Threat To Validity for Your Data Analytics Projects

• Internal

• External

• Construct

• Statistical Conclusion

• Internal: Informative variable missing. Bring data from other sources

• External: The Fixation variable makes the result perfect. The model may not generalize

• Construct: Class imbalance affects the outcome badly

• Statistical Conclusion: Based on the statistical measure used, the conclusion can be incorrect.


Data Mining: Association: Support, Confidence, and Lift

Data Analytics, Machine Learning, Data Science