM and CASM on a regular basis. Figure 4, below, shows both metrics for Delta for the last five years. 



For Calcbench subscribers who are diehard airline analysts, we also have our Airlines Earnings Template. The template is a spreadsheet available on DropBox that tracks numerous disclosures in the airline sector, including:


  • TRASM

  • CASM

  • Load factor, or the percentage of seating capacity filled by customers

  • Fuel consumed

  • Average fuel cost per gallon

  • Percentage of revenue coming from passengers

  • EPS


The template populates automatically with the latest data as airlines file their numbers; we should have Q4 data from all the big players by the end of the month. The template only works if you are (a) a Calcbench professional-level subscriber; and (b) have installed our Excel Add-in — but once you do that, you’ll have all the latest data at your fingertips. (If you need help with any of that, contact us at us@calcbench.com.)


And that’s only on the first day of earnings season! Much more to come.


Last week President Trump declared that U.S. defense contractors had to stop spending money on dividends and share buyback programs so that the companies could redirect that money to expanding the country’s defense base.

Calcbench takes no view on the political or legal practicalities of such a move, but it did make us wonder — how much money are we talking about here, anyway? 


Thanks to our Bulk Data Query and Multi-Company pages, we quickly found the answer. Let’s start with six major defense contractors in the United States:


  • RTX Corp. ($RTX)

  • Lockheed Martin ($LMT)

  • Northrop Grumman ($NOC)

  • Huntington Ingalls ($HII)

  • Leidos ($LDOS)

  • General Dynamics ($GD)


Using our Multi-Company page, we quickly found the amounts that each firm spent on capital expenditures, dividends, and share repurchases in 2024. See Figure 1, below.



The amounts vary widely, depending on each firm’s overall size. Perhaps more important for financial analysis is to look at the relative spending among the three categories by each firm. 


For example, Huntington Ingalls (shipbuilder) didn’t spend much on capex, but it spent even less on dividends and share repurchases. So while redirecting dividend and repurchasing money to capex would be a significant shift, it wouldn’t necessarily be a huge shift. 


Contrast that to Lockheed Martin’s position. The company is more than six times larger than Huntington in terms of revenue ($11.5 billion versus $71 billion) and spends far more on capex — but it spends even larger sums on dividends and on share repurchases. If Lockheed redirects all that money into capex, that is a huge shift in spending.


Then we used our Bulk Data Query page to examine Lockheed Martin specifically, to see how its spending fluctuated over time. See Figure 2, below. (This time we added free cash flow too, just because we could.)



As you can see, capex and dividend spending held quite steady over the last five years. Repurchase spending fluctuated substantially, although that’s not surprising when you think about it. Companies wanted to protect cash during the pandemic, and stock prices were rising briskly in those same years; then the markets tanked in 2022, which was a good time for confident companies to repurchase shares on the cheap.


Anyway, Figure 2 gives us a sense of how Lockheed’s free cash flow and spending have evolved over time, which lets you ponder how those same things might continue to change if Lockheed does indeed stop spending on dividends and repurchases.



Will Lockheed (or any other defense contractor, for that matter) actually shift all its dividend and share repurchase funds into capital investments, personnel, and other costs to accelerate weapons delivery? We have no idea. The president’s executive order isn’t clear on specifics, such as whether a company must redirect all those monies or just some; or redirect all the money right away versus following some sliding schedule over time. What about a company using those monies to acquire other businesses instead; does that count?  


Analysts will have to wait and see — but Calcbench does have the data to let you model out various scenarios and their consequences, so you won’t be caught by surprise as those specifics become more clear.


Our primary mission at Calcbench is to help financial analysts understand the information in corporate financial disclosures. Today we have an example of how that works in practice courtesy of disclosures just filed by publishing company Daily Journal Corp

Daily Journal ($DJCO) is a small publishing company based in Los Angeles that follows the legal profession in California and Arizona. It filed its 2025 annual report on Dec. 29, with $87.7 million in revenue and operating income of $9.53 million. 


We were skimming through Daily Journal’s footnote disclosures (because you should always look through the footnotes, people!) and stumbled upon the company’s Controls and Procedures footnote. This is a footnote all companies must include, where management discloses any material weaknesses in financial reporting and what management is doing to fix them. 


