| Exam Board | OCR MEI |
|---|---|
| Module | S1 (Statistics 1) |
| Marks | 19 |
| Paper | Download PDF ↗ |
| Mark scheme | Download PDF ↗ |
| Topic | Hypothesis test of binomial distributions |
| Type | One-tailed hypothesis test (lower tail, H₁: p < p₀) |
| Difficulty | Standard +0.8 This is a comprehensive multi-part hypothesis testing question requiring setup of hypotheses, execution of tests with different sample sizes, interpretation of critical values, and finding minimum sample size conditions. Part (v) particularly requires systematic exploration and understanding of significance levels with discrete distributions, elevating it above routine textbook exercises. The question demands solid understanding of binomial hypothesis testing but remains within standard S1 scope. |
| Spec | 2.04b Binomial distribution: as model B(n,p)2.04c Calculate binomial probabilities2.05b Hypothesis test for binomial proportion2.05c Significance levels: one-tail and two-tail |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| \(X \sim B(15, 0.85)\) | ||
| \(P(\text{exactly 12 germinate}) = \binom{15}{12} \times 0.85^{12} \times 0.15^3\) | M1 | For \(0.85^{12} \times 0.15^3\) |
| M1 | For \(\binom{15}{12} \times p^{12} \times q^3\) | |
| \(= 0.2184\) | A1 | CAO |
| OR from tables: \(0.3958 - 0.1773 = 0.2185\) | M2, A1 | For \(0.3958 - 0.1773\); CAO |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| \(P(X < 12) = P(X \leq 11) = 0.1773\) | M1 | For \(P(X \leq 11)\) or \(P(\leq 11)\) (with no extras). CAO as final answer. May see alternative method: \(0.3958 - 0.2185 = 0.1773\); \(0.3958 - \) their wrong answer to part (i) scores M1A0 |
| A1 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| Let \(p\) = probability of a seed germinating (for the population) | B1 | For definition of \(p\). See below for additional notes |
| \(H_0: p = 0.85\) | B1 | For \(H_0\) |
| \(H_1: p < 0.85\) | B1 | For \(H_1\). Dep on \(< 0.85\) used in \(H_1\). Do not allow just 'Germination rate will be lower' or similar. For use of 0.15 as P(not germinating), contact team leader. E0 for simply stating \(H_1\) in words |
| \(H_1\) has this form because the test is to investigate whether the proportion of seeds which germinate is lower | E1 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| Let \(X \sim B(20, 0.85)\); \(P(X \leq 13) = 0.0219\) | M1* | For probability (provided not as part of finding \(P(X = 13)\)). Ignore notation. No further marks if point probs used — \(P(X = 13) = 0.0160\). DO NOT FT wrong \(H_1\), but see extra notes |
| \(0.0219 > 1\%\) | M1* dep | For comparison. Allow 'accept \(H_0\)' or 'reject \(H_1\)'. Must include 'sufficient evidence' or something similar such as 'to suggest that' ie an element of doubt either in the A or E mark. |
| So not enough evidence to reject \(H_0\). Not significant. | A1* | For not significant oe |
| Conclude that there is not enough evidence to indicate that the proportion of seeds which have germinated has decreased | E1* dep | For conclusion in context. Must mention decrease, not just change |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| Lower tail: \(P(X \leq 13) = 0.0219 > 1\%\); \(P(X \leq 12) = 0.0059 < 1\%\) | M1 | For either probability. No marks if CR not justified. Condone \(\{0,1,2,\ldots,12\}\), \(X \leq 12\), oe but not \(P(X \leq 12)\) etc. Could get M1A0A1E1 if poor notation for CR. Do not allow just '13 not in CR' — must say 'not significant' or accept \(H_0\) or similar |
| So critical region is \(\{0,1,2,3,4,5,6,7,8,9,10,11,12\}\) | A1 | cao dep on at least one correct comparison with 1% |
