With red flags flying, active management gets interesting again

Volatility and valuation gaps are widening fast. For active investors, like Plato's David Allen, that’s not fear - that’s fuel.
Chris Conway

Livewire Markets

Anyone who has been following my content for a while will know that I like to focus on data rather than sentiment or emotion when making investment decisions. Preferably, I also like to consider more than a single data point.

I penned a wire a few weeks back that focused primarily on macro forecasts, one of the criticisms of which was that such forecasts could hardly be considered data. Point taken.

So, I decided to go a little harder and reach out to a fund manager who I know has exceptional data and isn’t afraid to share it – Plato Investment Management’s Dr David Allen.

The questions I posed to Allen and his responses (and data points) are below.

1. What is your current thinking on share market valuations?

Let’s not sugar-coat it - U.S. market valuations are stretched.
If anyone tells you otherwise, politely excuse yourself and run a mile.
The chart below shows the Shiller Price-Earnings Ratio (CAPE) for the S&P 500 since 1880. At a current reading of 39.5, the U.S. market now sits in the top three percentiles of expensiveness since the Second Industrial Revolution.
Source: Data and chart courtesy of Robert Shiller
Source: Data and chart courtesy of Robert Shiller
But headline valuation ratios reduce the market to a single number and mask the complexity underneath. 
Yes, there are some eye-watering extremes - NVIDIA alone is now worth more than the entire UK stock market - but the more interesting story lies in the dispersion.

Tesla trades at a P/E of 234x, while Ford trades at 8x. Put differently:

  • One dollar invested in Tesla buys you just 0.4 cents of earnings.
  • One dollar in Ford buys you 12.5 cents.

Elon may one day deliver humanoid robots and fully autonomous driving, but for now, the market is rewarding dreamers over doers.

This record dispersion in valuations - mirrored by record dispersion in stock returns - is both a warning and an opportunity. 

For investors like us, that’s fertile ground. At Plato, our Global Alpha portfolio trades on a P/E of 17 (as we are short many very expensive companies), versus 31.5 for the S&P 500 and 35 for the NASDAQ.

When valuation gaps and return dispersion reach these levels, active management starts to matter again.
Source: GMO, y-axis reversed

Source: GMO, y-axis reversed


Source: Stock return dispersion is calculated as the CBOE option implied dispersion for the S&P 500
Source: Stock return dispersion is calculated as the CBOE option implied dispersion for the S&P 500

2. Are you seeing more red flags appear in your scans?

We are definitely seeing more red flags appear across our models - particularly in the emerging AI sector.

Plato uses several forensic accounting tools developed by academics and fraud investigators. One technique draws on Benford’s Law, which predicts a natural pattern in the leading digits of accounting numbers. If a company’s accounts deviate from Benford’s distribution, it may be a sign of manipulation.

Every quarter, we run this analysis across 20,000 of the world’s largest companies, scanning every line item of their accounts over three years. When the patterns diverge, our antennas go up.
And lately, they’ve been lighting up.
Source: Stock return dispersion is calculated as the CBOE option implied dispersion for the S&P 500
Source: Stock return dispersion is calculated as the CBOE option implied dispersion for the S&P 500

3. What are the general red flags you look for in a potential short candidate?

Plato’s 150 Red Flags are categorised under Forensic Accounting, Governance, Alignment, and Financial Distress. 

A company that triggers eight or more is a strong candidate for shorting - our research shows such companies underperform the market by 20% over the next year.

Source: Plato Investment Management
Source: Plato Investment Management

Common warning signs include:

  • Negative operating cash flow or, worse, pre-revenue.
  • Aggressive revenue recognition or delayed expense recognition.
  • Weak governance or insider misalignment.

Pre-revenue companies in particular play to investors’ lottery bias - the belief that a one-in-a-hundred-thousand shot will become the next NVIDIA.

Most, of course, don’t.

It all reminds me of a scene in the HBO series Silicon Valley when the eccentric billionaire Russ Hanneman responds to one of the start-up team members’ proposals to generate revenue.
“No, no, no, no. Why would you go after revenue? … if you show revenue people will ask how much, and it will never be enough … If you have no revenue, you can say you are pre-revenue, you’re a potential pure play… it’s not about how much you earn, it’s about how much you’re worth, and who is worth the most? Companies that lose money.”
A company that is pre-revenue has no multiple to justify because you cannot even calculate one…

4. Are there any specific companies or areas of the market where you are noticing red flags - what are they?

We’re also watching for circular financing loops - structures that create the illusion of growth. The NVIDIA → OpenAI → Oracle → NVIDIA loop is the most famous example: NVIDIA invests in OpenAI, which employs Oracle’s data centres, while Oracle uses the proceeds to buy more NVIDIA hardware.

Money moves, valuations rise - but little new value is created. These feedback loops are starting to multiply across the AI ecosystem. Some commentators call it “full-Ponzi.”

That’s probably too harsh, but any self-referential funding cycle deserves scrutiny.
Private markets are even frothier. The ten largest loss-making AI startups now carry a combined valuation north of US$1 trillion. Every idea is being funded — and, eventually, many will be found wanting. But from that creative destruction, genuine era-defining technologies will emerge.

5. How are Plato and your Global Alpha Fund managing the conditions?

It would be disingenuous not to say this plays to our strengths.
In markets this distorted, long/short strategies are uniquely positioned to profit from the dislocations.

Since its inception, Plato Global Alpha has generated 12.5% p.a. of excess return vs the MSCI World, with almost half of that alpha coming from the short book.

By contrast, passive investors are automatically overweight the most expensive stocks - by design.

When markets stretch this far, dispersion and deception are the active manager's best friends.
Managed Fund
Plato Global Alpha Fund
Global Shares
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Chris Conway
Managing Editor
Livewire Markets

My passion is equity research, portfolio construction, and investment education. There are some powerful processes that can help all investors identify great opportunities and outperform the market, and I want to bring them to life and share them...

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