The Oddsmaker Weekly — June 16, 2026

The Most Dangerous Words In Investing

Every bubble begins with a true story.

The internet changed the world.

Cloud computing changed the world.

Smartphones changed the world.

Artificial intelligence will almost certainly change the world.

The problem is that investors consistently confuse:

"This technology will be important"

with

"This stock is a good investment."

Those are not the same thing.

In fact, throughout market history, the most dangerous losses have often come from investors being directionally correct.

The railroads changed America.

Thousands of investors still lost fortunes.

The automobile transformed transportation.

Hundreds of auto companies went bankrupt.

The internet changed civilization.

Cisco lost 80%.

Intel lost 80%.

Microsoft went nowhere for a decade.

The technology won.

Many investors didn't.

That distinction sits at the center of this week's Oddsmaker rankings.

The market is increasingly willing to pay almost any price for future possibilities while simultaneously discounting businesses producing extraordinary cash flows today.

The spread between our Best 1% and Worst 1% reached 256 points this week, one of the widest readings we've observed this year.

Whenever spreads become this wide, investors should pay attention.

Markets are telling us something.

The question is whether we are listening.

Two Markets Are Emerging

Most investors think there is one stock market.

There isn't.

There are currently two.

The first market trades on narratives.

The second trades on cash flows.

The narrative market includes:

  • Quantum computing

  • Crypto infrastructure

  • AI infrastructure

  • Space technology

  • Flying taxis

  • Advanced lidar systems

The cash-flow market includes:

  • Energy producers

  • Shipping companies

  • Commodity businesses

  • Industrial operators

  • Select software compounders

The fascinating part is not that these businesses are different.

The fascinating part is that investors are assigning dramatically different valuation standards to each group.

One group must prove almost nothing.

The other group must prove everything.

That imbalance creates opportunity.

The Crowd Has Moved To One Side Of The Boat

One of the oldest truths in markets is that investors eventually become too optimistic and too pessimistic.

The crowd never stops making this mistake.

The names change.

Human behavior doesn't.

This week, 76% of the Worst 1% stocks are Information Technology companies.

Not profitable software companies.

Not dominant franchises.

Speculative technology companies.

Crypto miners.

Quantum computing.

Lidar.

Space communications.

eVTOL aircraft.

Pre-profit AI infrastructure.

Meanwhile, 24% of the Best 1% stocks are Energy companies.

That isn't because energy suddenly became sexy.

It didn't.

Quite the opposite.

Energy appears because investors continue to dislike it despite improving economics.

History suggests some of the best investments emerge precisely when investors become emotionally exhausted by a sector.

Nobody wanted energy in 2020.

Nobody wanted banks in 2009.

Nobody wanted technology in 2002.

The market's greatest opportunities rarely emerge from excitement.

They emerge from neglect.

Why Cash Flows Matter Again

The most important factor driving this week's rankings isn't valuation.

It's revisions.

Across the Best 1% portfolio, earnings estimates continue moving higher.

Analysts are increasing forecasts.

Margins are improving.

Cash flows are strengthening.

Fundamentals are getting better.

Yet prices remain surprisingly disconnected from those improvements.

This is exactly the environment where quantitative investing performs best.

The market remains anchored to old perceptions while businesses evolve underneath.

Investors continue seeing yesterday's company.

The data sees tomorrow's company.

The difference between those two views is where alpha comes from.

The Hidden Signal Most Investors Miss

Investors love stories.

Stories are memorable.

Stories are emotional.

Stories create excitement.

Cash-flow statements don't.

That's precisely why opportunities emerge.

Imagine two businesses.

Business A:

  • Growing revenue 30%

  • Profitable

  • Generating cash

  • Trading at 5x EBITDA

Business B:

  • Minimal earnings

  • Negative free cash flow

  • Uncertain economics

  • Trading at 100x sales

Most investors know which business should be more valuable.

Yet every cycle, capital flows toward Business B.

Not because investors are irrational.

Because investors systematically overestimate exciting futures and underestimate boring realities.

The market's favorite stories often become its most dangerous investments.

The market's least exciting businesses often become its best investments.