Material weaknesses are not welcome news. They imply that the company’s financial reports are less reliable and more prone to restatement, and the point of disclosing them is to light a fire under management’s rear end to improve financial reporting systems and fix them.


OK, back to Daily Journal. In its Dec. 29 filing, the company disclosed two material weaknesses. One was segregation of duties (that is, keeping accounting roles separate enough that no single person can use his or her permissions to commit fraud) and the other was review controls (so that management could easily examine and assess financial performance):


The company continues to have material weaknesses related to segregation of duties, review controls related to the design, implementation, and operation of controls over revenue recognition and associated deferred revenue processes that originated and were disclosed in prior periods. While management has implemented additional controls and made meaningful progress during fiscal year 2025, the company was not able to fully remediate the material weaknesses by September 30, 2025. Management’s remediation efforts continue, as described below, and management is confident in its ability to achieve a full remediation in fiscal year 2026. 


As material weaknesses go, it’s not unusual to have segregation of duties and review control weaknesses at the same time; the two are closely related. But we were intrigued by the casual mention of weaknesses “disclosed in prior periods.”


Hmmm. What did Daily Journal say about its material weaknesses in prior periods? How much progress has management made on improving the situation? 


In Calcbench, answering that question is a snap. We simply clicked on the “Previous Period” tab above Daily Journal’s 2025 disclosure to compare this year against the company’s 2024 disclosure filed one year ago. See Figure 1, below.



As you can see (if you squint; but trust us, it’s there), one year ago  Daily Journal had an additional material weakness of “insufficient accounting resources.” Specifically, the company didn’t have a dedicated internal audit team that could test and improve financial controls, so the accounting team was basically cross-checking each other’s work to intercept mistakes or other accounting shenanigans.


If you then go back to the 2025 disclosure filed this week, you can see how Daily Journal has rectified its accounting situation so far. The company disclosed three specific steps: (a) hiring more staff for the accounting team; (b) hiring a new CFO as of Dec. 12; and (c) implementing a new ERP software system for a major subsidiary with complicated accounting needs.


That’s a big step in the right direction. The question for Daily Journal investors now is whether the company will rectify its remaining material weaknesses (the segregation of duties and review controls) in the year to come.


Management says that should happen in the next 12 months. Will it? The only way to find out is to keep following Daily Journal’s disclosures closely and then compare new disclosures to the old to see how things have changed. Calcbench lets you do both.


Friday, December 26, 2025

Cash is king, they like to say in investment analysis. So during this slow holiday week, as we all wait for 2025 financial reports to start arriving in mid-January, the crack Calcbench data team decided to kill some time by looking at trends in cash for the S&P 500 versus everyone else.

Conventional wisdom is that large firms are pulling away from all other firms in corporate performance. So what does that mean for cash piles that firms might use for growth or simply to weather any recessionary forces that might come along? Let’s use our Bulk Data Query page to take a look.


Figure 1, below, shows the total aggregate cash and equivalents for the S&P 500 compared to all other filers for the six years of 2019 through 2024. 



As you can see, the “All Others” group had a staggering run-up in cash during the pandemic. Presumably that’s from the trillions in PPP loans that the U.S. government extended to corporations, other loans that firms took out during that era’s period of near-zero interest rates, and robust consumer spending that poured even more cash into corporate coffers. Then came a dramatic wind-down as stimulus spending of the pandemic era faded. 


In contrast, the S&P 500 had much more modest but steady growth in cash, from $1.74 trillion in 2019 to $2.18 trillion in 2021 to $2.2 trillion at the end of 2024. (What will total cash be for the S&P 500 for 2025? Ask us in early March.)


On Average, However… 


When we look at average cash holdings, a very different picture emerges. 


Yes, the average firm (S&P 500 and small filer alike) saw a big bump in cash holdings during the pandemic. From 2022 onward, however, average cash per firm kept rising for the S&P 500, but fell for all other firms. See Figure 2, below.




Those divergent trendlines support the afore-mentioned conventional wisdom that large firms are doing better and better, while smaller firms aren’t. 


Why would that be so? We could speculate on lots of reasons, such as gains from artificial intelligence that larger firms can exploit more quickly, or larger firms being able to withstand tariff pressures more easily, or tax policies, or what have you. 


Those issues are beyond the scope of this post, but Calcbench has tons of data to help you ponder those questions. 


