Forecast or Fact? How Do You Tell the Difference When Reading Market Numbers?
A fact is something you can stand on today. A forecast is a claim about a future nobody has seen, and the two are often sold as the same thing.
A great deal of what circulates about Thai cannabis is forecast presented as fact. Learning to tell the two apart is one of the most useful habits an entrant can build before deploying capital.
What Is the Difference Between a Forecast and a Fact?
A fact is something you can stand on today. A forecast is a claim about a future nobody has seen. Both have their place. The failure mode, and it is the failure mode that has cost people here, is selling the second as the first and hoping the reader does not notice the difference.
How Does This Report Tag What It Actually Knows?
The discipline we hold is simple. Every figure carries a rating of how much we actually know behind it. Hard evidence, strong inference, or honest estimate of a genuine unknown. You are never left guessing which kind of number you are leaning on, which means you can weight your decision accordingly.
That rating sits next to every figure in the report, by design.
A fact is something you can stand on today. A forecast is a claim about a future nobody has seen. Selling the second as the first is the failure mode that has cost people money here.
Every figure carries a rating of how much is actually known behind it: hard evidence, strong inference, or an honest estimate of a genuine unknown.
It means you are never left guessing which kind of number you are leaning on, so you can weight your decision accordingly.
Much of it is forecast presented as fact, which is why learning to tell the two apart is a useful habit before deploying capital.
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.
Read the free sample →Three findings from the 2026 edition, free.
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.
CertainFewer 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.
LikelyA small minority of shops earn a disproportionate share of all revenue. The bottom half earns a fraction of it. Nobody else has measured this.
LikelyBuilt 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.