Why The Long Book Looks Strange

One of the most common questions we receive is:

"Why are so many energy and shipping companies appearing in the rankings?"

The answer is simple.

Because they are cheap.

Not optically cheap.

Actually cheap.

Many of these businesses trade at valuation levels that imply permanent decline despite generating substantial free cash flow.

Imperial Petroleum.

Dorian LPG.

Frontline.

SM Energy.

Devon Energy.

Antero Resources.

These companies share several characteristics:

  • Low multiples

  • Positive revisions

  • Strong balance sheets

  • Significant free cash flow

  • Little investor enthusiasm

Historically that combination has produced excellent results.

The market is essentially saying:

"We don't trust these earnings."

The model is saying:

"The market is too pessimistic."

Those are very different conclusions.

The Most Important Long This Week

Karooooo may be the single best representation of what The Oddsmaker is designed to find.

The market sees:

A South African vehicle tracking company.

The model sees:

A recurring-revenue software platform with 98% subscription revenue, founder ownership, strong returns on capital, expanding international growth, and significant valuation support.

This is a classic category error.

Investors are valuing a software business like a hardware business.

Those mistakes can persist for years.

Then suddenly disappear.

When they do, returns can be extraordinary.

Karooooo isn't interesting because it's cheap.

It's interesting because it combines:

  • Quality

  • Growth

  • Moat

  • Value

Finding all four simultaneously is rare.

Finding them while the stock remains ignored is rarer still.

Nvidia Proves An Important Lesson

One criticism often leveled at quantitative investing is that it cannot recognize greatness.

Nvidia disproves that idea.

Nvidia remains one of the strongest businesses in the world.

The valuation is not cheap.

The model knows that.

Yet Nvidia still ranks highly because quality matters.

Returns on capital matter.

Free cash flow matters.

Business quality matters.

The lesson is important.

The goal is not to buy cheap stocks.

The goal is to buy businesses where price and value diverge.

Sometimes that means buying statistically cheap companies.

Sometimes it means buying extraordinary businesses at reasonable prices.

Nvidia falls into the latter category.

The Short Book Is Telling The Same Story

The short portfolio looks completely different.

But it communicates the same message.

The worst-ranked companies are overwhelmingly concentrated in speculative technology.

The common characteristics are remarkably consistent:

  • Negative ROIC

  • Negative free cash flow

  • Extreme EV/Sales multiples

  • Heavy retail ownership

  • High volatility

  • Narrative-driven valuation

The market is valuing these businesses based on what investors hope they become.

The model values them based on what they are.

That difference explains almost every name in the short portfolio.

The Quantum Craze

No group better represents speculative enthusiasm than quantum computing.

Rigetti.

Quantum Computing Inc.

D-Wave.

Investors may ultimately be correct about the technology.

The technology may change the world.

That still doesn't mean today's valuations make sense.

Many of these businesses generate minimal revenue.

Some trade at valuation levels normally reserved for dominant software franchises.

The market is effectively assuming success years before success arrives.

History suggests that is a dangerous assumption.

What The Factor Data Is Really Saying

The most interesting insight this week isn't about individual companies.

It's about market structure.

Value is working.

Estimate revisions are working.

Momentum is still working.

Quality is not.

That combination is unusual.

It suggests investors remain willing to chase trends while simultaneously rotating toward cheaper assets.

Eventually one of those forces will break.

When it does, dispersion could widen further.

That is exactly the environment where stock selection matters most.

The Opportunity Ahead

Markets rarely ring a bell.

They rarely announce turning points.

They simply create conditions.

This week's conditions are clear.

The market is paying extraordinary prices for future possibilities.

The market is discounting present realities.

One side of the market is selling dreams.

The other side is selling cash flows.

The Oddsmaker has no opinion about which stories are most exciting.

It only cares where expectations and reality diverge.

Today that divergence remains substantial.

And history suggests that is where the best opportunities emerge.

This sets up Part II naturally: "The Best 10 Opportunities In The Market Right Now", where you deep-dive IMPP, KARO, NEM, DELL, NVDA, LPG, CF, DVN, ADSK, and INTU as full institutional-quality investment cases.

PART II

The 10 Best Opportunities In The Market Right Now

The objective of The Oddsmaker is not to find good companies.

