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Given that heteroscedasticity is common in small samplecross-sectional data, methods that correct for heteroscedasticity are essentialfor prudent data analysis (Long and Ervin, 2000).
Yet much of the information in-play today is not owned or controlled by the customer and even for the part that is, there is considerable risk from illegal hacking and stealing of information which negate permission and prudent data security measures.
Conversely, some approaches are dedicated to prudent data handling by employing data warehousing methodologies (briefly reviewed in [ 17]), but by definition offer little means for data analysis.
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Concludingly, this research uncovers reasons and incentives for prudent master data management and provides a benchmarking tool with which different organizations can compare their levels.
The PubChem Bioassay database is a large public bioactivity database, making it prudent to select data so that assay conditions should minimally bias the conclusions of this study.
However, where experiments concern longer treatment courses, it may be prudent to avoid data normalization to that of a reference protein and instead opt to use the cell dyes to avoid inaccurate interpretation of results due to changing reference protein levels.
Prudent use of data helps drive program improvements.
Prudent use of data to inform decision making has laid a strong foundation for the project.
Prudent use of data to inform decision making has been an underpinning to the project's approach.
As such, it may be prudent to collect data from the primary family caregiver rather than the patient directly to gain insight into care outcomes in the community [ 99].
Reallocation of current health funding may be prudent and better data will help inform where investment should be made and what the ongoing implications and opportunity costs would be.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com