Not everything that counts can be counted, and not everything that can be counted counts.
When we first discover fundamental investing, we all crave the same thing: Certainty.
We look for a formula. A magic set of rules that, if followed rigorously, will guarantee a safe path to compound returns. We devour books by Greenblatt, Lynch, and Graham. We build excel spreadsheets that look like NASA control panels. We create The Checklist:
ROIC > 15%? Check.
Revenue Growth > 10%? Check.
Net Debt / EBITDA < 2x? Check.
P/E < 20x? Check.
If the stock passes the test, we buy. If it fails, we ignore. It feels rigorous. It feels scientific. It feels safe.
But if you have been in the market for more than a few years, you know the painful truth: The checklist is not enough.
Some of the biggest mistakes in our portfolios were companies that passed every single quantitative metric on our checklist. They looked like perfect "Compounders" on paper, right up until the moment their business model evaporated. Conversely, some of the biggest winners of the last decade (think heavy-CAPEX compounders or high-P/E luxury monopolies) would have failed a rigid value checklist.
Today, I want to talk about the most difficult transition in an investor's life: the shift from Quantitative Compliance (Checklists) to Qualitative Wisdom (Judgment).
This is the evolution from being a technician who reads the price tag, to a business owner who understands the value.
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The Comfort of the Checklist
Let’s be clear: Checklists are essential. In aviation, medicine, and investing, they prevent stupidity.
At YAIN, we love a good framework. Checklists are the "Guardrails." They protect us from our own behavioral biases. They stop us from buying a highly leveraged airline just because we liked the in-flight meal. They filter out the garbage—the unprofitable, the indebted, the eroding.

In the early stages of our journey (the Competent stage), the checklist is our master. It provides a binary output: Pass or Fail. It treats investing as a Science.
The problem arises when we confuse the map for the territory.
A checklist can tell you what a company did yesterday. It can show you the historical ROIC (Return on Invested Capital). It can show you the past five years of margin expansion. But financial statements are, by definition, backward-looking. They are the rear-view mirror.
The rear-view mirror is perfectly clear. The windshield, however, is often foggy.
The "False Positive" Trap
Consider a classic "Value Trap" scenario—let’s say, a legacy satellite TV provider or a combustion-engine auto parts maker.
P/E Ratio: 6x (Cheap!)
Dividend Yield: 8% (Juicy!)
Historical ROIC: 18% (Quality!)
Buybacks: Aggressive.
On a checklist, this stock looks like a screaming buy. It scores 10/10 on a quantitative value screen. But Judgment asks the questions that Excel cannot answer:
Is this cash flow sustainable, or is it the liquidation of a dying business model?
Is the management buying back shares because they see value, or because they have no ideas for growth?
Is the "Moat" a fortress, or is it a prison?
The checklist measures the magnitude of the moat. Judgment measures the direction of the moat.
The Transition: From Science to Art
As we evolve from Competent to Proficient (and hopefully, one day, Expert), we stop asking "Does this meet the criteria?" and start asking "What is really going on here?"
This is where investing becomes an Art.
Judgment is the ability to synthesize soft, fuzzy, non-quantifiable inputs into a conviction. It is the ability to handle nuance. Here are the three pillars where Judgment must override the Checklist.
1. Management: The "Skin in the Game" Fallacy
The Checklist View:
Does the CEO own shares? Yes.
Is the compensation aligned with shareholders? Yes.
The Judgment View: Checklists love "Insider Ownership." But not all ownership is created equal. A founder who owns 20% of the company but has checked out mentally to play golf is far more dangerous than a hired CEO who owns 0.1% but is obsessed with the customer experience.
Judgment requires us to read the earnings call transcripts, not just for the numbers, but for the tone.
Does the CEO answer questions directly, or do they hide behind corporate jargon?
Do they admit mistakes? (A hallmark of great leaders like Satya Nadella or the Adyen founders).
Do they talk about the "Stock Price" or the "Business"?
One of my favorite "Judgment" tests is the Time Horizon Test. When an analyst asks about next quarter's margins, does the CEO pivot to talking about the product roadmap for 2030? That is a qualitative signal that no Bloomberg terminal can capture.
2. Culture: The Invisible Moat
The Checklist View:
N/A (There is no cell in Excel for "Culture").
The Judgment View: Culture is the operating system of the company. It is what happens when the manager isn't in the room.
Take Costco — $COST ( ▲ 1.05% ) . On paper, it’s a low-margin retailer. A strict "High Margin" checklist might filter it out. But Costco’s culture—paying employees more than competitors, capping markups at 14%, obsessively refunding customers—is the strongest moat in retail. It creates an "Economy of Shared Scale" that is mathematically impossible to replicate.
