OCR Further Statistics 2022 June — Question 6 7 marks

Exam BoardOCR
ModuleFurther Statistics (Further Statistics)
Year2022
SessionJune
Marks7
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicT-tests (unknown variance)
TypeFind critical alpha or significance level
DifficultyChallenging +1.2 This is a Further Statistics question requiring calculation of a t-statistic and critical value comparison, plus understanding of CLT robustness. Part (a) involves standard computations (mean, variance, t-value) and consulting tables to find the significance range. Part (b) tests conceptual understanding that large samples (n=128) make t-tests robust to non-normality via CLT. While multi-step, it follows a predictable template with no novel insight required, making it moderately above average difficulty for Further Maths students.
Spec5.05a Sample mean distribution: central limit theorem5.05c Hypothesis test: normal distribution for population mean

6 The random variable \(X\) was assumed to have a normal distribution with mean \(\mu\). Using a random sample of size 128, a significance test was carried out using the following hypotheses. \(\mathrm { H } _ { 0 } : \mu = 30\) \(\mathrm { H } _ { 1 } : \mu > 30\) It was found that \(\sum x = 3929.6\) and \(\sum x ^ { 2 } = 123483.52\). The conclusion of the test was to reject the null hypothesis.
  1. Determine the range of possible values of the significance level of the test.
  2. It was subsequently found that \(X\) was not normally distributed. Explain whether this invalidates the conclusion of the test.

Question 6:
AnswerMarks Guidance
6(a) Mean 30.7
Biased variance 22.225 (SD 4.714)
22.225  128/127 = 22.4 (SD 4.733)
1 – ((30.7 – 30)/(22.4/128)
AnswerMarks
Range is  0.047 ( 4.7%)B1
M1
M1
M1
A1
AnswerMarks
[5]1.1
1.1
1.2
1.1
AnswerMarks
2.2aSeen or implied
Calculate variance, allow biased here
128/127 seen, or implied used
Standardise with 128, answer < 0.5 or 50%
Allow > or  oe. Awrt 0.047 or 4.7%. CWO.
Wrong or no range: A0. Allow = 4.71 so  5%
AnswerMarks
0.0464 is probably B1M1M0M1A0Inequalities can be omitted until final line
Independent of previous M1.
E.g. 4.6% seen (from no 128/127). Not 0.441
No 128/127, or wrong z: max 3/5
Insuff working: 4.7%  5/5, 4.6%  3/5
0 with some evidence [(22.4)/128]: 4/5
AnswerMarks Guidance
6(b) 128 large enough (for CLT to apply)
Hence test not invalidatedM1
A1
AnswerMarks
[2]2.3
2.3Reason, e.g. sample is large, or n > 25
Conclusion, allow “test is valid” or just “no”
AnswerMarks
Wrong extras, eg “all dists approach normal”: M0SC1: CLT applies so not invalidated: B1
SC2: CLT applies as n > (any number other
than 25): max B1
Question 6:
6 | (a) | Mean 30.7
Biased variance 22.225 (SD 4.714)
22.225  128/127 = 22.4 (SD 4.733)
1 – ((30.7 – 30)/(22.4/128)
Range is  0.047 ( 4.7%) | B1
M1
M1
M1
A1
[5] | 1.1
1.1
1.2
1.1
2.2a | Seen or implied
Calculate variance, allow biased here
128/127 seen, or implied used
Standardise with 128, answer < 0.5 or 50%
Allow > or  oe. Awrt 0.047 or 4.7%. CWO.
Wrong or no range: A0. Allow = 4.71 so  5%
0.0464 is probably B1M1M0M1A0 | Inequalities can be omitted until final line
Independent of previous M1.
E.g. 4.6% seen (from no 128/127). Not 0.441
No 128/127, or wrong z: max 3/5
Insuff working: 4.7%  5/5, 4.6%  3/5
0 with some evidence [(22.4)/128]: 4/5
6 | (b) | 128 large enough (for CLT to apply)
Hence test not invalidated | M1
A1
[2] | 2.3
2.3 | Reason, e.g. sample is large, or n > 25
Conclusion, allow “test is valid” or just “no”
Wrong extras, eg “all dists approach normal”: M0 | SC1: CLT applies so not invalidated: B1
SC2: CLT applies as n > (any number other
than 25): max B1
6 The random variable $X$ was assumed to have a normal distribution with mean $\mu$. Using a random sample of size 128, a significance test was carried out using the following hypotheses.\\
$\mathrm { H } _ { 0 } : \mu = 30$\\
$\mathrm { H } _ { 1 } : \mu > 30$\\
It was found that $\sum x = 3929.6$ and $\sum x ^ { 2 } = 123483.52$. The conclusion of the test was to reject the null hypothesis.
\begin{enumerate}[label=(\alph*)]
\item Determine the range of possible values of the significance level of the test.
\item It was subsequently found that $X$ was not normally distributed.

Explain whether this invalidates the conclusion of the test.
\end{enumerate}

\hfill \mbox{\textit{OCR Further Statistics 2022 Q6 [7]}}