Local · Original finding

Top-3 Map Pack appearances for high-intent Canadian queries correlate most strongly with primary-category match (r=0.71), review velocity over the trailing 90 days (r=0.62), and proximity (r=0.58) — in that order.

We ran a correlation study across 180 Canadian Map Pack rankings (six metros × five industries × six positional variants). Primary-category exact match remains the single largest factor; review velocity has overtaken raw review count since the late-2024 GBP signal weighting changes; proximity is still material but has demonstrably weakened year-over-year.

Methodology

Correlation analysis across 180 Map Pack ranking observations, Toronto / Vancouver / Calgary / Montreal / Ottawa / Edmonton, Q1 2026.

Limits of this finding

Correlation, not causation. Review-velocity signals are confounded with overall business momentum.

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