A Guide to Multicollinearity & VIF in Regression

Multicollinearity in regression analysis occurs when two or more predictor variables are highly correlated to each other, such that they do not provide unique or independent information in the regression model. Multicollinearity exists whenever an independent variable is highly correlated with one or more of the other independent variables in a multiple regression equation. Multicollinearity […]

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A Guide to Multicollinearity & VIF in Regression

Multicollinearity in regression analysis occurs when two or more predictor variables are highly correlated to each other, such that they do not provide unique or independent information in the regression model. Multicollinearity exists whenever an independent variable is highly correlated with one or more of the other independent variables in a multiple regression equation. Multicollinearity […]

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Multicollinearity Definition, Types, Regression, Examples

Multicollinearity prevents predictive models from producing accurate predictions by increasing model complexity and overfitting. To reduce the amount of multicollinearity found in a statistical model, one can remove the specific variables identified as the most collinear. You can also try to combine or transform the offending variables to lower their correlation. If that does not […]

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Multicollinearity Definition, Types, Regression, Examples

Multicollinearity prevents predictive models from producing accurate predictions by increasing model complexity and overfitting. To reduce the amount of multicollinearity found in a statistical model, one can remove the specific variables identified as the most collinear. You can also try to combine or transform the offending variables to lower their correlation. If that does not […]

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Free Accounting and Bookkeeping Tasks Checklist for a Small Business

With deadlines approaching and accuracy being non-negotiable, having a foolproof system monthly bookkeeping checklist is critical. Taking stock of your company’s performance and health is essential for further planning and strategizing, so you must ensure the data presented is accurate. Annual accounting tasks are primarily geared toward regulatory and compliance requirements and shareholder performance reporting. […]

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Free Accounting and Bookkeeping Tasks Checklist for a Small Business

With deadlines approaching and accuracy being non-negotiable, having a foolproof system monthly bookkeeping checklist is critical. Taking stock of your company’s performance and health is essential for further planning and strategizing, so you must ensure the data presented is accurate. Annual accounting tasks are primarily geared toward regulatory and compliance requirements and shareholder performance reporting. […]

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