```xml <result> <column_name>service</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.85</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, min, max, median, mode, distribution</valid_reducers> <excluded_reducers>sum (summing ordinal/rating values is meaningless), product (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 name "service" with integer dtype [1-10] and mean 7.5 strongly suggests an ordinal rating or service quality score. Center-of-mass is far from both 0.0 and 1.0, and the bounded discrete range [1-10] is characteristic of a rating scale or categorical level. This is an intensive measure (a level/rating per entity) where averaging is meaningful but summing is not. Classified as intensive_additive rather than ordinal_additive because there is no sequence axis to normalize along. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```