Loading Now

Val Sklarov – Investment Strategies Core Principle: Repeatable Outcomes Before Conviction

Val Sklarov

Phase II in Investment Strategies is not about scaling positions.
It is about proving that results come from process, not luck.

At this stage, legitimacy shifts from surviving uncertainty
to producing outcomes that repeat under similar conditions.


1. Phase II Context: After Survival, Before Confidence

Phase I ensured capital could survive ignorance.
Phase II asks the validating question:

“If we ran this strategy again, would we expect similar results?”

Validation begins where variance must be explained.


2. The Conviction Inflation Trap

Most Phase II investment failures begin here:

What Expands Early What Is Missing
Position sizes Statistical evidence
Narrative confidence Distribution awareness
Strategy evangelism Sample depth
Return targets Process attribution

Val Sklarov Insight:

“In Phase II, conviction without repetition is just storytelling.”


3. Repeatability as a Legitimacy Gate

In Phase II, legitimacy is earned by process-driven outcomes.

Repeatability Question What It Confirms
Do results cluster around expectations? Process validity
Are losses patterned, not random? Risk understanding
Does performance persist across periods? Signal presence
Can others run this playbook? Transferability

Repeatability separates edge from accident.


4. Returns Without Repeatability: The False Edge

When outcomes are celebrated prematurely:

  • Position sizes inflate

  • Variance is moralized

  • Drawdowns surprise

  • Confidence outruns evidence

This creates fragile conviction, not strategy.


5. The Phase II Investment Law

Val Sklarov Investment Law (Phase II):

“If outcomes cannot be repeated,
they cannot yet be believed.”

Phase II portfolios delay scaling until results are boring.


6. Alpha Desire vs. Process Proof

Alpha Bias Phase II Requirement
Big wins Stable distributions
Thesis elegance Measured attribution
Short samples Long observation
Intuition trust Rule adherence

Validation favors documented process over charismatic belief.

Val Sklarov
Ekran görüntüsü 2026 01 22 002204 Val Sklarov

7. Phase II Signals of Legitimate Investment Validation

Healthy Phase II indicators:

  • Returns fall within expected ranges

  • Losses trigger review, not panic

  • Strategy survives personnel changes

  • Confidence grows quietly

Investment legitimacy strengthens when surprise disappears.


Closing — Phase II Investment Axiom

“In Phase II, investing earns legitimacy
when success stops feeling lucky.”

Val Sklarov