Multiple multiple choice (100 follower special)

100 people were asked a multiple-choice question with three choices. Of these, 63 people gave the correct answer. Which statement can be made?

Assumptions: The participants can be divided into two groups. People in the first group know the right answer and always answer the question correctly. People of the second group only guess, so that their answers are purely random and all possible answers occur with equal probability.

The majority of people knew the right answer The majority of people have guessed the answers Cannot be determined

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2 solutions

Markus Michelmann
May 15, 2018

There are L L persons who know the right answer, and K K persons who guess blindly. Of the second group, there are k k people who happened to guess correctly. The probability of guessing correctly from three answer options is p = 1 / 3 p = 1/3 . The variable k k is binomial-distributed, so that the probability P ( k ) P (k) for exactly k k correct answers is given by P ( k ) = K ! k ! ( K k ) ! p k ( 1 p ) K k P(k) = \frac{K!}{k! (K - k)!} p^{k} (1 - p)^{K - k} The expected value k \langle k \rangle and standard deviation σ k \sigma_k of this distribution are given by k = K p σ k = K p ( 1 p ) \begin{aligned} \langle k \rangle &= K p \\ \sigma_k &= \sqrt{K p (1 - p)} \end{aligned} Suppose it is L = K = 50 L = K = 50 . Then the numbers results to k 16.7 σ k 3.3 \begin{aligned} \langle k \rangle &\approx 16.7 \\ \sigma_k &\approx 3.3 \end{aligned} In fact, there are L + k = 63 L + k = 63 correct answers, so that in this case we have k = 13 k = 13 . Thus, this value lies within the error interval k σ k < k < k + σ k \langle k \rangle - \sigma_k <k <\langle k \rangle + \sigma_k and fits perfectly with our assumption L = K = 50 L = K = 50 . Therefore, we expect that the numbers L L and K K are approximately equal. At least no statement can be made as to which of the two groups is larger.

We can safely assume L + E(k) = 63

Som Ghosh - 1 year, 10 months ago
Geoff Pilling
Nov 28, 2018

Without any math, although statistically unlikely, we know that the 63 people could have all known the answer or could have all guessed, or anywhere in between. Therefore, we can't determine whether the majority knew.

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