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The expanded estimator has a cost of involving a set of additional restrictions on the initial conditions of the process in generating the dependent variable, which in turn leads to system GMM creating a higher number of instruments, which are internal to the regression.
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The individualized weights generated for the dependent variable (i.e. ever drug use) using RDS Analysis Tool version 5.6 [ 23] were applied to the logistic regression analysis using SPSS in order to adjust for the RDS sampling process [ 23].
Another logistic regression model was generated with BUA level as the dependent variable.
The ZINB model consists of two submodels because it assumes that zero values for the dependent variable are generated from two different processes [14]: (i) A respondent was not ill over the year and therefore did not visit a doctor and (ii) a respondent was ill, but still did not visit a doctor.
However if this is unknown and it is not clear which of the dependent variable (y) was generated by, then Goldfeld and Quandt's D-method for switching regression might clarify this problem.
The first category of plots generated by AMGET is a plot of the dependent variable plotted vs. time.
By knowing which observation of the dependent variable of y was generated by which regime a Chow test can examine whether σ1 = σ2 and β1′ = β2′.
As we mentioned previously, we preferred conducting an S-GMM than a basic OLS since the later can provide spurious results because the presence of endogeneity in the previous shocks to the dependent variable (NII i.t ) can generate a correlation issue between its past observations (NII i.t-1 ) and the error term that leads to a dynamic panel bias.
The dependent variable was the maximal force generated during a unilateral isometric squat test.
A similar series of ANCOVAs were generated with job satisfaction at phase 2 as for the dependent variable.
To ascertain how well the model fits the hypothesised relationship, PLS generates the square of the correlation coefficient (R) for the dependent variable behavioural intention in the model.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com