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We postulate that the shared library of instruments reduces the burden of adhering to sound data collection principles while promoting best practices.
The Digital Advertising Alliance rolled out new data collection principles that take effect this year.
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The most contentious area for developing consensus related to data collection, where conflicting principles were in evidence about the kinds of data that should be gathered (table 3).
Different analytic approaches were used as relevant to the data collection methods, combining principles of grounded theory [ 36] with more structured techniques [ 38].
Data analysis began with a naïve reading and content summary of each FGD by a team member not involved in data collection, based on principles from Lindseth et al [ 11].
"However, the report failed to identify the commercial surveillance complex that has been put in place by Google, Facebook, and many other data-driven businesses … Indeed, we are concerned that the report may give a green light to expanded data collection, where the principle is 'collect first and worry about privacy and consumer protection later'".
But his commitment to the prosaic first principles of data collection, they said, in the remotest outpost of the scientific world, produced discoveries unimagined by other scientists and overlooked by orbiting satellites.
A review of the principles of data collection for clinical research covers issues of automation, data validity and the integration of research data collection with clinical care.
Grounded theory principles informed data collection and analysis.
Data collection was directed by the principles of convenient purposive sampling and data saturation [ 26].
The study and data collection were compliant with the principles of the Declaration of Helsinki.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com