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How can I effectively handle missing data in a dataset before analysis?

Asked on Feb 24, 2026

Answer

Handling missing data effectively is crucial for ensuring the accuracy and reliability of your analysis. Techniques such as imputation, deletion, and using algorithms that support missing values can be employed depending on the extent and nature of the missing data. The CRISP-DM framework recommends addressing data quality issues early in the data preparation phase to enhance model performance and insights.

Example Concept: Imputation is a common method for handling missing data, where missing values are replaced with substituted values. Techniques include mean, median, or mode imputation for numerical data, and the most frequent category for categorical data. Advanced methods involve using predictive models to estimate missing values based on other available data points. Alternatively, listwise deletion can be used if the missing data is minimal and randomly distributed, ensuring that analysis is not biased.

Additional Comment:
  • Assess the pattern of missing data to determine if it is Missing Completely at Random (MCAR), Missing at Random (MAR), or Missing Not at Random (MNAR).
  • Use visualization tools to understand the extent and distribution of missing data.
  • Consider the impact of missing data on your analysis and choose a method that minimizes bias and maintains data integrity.
  • Document the approach used for handling missing data for reproducibility and transparency.
✅ Answered with Data Science best practices.

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