```xml <result> <column_name>opponent_1_estimated_ability_to_take_punch</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, distribution</valid_reducers> <excluded_reducers>sum (summing an ability/rating level 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> DIMENSION table with no sequence axis strongly priors against multiplicative. The column name indicates an estimated ability/rating level (0-86 scale), which is an intensive property of an entity. The range [0, 86] is bounded and centered away from both 0 and 1, consistent with a rating scale. Summing ability ratings across opponents is meaningless; averaging is the natural aggregation. This is a classic intensive_additive measure: an absolute level that describes entity quality, not an extensive quantity that accumulates. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```