Visualizations are really so useful

Visualizations are really so useful. I love charts, graphs, maps, scatter plots, infographics, really, the list goes on and on. An effective visualization (it has to be done well) can tell a deep story with few to no words. Therefore, I will highlight a few of the most interesting and relevant visualizations I’ve found over the last week and explain, in-depth, what these charts are telling me.

A Tale of Two Forecasts

Visualization: Fed Funds vs. Market

One of the most fascinating charts I’ve seen recently is the one above, which perfectly captures the growing disconnect between the market and the Federal Reserve. This isn’t just a minor disagreement over a few basis points; it’s a fundamental difference in opinion about the future path of the economy. The blue line represents the market’s forecast for the Fed funds rate at the end of 2026, derived from what traders are actively betting on in the futures market. The red line is the Fed’s own median forecast from its officials. The gap between them is the whole story. The market is betting on a significantly lower interest rate, implying more and faster rate cuts, than the Fed is currently guiding.

So what does this gap actually mean? It’s essentially a high-stakes bet on who is right about the economy. The market is wagering that a slowing economy and cooling inflation (not yet) will force the Fed to cut rates more aggressively than planned. If that bet is wrong, if inflation stays sticky and the economy holds up, then the market is positioned for a reality check. We got a perfect preview of this dynamic just this week when Q2 2025 GDP was revised 1/2 percent higher to a surprisingly strong 3.8%. The market’s immediate reaction? Negative. Why would good economic news be bad for stocks? Because that data validated the Fed’s higher-for-longer stance (the red line) and makes the market’s dovish forecast (the blue line) look less likely. This chart is more than just data; it’s a visual representation of the central tension investors will have to navigate. Keep a close eye on this gap; the story of the next year will likely be about which of these two lines blinks first.

The Valuation Canyon

Visualization: Valuation Delta (Large vs. Small)

This next chart may be one of the most important for understanding the current market landscape, as it highlights a historic divergence that has been years in the making. In simple terms, this shows the valuation premium (measured by the forward P/E ratio) that investors are paying for large-cap stocks (the S&P 500) compared to their mid-cap (S&P 400) and small-cap (S&P 600) cousins. As you can see, that premium is now stretched to a near-record level, rivaling the extremes we saw at the peak of the dot-com bubble in 2000. And this isn’t just a small gap; it’s a valuation canyon. Investors are paying a price for large-cap earnings that is nearly seven points higher on a P/E basis than what they’re paying for small-cap earnings.

This chart provides the “why” behind a trend we’re all seeing. While the S&P 500 has notched nearly 90 all-time highs over the past couple of years, driven by a handful of mega-cap titans, the small-cap index just hit its first new high since November 2021 this past week. The outperformance has been incredibly narrow. However, history shows us that these periods of extreme concentration don’t last forever. Consider what happened after the internet bubble burst and again after the Great Financial Crisis: the valuation gap collapsed, and leadership shifted away from the giants and toward smaller, more domestically focused companies. For investors, this chart is a powerful reminder of the importance of diversification. While chasing the handful of winners has been a successful strategy recently, this extreme valuation gap suggests that the seeds of a potential shift in market leadership could be just below the surface.

Priced for Perfection?

Visualization: S&P 500 CAPE Ratio

Finally, let’s zoom out for a long-term reality check with one of the most respected valuation metrics out there: the Shiller CAPE Ratio. This isn’t your standard P/E ratio; it’s a more robust measure that compares the market’s price to the average of ten years of inflation-adjusted earnings per share. By smoothing out the peaks and troughs of the business cycle, it provides a much clearer picture of whether we’re paying a fair price for stocks relative to historical trends. And as this chart clearly shows, the picture today is possibly a bit concerning. The current CAPE ratio is hovering around 40, more than double the current rolling average from its 125-year history.

Let’s be clear, this is not a level we see often. In fact, the only other time in modern history that valuations were this stretched was at the height of the dot-com bubble in 1999, just before the ratio peaked at 44 and the market subsequently entered a painful bear market. A valuation this far above the long-term trend is a sign of what economist John Maynard Keynes called “animal spirits.” With that said, it’s important to note this is a backward-looking metric and doesn’t account for the strong forward earnings growth that analysts currently expect. Still, it’s a clear indication that the market is priced for near perfection.

However, there is a plausible counterargument for why valuations might be structurally higher today than in the past. The composition of the S&P 500 has undergone a fundamental change. In the mid-20th century, the index was dominated by capital-intensive industrial and manufacturing giants. Today, it’s led by capital-light, high-margin technology and communications companies that can scale globally at incredible speeds. These businesses are inherently more profitable and generate higher returns on equity, which could arguably justify a permanently higher valuation plane. While that argument has merit, it doesn’t fully explain a valuation that is more than double the historical norm. This chart serves as a powerful reminder that, while the market’s character may evolve, the laws of financial gravity tend to reassert themselves in the end.

The Big Picture

And so we come full circle, back to the simple power of a well-crafted chart. The three visualizations we’ve just walked through do more than just present data; they tell a complex and unfolding story without needing more than a few words. A simple blue line pulling away from a red one tells a dramatic story of a high-stakes disagreement between the market and the world’s most powerful central bank. A steepening slope between two other lines on a graph illustrates the market’s internal divide far better than any table of numbers could. And a single data point soaring far above its 125-year trendline puts our current moment in humbling historical perspective. In a world saturated with financial commentary and endless noise, sometimes the clearest story isn’t told in an essay, but in the simple, powerful language of lines on a chart.

Markets / Economy

  • Markets were lower across the board as stronger economic data led to reduced hope for interest rate cuts. The S&P finished the week down -0.3%, the Nasdaq was down -0.7%, and the small-cap Russell 2000 was down -0.6%.
  • Core PCE (the Federal Reserve’s preferred inflation metric) went up 0.2% MoM in August. It was the same as in July, in line with market expectations.
  • The U.S. economy expanded an annualized 3.8% in Q2 2025, much higher than 3.3% projected in the second estimate. This marks the strongest growth since Q3 2023. 
  • Initial jobless claims sank by 14K from the previous week to 218K in the third week of September. This was well below the market consensus that they would rebound to 235K, and marked the lowest figure in two months.

Stocks

  • U.S. equities were in negative territory. Materials and Consumer Staples led the decline, while Energy and Utilities outperformed. Value stocks outperformed growth stocks, and large-cap stocks outperformed small-cap stocks.
  • International equities closed higher for the week. Emerging markets outperformed developed markets.

Bonds

  • The 10-year Treasury bond yield increased five basis points to 4.19% during the week.
  • Global bond markets were in negative territory this week.
  • High-yield bonds led for the week, followed by government bonds and corporate bonds.
Weekly Market Data