Markets aren’t driven by averages

Markets aren’t driven by averages

This observation was originally published at Shell Capital’s ASYMMETRY® Observations.

Markets aren’t driven by averages

Most investment frameworks still assume markets are driven by rational actors optimizing long-term averages.

They aren’t.

Markets are driven by how humans perceive gains, losses, and risk in real time—and that perception is systematically distorted under pressure.

This isn’t speculation. It’s formalized in Prospect Theory, the Nobel Prize-winning framework developed by Daniel Kahneman and Amos Tversky that explains how people actually behave when real money is on the line.

The asymmetry is structural

Prospect Theory demonstrates investors are:

  • Risk-averse when they’re winning
  • Risk-seeking when they’re losing
  • Far more sensitive to losses than to equivalent gains

This creates a non-linear value function centered around a reference point—usually “break-even.”

In markets, that behavioral asymmetry shows up as:

  • Upside trends that persist longer than expected
  • Downside moves that accelerate faster than models assume
  • Volatility that clusters rather than distributes smoothly

Averages don’t explain that. Behavior does.

Where wealth gets destroyed

Here’s the problem most investors don’t see coming:

The gap between how portfolios are constructed and how humans actually behave under pressure is where wealth gets destroyed.

Not by market risk. By behavioral risk.

Modern Portfolio Theory assumes you’ll hold through any drawdown. Prospect Theory explains why you won’t—and why trying to force yourself to will likely make things worse.

Loss aversion intensifies as drawdowns deepen. Investors lock in gains too early when winning and hold losses too long trying to “get back to even.” The discipline you think you have evaporates precisely when you need it most.

That’s not a character flaw. It’s human wiring.

From behavior to process

Prospect Theory doesn’t predict what markets will do next. It explains how people react once markets move.

That distinction is critical.

At Shell Capital, we design systems around that reality:

  • Downside risk is defined in advance, before loss aversion takes over
  • Exits to limit losses are systematic, not emotional
  • Upside is allowed to compound when trends persist
  • Position sizing reflects asymmetry, not averages

We don’t optimize for theoretical means. We manage the path—how returns are experienced over time.

Because the path is what determines whether you stay invested or tap out.

The practical reality

You can’t behavior-modify your way out of loss aversion. You can only design around it.

Markets aren’t driven by averages—they’re driven by how humans perceive gains, losses, and risk under pressure.

Our systems are built to harness that asymmetry while protecting against the behavioral traps that destroy even well-intended investment plans.

That’s where disciplined risk management begins.

Does your portfolio account for behavioral risk?

At best, portfolios may be stress-tested for market scenarios—2008, COVID, rate shocks.

Almost none are stress-tested for the investor.

One of the many parts of ASYMMETRY® is a behavioral risk diagnostic that maps allocations against asymmetries that emerge under pressure:

  • Where loss aversion is likely to override discipline
  • Which positions create unintended behavioral exposure
  • How your exit strategy (or lack of one) amplifies downside risk
  • Whether your position sizing reflects asymmetry or just diversification

If you want to see how your portfolio holds up under behavioral stress, contact us and we’ll send you the framework and walk you through how we apply it to your current holdings.

Mike Shell President & Chief Investment Officer Shell Capital Management, LLC

Asymmetric Nature of Losses and Loss Aversion

Loss Aversion:

“In prospect theory, loss aversion refers to the tendency for people to strongly prefer avoiding losses than acquiring gains. Some studies suggest that losses are as much as twice as psychologically powerful as gains. Loss aversion was first convincingly demonstrated by Amos Tversky and Daniel Kahneman.”

For most people, losing $100 is not the same as not winning $100. From a rational point of view are the two things the same or different?

Most economists say the two are the same. They are symmetrical. But I think that ignores some key issues.

If we have only $10 to eat on today and that’s all we have, if we lose it, we’ll be in trouble: hungry.

But if we have $10 to eat on and flip a coin in a bet and double it to $20, we may just eat a little better. We’ll still eat. The base rate: survival.

They say rationally the two are the same, but that isn’t true. They aren’t the same. The loss makes us worse off than we started and it may be totally rational to feel worse when we go backward than we feel good about getting better off. I don’t like to go backward, I prefer to move forward to stay the same.

Prospect Theory, which found people experience a loss more than 2 X greater than an equal gain, discovered the experience of losses are asymmetric.

Actually, the math agrees.

You see, losing 50% requires a 100% gain to get it back. Losing it all is even worse. Losses are indeed asymmetric and exponential on the downside so it may be completely rational and logical to feel the pain of losses asymmetrically. Experience the feeling of loss aversions seems to be the reason a few of us manage investment risk and generate a smoother return stream rather than blow up.

To see what the actual application of asymmetry to portfolio management looks like, see: Shell Capital Management, LLC.

 

asymmetry impact of loss