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The results from Tables 2 and 3 suggest that, contrary to the findings of previous research, migrant graduates are not prone to higher risks of overeducation in models that fully control for the impacts of location specific human capital and language differences, suggesting that previous studies may have been prone, at least to some degree, to individual unobserved heterogeneity bias.
To control for the impacts of other confounders such as admission policy, home environment, and disease management, which are unavailable in ICHIS data but are related to hospital admissions, we used a "negative control," admissions due to gastroenteritis, in a sensitivity analysis.
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This makes it difficult to control for the impact of correlated omitted variables.
Messrs Ponticelli and Voth control for the impact of growth in their study and find a causal role for changes in GDP alongside that for budget cuts.
Finally, the dependency ratio is an additional control for the impact of demographic characteristics.
Also, we did not control for the impact of clinical significant symptoms (e.g., depressive symptoms) in the results.
To partly control for the impact of season the models also include dummies for the month and for the year of the interview.
Lastly, the variable introduced to control for the impact of policies supporting or discriminating against export agriculture is not significant for any trade flow of the countries of the South.
We also include several spatial lags to control for the impact that health care organizations in the surrounding neighborhoods have on the number of health care organizations in the focal neighborhood.
It is also reasonable to assume that the fixed effects introduced in the model already control for the impact of these policies, and thus, these coefficients are not significant.
However, they do not attempt to control for the impact of unobserved quality factors and their sample runs only for 4 years, while this paper takes into account the impact of unobserved attributes and covers 11 years, offering a wider view of the trends in the industry.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com