Thursday, December 18, 2025

This week the U.S. government released its latest inflation figures, and while the headline was that inflation overall decelerated to 2.7 percent, the sub-category of food eaten outside the home — that is, food eaten at restaurants — popped upward by 3.7 percent. 

As fate would have it, Darden Restaurants ($DRI) just reported its latest earnings release too — complete with an estimation of inflation for the coming year! So let’s see what Darden disclosed and what other clues about dining out costs one might be able to find by poking around restaurants’ disclosures.


First, Darden’s estimate. The company provided a forward-looking estimate of 3.5 percent inflation for its fiscal 2026 (which is already half over) among various other outlook numbers. See Figure 1, below.



Notice that the 3.5 percent number is tagged; so using our ‘See Tag History’ feature, we pulled up Darden’s prior estimates for annual inflation going back to 2018. See Figure 2, below.



Those numbers kinda sorta align with actual inflation in the United States, although a direct comparison is tricky because U.S. inflation statistics are published on the calendar year and Darden’s fiscal years start on July 1 of the prior year. 


So inflation in the United States in 2022 was 6.5 percent overall, and 8.3 percent for food away from home. But Darden’s fiscal 2023 includes the latter half of 2022 (when monthly inflation was peaking) and the first half of 2023 — when inflation was starting to decline, before a swifter fall in latter 2023 and an overall number of 3.4 percent by year’s end. So evaluating the accuracy of Darden’s fiscal 2023 estimate in Figure 1 isn’t easy.


Other Inflation Disclosures


After that inflation morsel from Darden, our appetite for information increased: What are other restaurant companies saying about inflation? 


The good news is that other restaurants do offer disclosures about inflation, and you can find them easily. The bad news is that most of those disclosures aren’t tagged (they aren’t required to be under federal securities rules) so comparing estimates across companies isn’t easy.


For example, Texas Roadhouse ($TXRH) offered this disclosure in its latest earnings release about inflation driving up costs in the quarter:


Restaurant margin dollars increased 1.1 percent to $204.3 million from $202.1 million in the prior year primarily due to higher sales. Restaurant margin, as a percentage of restaurant and other sales, decreased 168 basis points to 14.3 percent as commodity inflation of 7.9 percent and wage and other labor inflation of 3.9 percent were partially offset by higher sales…


Wendy’s ($WEN), on the other hand, only said in passing that its margins in the United States were squeezed “primarily due to commodity inflation, a decline in traffic, and labor rate inflation, partially offset by an increase in average check and labor efficiencies.” No numbers provided.


Chipotle Mexican Grille ($CMG) said labor costs in Q3  2025 “were 25.2% of total revenue, an increase from 24.9% in the third quarter of 2024. The increase was primarily due to lower sales volumes and wage inflation, partially offset by the benefit from menu price increases in 2024.” We can deduce that labor costs were therefore $756.8 million, which is 25.2 percent of $3.003 billion in reported revenue; compared to $695.6 million in the year-earlier period (24.9 percent of $2.79 billion in Q3-24 revenue) — but we can’t assume that wage inflation accounted for all of that year-over-year increase.


McDonald’s ($MCD) offered no informative disclosures about inflation at all.  


Wednesday, December 17, 2025

Today we continue our dive into Remaining Performance Obligation (RPO) disclosures, since corporations will start making a lot of those disclosures in January when year-end 2025 reports start arriving. Analysts can compare revenue and RPO disclosures in lots of ways to help you understand how well a company is converting expected future revenue into booked revenue.

Here’s what we mean. RPO is the value of contracted revenue that a company expects to deliver in future periods based upon existing customer agreements. So one could look at a company’s RPO disclosures in the past — say, one year ago — and compare that number to actual revenue reported today. That would help you understand how efficiently the company is closing deliverables with customers and turning expected revenue into actual revenue.


The crack Calcbench research team went looking for S&P 500 firms that fit this profile. We found five firms that have already reported fiscal 2024 and 2025 revenue, and reported RPO in 2024 including what portion of that RPO they expected to deliver in the coming 12 months. See Figure 1, below.



So for example, one year ago Adobe ($ADBE) reported $21.5 billion in revenue for fiscal 2024, and reported $19.96 billion in total RPO — two-thirds of which Adobe expected to deliver within the next 12 months.


