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GATE 2023 MN – Question 42

Engineering Mathematics · Probability and Statistics · 2 marks · Multiple choice

An ordinary least-squares line for 50 observations of shovel production versus swing angle has intercept estimate 29.6 (standard error 13.45) and slope estimate 2.5 (standard error 1.32). With normal residuals, test each coefficient against zero at two-sided 5% significance. Use the supplied t table.

Diagram for GATE 2023 MN question 42
  1. Both intercept and slope are significant.
  2. Intercept is significant; slope is not.
  3. Slope is significant; intercept is not.
  4. Neither coefficient is significant.

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Show answer and explanation

Correct answer: (B) Intercept is significant; slope is not.

Explanation

Residual degrees of freedom are 50−2=48. The two-sided 5% critical t lies between the table’s df30 value 2.042 and df60 value 2.000 (about 2.011). The intercept statistic is 29.6/13.45=2.201, exceeding the critical value; the slope statistic is 2.5/1.32=1.894, below it. Hence only the intercept is significant, B.

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