OCR MEI S2 2012 January — Question 4 17 marks

Exam BoardOCR MEI
ModuleS2 (Statistics 2)
Year2012
SessionJanuary
Marks17
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicChi-squared test of independence
TypeExpected frequencies partially provided
DifficultyModerate -0.3 This is a standard chi-squared test of independence with all calculations scaffolded. Parts (i) and (ii) are routine verification of given values using formulas, (iii) is a standard hypothesis test comparing to critical values, and (iv) requires basic interpretation of a provided table. The question requires only recall and application of standard procedures with no problem-solving or novel insight.
Spec5.06a Chi-squared: contingency tables

4 Birds are observed at feeding stations in three different places - woodland, farm and garden. The numbers of finches, thrushes and tits observed at each site are summarised in the table. The birds observed are regarded as a random sample from the population of birds of these species that use these feeding stations.
\multirow{2}{*}{Observed Frequency}Place
FarmGardenWoodlandTotals
\multirow{4}{*}{Species}Thrushes1174792
Tits702688184
Finches1721029
Totals98102105305
The expected frequencies under the null hypothesis for the usual \(\chi ^ { 2 }\) test are shown in the table below.
\multirow{2}{*}{Expected Frequency}Place
FarmGardenWoodland
\multirow{3}{*}{Species}Thrushes29.560730.767231.6721
Tits59.121361.534463.3443
Finches9.31809.69849.9836
  1. Verify that the entry 9.3180 is correct. The corresponding contributions to the test statistic are shown in the table below.
    \multirow{2}{*}{Contribution}Place
    FarmGardenWoodland
    \multirow{3}{*}{Species}Thrushes11.653960.748919.2192
    Tits2.001720.52019.5969
    Finches6.33326.11080.0000
  2. Verify that the entry 6.3332 is correct.
  3. Carry out the test at the \(1 \%\) level of significance.
  4. For each place, use the table of contributions to comment briefly on the differences between the observed and expected distributions of species.

(i)
Answer: Expected frequency = \(\frac{29}{305} \times 98 = 9.3180\)
AnswerMarks
Marks: M1A1
Guidance:
- M1 for row total × column total ÷ grand total
- NB Answer given
(ii)
Answer: Contribution = \((17 - 9.3180)^2 / 9.3180 = 6.3332\)
AnswerMarks
Marks: M1A1
Guidance:
- M1 for valid attempt at (fo − fe)² ÷ fe
- NB Answer given
(iii)
Answer:
\[H_0: \text{no association between place and species.}\]
\[H_1: \text{some association between place and species.}\]
Test statistic \(X^2 = 136.185\)
Refer to \(X_{.} ^2\)
Critical value at 1% level is 13.28
Result is significant
There is (strong) evidence to suggest association between place and species.
AnswerMarks Guidance
Marks: B1M1 A1
Guidance:
- B1 for hypotheses in context
- NB if \(H_0\) \(H_1\) reversed, or 'correlation' mentioned, do not award first B1 or final E1
- M1 for sum of contributions
- A1 for test statistic. Allow 136.1847
- B1 For 4 deg of freedom (seen)
- CAO For cv – no FT from here if wrong/omitted
- B1 For significant
- E1 for correct conclusion in context
(iv)
Answer:
Farm
Contribution of 11.6539 implies that there are (far) fewer thrushes than expected Also more finches than expected and more tits.
Garden
Contribution of 60.7489 implies that there are far more thrushes than expected. Contribution of 20.5201 implies that there are (far) fewer tits than expected. Also fewer finches than expected.
Woodland
Contribution of 19.2192 implies that there are (far) fewer thrushes than expected. Contribution of 9.5969 implies that there are (far) more tits than expected. Number of finches is as expected.
AnswerMarks Guidance
Marks: E2, 1.0E2,1,0 E2,1,0
Guidance:
- For each place - award E2 for an explicit reference to a value from the contributions table with a correct* corresponding comment, provided that no further incorrect statements are made regarding that place.
- *See table below
- Award E1 either for an explicit/implicit reference to a value from the contributions table with a correct corresponding comment accompanied by one or more incorrect comment for that place
- Allow alternative wording. e.g. 'more thrushes were expected' in place of 'there were fewer thrushes than expected'
AnswerMarks Guidance
FarmGarden Woodland
Thrushes11.6539 (far) fewer than expected 60.7489 Far more than expected
Tits2.0017 As expected/ more than expected 20.5201 (far) fewer than expected
Finches6.3332 (far) more than expected 6.1108 fewer than expected
## (i)

**Answer:** Expected frequency = $\frac{29}{305} \times 98 = 9.3180$

**Marks:** M1 | A1

**Guidance:**
- M1 for row total × column total ÷ grand total
- **NB Answer given**

---

## (ii)

**Answer:** Contribution = $(17 - 9.3180)^2 / 9.3180 = 6.3332$

**Marks:** M1 | A1

**Guidance:**
- M1 for valid attempt at (fo − fe)² ÷ fe
- **NB Answer given**

---

## (iii)

**Answer:**
$$H_0: \text{no association between place and species.}$$
$$H_1: \text{some association between place and species.}$$

Test statistic $X^2 = 136.185$

Refer to $X_{.} ^2$
Critical value at 1% level is 13.28
Result is significant
There is (strong) evidence to suggest association between place and species.

