Directional signal vs. statistically significant result
(Directional vs. statistical significance)A directional signal suggests a likely answer; a statistically significant result meets a defined confidence threshold proving the effect probably isn't due to chance. They require different evidence and support different claims.
Two different kinds of claim.
A directional signal suggests which way an answer likely leans, based on a fast or small-sample read. A statistically significant result meets a defined confidence threshold — typically that an observed effect is unlikely to be due to chance alone — usually requiring a larger, more carefully-constructed sample than a quick directional test provides.
Why conflating them is a real risk
Presenting a directional result with statistical-sounding confidence is one of the more common ways research — synthetic or otherwise — overstates itself. A small, fast panel test can be genuinely useful without being statistically significant, and treating it as if it were misleads whoever acts on it.
How thepanelist handles this honestly
thepanelist attaches real statistics to its results — Wilson score confidence intervals on agreement, Cochran's formula for how large a panel would need to be for a target precision, Kendall's Tau for ranking agreement — specifically so the gap between a directional read and a statistically validated one stays visible, not blurred.