Or look at Constellation Software — $CSU.TSX ( ▼ 1.5% ). The decentralized culture of trust, where small business unit managers are empowered to deploy capital without headquarters' approval, is the secret sauce. You can’t model "Trust" in a DCF. You have to feel it by studying the company’s history and behavior during crises.
Developing judgment means becoming a corporate anthropologist. You look at Glassdoor reviews (with a grain of salt), you test the product, you talk to customers. You try to understand if the company has a "Soul" or if it is just a machine. Machines eventually break; Souls can adapt.
3. Valuation: The "Optical Expense"
The Checklist View:
P/E > 30x? Too expensive. Pass.
The Judgment View: This is the hardest hurdle for value investors. We are wired to buy $1 for 50 cents. But in the modern economy, intangible assets (brand, network effects, switching costs) do not depreciate like factories.
A checklist would have rejected Hermès or Ferrari — $RACE ( ▲ 4.26% ) every single year for the last decade. They always looked "expensive" at 40x earnings. Judgment understands that Duration matters more than Multiple.
Paying 40x earnings for a company that can compound at 15% for 20 years is actually cheaper than paying 10x earnings for a company that will grow at 2% for 5 years and then die.
Judgment allows you to say: "The optical valuation is high, but the durability of the growth is underestimated by the market." This is the "Quality Anomaly." The market is good at pricing next year's earnings (Risk), but bad at pricing the sustainability of earnings ten years out (Uncertainty).
Developing Your "Investor Sense"
So, how do you move from the checklist to judgment? You cannot buy it. You have to earn it. But there are ways to accelerate the process.
1. Invert the Thesis
Charlie Munger’s favorite mental model: "Invert, always invert." If your checklist says "Buy," force yourself to write the "Short Case."
Why would a smart person sell this to me at this price?
What is the "Pre-Mortem"? If this investment goes to zero in 5 years, what killed it?
Checklists confirm what we want to see (Confirmation Bias). Inversion forces us to use judgment to defend against the unseen.
2. The "Too Hard" Pile is Your Friend
A checklist forces a binary decision: Pass or Fail. Judgment introduces a third, powerful bucket: "Too Hard."
You might look at a bank. It’s cheap, profitable, pays a dividend. It passes the checklist. But then you look at its derivatives book and realize you don’t understand the counterparty risk. The Checklist says: Buy. Judgment says: I don't understand the tail risk. Pass.
Knowing what you don't know is the highest form of investor intelligence. As we evolve, our "Too Hard" pile should actually grow larger, not smaller. We become pickier. We realize that we only need a few great ideas in a lifetime.
3. Focus on "Return on Incremental Capital" (ROIC vs. ROIIC)
Checklists look at ROIC (Past). Judgment looks at ROIIC (Future). Where can the company deploy the next dollar?
McDonald's in 1990: High ROIC, massive runway to open new stores. (High Reinvestment Rate).
McDonald's in 2025: High ROIC, but the world is full of burgers. (Low Reinvestment Rate).
The checklist sees the same 20% ROIC number for both periods. Judgment understands that the compounding engine has slowed down because the reinvestment runway is gone. This is the difference between a "Compounder" and a "Cash Cow." Both are fine, but they require different valuations.
The "Centaur" Approach
Does this mean we throw away the checklist? Absolutely not.
Investing without a checklist is gambling. It leads to "Story Investing," where we get seduced by charismatic CEOs and total addressable markets (TAMs) that don't exist.
The goal is to be a Centaur: Half Machine, Half Human.
The Machine (Checklist): Filters the universe. Ensures financial health. Protects the downside. Keeps us disciplined.
The Human (Judgment): Assesses durability. Evaluates culture. Understands the nuance of value. Projects the future.

When you start, let the checklist drive the car. It keeps you on the road. But as you gain experience, let the checklist become the passenger. It navigates, it warns you of speed limits, but you—with your judgment, your intuition, and your understanding of business quality—are the one holding the steering wheel.
The evolution of an investor is not about finding more complex formulas. It is about learning to trust your eyes when the formula says one thing, and reality says another.
Stay disciplined, but stay curious.
A Practical Exercise for YAINers this week:
Take one stock in your portfolio that "looks expensive" (High P/E) or "looks ugly" (temporary headwinds). Put the checklist away. Write down in 3 sentences: "Why will this company be more relevant in 2035 than it is today?" If you can't answer that without looking at a spreadsheet, you rely on the checklist. If you can, you are using Judgment.

