Political Calculations
Unexpectedly Intriguing!
19 August 2026
An editorial cartoon of a Wall Street bull and bear playing hockey where the scoreboard shows 'CME Group / FutureSports / NHL Index' with value of 7500. Image generated by Microsoft Copilot Designer

Something new is coming to the world of sports: real futures trading.

On 11 August 2026, the world's largest futures and options trading house, CME Group (NASDAQ: CME) announced it would partner with the National Hockey League and a startup called FutureSports to launch the world's first index-based hockey futures contracts.

Unlike the kind of futures you might find at multiple sports wagering outfits that might involve things like betting on which team will win the Stanley Cup next year or which goalie will win the Vezina Trophy, the kind of futures contracts now being developed for the NHL have a lot more to do with giving sports-related businesses and investors new tools to hedge their risks in addition to simple speculation.

The Chicago Tribune gives an overview of what the CME Group/FutureSports/NHL partnership is looking to bring about:

Futures contracts, tied to the value of indexes, allow investors to buy or sell an asset at an agreed price by a specific date. It also allows traders to hedge risks.

For decades, futures contracts have primarily been associated with agriculture products, like corn and soybeans, or energy commodities, such as oil and natural gas, as well as stock indexes like the S&P 500. Futures even got the Hollywood treatment with the 1983 film “Trading Places,” when Dan Aykroyd and Eddie Murphy’s characters cashed in on orange juice futures, and over 20 years later, inspired a federal provision nicknamed the Eddie Murphy Rule.

FutureSports and CME’s new offering means if the Blackhawks play poorly, for example, a season ticket holder could take a short position on the team’s index to try and recoup some of their ticket investment losses. Corporate sponsors, which spend millions annually on sports deals, could buy hockey futures to limit their exposure if a key athlete gets injured or the team just fails to meet expectations.

The companies highlighted other potential market participants like garage and parking lot operators, retailers and even the sports franchises.

There are real businesses and people who have real money on the line that depend on how well a team performs. For example, consider one of the Chicago Blackhawks' star players, Connor Bedard. One of the top offensive players in the NHL when healthy, Bedard's career has been repeatedly knocked by injuries, forcing him to miss playing in significant parts of several seasons.

Every time he's been sidelined, the Blackhawks' ability to score goals and win games has been notably reduced. While not the only reason for the team's bottom-of-their-division status in recent seasons, his absence from the ice when injured has certainly been a contributing factor.

With futures trading however, the businesses whose revenues rise and fall with the team's fortunes would have a way to cushion the losses they might otherwise face. For example, if Connor Bedard isn't playing, it's tougher to sell hockey sweaters with his name and number on them. Or to sell Connor Bedard Funko-pop figurines at Chicago's sporting goods stores. Or to fill restaurants near the United Center on the Blackhawks' game nights. Hedging using futures contracts could make a lot of sense for the owners of these businesses to offset their otherwise unmitigated loss of revenue and potentially even stabilize it in the face of an adverse event like a key player not being able to play.

Futures trading falls into the kind of higher risk investing we consider to be suitable mainly for well-established and well-funded operators. It's definitely not for the faint-of-heart or for those who have low tolerances for risk. The Chicago Tribune's article understates that aspect of the venture:

Trading futures is complex and its investors are savvy. Even retail traders, who buy for themselves and often make smaller trades, use similar financial analysis tools as institutional investors.

“Anyone considering trading them should understand the mechanics, costs and risks first and seek professional guidance as appropriate,” said Joseph Cusick, senior vice president and portfolio specialist at Calamos Investments in Naperville. “Futures traders can experience rapid gains or losses because of margin requirements.”

That's putting it mildly, especially since real futures trading might involve using leverage (or borrowing) to fund an inherently speculative investment.

It will be interesting to see how the proposed NHL futures market plays out. If all goes as planned, NHL futures will go live 28 September 2026. Right in time for the NHL's 2026-27 season to get underway.

Image Credit: Microsoft Copilot Designer. Prompt: "An editorial cartoon of a Wall Street bull and bear playing hockey where the scoreboard shows 'CME Group / FutureSports / NHL Index' with value of 7500".

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

The dividend outlook of the S&P 500 (Index: SPX) once again delivered a mixed outlook for investors in August 2026.

