AP Statistics · Topic 9.4

Setting Up a Test for the Slope of a Regression Model Practice

Part of Inference for Quantitative Data: Slopes.(VAR-7.E)

Practice questions

4

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Sample questions

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  1. Sample 1difficulty 2/5

    A regression of test score on study hours yields slope = 5.2 with SE = 1.3 from n = 25 observations.

    Regression Output Coef SE t 5.2 1.3 4.0

    At alpha = 0.05, what conclusion for H0: beta = 0?

    • A

      Cannot test slope this way

    • B

      Fail to reject H0

    • C

      Accept H0

    • D

      Reject H0; slope is significantly different from 0

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    Why

    With t = 4.0 and df = 23, the p-value is far below 0.05. Reject H0; the slope is statistically significant.

  2. Sample 2difficulty 3/5

    H_a: β > 0 is

    • A

      Right-tailed (one-sided)

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    • B

      Two-sided

    • C

      Left-tailed

    • D

      No alternative

    Why

    Direction "greater than" → right-tail.

  3. Sample 3difficulty 3/5

    A researcher hypothesizes positive association: H0: beta = 0 vs Ha: beta > 0. The output reports two-sided p = 0.04 with t = 2.1.

    One-sided test, t=2.1 2.1

    What is the one-sided p-value?

    • A

      0.96

    • B

      0.08

    • C

      0.04

    • D

      0.02

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    Why

    For positive Ha with positive t, halve the two-sided p: 0.04/2 = 0.02.

  4. Sample 4difficulty 4/5

    Testing H₀: β = 1 (not 0) uses test stat

    • A

      F = b·SE

    • B

      t = b/SE(b)

    • C

      z = b

    • D

      t = (b − 1)/SE(b)

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    Why

    General form: t = (b − β₀)/SE(b).