Statistical Significance is when a study's results are unlikely to occur by chance. Practical Significance is when a study has real world applications. A study can have statistical significance but not practical significance.
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The problem with statistical significance is that differences can be found even with very small discrepancies for a large sample size. Practical significance questions if the differences have any important meaning.