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If a client is developing a project that doesn't apply robust standards and the project has community opposition and is stopped in its tracks or there are delays, that is very costly.
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Schouten et al. improved the method by applying robust standard errors [ 7].
We applied robust standard errors for the estimation of confidence intervals and significance tests of the regression coefficients.
Since 2.1% of the women contributed to the cohort with more than one child, we applied robust standard error (ER) in the adjusted analyses to account for clustering.
Because data could be assumed to be clustered (i.e., within patients), possible cluster effects were adjusted for by applying robust standard errors (i.e., option 'cluster' in the specific STATA regression commands).
In this regard, the SRSG pointed to the need to apply robust age assessment within the centralized military recruitment process, and include the prevention of violations against children in the standard military curriculum.
In all regression analyses (now including both the logistic and log-linked binomial regression) in which time points were pooled we applied robust (Huber-White) standard errors to account for between-individual variation.
Here theory does not apply exactly because of heteroskedasticity: the test uses default standard errors in the first-stage regression, while I use robust standard errors.
We used generalized estimating equation models with a logit link and independent correlation structure to model dichotomous outcomes and to apply clustered robust standard errors due to the two-to-one matching in the data.
Overall, very few studies applied robust methodology.
"This new regulation is the opportunity to close gaps, ensure robust standards and stipulate that EU laws apply to all businesses operating here".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com