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2.5 Statistical Hypothesis Testing

2.5 Statistical Hypothesis Testing

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Question 179

A researcher investigates the relationship between the number of charge cycles, nnn, and the maximum flight duration, ddd minutes, of a drone's battery. A random sample of 30 batteries is analyzed and the results are recorded.

The data were coded using x=n−405x = \frac{n - 40}{5}x=5n−40​ and y=d−102y = \frac{d - 10}{2}y=2d−10​ and the following summary statistics were obtained:

∑x=60,∑y=150,∑x2=380,∑y2=900,∑xy=180 \sum x = 60, \quad \sum y = 150, \quad \sum x^2 = 380, \quad \sum y^2 = 900, \quad \sum xy = 180 ∑x=60,∑y=150,∑x2=380,∑y2=900,∑xy=180
a.

Calculate the values of SxyS_{xy}Sxy​ and SxxS_{xx}Sxx​.

[2]
b.

Find the equation of the least squares regression line of yyy on xxx in the form y=α+βxy = \alpha + \beta xy=α+βx.

[3]
c.

The least squares regression line of ddd on nnn is given by d=k+mnd = k + mnd=k+mn.

Show that m=−0.185m = -0.185m=−0.185 to 3 significant figures and find the value of kkk.

[3]
d.

Estimate the flight duration of a battery that has undergone 100 charge cycles.

[2]
e.

Interpret the value of mmm in the context of this study.

[1]
f.

The researcher plans to use a battery for an additional 25 charge cycles beyond its current usage. Estimate the change in flight duration for this period based on the model.

[2]
Markscheme

2.5 Statistical Hypothesis Testing Questions

  1. A Level
  2. /Maths
  3. /2.5 Statistical Hypothesis Testing

355 exam-style questions on OCR (MEI) A Level Maths 2.5 Statistical Hypothesis Testing, covering 2.5.1 Process and language of hypothesis testing, 2.5.2 When to apply 1-tail and 2-tail tests, 2.5.3 Significance level and incorrect rejection, 2.5.4 Null and alternative hypotheses (binomial), 2.5.5 Conduct a binomial hypothesis test, 2.5.6 Critical and acceptance regions (binomial), 2.5.7 Distribution of the sample mean (A-level only), 2.5.8 Hypothesis test for a single mean (A-level only), 2.5.9 Critical and acceptance regions (mean) (A-level only), 2.5.10 Correlation as closeness to a straight line (A-level only), 2.5.11 Inference using a correlation coefficient (A-level only), and 2.5 Statistical Hypothesis Testing. Each one has a worked solution and a mark scheme showing where the marks go.

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