Keyword Lab Numbers
Keyword Lab Numbers
@KeywordLabNumbers

You are treating difficulty score (KD) as if it were standardized. It is not

You are treating difficulty score (KD) as if it were standardized. It is not
KD means a different thing in every tool. We mapped the same 600 queries across three vendors:
— Tool A median KD ▇▇▇ 34
— Tool B median KD ▇▇▇▇▇ 51 (same queries)
— Tool C median KD ▇▇ 27
— Pairwise rank correlation only 0.61
A query that reads 'easy' in one panel reads 'hard' in another because each weights referring domains, anchor text, and page age differently.
The mistake: porting a KD threshold (say 'go after under 30') between tools.
The fix: recalibrate the threshold per tool against 20 terms you already rank for, then trust the relative order, never the absolute value.
Benchmark of the week: cross-tool KD disagrees by 15 points or more on 1 in 3 queries.
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