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Data big or small requires scrubbing to improve data quality and get stronger results; all data must be formatted correctly, and any duplicative or irrelevant data must be eliminated or accounted for. Dirty data can obscure and mislead, creating flawed insights. 4. Analyze Data. Getting big data into a usable state takes time.
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Data are made up of numbers, letters and symbols. When organized into sets, phrases, or patterns, data become information. We use information to identify needs, measure impacts and inform decisions. If the data underlying that information are incorrect in some respect, then our conclusions and decisions could also be wrong or misleading.
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Step 1: Define the aim of your research Before you start the process of data collection, you need to identify exactly what you want to achieve. You can start by writing a problem statement: what is the practical or scientific issue that you want to address and why does it matter?
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