**Marks:** B1 | M1 | A1 | B1 | B1 | B1 | E1

**Guidance:**
- B1 for hypotheses in context
- NB if $H_0$ $H_1$ reversed, or 'correlation' mentioned, do not award first B1 or final E1
- M1 for sum of contributions
- A1 for test statistic. Allow 136.1847
- B1 For 4 deg of freedom (seen)
- CAO For cv – no FT from here if wrong/omitted
- B1 For significant
- E1 for correct conclusion in context

---

## (iv)

**Answer:**

**Farm**
Contribution of 11.6539 implies that there are (far) fewer thrushes than expected Also more finches than expected and more tits.

**Garden**
Contribution of 60.7489 implies that there are far more thrushes than expected. Contribution of 20.5201 implies that there are (far) fewer tits than expected. Also fewer finches than expected.

**Woodland**
Contribution of 19.2192 implies that there are (far) fewer thrushes than expected. Contribution of 9.5969 implies that there are (far) more tits than expected. Number of finches is as expected.

**Marks:** E2, 1.0 | E2,1,0 | E2,1,0 | [6]

**Guidance:**
- **For each place** - award E2 for an explicit reference to a value from the contributions table with a correct* corresponding comment, provided that no further incorrect statements are made regarding that place.
- *See table below
- Award E1 either for an explicit/implicit reference to a value from the contributions table with a correct corresponding comment accompanied by one or more incorrect comment for that place
- Allow alternative wording. e.g. 'more thrushes were expected' in place of 'there were fewer thrushes than expected'

| | Farm | Garden | Woodland |
|---|---|---|---|
| Thrushes | 11.6539 (far) fewer than expected | 60.7489 Far more than expected | 19.2192 (far) fewer than expected |
| Tits | 2.0017 As expected/ more than expected | 20.5201 (far) fewer than expected | 9.5969 (far) more than expected |
| Finches | 6.3332 (far) more than expected | 6.1108 fewer than expected | 0.0000 as expected |
4 Birds are observed at feeding stations in three different places - woodland, farm and garden. The numbers of finches, thrushes and tits observed at each site are summarised in the table. The birds observed are regarded as a random sample from the population of birds of these species that use these feeding stations.

\begin{center}
\begin{tabular}{|l|l|l|l|l|l|}
\hline
\multicolumn{2}{|c|}{\multirow{2}{*}{Observed Frequency}} & \multicolumn{4}{|c|}{Place} \\
\hline
 &  & Farm & Garden & Woodland & Totals \\
\hline
\multirow{4}{*}{Species} & Thrushes & 11 & 74 & 7 & 92 \\
\hline
 & Tits & 70 & 26 & 88 & 184 \\
\hline
 & Finches & 17 & 2 & 10 & 29 \\
\hline
 & Totals & 98 & 102 & 105 & 305 \\
\hline
\end{tabular}
\end{center}

The expected frequencies under the null hypothesis for the usual $\chi ^ { 2 }$ test are shown in the table below.

\begin{center}
\begin{tabular}{|l|l|l|l|l|}
\hline
\multicolumn{2}{|c|}{\multirow{2}{*}{Expected Frequency}} & \multicolumn{3}{|c|}{Place} \\
\hline
 &  & Farm & Garden & Woodland \\
\hline
\multirow{3}{*}{Species} & Thrushes & 29.5607 & 30.7672 & 31.6721 \\
\hline
 & Tits & 59.1213 & 61.5344 & 63.3443 \\
\hline
 & Finches & 9.3180 & 9.6984 & 9.9836 \\
\hline
\end{tabular}
\end{center}

(i) Verify that the entry 9.3180 is correct.

The corresponding contributions to the test statistic are shown in the table below.

\begin{center}
\begin{tabular}{|l|l|l|l|l|}
\hline
\multicolumn{2}{|r|}{\multirow{2}{*}{Contribution}} & \multicolumn{3}{|c|}{Place} \\
\hline
 &  & Farm & Garden & Woodland \\
\hline
\multirow{3}{*}{Species} & Thrushes & 11.6539 & 60.7489 & 19.2192 \\
\hline
 & Tits & 2.0017 & 20.5201 & 9.5969 \\
\hline
 & Finches & 6.3332 & 6.1108 & 0.0000 \\
\hline
\end{tabular}
\end{center}

(ii) Verify that the entry 6.3332 is correct.\\
(iii) Carry out the test at the $1 \%$ level of significance.\\
(iv) For each place, use the table of contributions to comment briefly on the differences between the observed and expected distributions of species.

\hfill \mbox{\textit{OCR MEI S2 2012 Q4 [17]}}