underpredicting
Guessing too conservatively
Underpredicting is the act of forecasting or estimating something at a lower level than what actually occurs.
Weather forecasters might be accused of underpredicting snowfall when a storm dumps more inches than expected.
In statistics and machine learning, underpredicting refers to models that systematically generate estimates below observed values.
The algorithm kept underpredicting demand, leaving stores with empty shelves.
Error in estimation
- underestimationJudging below actual value
- shortfallFailure to reach quota
- discrepancyDifference between expected and actual
- deficitAmount still owed
misjudgment · gap · deviation · inaccuracy · undershoot · miss · undercount · misestimate
Careful to avoid risk
- prudentExercising sound judgment
- conservativeCautious about altering customs
- guardedWary and restrained
- waryGuardedly alert
hesitant · tentative · circumspect · defensive · safe · protective · risk-averse · apprehensive
Judge too low
- lowballDeliberately understate cost
- pessimisticExpecting negative outcomes
- underestimationJudging below actual value
- downplayDiminish perceived importance
understatement · modest · restrained · tempered · measured · subdued · minimizing · deflating
Prediction of future conditions
- projectionSomething that extends outward
- estimationApproximate value judgment
- modelingSimulating or demonstrating form
- prognosisPredicted disease course
extrapolation · anticipation · outlook · scenario · simulation · analytics · trend · expectation
miscalculation
Error in estimation
- underestimationJudging below actual value
- shortfallFailure to reach quota
- discrepancyDifference between expected and actual
deficit · misjudgment · gap · deviation · inaccuracy · undershoot · miss · undercount · misestimate · underassessment
cautious
Careful to avoid risk
- prudentExercising sound judgment
- conservativeCautious about altering customs
- guardedWary and restrained
wary · hesitant · tentative · circumspect · defensive · safe · protective · risk-averse · apprehensive · skeptical
underestimate
Judge too low
- lowballDeliberately understate cost
- pessimisticExpecting negative outcomes
- underestimationJudging below actual value
downplay · understatement · modest · restrained · tempered · measured · subdued · minimizing · deflating · understating
forecast
Prediction of future conditions
- projectionSomething that extends outward
- estimationApproximate value judgment
- modelingSimulating or demonstrating form
prognosis · extrapolation · anticipation · outlook · scenario · simulation · analytics · trend · expectation · baseline
under, predict, predicting, predicted, predictor, predictors, prediction, predictions, predictive