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平成26年度 秋期 ITパスポート試験 問95

This question's explanation and your answers so far.

問95
頻出度★★☆

F 教育機関では,P,Q,R,S,T,U の六つの組がある。各組の受講生数は,P,Q 組が 35 名,R 組が 25 名,S,T,U 組が 30 名である。このたび,6 組共通のテストを行い,採点結果の分析を行うことになった。 〔テストの採点結果の分析の概要〕 (1) テストの問題数は 10 問で,1 問を 1 点として,10 点満点である。 (2) 図 1 は,テストの採点結果入力のワークシートである。ワークシートのセル B2~B36 には,P 組の受講生の得点を入力する。同様に,ワークシートの列 C~G に,それぞれ Q~U 組の得点を入力する。 (3) テストの採点結果の分析は,得点の平均(以下,平均点という)及び標準偏差を使って行う。 標準偏差は,得点のばらつきの度合いを表す指標である。受講生数がそれぞれ 100 人で,得点が 1~4 点に分布する表 1 の分布例 1~5 とその平均点及び標準偏差を例にとると,分布例 1 や分布例 2 のように,全員が同じ得点だった場合は,平均点に対して全く得点のばらつきがないことから標準偏差は 0 になる。また,分布例 3~5 のように,平均点が同じでも,得点のばらつきが大きいほど,標準偏差は大きくなる。 表 1 分布例 1~5 とその平均点及び標準偏差

得点分布例 1分布例 2分布例 3分布例 4分布例 5
10001020
21000504030
300504030
4010001020
平均点2.04.02.52.52.5
標準偏差0.0000.0000.5000.8061.025

T組とU組の得点分布は,図4のとおりであった。この二つの組の平均点と標準偏差に関する記述として,適切なものはどれか。

出典 平成26年度 秋期 ITパスポート試験 問95
解説

問 95

  • Incorrectア

    The first half, saying the mean scores are the same, is wrong. Both classes do share the same mode, a score of 5 (9 students), but the frequencies lean to different sides: in Class T, 16 students fall above 5 points (scores 6 to 9), while in Class U, 16 students fall below (scores 1 to 4). The mean scores are therefore about 5.77 and about 4.23 points, a difference of roughly 1.53 points. Matching modes do not guarantee matching means, and that is the trap in this option. The second half, saying the standard deviations differ, is also wrong: both are about 1.45.

  • イ

    正解 Reading the frequencies from Figure 4: Class T has 2 students scoring 3, 3 scoring 4, 9 scoring 5, 7 scoring 6, 5 scoring 7, 3 scoring 8, and 1 scoring 9 (30 students in total); Class U has 1 student scoring 1, 3 scoring 2, 5 scoring 3, 7 scoring 4, 9 scoring 5, 3 scoring 6, and 2 scoring 7 (30 students in total). The total for Class T is 3×2+4×3+5×9+6×7+7×5+8×3+9×1 = 173, so its mean score is 173÷30 ≒ 5.77 points; the total for Class U is 1×1+2×3+3×5+4×7+5×9+6×3+7×2 = 127, so its mean score is 127÷30 ≒ 4.23 points. The mean scores are therefore different. On the other hand, looking at the sequence of frequencies, Class U is exactly the shape of Class T mirrored about a score of 5 (the number of students scoring k in Class U equals the number scoring 10−k in Class T), so the spread of the distribution is identical. Standard deviation is a measure of how far the data lie from the mean, so its value does not change when a distribution is shifted or mirrored. Calculating it confirms this: both classes have a variance of ≒ 2.11 and a standard deviation of ≒ 1.45. Therefore イ, which states that the mean scores are different but the standard deviations are the same, is the correct answer.

  • Incorrectウ

    It is true that the standard deviations are the same, but saying the mean scores are also the same is wrong. Class T is distributed over scores 3 to 9 and Class U over scores 1 to 7, so the two ends appear to be offset by 2 points; however, this is not a shift of the whole distribution but a mirroring about a score of 5. The difference in mean scores is therefore not 2 points but about 1.53 points (5.77 points versus 4.23 points). Either way, the mean scores do not match.

  • Incorrectエ

    It is true that the mean scores are different, but saying the standard deviations are also different is wrong. The distribution of Class U is simply the distribution of Class T mirrored horizontally, so the breakdown of how far each data point lies from the mean is identical in both classes. Calculation confirms that both have a variance of about 2.11 and a standard deviation of about 1.45 points, an exact match. Even if the position of the distribution is offset, the standard deviation does not change as long as the shape is the same.

ここがポイント
  • The mean expresses the position (center) of a distribution while the standard deviation expresses its dispersion (spread); they are separate measures, and one being the same does not mean the other is too. Note also that matching modes do not imply matching means.
  • If a frequency distribution is shifted or mirrored horizontally, the standard deviation (and the variance) stays the same as long as the shape is unchanged; only the mean changes.
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