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While large-scale country comparisons are important, they may lack depth, consistency, or quality (e.g. methodology and data collection affected by local researchers with differing research skills).
Such experiment allowed us to understand the extent to which new experimental annotations, 3 years after original data collection, affected the initial estimates of performance accuracy.
However, since no midwives at the study sites had previously attended any training on evidence-based standards for obstetric care, it is unlikely that their involvement in baseline data collection affected the validity of the quantitative data.
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The mode of data collection affects the reporting of self assessed health items substantially.
Such measures are known to suffer from recall problems but there is limited evidence of whether the method of data collection affects evaluation findings.
Table 3 shows the extent to which the method of data collection affects the estimated impact of the free care intervention on healthcare utilization by reporting the coefficient on the interaction between free care and the data collection method.
Although these are important issues for health researchers, this review concentrates on how mode of data collection affects the nature of the response provided by respondents with a particular emphasis on research within the health sciences.
Also, it cannot be out ruled that the data collection was affected by the treatment providers at the treatment institutions.
The methodological approaches that are employed to overcome difficulties in income data collection may affect the relative position of individuals and households within the income distribution and our estimates of mobility inequalities.
Second, the method of data collection may affect the veracity of responses, particularly in sensitive areas.
Mode of data collection can affect the propensity to refuse to respond and result in different patterns of responses.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com