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Baseline data collection can be difficult when the timetable for introduction of an intervention is outside researchers' control.
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Standardising the process for collecting demographic data in administrative data collections can be difficult if data collection is part of the routine activity of an organisation and that activity itself varies in context between different operational centres.
A challenge is that untargeted omics data collections can be difficult to analyze due to the sheer size of the datasets.
Venipuncture blood collection can be difficult to undertake due to cost, organizational complexity, and shipping and storage requirements.
But in a market where data is produced at annual intervals, data collection can be slow and difficult.
"I like to say that data collection can be a form of meditation".
Data collection can be simplified, but I also value it at appropriate times for appropriate measures.
Differentiation from other fluid collections can be difficult, as can diagnosing superimposed infection.
If data collection is organised regionally or different data collection software is used as it is often the case for health care services, access to data sources can be difficult, impeding representativeness of the whole country and delaying setup of a system, as reported for example for syndromic surveillance systems in England [ 20].
However, data scientists can be difficult to find and hire.
When we have limited data that can be difficult.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com