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Chi-Square Goodness-of-Fit Test Conclusion

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A biologist conducted a chi-square goodness-of-fit test to compare the current distribution of butterfly species in a forest against a known historical distribution. The test produced a statistic of χ² = 16.2 with 4 degrees of freedom and a p-value of 0.003. Which statement represents the most appropriate conclusion based on these results?

A

The p-value shows the observed differences are due to random chance.

B

The chi-square value indicates the sample was too small to draw conclusions.

C

The degrees of freedom suggest the test lacks sufficient power.

D

The current butterfly species distribution differs significantly from historical patterns.

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