In this article, we’ll discuss how combining data with intuition can help with the subjective and interpretive nature of Exploratory Data Analysis (EDA).
When you combine data with intuition, it’s like putting together pieces of a puzzle. The data provides the pieces, and your intuition helps you figure out how they fit together. By using both data and intuition, you can gain a more complete understanding of the data and identify patterns and relationships that might be overlooked by someone who is strictly following a set of rules.
However, it’s important to be aware of confirmation bias in EDA. Confirmation bias is when you only look for evidence that supports your preconceived ideas and ignore evidence that contradicts them. It’s like only looking for clues that support your theory and ignoring any that don’t fit. By being aware of confirmation bias and actively working to overcome it, you can gain a more objective and accurate understanding of the data.
In conclusion, combining data with intuition can help you gain a more complete understanding of the data and identify patterns and relationships that might be overlooked by someone who is strictly following a set of rules. However, it’s important to be aware of confirmation bias and actively work to overcome it. So go forth and use your intuition to explore your data, but also stay objective and open to different interpretations!