Political Calculations
Unexpectedly Intriguing!
18 June 2026

In 2004, biologist Jose Iriarte-Diaz conducted a legendary research project in Chile. Iriarte-Diaz wanted to study how dinosaurs moved, but their extinction some 66 million years earlier hampered his research. The closest he could come was to study how birds walk.

And there lay a new problem. Millions of years of evolution had so changed the anatomy of these surviving descendants of the dinosaur species of old that how they walk would be very different from how dinosaurs walked.

Take today's chicken for example. Here, evolution has conspired to significantly change the body of the species. Unlike their theropod ancestors, chickens lack long tails, which significantly changes their mass and center of gravity, which would have a big impact on how they move.

But then, Iriarte-Diaz hit on a genius idea. What if he could create a prosthetic tail for chickens, then train them to walk with it. He could then compare how both regular chickens and the prosthetic tail-wearing chickens move, where he hypothesized the prosthetic tail-wearing chickens would move like dinosaurs would have. Here's how a press release from the University of Illinois Chicago, where he finally published his research in 2014, described his experiment:

Studying a group of 12 domestic chickens, Iriarte-Diaz used modeling clay to attach a tail — a wooden stick — to the chickens two days after hatching. He changed the tail every five days as the chickens grew, then compared their movements to his control subjects, chickens without tails.

His research suggests that dinosaurs walked more like humans, with a vertical stance and most of the movement in the hips. Chickens without the experimental tails showed more horizontal movements, with the knees doing most of the work.

He also recorded video of the dinosaur tail-wearing chickens and uploaded them to YouTube:

In 2015, Iriarte-Díaz' and his colleagues' work captured the imagination of the Ig Nobel Prize committee, which awarded them the Ig Nobel Biology Prize for their published research.

But the story doesn't end there.

Flash forward to 2026. Allen Pan is a Science and Engineering YouTuber who has drawn popular attention for various devices he's created over the years. He wondered if it would be possible to build an articulated tail prosthetic device for a chicken that might be more realistically dinosaur-like than the static ones Iriarte-Diaz crafted for his biomechanical research. The next video presents Pan's development of the improved prosthetic dinosaur tail and the results from tests conducted with adult chickens:

Pan's 3D-printed articulating dinosaur tail resulted in a chicken almost immediately adopting the kind of dinosaur-locomotion methods it took the chickens that Iriarte-Díaz' and his colleagues' raised and extensively trained from hatched egg to adult bird to produce. It's not just a replication of the Iriarte-Díaz' dinosaur tail prosthetic, but a genuine improvement beyond it utilizing multiple levels of innovations.

In both cases, the dinosaur tail prosthetics represent a fantastic example of outside-the-box thinking.

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17 June 2026
An editorial cartoon of Uncle Sam pulling money from one of his pockets to put into another pocket while reaching behind himself to borrow money from a banker. Source: Microsoft Copilot Designer.

Social Security's trustees released their 2026 report on what they expect for the future of the program. As with just about every one of their reports over the last decade, they foresee big benefit cuts when the program's Old Age and Survivors Insurance (OASI) Trust Fund is depleted.

The main changes in this year's report affect the timing of when the trust fund runs out of money and how big the benefit cuts will be after it does. The year of reckoning moved up to the end of 2032 from sometime in 2033, which if they divert money from the program's Disability Insurance (DI) program to it, could last until 2034.

Meanwhile, the magnitude of retirement benefit cuts when the trust fund no longer has any legal claim to money it "loaned" to the U.S. government while it had a surplus will be less than previously projected. Those cuts still aren't small - anyone receiving Social Security benefits will take a 22% hit to them. If they divert the DI trust fund money to keep the retirement benefits train going however, the cuts will be reduced to 17%.

Here is the trustees' official grim outlook:

  • The OASI Trust Fund is projected to become depleted in the fourth quarter of 2032, one quarter earlier than projected in last year’s report. Upon reserve depletion in 2032, projected income is sufficient to pay 78 percent of scheduled benefits. This percentage declines gradually to 62 percent by 2100.
  • DI Trust Fund reserves are projected to remain positive throughout the 75-year projection period, as was projected in last year’s report.
  • The combined OASDI fund is projected to become depleted in the third quarter of 2034, the same quarter as in last year’s report. Upon reserve depletion in 2034, projected income is sufficient to pay 83 percent of scheduled benefits. This percentage declines gradually to 65 percent by 2100.

