```xml <result> <column_name>Batch size</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.80</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</valid_reducers> <excluded_reducers>sum (summing batch sizes across entities 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. "Batch size" is a configuration parameter or capacity specification—an absolute level that characterizes each entity. The values (4M to 64M) are large magnitudes far from 1.0, ruling out ratio_multiplicative. Summing batch sizes across different entities is meaningless (you don't add batch sizes together), but averaging them to find typical batch size is sensible, pointing to intensive_additive. The extremely high null fraction (98%) suggests this is a sparse attribute present only for certain entity types. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```