Well, two-thirds of $19.96 billion is $13.37 billion. That was the amount of future revenue Adobe expected to convert into actual revenue across fiscal 2025. At the end of 2025, however, Adobe reported $23.77 billion in actual revenue, far more than the 12-month RPO projection from one year earlier.


Indeed, as you can see, all five firms in Figure 1 reported 2025 revenues much higher than what their year-earlier RPO disclosures suggested. 


None of this means anything funny is going on with the numbers; actual revenue can deviate from prior RPO disclosures for all sorts of reasons. Contracts might get renegotiated, pulling some expected future revenue forward or pushing other amounts further out. Some revenue might come from new one-time contracts that earlier RPO numbers didn’t include. 


Our point is simply that “the pipeline” is more complicated than it looks. The numbers in that pipeline don’t always move in one direction, toward the current period’s income statement. Some contracts are delayed, some are canceled, some are accelerated, and some are executed so quickly they don’t really exist as RPO at all.


That complexity is a reflection of a company’s business model and larger economic conditions. So by knowing what those RPO disclosures are, and how much they do or don’t correlate to actual revenue over time, can provide analysts with deeper insights. You can then ask management better questions, get better answers, and make better decisions.


By the way, finding all this stuff in Calcbench is a breeze. We used our Mult-Company database. First we searched for S&P 500 companies that have already filed fiscal 2025 reports; and that made RPO disclosures (just about every company will) including which tranches of total RPO were expected in the coming 12 months (a lot fewer, but some companies do). 


Then we just compared 2025 to 2024, and wound up with Figure 2, below.



Took us less than five minutes. Good practice for when everyone else starts filing 2025 reports early next year! 


Thursday, December 11, 2025

Earlier this week we had a post on Revenue Performance Obligations  (RPO), which is the value of contracted revenue that a company expects to deliver in future periods based upon existing customer agreements. For example, if a company has contracts with customers totaling $100 million, and those customers have already paid $30 million of that amount, then the company’s RPO is $70 million.

Our previous post examined the year-over-year change in RPO among various large companies from Q3 2024 to Q3 2025. Typically a rising RPO number is a good thing, because it suggests that the company is signing more contracts with more customers and is building a large pipeline of future revenue — but that’s not always the case. It could also mean the company is betting more future revenue on fewer customers, and if those customers don’t fulfill their revenue promises then everything melts down.


Today we want to study companies that report RPO by future period. Many companies make those disclosures, and with the right analysis you can get a better sense of what the future pipeline looks like. For example, Figure 1, below, shows the RPO by future period for Dell ($DELL).



This tells us that Dell has lots of future revenue already under contract. (For comparison purposes, Dell reported $95.6 billion in total revenue for 2024, and $71.6 billion through the first three quarters of 2025.) Even better, two-thirds of that $51 billion in total RPO is due within the next year; the sooner revenue is due to arrive, the less chance there is that some future event would disrupt your plans. 


Now consider another example from the tech world: Oracle ($ORCL). Earlier this summer Oracle announced a huge deal to provide data center services to OpenAI, but most of that revenue is back-loaded in the far side of a five-year deal. So Oracle’s expected RPO, according to the quarterly report the company filed just this week, looks more like Figure 2, below.



That RPO structure is very different from Dell’s. Much more revenue is tied up in later years, which means more time for some unexpected event to derail those projections. Moreover, lots of that future revenue is supposed to come from OpenAI (although Oracle doesn’t specify exactly how much). So if OpenAI does not grow like crazy and deliver all that revenue to Oracle within the next five years, Oracle has a big problem.


Indeed, let’s do some analysis. Oracle says it expects to collect 10 percent of RPO in the next 12 months, which means the company expects to book $52.3 billion in the next 12 months. 


To put that number in perspective, Oracle’s trailing 12 months’ revenue is $61 billion. One year ago the company’s TTM revenue was $55 billion and its expected RPO for the coming months was $37.95 billion.


So another way to look at things is to say that Oracle now expects to receive 38 percent more revenue in the coming 12 months ($52.3 billion is 38 percent larger than $37.95 billion) than it did in the prior 12 months, if we assume that the $37.95 billion projected one year ago actually came to fruition. (Remember, we don’t know that the $37.95 did actually arrive as planned. Perhaps some RPO didn’t, but it was offset by other revenue that arrived from elsewhere.)


