debiased
Made more fair
Debiased describes something from which bias has been removed or reduced.
The term appears most often in technical contexts—machine learning models, statistical methods, or research designs that have been adjusted to correct for systematic distortions: The debiased algorithm showed more equitable outcomes across demographic groups.
In everyday use, it can describe any attempt to make something fairer or more neutral.
Impartial and unbiased
- auditedFormally examined records
- mitigatedReduced in intensity
- retrainedLearned skills again
- transparentAllowing light through
accountable · explainable · tested · evaluated · monitored · documented · certified · compliant
Adjusted for accuracy
- correctedFixed what was wrong
- adjustedChanged to improve fit
- normalizedAdjusted to standard measure
- weightedMade intentionally heavier
resampled · stratified · controlled · balanced · standardized · filtered · refined · rectified
Showing no preference
- neutralNot favoring any side
- objectivePurpose or goal
- dispassionateFree from emotional involvement
- detachedApart or uninvolved
evenhanded · nonpartisan · unprejudiced · disinterested · unslanted · uncolored · balanced · fair-minded
fair
Impartial and unbiased
transparent · accountable · explainable · tested · evaluated · monitored · documented · certified · compliant · interpretable
calibrated
Adjusted for accuracy
- correctedFixed what was wrong
- adjustedChanged to improve fit
- normalizedAdjusted to standard measure
weighted · resampled · stratified · controlled · balanced · standardized · filtered · refined · rectified · aligned
impartial
Showing no preference
- neutralNot favoring any side
- objectivePurpose or goal
- dispassionateFree from emotional involvement
detached · evenhanded · nonpartisan · unprejudiced · disinterested · unslanted · uncolored · balanced · fair-minded · open-minded
debiasedbiased
Unfairly favoring one side
slanted · skewed · prejudiced · partial · distorted
debiasedcorrupted
Made impure or dishonest
contaminated · manipulated · doctored · adulterated · compromised