Which statement is true in respect of avoiding bias in data analytics?

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Which statement is true in respect of avoiding bias in data analytics?

  • focus on the larger patterns and trends and include outliers in the overall analysis
  • avoid selecting only data and methods that support your assumptions
  • don’t allow the data to confirm your conclusions
  • use a small sample set that supports your hypothesis
Explanation & Hint:

Some ways to avoid bias in data analytics include:

  1. Be aware that bias exists. Record your assumptions and hypotheses before beginning your analysis. Avoid selecting only data and methods that support your assumptions.
  2. Validate your data sources and the methodology used to collect the data.
  3. Focus on the larger patterns and trends, remove outliers from the overall analysis in order to investigate them further.
  4. Review your methods and data with others in your team. They may be able to spot bias that you may have overlooked.
  5. Be open-minded and impartial in your analysis. Allow the data to inform your conclusions.

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