How to Research RPO


By now astute readers will also be saying, “Wait a minute — Dell reports three tranches of RPO, but Oracle reports four. What’s up with that?” 


Good catch. GAAP accounting rules require all companies to report total RPO, but they aren’t required to report separate tranches of RPO (one year out, two years out, other future years, and so forth) according to any fixed format. 


For example, Google ($GOOG) reported total RPO of $157.7 billion in its most recent quarter. Fifty-five percent of that amount ($86.73 billion) is due within the next two years, but we don’t know whether the $86.73 billion is equally divided between year one and year two or falls along some other pattern.


This brings up another important point: not only can companies report RPO in a variety of formats; they can report it in multiple places in the earnings release and the 10-Q as well. For example, Boeing includes RPO inside a paragraph titled “Backlog” within its segment and revenue disclosure; Microsoft reports RPO in Note 11, Unearned Revenue; while RTX labels it directly as an RPO disclosure.


To complicate matters even more, many companies report RPO in the earnings release, but save disclosure of specific tranches of RPO for the subsequent 10-Q. 


Anyway, don’t worry. Calcbench has you covered. 


If you want to find RPO, you can start on our Multi-Company page. We track RPO as one of our standard disclosure metrics, so just enter the company or companies you want to research, type “remaining performance obligation” in the standardized metrics field, and see what comes up. See Figure 3, too, as an example.



From there you can use our Trace feature to see the specific RPO disclosure in the footnotes, which is where you’ll also find any information about tranches of RPO divided into future years. 


If you already know the specific company you want to research, you can also use our Disclosures and Footnotes Query page and search for “RPO” or “remaining performance obligation” or something like that, to dig up the exact RPO disclosure and all its data.


Or, if you’re a diehard XBRL user and have the Calcbench API, you can mainline all that RPO data right into your Excel models as soon as it arrives. 


Wednesday, December 10, 2025

By now financial analysts everywhere have heard the theory that Corporate America’s performance as a whole these days is being pulled along by the stellar performance of a tiny number of tech giants known as the “Mag 7” plus Oracle. 

Calcbench ran some numbers to quantify how real that effect is. We found that yes, the tech giants do distort certain line items on Corporate America’s collective income statement to a material degree — although that’s not always the case, and analysts can glean a lot of insight into overall corporate performance either way. 


See Figure 1, below. It charts the year-over-year change in 14 significant line items from Q3 2024 to Q3 2025 for roughly 3,700 non-financial companies. We split that whole group into three components:


  • All non-financial firms altogether, tech giants and others alike.

  • The “Mag 7” companies, which are Nvidia, Apple, Google, Meta, Microsoft, Amazon, and Tesla; plus Oracle, which is such a new addition to the group that people haven’t started calling them the Mag 8 yet.

  • All non-financial firms excluding the Mag 7 plus Oracle.



What does Figure 1 tell us? A few points jump out right away.


The overall increase in capex spending depended entirely on the tech giants. Their year-over-year capex spending jumped a whopping 69.6 percent, almost all of it going to build data centers for artificial intelligence — but all others saw their collective capex spend decline by 0.8 percent. So if you only looked at the overall increase for everyone (12.8 percent), you wouldn’t know that capex spending actually fell across most of the economy this summer and fall. 


The tech giants are burning through cash. All through Q3 earnings season, Calcbench had noticed in our Earnings Tracker that while most income statement lines were increasing nicely, cash wasn’t among them. Now we can see why: because cash among the tech giants dropped 14.3 percent, while it increased for everyone else by 2.6 percent. 


Net income growth wasn’t affected by the tech giants. Year-over-year growth was 16.3 percent for the entire population, and 16.6 percent for everyone excluding the tech giants. 


From insights like these, financial analysts can dive deeper with more probing questions, too. 


For example, if a tech giant is investing rapidly in capex and burning through its cash reserves, could that mean it will need to raise more debt in the future? What would more debt mean for the company’s debt-to-equity ratio and free cash flow? 


Or for all those non-tech giants who are still seeing healthy net income growth — how are they doing that, exactly? Revenue is rising faster than cost of revenue, but only barely; and operating expenses are growing faster than revenue. So perhaps analysts need to investigate the Other Income line to see whether one-time items are buoying net income; or whether cuts to capex might constrain long-term growth if the economy starts to accelerate rapidly.


