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The language of investing is being informed by Kalshi and Polymarket

The largest intergenerational wealth transfer in history is already underway.

Cerulli Associates estimates that approximately $124 trillion will transfer through 2048, with roughly $105 trillion expected to pass directly to heirs. As Baby Boomers age, trillions of dollars will move to their children and grandchildren.

For financial advisors, this is more than a transfer of wealth.

It’s a transfer of expectations.

The next generation of investors will inherit not only assets, but also the responsibility of making decisions in an increasingly uncertain world. The advisors who retain those relationships may not be the ones with the strongest performance history or the boldest market forecasts. They may be the ones who provide the most useful framework for understanding uncertainty.

That matters because the next generation has grown up differently from any generation before it.

They’ve never known a world without smartphones, real-time information, artificial intelligence (AI), recommendation algorithms, social media, and always-on markets. They’re accustomed to seeing new information arrive continuously and updating their views accordingly.

More importantly, they’ve become comfortable thinking in probabilities.

Whether they realize it or not, probabilities surround them every day. Weather forecasts, navigation apps, AI systems, recommendation engines, election forecasts, sports analytics, and prediction markets all describe the world in terms of likelihoods rather than certainties.

Platforms such as Kalshi and Polymarket have helped popularize a deceptively simple idea: Uncertainty can be measured. Rather than debating what’ll happen, participants assign probabilities to potential outcomes and adjust those probabilities as new information becomes available. Combined trading activity on these platforms has grown significantly in recent years, reflecting increasing interest in probability-based decision making.

The lesson for investors isn’t that investing is gambling.

It isn’t.

Investing is rooted in the long-term creation of economic value. Businesses grow, generate cash flows, innovate, and create wealth over time.

The more important lesson is that every investment decision is ultimately a probability assessment.

When an investor buys a stock, they’re making a judgment about the future. When an analyst publishes a price target, they’re expressing a view about future outcomes. When a portfolio manager allocates capital to one company over another, they’re making an implicit assessment of probabilities.

The difference is that traditional investing has often hidden those probabilities behind narratives, opinions, and forecasts.

Probability-based investing seeks to make them explicit.

For decades, active management has largely revolved around questions such as:

  • Is this a good company?

  • Is this stock undervalued?

  • Will earnings exceed expectations?

  • Can management execute its strategy?

Probability-based investing asks a different set of questions:

  • What growth expectations are already embedded in this stock’s price?

  • How likely is the company to achieve those expectations?

  • How much optimism has already been priced in?

  • How should portfolio decisions change as those probabilities change?

The distinction may appear subtle.

In reality, it changes the entire conversation.

Instead of attempting to predict the future with certainty, probability-based investing recognizes that the future is inherently uncertain. The goal isn’t to know exactly what’ll happen. The goal is to better understand what’s likely to happen and whether current market prices accurately reflect those probabilities.In many respects, this approach resembles the way other industries make decisions under uncertainty.

Insurance companies, reinsurers, logistics networks, and public health systems rarely rely on precise forecasts of individual outcomes. Instead, they evaluate probabilities, manage risk, and continuously update their assessments as new information becomes available.

Markets may be no different.

This concept sits at the center of New Age Alpha’s h-factor® methodology.

The h-factor is based on a simple observation: Investors often struggle to evaluate ambiguous information.

Financial statements are generally objective and easy to measure. Narratives aren’t.

Markets react every day to product announcements, management commentary, AI initiatives, competitive positioning, strategic plans, and long-term growth stories. These narratives shape investor expectations, and investor expectations shape valuations.

The challenge is that expectations can sometimes become disconnected from what businesses are statistically likely to achieve.

Rather than attempting to predict which companies will outperform, New Age Alpha’s h-factor methodology estimates the probability that a company will fail to deliver the growth already implied by its valuation. It evaluates market expectations relative to a company’s historical ability to achieve similar outcomes and assigns an h-factor score that seeks to quantify that risk.

It’s a subtle shift, but an important one.

Instead of asking:

“How much can this company grow?”

The question becomes:

“How likely is this company to achieve the growth investors have already priced into the stock?”

That is the essence of probability-based investing.

It’s also a framework that may resonate naturally with a generation already accustomed to thinking in terms of probabilities rather than certainties.

As the Great Wealth Transfer unfolds, advisors face a challenge that extends beyond investment performance. They must help a new generation of investors interpret an increasingly complex world.

The firms that succeed may not be the ones making the boldest predictions.

They may be the ones providing the clearest framework for understanding uncertainty.

Instead of telling clients what’ll happen, they can help clients understand:

What outcomes are most likely.

What expectations are already reflected in market prices.

What risks could change those expectations.

How probabilities evolve as new information emerges.

That’s a fundamentally different conversation.

And it may be precisely the kind of conversation the next generation is seeking.

The future of active management may not belong to those who claim to know the future.

It may belong to those who are best at measuring uncertainty.

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Disclosures

This document is provided for informational purposes only and should not be construed as investment advice or an offer or solicitation to buy or sell securities. We discuss general market activity, industry or sector trends, or other broad-based economic or market conditions and this should not be construed as research, securities recommendations or investment advice. Investors are urged to consult with their financial advisors before buying or selling any securities. Any forecasts or predictions are subject to high levels of uncertainty that may affect actual performance. Accordingly, all such predictions should be viewed as merely representative of a broad range of possible outcomes.

No client or prospective client should assume that any information presented in this document serves as the receipt of, or a substitute for, personalized individual advice from New Age Alpha or any other investment professional. Any charts, graphs or tables used in this document are for illustrative purposes only and should not be construed as providing investment advice and should not be construed by a client or a prospective client as a solicitation to effect, or attempt to effect transactions in securities, or the rendering of personalized investment advice.

Human FactorTM “h-factor®” scores measure the probability that, according to the Human Factor algorithm, a company cannot deliver the growth necessary to support its stock price and are not alone a recommendation about how to invest. The h-factor is a risk that comes from humans interpreting vague or ambiguous information in a systematically incorrect way. We believe that the h-factor causes stocks to be mispriced. We measure how the h-factor affects stock prices to identify which stocks are over or underpriced. We apply our methodology to over 4000 stocks and global indexes to identify a risk that impacts stock prices and is caused by human behavior. Investments not included in the h-factor tool may have characteristics similar or superior to those being analyzed. The accuracy of the h-factor is materially reliant on the integrity of the information utilized in the calculations, including any assumptions and or interpretations made by the user about the data. Data discrepancies, user assumptions, and data input by user can all contribute to differing outcomes. The underlying assumptions and processes presented herein are subject to change. Furthermore, any h-factor score referenced herein is a snapshot taken at a particular point in time and any analysis or information contained in such score is outdated and should not be relied upon as investment advice as such information may have materially changed since publication.

All New Age Alpha trademarks are owned by New Age Alpha LLC. All other company or product names mentioned herein are the property of their respective owners and should not be deemed to be an endorsement of any New Age Alpha product, portfolio or strategy.

The mention of any specific individuals, books, studies, articles or related references in this article is for informational purposes only. It does not imply any endorsement or affiliation with the mentioned individuals or entities.

Kalshi and Polymarket names and marks are the property of their respective owners. Their inclusion in this article is not intended as an endorsement of their platform or services nor should it be deemed to be an endorsement of any New Age Alpha product, portfolio or strategy. Reference to their services are for informational purposes only


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