The best replacement for explanatory is descriptive.

The best alternatives to explanatory are rated as following:
★★★★★  descriptive
★★★★★  response variable
★★★  response
★★★  exploratory research
★★★  exploratory
★★  expository
★  predictive
★  justificatory
★  response variables
  pragmatic
  self explanatory
  explanatory research
  informative

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explanatory
descriptive
response variable