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The admission doesn't come as a surprise to many, but it's rare for this type of questionable data collection tactic to be acknowledged publicly.
"I don't know how much these chicken little claims, that the industry is going to collapse without these data-collection tactics, will stick," he says.
Determine your information collection tactic.
We had instituted CitiStat, a program that involved data collection, analysis, effective tactics, and routine follow-up, so we had a way to attack this problem.
The protection of privacy and confidentiality is typically achieved through a combination of research tactics and practices, including engaging in data collection under controlled or anonymous environments, the scrubbing of data to remove personally identifiable information, or the use of access restrictions and related data security methods.
Widespread data collection efforts have faced scrutiny in recent years, especially since information about the surveillance tactics of the US National Security Agency was leaked by Edward Snowden last June.
However, the present study is the first in which the data collection methodologies and analytic frameworks were chosen for the specific purpose of learning the degree to which seroadaptive tactics arose among sexual partnerships defined as at high-risk for HIV-transmission (involving HIV-positive MSM who practice UAI) that eluded both public health-sanctioned messages and empirical detection.
So why the underinvestment in data collection?
For systemic problems, data collection is important.
Data collection and analysis were manual.
Funding has also poured into data collection.
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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