Collection of data is one of the most important aspects of research. This can be done through surveys, observation, questionnaires and so much more.
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In what context are you referring?
observation
There is no specific collective noun for date, in which case a collective noun which suits the context is used. Some suggestions for collective nouns for data; a collection of data, a file of data, a bank of data, etc.
structure is a collection of dissimilar datatypes whereas array is collection of similar datatypes.....
The collection of data and statistical analysis are time-consuming