| 13 not in CR so not significant | A1* | |
| There is insufficient evidence to indicate that the proportion of seeds which have germinated has decreased | E1* dep |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| \(33 < 35\) | M1 | For comparison. Allow '33 lies in the CR'. Must include 'sufficient evidence' or similar such as 'to suggest that'. Do not FT wrong \(H_1\): in part (iv) ignore any interchanged \(H_0\) and \(H_1\) seen in part (ii) |
| So there is sufficient evidence to reject \(H_0\) | A1* | If use a calculator to find \(P(X \leq 33) = 0.000661\) and compare with 1% then B2 for \(P(X \leq 33) = 0.000661 < 0.01\) so reject \(H_0\) then final E1 as per scheme |
| Conclude that there is enough evidence to indicate that the proportion of seeds which have germinated has decreased | E1* dep | For conclusion in context. Must mention decrease, not just change |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Marks | Guidance |
| For \(n = 3\), \(P(X \leq 0) = 0.0034 < 0.01\) | M1 | For \(P(X \leq 0) = 0.0034\). Allow 0.003 |
| For \(n = 2\), \(P(X \leq 0) = 0.0225 > 0.01\) | M1 | For \(P(X \leq 0) = 0.0225\). Condone just '\(n = 3\)' for final A mark dep on both M marks |
| So the least value of \(n\) for which the critical region is not empty and thus \(H_0\) could be rejected is 3 | A1 | CAO. If wrong \(H_1\) allow max M2A0 if correct probabilities seen |
| Alternative using logs: \(0.15^n < 0.01\) | M1 | |
| \(n > \log 0.01 / \log 0.15\) | M1 | |
| \(n > 2.427\), least \(n = 3\) | A1 |
# Question 2:
## Part (i)(A)
| Answer | Marks | Guidance |
|--------|-------|----------|
| $X \sim B(15, 0.85)$ | | |
| $P(\text{exactly 12 germinate}) = \binom{15}{12} \times 0.85^{12} \times 0.15^3$ | M1 | For $0.85^{12} \times 0.15^3$ |
| | M1 | For $\binom{15}{12} \times p^{12} \times q^3$ |
| $= 0.2184$ | A1 | CAO |
| **OR** from tables: $0.3958 - 0.1773 = 0.2185$ | M2, A1 | For $0.3958 - 0.1773$; CAO |
## Part (i)(B)
| Answer | Marks | Guidance |
|--------|-------|----------|
| $P(X < 12) = P(X \leq 11) = 0.1773$ | M1 | For $P(X \leq 11)$ or $P(\leq 11)$ (with no extras). CAO as final answer. May see alternative method: $0.3958 - 0.2185 = 0.1773$; $0.3958 - $ their wrong answer to part (i) scores M1A0 |
| | A1 | |
## Part (ii)
| Answer | Marks | Guidance |
|--------|-------|----------|
| Let $p$ = probability of a seed germinating (for the population) | B1 | For definition of $p$. See below for additional notes |
| $H_0: p = 0.85$ | B1 | For $H_0$ |
| $H_1: p < 0.85$ | B1 | For $H_1$. Dep on $< 0.85$ used in $H_1$. Do not allow just 'Germination rate will be lower' or similar. For use of 0.15 as P(not germinating), contact team leader. E0 for simply stating $H_1$ in words |
| $H_1$ has this form because the test is to investigate whether the proportion of seeds which germinate is lower | E1 | |
## Part (iii)
| Answer | Marks | Guidance |
|--------|-------|----------|
| Let $X \sim B(20, 0.85)$; $P(X \leq 13) = 0.0219$ | M1* | For probability (provided not as part of finding $P(X = 13)$). Ignore notation. No further marks if point probs used — $P(X = 13) = 0.0160$. DO NOT FT wrong $H_1$, but see extra notes |
| $0.0219 > 1\%$ | M1* dep | For comparison. Allow 'accept $H_0$' or 'reject $H_1$'. Must include 'sufficient evidence' or something similar such as 'to suggest that' ie an element of doubt either in the A or E mark. |
| So not enough evidence to reject $H_0$. Not significant. | A1* | For not significant oe |
| Conclude that there is not enough evidence to indicate that the proportion of seeds which have germinated has decreased | E1* dep | For conclusion in context. Must mention decrease, not just change |