We’ll dig deeper into the Mag 7+ effect in future posts. For now we wanted to lay down the foundational findings that something is there worth financial analysts’ attention. Calcbench can help you excavate that insight and see what it tells you.


Revenue Performance Obligations (RPO) represent the value of contracted revenue that a company has committed to deliver in future periods under existing customer agreements. RPO includes both short-term and long-term contractual commitments and reflects the remaining value of signed arrangements that have not yet been recognized as revenue. It provides a measure of future revenue that is already contractually secured.

Across the S&P 500 companies included in this review, 151 firms reported RPO in both Q3 2025 and Q3 2024, and the median year-over-year change among those firms was an increase of 11.6%.

One challenge with RPO disclosures is that companies place this information in widely varied locations within their filings — making it difficult for investors or analysts to retrieve consistently without a structured database. For example:

 - Boeing includes RPO inside a paragraph titled “Backlog” within its segment and revenue disclosure.

 - Microsoft reports it in Note 11 – Unearned Revenue.

 - Adobe presents it within the Revenue footnote.

 - RTX labels it directly as an RPO disclosure.

 - Oracle includes it in the Accounting Policies section.

Calcbench standardizes the capture of this information so users can retrieve it regardless of where it appears in the filing.

Top 20 RPO Increases

Name Ticker RPO 2025 RPO 2024 YoY $ Change YoY % Change
Oracle Corp ORCL 455.3B 99.1B 356.2B 359.4%
Microsoft Corp MSFT 398.0B 266.0B 132.0B 49.6%
Boeing Co BA 635.7B 510.5B 125.2B 24.5%
Alphabet Inc. GOOG 157.7B 86.8B 70.9B 81.7%
Amazon Com Inc AMZN 200.0B 164.0B 36.0B 22.0%
RTX Corp RTX 251.0B 221.0B 30.0B 13.6%
GE Vernova Inc. GEV 135.3B 117.7B 17.5B 14.9%
General Dynamics Corp GD 109.9B 92.6B 17.3B 18.7%
Lockheed Martin Corp LMT 179.1B 165.7B 13.4B 8.1%
General Electric Co GE 176.3B 166.1B 10.2B 6.1%
TKO Group Holdings, Inc. TKO 16.6B 7.2B 9.4B 130.4%
Caterpillar Inc CAT 22.5B 14.1B 8.4B 59.6%
Baxter International Inc BAX 9.9B 2.8B 7.1B 259.6%
International Business Machines Corp IBM 64.0B 57.0B 7.0B 12.3%
Northrop Grumman Corp /DE/ NOC 91.4B 84.8B 6.6B 7.8%
Huntington Ingalls Industries, Inc. HII 55.7B 49.4B 6.3B 12.8%
Ford Motor Co F 6.0B 500.0M 5.5B 1100.0%
Quanta Services, Inc. PWR 21.0B 15.6B 5.4B 34.3%
ServiceNow, Inc. NOW 24.3B 19.5B 4.8B 24.6%
Honeywell International Inc HON 39.1B 34.3B 4.8B 13.8%

Top 20 RPO Decreases

Name Ticker RPO 2025 RPO 2024 YoY $ Change YoY % Change
On Semiconductor Corp ON 8.1B 13.7B -5.6B -40.9%
First Solar, Inc. FSLR 16.4B 21.7B -5.3B -24.4%
Verizon Communications Inc VZ 53.8B 57.9B -4.1B -7.1%
Global Payments Inc GPN 737.4M 3.8B -3.1B -80.7%
Pfizer Inc PFE 4.0B 7.0B -3.0B -42.9%
Crown Castle Inc. CCI 404.0M 2.0B -1.6B -79.8%
Unitedhealth Group Inc UNH 11.6B 13.0B -1.4B -10.8%
Coterra Energy Inc. CTRA 5.7B 6.2B -500.0M -8.1%
Targa Resources Corp. TRGP 2.6B 3.0B -386.4M -12.9%
Sempra SRE 3.3B 3.6B -327.0M -9.0%
Intercontinental Exchange, Inc. ICE 3.4B 3.7B -300.0M -8.1%
Moderna, Inc. MRNA 79.0M 361.0M -282.0M -78.1%
News Corp NWS 1.1B 1.3B -210.0M -15.9%
Motorola Solutions, Inc. MSI 8.9B 9.1B -200.0M -2.2%
Arista Networks, Inc. ANET 465.9M 626.3M -160.4M -25.6%
Charles River Laboratories International, Inc. CRL 649.3M 803.5M -154.2M -19.2%
Align Technology Inc ALGN 1.4B 1.5B -112.3M -7.5%
Live Nation Entertainment, Inc. LYV 1.4B 1.5B -100.0M -6.7%
Medtronic plc MDT 300.0M 400.0M -100.0M -25.0%
American Water Works Company, Inc. AWK 7.9B 8.0B -98.0M -1.2%

