Inclusion of standard error in regression equationUseful heuristic for inferring multicollinearity from high standard errorsStandard error of regression coefficient without raw dataCoefficient Decreases but Standard Errors stay the Same with Inclusion of Control VariablesHow to estimate standard error of prediction error in Table 3.3 of Hastie el al (2017)?In regression, what is the limit for correlation between the dependent variable and those being regressed on it?Interpretation of standard error of ARIMA parametersestimation of standard errors after logistic regressionStandard error of the mean of two estimatesStandard error of coefficient estimates for model II regressionQuestions about standard error

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Inclusion of standard error in regression equation


Useful heuristic for inferring multicollinearity from high standard errorsStandard error of regression coefficient without raw dataCoefficient Decreases but Standard Errors stay the Same with Inclusion of Control VariablesHow to estimate standard error of prediction error in Table 3.3 of Hastie el al (2017)?In regression, what is the limit for correlation between the dependent variable and those being regressed on it?Interpretation of standard error of ARIMA parametersestimation of standard errors after logistic regressionStandard error of the mean of two estimatesStandard error of coefficient estimates for model II regressionQuestions about standard error






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I often see that standard errors are displayed under the regression equation but I don't really understand the purpose of it. Are those the standard errors of the estimated slope coefficient? And how does the inclusion of this information help with the statistical analyses? Thanks










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    $begingroup$


    enter image description here



    I often see that standard errors are displayed under the regression equation but I don't really understand the purpose of it. Are those the standard errors of the estimated slope coefficient? And how does the inclusion of this information help with the statistical analyses? Thanks










    share|cite|improve this question









    $endgroup$














      2












      2








      2





      $begingroup$


      enter image description here



      I often see that standard errors are displayed under the regression equation but I don't really understand the purpose of it. Are those the standard errors of the estimated slope coefficient? And how does the inclusion of this information help with the statistical analyses? Thanks










      share|cite|improve this question









      $endgroup$




      enter image description here



      I often see that standard errors are displayed under the regression equation but I don't really understand the purpose of it. Are those the standard errors of the estimated slope coefficient? And how does the inclusion of this information help with the statistical analyses? Thanks







      regression normal-distribution regression-coefficients standard-error






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      girlonline2girlonline2

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          Yes. The estimated standard error gives the analyst (or reader) an idea of how precise the parameter estimate (estimated coefficient/slope) is: the larger the standard error, the less precise the estimate. To help you see this, recall that the standard errors are directly tied to confidence intervals of parameter estimates in simple multiple regression by the following:



          begineqnarray*
          hatbeta_j & pm & t_alpha/2,n-ptimes (Standard,Error)
          endeqnarray*



          Where $hatbeta_j$ is the $j$-th parameter estimate, $n$ is the number of observations, $p$ is the number of parameters to be estimated in the regression model, and $t_alpha/2,n-p$ is the $alpha/2$ quantile of a Student's $t$-distribution with $n-p$ degrees of freedom.






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            $begingroup$

            Yes. The estimated standard error gives the analyst (or reader) an idea of how precise the parameter estimate (estimated coefficient/slope) is: the larger the standard error, the less precise the estimate. To help you see this, recall that the standard errors are directly tied to confidence intervals of parameter estimates in simple multiple regression by the following:



            begineqnarray*
            hatbeta_j & pm & t_alpha/2,n-ptimes (Standard,Error)
            endeqnarray*



            Where $hatbeta_j$ is the $j$-th parameter estimate, $n$ is the number of observations, $p$ is the number of parameters to be estimated in the regression model, and $t_alpha/2,n-p$ is the $alpha/2$ quantile of a Student's $t$-distribution with $n-p$ degrees of freedom.






            share|cite|improve this answer











            $endgroup$

















              4












              $begingroup$

              Yes. The estimated standard error gives the analyst (or reader) an idea of how precise the parameter estimate (estimated coefficient/slope) is: the larger the standard error, the less precise the estimate. To help you see this, recall that the standard errors are directly tied to confidence intervals of parameter estimates in simple multiple regression by the following:



              begineqnarray*
              hatbeta_j & pm & t_alpha/2,n-ptimes (Standard,Error)
              endeqnarray*



              Where $hatbeta_j$ is the $j$-th parameter estimate, $n$ is the number of observations, $p$ is the number of parameters to be estimated in the regression model, and $t_alpha/2,n-p$ is the $alpha/2$ quantile of a Student's $t$-distribution with $n-p$ degrees of freedom.






              share|cite|improve this answer











              $endgroup$















                4












                4








                4





                $begingroup$

                Yes. The estimated standard error gives the analyst (or reader) an idea of how precise the parameter estimate (estimated coefficient/slope) is: the larger the standard error, the less precise the estimate. To help you see this, recall that the standard errors are directly tied to confidence intervals of parameter estimates in simple multiple regression by the following:



                begineqnarray*
                hatbeta_j & pm & t_alpha/2,n-ptimes (Standard,Error)
                endeqnarray*



                Where $hatbeta_j$ is the $j$-th parameter estimate, $n$ is the number of observations, $p$ is the number of parameters to be estimated in the regression model, and $t_alpha/2,n-p$ is the $alpha/2$ quantile of a Student's $t$-distribution with $n-p$ degrees of freedom.






                share|cite|improve this answer











                $endgroup$



                Yes. The estimated standard error gives the analyst (or reader) an idea of how precise the parameter estimate (estimated coefficient/slope) is: the larger the standard error, the less precise the estimate. To help you see this, recall that the standard errors are directly tied to confidence intervals of parameter estimates in simple multiple regression by the following:



                begineqnarray*
                hatbeta_j & pm & t_alpha/2,n-ptimes (Standard,Error)
                endeqnarray*



                Where $hatbeta_j$ is the $j$-th parameter estimate, $n$ is the number of observations, $p$ is the number of parameters to be estimated in the regression model, and $t_alpha/2,n-p$ is the $alpha/2$ quantile of a Student's $t$-distribution with $n-p$ degrees of freedom.







                share|cite|improve this answer














                share|cite|improve this answer



                share|cite|improve this answer








                edited 5 hours ago

























                answered 8 hours ago









                StatsStudentStatsStudent

                6,30432145




                6,30432145



























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