Social Security has been draining the OASI Trust Fund since 2010. The 2026 Trustees report indicates how big that deficit has been in every year from 2010 through 2025. We tallied up those deficits to find out how much the OASI Trust Fund has shrunk over those years, which we visualized in the following chart:

Cumulative Deficit of Social Security's Old Age and Survivors Insurance Trust Fund, 2010-2025

Through 2025, the OASI Trust Fund has cumulatively shrunk by $1.321 trillion. That's a lot of money, especially when you consider the U.S. government never had the cash to pay back the money it "owes to itself". Instead, it borrowed it, exchanging the debt it supposedly owed to itself for debt it owes to the public.

That raises a question. How much of the total U.S. national debt has gone from being counted as money the government owes to itself to instead be money the government owes to the public, which includes everyone from individual Americans who bought a savings bond to institutions like banks and insurance companies and foreign entities that loan money to the U.S. government by the truckload?

The answer to that question is visually presented in the next chart:

Cumulative Deficit of Social Security's Old Age and Survivors Insurance Trust Fund as a Percentage of the U.S. Government's Total Pubic Debt Outstanding, 2010-2025

When you hear about Social Security's Trust Fund as being little more than an "accounting fiction", this transformation of debt from money the government owes to itself to be money the U.S. government owes to the public is what they mean. The trust fund debt is unavoidably becoming a general obligation of U.S. taxpayers, which is what it always was and is what it could only ever be.

Image credit: Microsoft Copilot Designer. Prompt: "An editorial cartoon of Uncle Sam pulling money from one of his pockets to put into another pocket while reaching behind himself to borrow money from a banker". From the looks of things, he's gotten himself really twisted up!

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16 June 2026
A crystal ball with the word 'SP 500' written inside it (and 'Dividends' above it) - Image generated by Microsoft Copilot Designer.

June 2026 saw strong, across-the-board improvement in the outlook for the quarterly dividends of the S&P 500 (Index: SPX) over our snapshot of where they stood just a month earlier.

Impressively, the current quarter of 2026-Q2 saw the biggest month-over-month gain. Here is how the outlook for it and all the other quarters for which we have S&P 500 future dividends data changed since our 15 May 2026 snapshot:

  • 2026-Q2: Increase of $0.90 to $20.72 per share
  • 2026-Q3: Increase of $0.28 to $21.22 per share
  • 2026-Q4: Increase of $0.57 to $21.40 per share
  • 2027-Q1: Increase of $0.36 to $22.57 per share
  • 2027-Q2: Increase of $0.37 to $21.56 per share

The following chart shows how expectations for the S&P 500's quarterly dividends per share changed in the month from 15 May 2026 to 15 June 2026.

Monthly Snapshot of the Past and Expected Future of S&P 500 Quarterly Dividends per Share, 2024-Q2 through 2027-Q2, Snapshot on 15 June 2026

Dividend futures data represent the quantified expectations investors have for the future income they will realize from owning shares of stocks, which in turn, affects how investors set current day stock prices. How changes in the outlook for dividends at specific points of time in the future contribute to changes in current day stock prices as represented by the value of the S&P 500 index is described by this math.

The S&P 500 index is a market capitalization-weighted index composed of the 502 stocks for the largest U.S.-based publicly traded companies in the U.S. stock market according to their market capitalization that meet S&P Global's criteria for inclusion in the index. There are more than 500 stocks in the index because it also includes multiple classes of shares issued by Alphabet (Nasdaq: GOOGL and GOOG), Fox (Nasdaq: FOX and FOXA), and Newscorp (Nasdaq: NWS and NWSA).

As of 15 June 2026, 409 of these stocks pay dividends, covering about 81.5% of all the stocks in the index. Dividend futures for the index indicate the market capitalization-weighted amount of dividends per share for all these dividend-paying stocks that are expected to be paid out over the period covered by each quarter's dividend futures contracts. These contracts start on the day after the preceding quarter's dividend futures contracts expire and end on the third Friday of the month ending the indicated quarter. For example, as determined by dividend futures contracts, the now "current" quarter of 2026-Q2 began on Saturday, 21 March 2026 and will officially end on this Friday, 19 June 2026. Since the expectations for this quarter's dividend payouts can change all the way up to that final date, it counts as a future quarter all the way up to its end.

Because dividend futures are tied to options contracts that run on this schedule, that makes these figures different from the quarterly dividends per share figures that are reported by Standard and Poor. S&P reports the amount of dividends per share paid out during regular calendar quarters after the end of each quarter. This term mismatch accounts for the differences in dividends reported by both sources, with the biggest differences between the two typically seen in the first and fourth quarters of each year.

Image Credit: Microsoft Copilot Designer. Prompt: "A crystal ball with the word 'SP 500' written inside it". And 'Dividends' written above it, which we added.

