```xml <result> <column_name>ambiance</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.92</confidence> <requires_user_confirmation>false</requires_user_confirmation> <sum_meaningful>false</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>mean</primary_reducer> <valid_reducers>mean, median, min, max, mode, distribution</valid_reducers> <excluded_reducers>sum (summing ordinal ratings is meaningless), product (not a ratio), geomean (not a ratio)</excluded_reducers> <average_semantics>arithmetic_mean</average_semantics> </reducers> <inner_outer_measure> <inner_measure_reducer>min</inner_measure_reducer> <outer_measure_reducer>max</outer_measure_reducer> </inner_outer_measure> <multiplicative_partner_derivable>false</multiplicative_partner_derivable> <reasoning> Table type is DIMENSION with no sequence axis, making multiplicative highly implausible. The column "ambiance" is a bounded ordinal rating scale (1-5) with mean 3.70 and median 4.0, centered away from both 0 and 1. This is a classic intensive measure: an absolute level/quality rating where summing across entities is meaningless (you cannot add "7 ambiance points"), but averaging to find typical ambiance is natural. The bounded range [1,5], strictly positive values, and low distinct fraction confirm this is a Likert-type rating scale, definitively intensive_additive. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```