**Alternative (Critical Region) Method:**
| Answer | Marks | Guidance |
|--------|-------|----------|
| Lower tail: $P(X \leq 13) = 0.0219 > 1\%$; $P(X \leq 12) = 0.0059 < 1\%$ | M1 | For either probability. No marks if CR not justified. Condone $\{0,1,2,\ldots,12\}$, $X \leq 12$, oe but not $P(X \leq 12)$ etc. Could get M1A0A1E1 if poor notation for CR. Do not allow just '13 not in CR' — must say 'not significant' or accept $H_0$ or similar |
| So critical region is $\{0,1,2,3,4,5,6,7,8,9,10,11,12\}$ | A1 | cao dep on at least one correct comparison with 1% |
| 13 not in CR so not significant | A1* | |
| There is insufficient evidence to indicate that the proportion of seeds which have germinated has decreased | E1* dep | |
## Part (iv)
| Answer | Marks | Guidance |
|--------|-------|----------|
| $33 < 35$ | M1 | For comparison. Allow '33 lies in the CR'. Must include 'sufficient evidence' or similar such as 'to suggest that'. Do not FT wrong $H_1$: in part (iv) ignore any interchanged $H_0$ and $H_1$ seen in part (ii) |
| So there is sufficient evidence to reject $H_0$ | A1* | If use a calculator to find $P(X \leq 33) = 0.000661$ and compare with 1% then B2 for $P(X \leq 33) = 0.000661 < 0.01$ so reject $H_0$ then final E1 as per scheme |
| Conclude that there is enough evidence to indicate that the proportion of seeds which have germinated has decreased | E1* dep | For conclusion in context. Must mention decrease, not just change |
## Part (v)
| Answer | Marks | Guidance |
|--------|-------|----------|
| For $n = 3$, $P(X \leq 0) = 0.0034 < 0.01$ | M1 | For $P(X \leq 0) = 0.0034$. Allow 0.003 |
| For $n = 2$, $P(X \leq 0) = 0.0225 > 0.01$ | M1 | For $P(X \leq 0) = 0.0225$. Condone just '$n = 3$' for final A mark dep on both M marks |
| So the least value of $n$ for which the critical region is not empty and thus $H_0$ could be rejected is 3 | A1 | CAO. If wrong $H_1$ allow max M2A0 if correct probabilities seen |
| **Alternative using logs:** $0.15^n < 0.01$ | M1 | |
| $n > \log 0.01 / \log 0.15$ | M1 | |
| $n > 2.427$, least $n = 3$ | A1 | |
2 It is known that on average 85\% of seeds of a particular variety of tomato will germinate. Ramesh selects 15 of these seeds at random and sows them.
\begin{enumerate}[label=(\roman*)]
\item (A) Find the probability that exactly 12 germinate.\\
(B) Find the probability that fewer than 12 germinate
The following year Ramesh finds that he still has many seeds left. Because the seeds are now one year old, he suspects that the germination rate will be lower. He conducts a trial by randomly selecting $n$ of these seeds and sowing them. He then carries out a hypothesis test at the $1 \%$ significance level to investigate whether he is correct.
\item Write down suitable null and alternative hypotheses for the test. Give a reason for your choice of alternative hypothesis.
\item In a trial with $n = 20$, Ramesh finds that 13 seeds germinate. Carry out the test.
\item Suppose instead that Ramesh conducts the trial with $n = 50$, and finds that 33 seeds germinate. Given that the critical value for the test in this case is 35 , complete the test.
\item If $n$ is small, there is no point in carrying out the test at the $1 \%$ significance level, as the null hypothesis cannot be rejected however many seeds germinate. Find the least value of $n$ for which the null hypothesis can be rejected, quoting appropriate probabilities to justify your answer.
\end{enumerate}
\hfill \mbox{\textit{OCR MEI S1 Q2 [19]}}