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15 June 2026
An editorial cartoon of a Wall Street bull and bear watching a Starship 3 launch in which the rocket is labeled as 'SPACEX IPO' and the bull says 'THAT'S A LOT BIGGER THAN I THOUGHT IT WOULD BE!'. Image generated with Microsoft Copilot Designer.

The S&P 500 (Index: SPX) rose a little over 0.6% over where it ended the previous week to close out the trading week ending on Friday, 12 June 2026 at 7,431.46.

That lackluster result occurred despite the biggest ever Initial Public Offering (IPO) in U.S. stock market history: the $2 trillion launch of SpaceX (Nasdaq: SPCX). The company best known for its reusable rocket launching technology and its satellite-based Starlink communication/Internet network did not qualify for inclusion into the S&P 500. S&P Global rejected changes in the index' rules that would have allowed SpaceX to be included less than a year after it began trading. The decision means that other megacap IPOs currently waiting in the wings for AI technology giants Anthropic and OpenAI will also face at least a year-long exclusion from the index before they might join the index.

Without the SpaceX IPO, the biggest market moving news of the week came during the trading day on Thursday, 11 June 2026, when President Donald Trump announced the U.S. and Iran were near an agreement to proceed with a negotiated end of the Iran war geopolitical event. Stock prices jumped on the news, more than reversing the previous day's decline when it looked military action might resume.

The latest update of the alternative futures chart finds the S&P 500 continuing to track along with the trajectory associated with investors focusing on the current quarter of 2026-Q2, just as they were a week earlier. This focus coincides with an intense amount of attention on the direction the Fed will be taking in setting short-term interest rates at the upcoming meeting of the Federal Open Market Committee in the next week:

Alternative Futures - S&P 500 - 2026Q2 - Standard Model (m=-2.0 from 28 Apr 2025) - Snapshot on 12 Jun 2026

The CME Group's FedWatch Tool foresees a quarter point increase in the Federal Funds Rate to a target range of 3.75-4.00% on 9 December (2026-Q4). In 2027, the tool now gives a greater than 50% probability of no additional rate hikes at each of the planned meeting dates of the Fed's interest rate setting Open Market Committee, with a 0% probability of any cuts and up to a 30% probability of an additional quarter point rate hike on 28 April (2027-Q2).

Here are the trading week's market moving headlines:

Monday, 8 June 2026
Tuesday, 9 June 2026
Wednesday, 10 June 2026
Thursday, 11 June 2026
Friday, 12 June 2026

The Atlanta Fed's GDPNow tool's estimate of real GDP growth for the U.S. economy in the current quarter of 2026-Q2 rose to +3.3%, bouncing back from the +3.0% it projected a week earlier.

Image credit: Microsoft Copilot Designer. Prompt: "An editorial cartoon of a Wall Street bull and bear watching a Starship 3 launch in which the rocket is labeled as 'SPACEX IPO' and the bull says 'THAT'S A LOT BIGGER THAN I THOUGHT IT WOULD BE!'"

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12 June 2026

If you look at the back of a box of Kellogg's Frosted Flakes Glazed Donut Holes cereal, you'll find a startling claim:

Kellogg's Frosted Flakes Glazed Donut Holes: 'We did the math, donut holes are the perfect shape to deliver more glaze!'

Matt Parker investigated and came to three remarkable conclusions:

  1. Kellogg's has a typo in their formula for the surface area of a donut.
  2. He is the kind of guy who will pay someone to record of a video of himself eating a bowl of cereal."
  3. Despite the typo, Kellogg's is right!

All this and more is revealed in the following video of Parker's investigation:

Kellogg's claim would not be true if the thickness of the glaze layer was the same between the spherical donut hole and toroidal donut geometries. But the reason Kellogg's claim is able to hold is because they really loaded up the amount of glaze onto their cereal-based donut hole structure, making its coating much thicker than what can be achieved by applying the same mass of sugary glaze spread out over the larger surface area of a donut (or in math terms, a "torus"). In effect, they maxxed out the ratio of glaze to cereal.

But the more amazing thing is that Kellogg's has not fixed the typo in the formula for the surface area of a donut-shaped object, even though is has been printed on every box of its Glazed Donut Holes cereals for more than a year after it was first reported!

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Welcome to the blogosphere's toolchest! Here, unlike other blogs dedicated to analyzing current events, we create easy-to-use, simple tools to do the math related to them so you can get in on the action too! If you would like to learn more about these tools, or if you would like to contribute ideas to develop for this blog, please e-mail us at:

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