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Which of the following is a valid null hypothesis for a chi-square goodness of fit test?

easy📝 Conceptual Q2 of 15
SciPy - Curve Fitting and Regression
Which of the following is a valid null hypothesis for a chi-square goodness of fit test?
AObserved data is correlated with another variable
BObserved data has a higher mean than expected
CObserved data follows the expected distribution
DObserved data has equal variance to expected data
Step-by-Step Solution
Solution:
  1. Step 1: Recall null hypothesis for goodness of fit

    The null hypothesis states that observed data fits the expected distribution.
  2. Step 2: Match options to null hypothesis

    Only Observed data follows the expected distribution correctly states this; others refer to mean, correlation, or variance, which are unrelated.
  3. Final Answer:

    Observed data follows the expected distribution -> Option C
  4. Quick Check:

    Null hypothesis = observed fits expected [OK]
Quick Trick: Null hypothesis: observed matches expected distribution [OK]
Common Mistakes:
  • Confusing null hypothesis with alternative hypothesis
  • Thinking it tests means or correlations
  • Assuming variance equality is tested here

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