An investment broker at a major investment company claims that she has found a mutual fund that is a true winner. This particular fund has outperformed the standard market index in 37 out of 52 weeks. Could this be purely due to chance (that is the probability that a particular fund does better than the market index is 50%) or did she really find a winning investment? Use the binomial distribution calculations to answer the question.
When we use the exact test using binomial distribution, the hypothesis and the test statistics looks lies as follow,
where, p0 = 0.50
The distribution of random variable X is,
where, n = 52 and p = 0.50
The P-value is obtained using the formula,
Where, n = 52, k = 37 and p = 0.50
For the calculation purpose excel is used to calculate the probability using the function
=1-BINOM.DIST(37,52,0.5,TRUE)
Conclusion:
Since the p-value is 0.000598 less than 0.05 at 5% significance level, we can conclude that there is significant number of week that a particular fund is outperformed the standard market. Hence the probability is no due to chance.
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