The objective is to find situations where the market's perception and reality have diverged furthest.

This week's top opportunities fall into three distinct categories:

Category 1: Cash Flow Machines Nobody Wants

  • IMPP

  • LPG

  • FRO

  • CF

  • DVN

Category 2: Compounders Being Mispriced

  • KARO

  • ADSK

  • INTU

Category 3: AI Winners Without AI Valuations

  • DELL

  • NVDA

Each represents a different path to excess returns.

#1 KARO — The Highest Conviction Opportunity

Why It Ranks #1

If I could only own one stock from this week's rankings, Karooooo would likely be the first name I'd investigate.

Not because it's the cheapest.

Not because it's the fastest growing.

Because it combines attributes that almost never coexist:

  • Founder ownership

  • Recurring revenue

  • High margins

  • High returns on capital

  • Strong growth

  • Attractive valuation

Most companies get two or three of those.

Karooooo gets all six.

What The Market Sees

A South African vehicle tracking company.

What The Business Actually Is

A subscription software platform.

Nearly 98% recurring revenue.

Over 2.5 million subscribers.

Strong international expansion.

Growing presence in Southeast Asia.

The market is valuing KARO closer to an industrial company than a SaaS company.

That disconnect is the opportunity.

Three Reasons The Stock Could Double

1. Multiple Expansion

The market currently values KARO around software recession levels.

If investors eventually recognize the recurring revenue profile, valuation alone could create substantial upside.

2. Subscriber Growth

The company continues adding subscribers at an impressive pace.

Every new customer increases recurring revenue.

3. Institutional Discovery

Many institutions still cannot own or do not follow the stock.

That can change quickly.

Biggest Risk

Management sacrifices margins to drive growth and expansion.

If subscriber growth slows, the valuation argument weakens significantly.

Oddsmaker Verdict

This is exactly the kind of misunderstood compounder that creates multi-year winners.

#2 IMPP — Buying A Dollar For Fifty Cents

The market is offering investors a fascinating proposition:

Would you like to buy a profitable shipping company for less than the value of its cash flows?

Most investors answer no.

That's why opportunities exist.

What Makes IMPP Special

At roughly:

  • 0.2x forward EV/EBITDA

  • Net cash approaching 89% of market value

the company trades at a valuation normally reserved for businesses facing existential threats.

Yet the business remains profitable.

Why Investors Avoid It

Because shipping has burned investors repeatedly.

The scars remain.

The market assumes every shipping company will eventually destroy shareholder value.

Perhaps it will.

But at current valuations investors are already pricing that outcome.

Three Bull Arguments

1. Valuation

Among the cheapest stocks globally.

2. Balance Sheet

Cash provides enormous downside protection.

3. Mean Reversion

The stock doesn't need perfection.

It simply needs conditions to remain acceptable.

Biggest Risk

Shipping rates collapse.

Oddsmaker Verdict

The highest reward-to-risk profile in the market.

#3 DELL — The Forgotten AI Winner

Most AI stocks trade at valuations requiring perfection.

Dell doesn't.

What Investors Miss

Dell has become one of the largest beneficiaries of AI infrastructure spending.

Yet investors continue valuing it as a low-growth hardware company.

The Reality

AI servers.

Enterprise infrastructure.

Storage.

Networking.

Recurring corporate relationships.

And real cash flows.

Three Bull Arguments

1. AI Demand

AI buildout remains early.

2. Valuation

Still attractive relative to growth.

3. Cash Generation

Real earnings support the stock.

Biggest Risk

AI spending slows.

Oddsmaker Verdict

AI exposure without speculative valuation.

#4 NEM — The Gold Trade Nobody Talks About

Gold remains one of the most misunderstood assets.

Investors either love it or hate it.

Few analyze it rationally.

Why Newmont Matters

Unlike gold itself, Newmont provides:

  • Production growth

  • Operational leverage

  • Cash flow

  • Dividend income

Three Bull Arguments

1. Gold Prices

Even modest increases drive earnings.

2. Operational Improvements

Returns on capital continue improving.

3. Institutional Ownership

Large investors trust Newmont.

