Wald estimator
E766783
The Wald estimator is a statistical method used in econometrics and causal inference to estimate parameters by dividing an estimated effect by its standard error, forming the basis of the Wald test.
Statements (47)
| Predicate | Object |
|---|---|
| instanceOf |
econometric method
ⓘ
method of statistical inference ⓘ statistical estimator ⓘ |
| advantage | does not require estimation under the alternative hypothesis for simple tests ⓘ |
| appliesTo |
generalized linear models
ⓘ
linear regression models ⓘ nonlinear regression models ⓘ structural equation models ⓘ |
| assumes |
asymptotic normal distribution of the estimator
ⓘ
large sample size ⓘ regularity conditions for maximum likelihood estimators ⓘ |
| basedOn |
asymptotic normality of estimators
ⓘ
maximum likelihood estimation ⓘ |
| category |
asymptotic test
ⓘ
parametric inference method ⓘ |
| comparedWith |
likelihood ratio estimator
ⓘ
score (Lagrange multiplier) estimator NERFINISHED ⓘ |
| developedIn | 20th century ⓘ |
| hasAlternativeName |
Wald statistic
NERFINISHED
ⓘ
Wald-type estimator NERFINISHED ⓘ |
| hasComponent |
estimated standard error of parameter
ⓘ
point estimate of parameter ⓘ |
| hasForm | parameter estimate divided by its standard error ⓘ |
| introducedBy | Abraham Wald NERFINISHED ⓘ |
| limitation |
can be unreliable when parameter is near the boundary of the parameter space
ⓘ
can perform poorly in small samples ⓘ sensitive to poor standard error estimation ⓘ |
| namedAfter | Abraham Wald NERFINISHED ⓘ |
| relatedTo |
Wald test
NERFINISHED
ⓘ
likelihood ratio test ⓘ score test ⓘ t-statistic ⓘ z-statistic ⓘ |
| usedFor |
construction of confidence intervals
ⓘ
estimating local average treatment effects in simple IV settings ⓘ hypothesis testing ⓘ parameter estimation ⓘ testing joint significance of multiple parameters ⓘ testing linear restrictions on parameters ⓘ testing nonlinear restrictions on parameters ⓘ testing significance of regression coefficients ⓘ |
| usedIn |
causal inference
ⓘ
econometrics ⓘ instrumental variables analysis ⓘ statistics ⓘ |
| yields |
test statistic with asymptotic chi-squared distribution
ⓘ
test statistic with asymptotic standard normal distribution in scalar case ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.
subject surface form:
Abraham Wald