When is the application of quantitative data analysis is less advisable and what are potential alternatives?

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When is the application of data analysis less advisable and what are alternatives ? Which situational opportunities and challenges of quantitative data analysis procedure in practice?
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When is the application of quantitative data analysis is less advisable and what are potential alternatives?

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