Data

How Do You Estimate a Number Nobody Publishes, Responsibly?

The Thailand Cannabis Report  ·  2026 Edition  ·  Field-verified market intelligence  ยท  Last reviewed: July 2026

Build the estimate from evidence you can point to, state plainly how strong that evidence is, and leave the reasoning open so a reader can push on it.

The most important number in this market is one that no authority officially publishes. That leaves an analyst with a choice, and most choose badly.

What Are the Two Easy but Wrong Ways to Handle a Missing Number?

The first is to skip the number entirely, and quietly hope no one notices the hole at the centre of the analysis. The second is worse: to borrow someone else's guess, strip off its caveats, and present it as established fact. Both are common. Both are how bad numbers get durable.

What Is the Honest Alternative for Estimating an Unpublished Number?

The responsible path is to build the estimate from evidence you can point to, state plainly how strong that evidence is, and leave the reasoning open so a reader can push on it. An estimate that carries its own confidence rating is a tool. A number pretending to a certainty it does not have is a trap.

That discipline, applied to the figures no one else will touch, is much of what the report is for.

Quick answers
How do you responsibly estimate a number that no authority publishes?

Build the estimate from evidence you can point to, state plainly how strong that evidence is, and leave the reasoning open so a reader can push on it.

What are the two easy but wrong ways analysts handle a missing number?

Skip it entirely and hope no one notices the hole in the analysis, or borrow someone else's guess, strip off its caveats, and present it as established fact.

What is the difference between an estimate with a confidence rating and one without?

An estimate that carries its own confidence rating is a tool. A number pretending to a certainty it does not have is a trap.

Why does this discipline matter for this market specifically?

It is applied to the figures no one else will touch, which is much of what the report is for.

The narrative is free. The numbers are in the report.

This post gives you the argument. The full method, the figures, and the confidence ratings behind them are in the report. Read a free sample chapter, then decide.

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The Thailand Cannabis Report

Three findings from the 2026 edition, free.

Renewal rate
15.5%

Of 8,636 expired dispensary licences, 1,339 renewed. The rest did not bother. That is not a market collapsing. That is a market taking out its own trash.

Certain
Per-shop revenue
Went up

Fewer shops, higher revenue each. The closures removed storefronts, not revenue, because the shops that closed were earning almost nothing. Every desk model read the count and stopped.

Likely
Concentration
Concentrated

A small minority of shops earn a disproportionate share of all revenue. The bottom half earns a fraction of it. Nobody else has measured this.

Likely

Built from 850+ dispensary visits across Thailand, 100+ dispensary owner and operator interviews, 30+ farm owner and operator interviews, and 400+ customer interviews across 40 nationalities. 101 pages. 23 chapters. Every chapter sourced, every figure confidence-tagged.

Published by RCC Ltd.