Nearly 6×
Cheap stocks lock the circuit far more often
Across 299,038 stock-days, shares under Rs 5 hit at least one upper circuit within 8 weeks 71.7% of the time — versus just 12.5% for shares above Rs 300. Price is the single strongest predictor of a lock in the whole dataset.
ZEME measured
+8.63% vs −0.27%
The big move happens before the fireworks
Stocks that smart money had fully loaded but that were still quiet went on to beat the market by +8.63%. Stocks that had already ignited returned −0.27%. By the time a move is obvious, the edge is gone.
ZEME measured
+24.85%
The thinner and quieter, the sharper the edge
Thinly-traded names under quiet accumulation delivered the highest forward return of any group measured — +24.85%. The catch: they're illiquid, so you can't buy much before you move the price against yourself. Liquidity is a sizing limit, never a reason to ignore the signal.
ZEME measured
+6.22%
Buy the stock's dip — not the market's
When the KSE-100 rose but an accumulated stock fell that day, forward alpha was +6.22% — the best of every market-vs-stock combination tested. Weakness in a strong tape is the setup, not the warning.
ZEME measured
+20.5% → +4.6%
Exits, not entries, decide the outcome
The median pick peaks at about +20.5% at some point — but closes near +4.6%. Most of the gain that's available is given back. Where you sell matters more than where you buy.
ZEME measured
= 0
"Foreigners are dumping" is only half the story
Foreign flow (FIPI), local institutions and retail always net to exactly zero — it's an accounting identity. Every share a foreigner sells, someone local buys. The real question is never whether locals are buying, but which locals.
Market structure
+9.32%
The phase that looks bullish loses money — at first
"Absorption" looks like strength, yet it was negative over the next few sessions. The sequence that actually paid was absorption → shakeout → dry-up → ignition → lock, and the shakeout-to-lock leg averaged +9.32%. The scare before the launch is the tell.
ZEME measured
A myth
"If it dried up too long, it's dead" — not true
One of the most repeated beliefs on PSX is that a stock quiet for too long has "died before it could fire." Ten years of data do not support it: a long dry spell before a move does not predict failure.
ZEME research
~60%
Most of PSX is a coiled spring right now
At any given moment, roughly 60% of PSX names sit in a silent "deep loader" accumulation state — being absorbed, not yet moving. The market you think is boring is mostly a coiled spring waiting to release.
ZEME measured
6.38×
One obscure number beats momentum at spotting locks
A single behavioural field — how a stock acts near its circuit band — was 6.38× more predictive of an upcoming upper lock than conventional price momentum. The tape whispers long before it shouts.
ZEME measured