unconfounded

Free from confusion

Unconfounded describes something not mixed up or confused with other factors.

In research and statistics, an unconfounded result means the observed effect can be attributed to the variable being studied rather than some lurking influence: The randomized design yielded unconfounded estimates of the treatment effect.

Outside technical contexts, unconfounded can simply mean clear or undistorted.

validity

unbiased

Free from prejudice

replicable · robust · causal · isolating · experimental · verified · peer-reviewed · empirical · falsifiable · randomized

clarity

lucid

Mentally sharp and comprehensible

unambiguous · perspicuous · explicit · comprehensible · transparent · unmistakable · distinct · definite · straightforward · plain

composure

unperturbed

Not bothered or worried

collected · steady · serene · imperturbable · unflappable · equanimous · poised · unbothered · unfazed · level-headed

Opposites
methodological validity

unconfoundedconfounded

Thoroughly puzzled or frustrated

biased · contaminated · compromised · tainted · flawed

clarity of interpretation

unconfoundedconfounded

Thoroughly puzzled or frustrated

muddled · obscured · confused · ambiguous · unclear

Family

confound, confounded, confounding, confounder, confoundedly

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