Biggest Risk

Gold declines.

Oddsmaker Verdict

One of the cleanest hard-asset opportunities available.

#5 ADSK — The Forgotten Compounder

Autodesk isn't exciting.

That's exactly the point.

The Business

Autodesk dominates engineering and design software.

Once customers adopt it, switching becomes expensive.

The moat is enormous.

Why The Stock Appears

Because the market stopped paying attention.

The business remains excellent.

The stock hasn't.

Three Bull Arguments

1. Monopoly-Like Position

Deeply entrenched.

2. Recurring Revenue

Predictable and durable.

3. High Returns On Capital

Exceptional economics.

Biggest Risk

Growth slows.

Oddsmaker Verdict

A compounder temporarily on sale.

#6 INTU — The Power Of Boring

Nobody gets excited about tax software.

Investors should.

Why Intuit Works

TurboTax.

QuickBooks.

Credit Karma.

Massive ecosystem.

Enormous switching costs.

Three Bull Arguments

1. Dominant Market Position

Customers rarely leave.

2. Pricing Power

Can raise prices consistently.

3. High Margins

Exceptional profitability.

Biggest Risk

Expectations remain high.

Oddsmaker Verdict

One of the strongest business models ever built.

#7 LPG — The Cash Flow Monster

Investors love growth.

They ignore yield.

LPG Generates Both

The company currently produces a free cash flow yield exceeding many entire sectors.

Three Bull Arguments

1. 21% FCF Yield

Extraordinary.

2. Strong LPG Demand

Global energy trade remains healthy.

3. Fleet Economics

Replacement costs rising.

Biggest Risk

Shipping cycle reverses.

Oddsmaker Verdict

Cash flow eventually wins.

#8 CF — The Fertilizer King

CF is one of those businesses investors forget exists until food prices rise.

Why It Matters

Modern agriculture cannot function without nitrogen fertilizer.

Three Bull Arguments

1. Essential Product

Demand remains durable.

2. Strong Balance Sheet

Financial flexibility.

3. Attractive Valuation

Still inexpensive.

Biggest Risk

Nitrogen pricing weakens.

Oddsmaker Verdict

The market underestimates durability.

#9 DVN — The Shareholder-Friendly Energy Company

Many energy companies generate cash.

Few return it intelligently.

Devon does.

Why It Ranks

The company combines:

  • Growth

  • Cash flow

  • Dividends

  • Buybacks

Three Bull Arguments

1. Capital Returns

Management rewards shareholders.

2. Energy Prices

Remain supportive.

3. Production Growth

Fundamentals improving.

Biggest Risk

Oil declines.

Oddsmaker Verdict

A shareholder-friendly cash machine.

#10 NVDA — The Exception To Every Rule

Most expensive stocks become dangerous.

Most market darlings disappoint.

Most momentum stocks eventually collapse.

Nvidia breaks those rules.

Why

Because Nvidia isn't merely a stock.

It's arguably the best business in the world.

The Numbers

  • 105% ROIC

  • Top percentile growth

  • Top percentile profitability

  • Top percentile margins

The company scores poorly only on valuation.

Everything else is elite.

Three Bull Arguments

1. AI Leadership

Still dominant.

2. Ecosystem

Competitors remain years behind.

3. Economics

Extraordinary profitability.

Biggest Risk

Expectations become impossible to satisfy.

Oddsmaker Verdict

The best business in the market can still be a good investment.

Closing Thoughts On The Top 10

What is most striking about this list is what it does not contain.

No quantum computing.

No crypto miners.

No flying taxis.

No speculative moonshots.

Instead, the highest-ranked opportunities are:

  • Cash flow producers

  • Compounders

  • Industry leaders

  • Misunderstood businesses

  • Companies investors have become bored with

History suggests those characteristics are far more predictive of long-term wealth creation than exciting narratives.

The market is currently rewarding stories.

The Oddsmaker continues rewarding economics.

And eventually, economics tends to win.

Part III should then become: "The 10 Most Dangerous Stocks In The Market" (NVTS, RGTI, AEHR, WULF, ASTS, AI, FCEL, HUT, CORZ, QBTS) and explain why investors consistently overpay for possibility.

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