 

Here are some of the data in chart form.  





As you can see, the levels of the increases in RPOs far exceeds the dollar levels of the decreases. 

In a few days, we will add to this work by looking at the term structure of the performance obligation of some of these firms.

Thursday, December 4, 2025

We interrupt our recent string of posts about AI infrastructure costs to go back to tariffs and trade war pressures — because those are still a thing, as evidenced by today’s earnings release from liquor maker Brown Forman Corp. ($BF).

The headline is that revenue for the company’s most recent quarter (its fiscal Q2 2026, ending on Oct. 31) declined 5 percent from the year-ago period to $1.04 billion. Operating income dropped 10 percent to $305 million, and EPS was down 14 percent to $0.47 percent


Dig beneath the surface, however, and we quickly find that tariffs are driving a significant portion of those declines. 


First is this narrative disclosure in the earnings release:


In a challenging economic environment, net sales in the Developed International markets declined 4% (-6% organic), though improved sequentially. The decline was driven by the absence of American-made beverage alcohol from retail shelves in most of the Canadian provinces and lower volumes of Jack Daniel’s Tennessee Whiskey in Germany and the United Kingdom. The decline was partially offset by the positive effect of foreign exchange, new agency brands in Japan, and the benefit from transition to owned distribution in Italy.


“Developed International” is a geographic segment Brown Forman defines as Canada, Australia, United Kingdom, France, and Germany, plus assorted smaller markets grouped into an “Other” designation. As you can see from the above disclosure, sales for this segment declined by 4 percent in the most recent quarter.


OK, but how much is that in dollar terms? Brown Forman’s earnings release doesn’t disclose that number, but the company does disclose geographic segments in its full 10-Qs — so with some elementary sleuthing and Calcbench tools, we can figure it out.


First we opened the Segments and Breakouts page to search for Brown Forman’s geographic segment disclosures in its fiscal Q1 2026 quarter, which ended on July 31. As you can see in Figure 1, below, the company had $257 million in sales for the Developed International segment.



Second step: we ran the same search for the Developed International segment for Q2 2025, one year ago. That number was $289 million — and since this quarter’s numbers declined by 4 percent from one year ago, that means Q2 2026 sales for the Developed International segment must be $277.4 million (which is 4 percent less than the $289 million from one year ago). 


Presumably this will be proved true when Brown Forman files its full 10-Q in coming weeks. Our point is simply that even without the 10-Q, you can piece together a rich disclosure picture by pulling together data from the earnings release and prior 10-Q disclosures. You just need the right tools. (Read: Calcbench.) See Figure 2, below.



O Canada Segment


We were also curious about Canada sales specifically. Canadian liquor stores removed Brown Forman brands from their shelves earlier this year in retaliation for Trump Administration tariffs on Canadian goods. (Most liquor outlets in Canada are run by the provincial governments, so yes they can do this.) 


The bad news is that Brown Forman doesn’t report sales numbers for specific countries. It does, however, report sales growth or declines for specific countries. The declines for Canada are so steep they’ll blow your teque off. See Figure 3, below.



That’s a 62 percent decline in Canada sales in the six months of April through October 2025. Ouch. 


We know that Brown Forman’s total revenue for the first six months was $1.96 billion (that’s from the earnings release); and the Developed International segment accounted for roughly $566.4 million in that same period, which is 29 percent of total revenue.


Alas, we can’t tell how much Canada itself contributes to total revenue, which is a shame, because Canada’s trade retaliations could well be the factor that is pushing Brown Forman’s growth into decline. 