Expected dividends for the index dipped in the current quarter of 2026-Q3, but the amount of cash dividends expected to be paid out in the upcoming future quarters of 2026-Q4 and 2027-Q1 increased. The more distant future quarters of 2027-Q2 and 2027-Q3 however both declined with respect to the July 2026 snapshot of the S&P 500's dividend outlook.

All these changes however are modest, with the magnitude of the changes for each quarter coming in at less than one percent. Here is the summary of how the expected future for the S&P 500's dividends changed between 14 July and 14 August 2026:

  • 2026-Q3: Decrease of $0.11 to $21.02 per share
  • 2026-Q4: Increase of $0.10 to $21.55 per share
  • 2027-Q1: Increase of $0.06 to $22.81 per share
  • 2027-Q2: Decrease of $0.15 to $21.60 per share
  • 2027-Q3: Decrease of $0.11 to $21.81 per share

The following chart illustrates the expectations for the S&P 500's quarterly dividends per share as of 14 August 2026 and how they compare with the preceding quarters going back to 2024-Q3.

Monthly Snapshot of the Past and Expected Future of S&P 500 Quarterly Dividends per Share, 2024-Q3 through 2027-Q3, Snapshot on 14 August 2026

More About Dividend Futures

Dividend futures 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.

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-Q3 began on Saturday, 20 June 2026 and will officially end on Friday, 18 September 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 through that future point in time.

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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17 August 2026
An editorial cartoon of a Wall Street bull and bear who give each other a high-five after news breaks that inflation came in lower than expected while Federal Reserve officials are sad they won't be able to hike U.S. interest rates when they wanted. Image generated with Microsoft Copilot Designer.

The S&P 500 (Index: SPX) reached a new record high close of 7,798.99 on Thursday, 13 August 2026 before falling back on Friday to end the trading week at 7,785.76.

Two developments helped to spur the index to its new heights. First, investors received good inflation news on Wednesday, 12 August 2026 when the Consumer Price Index came in lower than expected. The second came on Thursday, when the Producer Price Index was likewise reported to be lower than expected.

Because of these benign consumer and producer price inflation reports, the CME Group's FedWatch Tool no longer anticipates the Fed will act to hike the Federal Funds Rate from its current target range of 3.50-3.75% in September 2026, but will instead delay a quarter point rate hike to take place sometime in the fourth quarter of 2026. In its latest snapshot, the FedWatch Tool sees a falling 53% chance the Fed will act to hike this core interest rate to a target range of 3.75-4.00% on 28 October (2026-Q4) but gives a more solid 93% chance this rate will be in effect on 9 December (2026-Q4).

With the next rate hike likely delayed and fewer rate hikes on the table as a result of the better than expected inflation reports, the resulting lower interest rates kept investors focused on the first quarter of 2027 as they set current day stock prices. The latest update of the alternative futures chart shows the level of stock prices is right where they dividend futures-based model forecasts it would be provided investors are focused on 2027-Q1.

Alternative Futures - S&P 500 - 2026Q3 - Standard Model (m=-2.0 from 28 Apr 2025) - Snapshot on 14 Aug 2026

While those were the biggest headlines, other things happened that contributed to the random onset of new information investors absorbed and reacted to during the week that was. Here is our summary of the week's market moving headlines:

Monday, 10 August 2026
Tuesday, 11 August 2026
Wednesday, 12 August 2026
Thursday, 13 August 2026
Friday, 14 August 2026

The Atlanta Fed's GDPNow tool anticipates real GDP growth for the U.S. economy of +4.3% in 2026-Q3, down from the +5.8% annualized growth it forecast a week earlier.

Image credit: Microsoft Copilot Designer. Prompt: "An editorial cartoon of a Wall Street bull and bear who give each other a high-five after news breaks that inflation came in lower than expected while Federal Reserve officials are sad they won't be able to hike U.S. interest rates when they wanted".

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14 August 2026
Blue 7 1 Knot or (2,7) Torus Knot by Jim.belk on Wikimedia Commons - https://commons.wikimedia.org/wiki/File:Blue_7_1_Knot.png

Knots hold a special place in the hearts of sailors and mathematicians.

That's almost self-explanatory for sailors, who have been tying knots as an essential part of their craft for centuries. They even used them to tell how fast they're going over open water.

Mathematicians' fascination with knots is harder to explain, but comes down to their love of counting. The more complicated the knot, the more the knots strands cross each other, the better. And what better way to make a knot more complicated than by taking two knots, cutting each and then joining their open ends together to make an even bigger, more complicated knot?

They even defined a special rule about the practice to calculate how much more complicated the resulting knot would be. They conjectured that if they took the unknotting number for each knot, which is to say the number of steps it would take to tranform the knot into a simple loop (imaginatively called the "unknot"), and added them together, the result would be the unknotting number of the combined, more complicated knot.

This additivity conjecture worked with just about every combination of knots they could throw at it. Until two mathematicians discovered an example where that rule didn't work. Instead of leading to a more complicated knot, they found a knot that became easier to unknot after being joined. It didn't add up as previous generations of mathematicians had believed it should, and because it didn't, they proved the conjecture about the additivity of unknotting numbers is untrue for all cases.

In the following video, Trefor Bazett guides viewers through basic knot theory in an easy to understand presentation before getting to the remarkable disproof of the additivity conjecture in knot theory by Mark Brittenham and Susan Hermiller, which only took them ten years to work out:

Brittenham and Hermiller's paper is here. Bazett has a second video featuring an extended interview with Brittenham and Hermiller.

The knot they found that broke the rule is the (2,7) Torus Knot, an example of which is the featured illustration for this article. It's also known as the 7₁ knot in a different mathematical knot nomenclature system, but we're not going to get into that topic because why complicate knots any more than needed?

Image credit: Blue 7₁ Knot or (2,7) Torus Knot by Jim.belk on Wikimedia Commons. Public Domain.

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13 August 2026
Eastern Hemisphere Map: Total Radiance Change from 2014 through 2022, NASA Earth Observatory images by Michala Garrison, using data from Li, T., et al. (2026) - https://assets.science.nasa.gov/dynamicimage/assets/science/esd/eo/images/iotd/2026/picturing-earth-in-a-new-light/nightlights_global_20142022.jpg

Measuring economic activity using astronomical and other scientific tools is a relatively recent development that has come into its own during the 21st century.

One of the neater tools are telescopes and cameras mounted on Earth-orbiting satellites that take pictures of the night-darkened surfaces of the world. NASA's Black Marble project uses those images to tracks how the nighttime lights spread across entire regions change in brightness over time, with fully processed imagery now covering the years from 2014 through 2022.

We haven't gotten too far into the data behind the images yet, but what we see in how nighttime lights have changed the years between 2014 and 2022 appears to correspond with how carbon dioxide emissions have changed in those regions. Nighttime lights in Asia, and especially in China and India have become significantly brighter during a period in which those nation's emissions of carbon dioxide have risen. By contrast, regions that have seen falling levels of CO₂ emissions such as the eastern portion of the U.S. and western Europe have seen the brightness of their nighttime lights grow dimmer.

That introduction brings us to the latest measurements of the concentration of carbon dioxide in the Earth's atmosphere, which is measured at the remote Mauna Loa Observatory. The latest data indicates the pace at which carbon dioxide is being emitted into the Earth's atmosphere is continuing to decline, which indicates the world's economic activity is falling.

The following chart reveals how the trailing twelve month average of the year-over-year change in the rate at which the concentration of carbon dioxide in the Earth's air is changing has changed from January 2000 through July 2026.

Trailing Twelve Month Average Year-Over-Year Change in Parts per Million of Atmospheric Carbon Dioxide, January 2000 - June 2026

The rate at which CO₂ is increasing in the atmosphere is nearing levels where it has bottomed during periods of global recessions, or rather, significant regional recessions, in the 21st century.

References

National Oceanographic and Atmospheric Administration. Earth System Research Laboratory. Mauna Loa Observatory CO2 Data. [Online Data]. Updated 5 August 2026.

Image credit: Eastern Hemisphere Map: Total Radiance Change from 2014 through 2022, NASA Earth Observatory images by Michala Garrison, using data from Li, T., et al. (2026). Public Domain.

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About Political Calculations

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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