Friday, November 21, 2025

That’s a wrap on Q3 earnings season, folks. This week we received earnings data from Nvidia ($NVDA) and Walmart ($WMT), the last big filers to grace the markets with performance data. So with roughly 3,700 non-financial companies now compiled into the famed Calcbench Earnings Tracker, let’s take one last look at Q3 2025.

Overall, it was respectable stuff. 


Figure 1, below, is our standard snapshot of earnings performance. Net income is up 16.1 percent from the year-ago period, operating income up 8.1 percent, revenue up 6.8 percent. Even cash, which had been slightly down from the year-ago period for most of this season, finally turned positive and was up 0.7 percent.



The patterns above are largely what we’ve seen for several weeks now. There are still plenty of idiosyncrasies within individual companies, even apparent all-stars like Nvidia — which had great top-line numbers, but raised eyebrows once analysts dug into its inventory and accounts receivable numbers. So as always, dig into the segment-level and footnote disclosures to understand what’s really going on!


Meanwhile, Figure 2, below, shows all the latest numbers in table format. 



Calcbench tracks these earnings using our Earnings Tracker template, which pulls in financial disclosures as companies file their latest earnings releases with the Securities and Exchange Commission. The Earnings Tracker provides an up-to-the minute snapshot of financial performance compared to the year-earlier period.


If Calcbench subscribers wish to get their hands on the template we use for this analysis, so you can conduct your own experiments at home, use this link to the file


Please note that it will only work with an active Calcbench subscription. If you need an active subscription (and who doesn’t, really, when swift access to real-time data is so important?), contact us at us@calcbench.com.


So that’s a wrap on Q3. Now we can all coast through the holidays and then get ready for Q4 earnings in six weeks!


Thursday, November 20, 2025

Walmart filed its latest quarterly earnings release today, so of course we took a peek to see how the world’s largest retailer and economic bellwether performed. 

The news was decent enough. Revenue up 5.8 percent from the year-ago period, net income up 29.1 percent, and EPS 35.1 percent. Operating income was down 0.2 percent, but that’s due to a one-time charge related to an upcoming spin-off; adjusted operating income without that charge was up 8 percent.


We kept skimming through the earnings release and then came to this:


Adjusted EPS of $0.62 excludes the effect, net of tax, of $0.20 gain on equity and other investments and $0.02 related to settlement of a certain legal matter, partially offset by $0.07 of incremental share-based compensation expense…


Hold up. Walmart ($WMT) reported an adjustment to GAAP of $0.20 because of a one-time gain on equity and other investments. Two weeks ago, we had a post about Amazon’s ($AMZN) latest quarterly results, noting that half of Amazon’s net income came from adjustments on equity (specifically, a mark-up in the value of Amazon’s equity stake in Anthropic).


So if Walmart reported an adjusted EPS number based on gains in equity and other investments, we wondered — what adjusted EPS number did Amazon report for its own equity gains? 


Spoiler: Amazon does not report adjusted EPS at all! 


Look for yourself if you’d like. Amazon’s Q3 earnings release does not include an adjusted EPS number. It does not include the word “adjusted” anywhere in the text at all. In fact, Amazon reports hardly any non-GAAP disclosures, other than Free Cash Flow. 


Filers that report non-GAAP financial metrics are supposed to reconcile those numbers back to their nearest GAAP counterpart, and Amazon does provide a reconciliation for net income to net cash from operating activities. But since that’s the only non-GAAP disclosure Amazon reports, that’s the only reconciliation analysts get.


This leaves financial analysts in a tricky place. Companies typically aren’t required to disclose non-GAAP metrics; we can’t say Amazon is doing anything wrong here. But Walmart is reporting a non-GAAP adjustment to EPS for gains in equity holdings and Amazon isn’t. 


So if you just compare standard EPS for both companies ($1.95 for Amazon, $0.77 for Walmart), you’re missing a significant part of the EPS picture: how much those EPS numbers depend on equity gains rather than operating income. If you want to compare adjusted EPS to have a better sense of that complexity — well, you can’t. Amazon doesn’t report it.


The only way you could capture that nuance, so you can have a true apples-to-apples comparison, would be to extract the Other Income number from both companies and model an estimate of adjusted EPS yourself. With Calcbench that’s easy enough; you can use our Excel Add-in or API


Our point is simply that financial analysts need to perform that level of “data due diligence.” A cursory look at the earnings release or the Statement of Income won’t cut it.


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