Mathematics · Quantitative Aptitude
Statistics and Dispersion
559 Questions
Statistics and dispersion involve the calculation of mean, standard deviation, variance, and coefficient of variation for data sets. These questions also cover probability distributions and cumulative frequency analysis. Such quantitative aptitude topics are heavily featured in banking and SSC examinations.
Standard deviationNormal distributionMean calculationCumulative frequencyCoefficient of variation
Statistics and Dispersion Questions
In a confidence interval for a population proportion, what is the formula for calculating the standard error?
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Standard Error = (Sample Proportion) * (1 - Sample Proportion) / Sample Size
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Standard Error = (Sample Mean) / Sample Size
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Standard Error = (Standard Deviation) / Sample Size
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Standard Error = (Sample Proportion) * (Sample Size)
A
Correct answer
Explanation
For a confidence interval for a population proportion, the standard error is calculated using the formula: Standard Error = sqrt((Sample Proportion) * (1 - Sample Proportion) / Sample Size).
What is the formula for calculating the odds ratio?
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Odds Ratio = (Odds of disease in exposed / Odds of disease in unexposed)
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Odds Ratio = (Risk Ratio - 1) / Risk Ratio
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Odds Ratio = (Relative Risk - 1) / Relative Risk
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Odds Ratio = (Attributable Risk / (1 - Attributable Risk))
A
Correct answer
Explanation
Odds Ratio is calculated by dividing the odds of disease in exposed individuals by the odds of disease in unexposed individuals.
What is the expected value of a random variable?
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The average value of the random variable.
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The median value of the random variable.
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The mode value of the random variable.
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None of the above.
A
Correct answer
Explanation
The expected value of a random variable is the average value of the random variable. It is calculated by multiplying each possible value of the random variable by its probability and then summing the results.
In a normal distribution, what percentage of data falls within one standard deviation of the mean?
A
Correct answer
Explanation
In a normal distribution, approximately 68% of the data falls within one standard deviation of the mean.
What is the standard deviation of a random variable?
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The square root of the variance of the random variable
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The average value of the random variable
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The most likely value of the random variable
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The median value of the random variable
A
Correct answer
Explanation
The standard deviation of a random variable is the square root of the variance of the random variable. It is a measure of how spread out the values of the random variable are.
In a simple random sample of size n, the probability of selecting any specific individual from the population is:
C
Correct answer
Explanation
In a simple random sample, each individual in the population has an equal chance of being selected, so the probability of selecting any specific individual is 1/N, where N is the population size.
In a normal population with mean (\mu) and standard deviation (\sigma), the sampling distribution of the sample mean (\overline{X}) for samples of size n is:
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Normal with mean \(\mu\) and standard deviation \(\sigma\)
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Normal with mean \(\mu\) and standard deviation \(\sigma/\sqrt{n}\)
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Normal with mean \(\mu\) and standard deviation \(\sigma\sqrt{n}\)
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Normal with mean \(\mu/n\) and standard deviation \(\sigma\)
B
Correct answer
Explanation
The sampling distribution of the sample mean follows a normal distribution with mean (\mu) and standard deviation (\sigma/\sqrt{n}), where n is the sample size.
What is the average HDI of the world?
A
Correct answer
Explanation
The average HDI of the world is 0.7, according to the 2020 Human Development Report.
What is the range of values for a validity coefficient?
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0 to 1
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-1 to 1
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0 to infinity
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-1 to infinity
B
Correct answer
Explanation
A validity coefficient can range from -1 to 1, with -1 indicating perfect negative correlation, 0 indicating no correlation, and 1 indicating perfect positive correlation.
The range of a dataset is calculated by:
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Maximum value - Minimum value
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Maximum value + Minimum value
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Mean - Median
A
Correct answer
Explanation
The range is the difference between the maximum and minimum values in a dataset.
The median of a dataset is:
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The middle value when the data is arranged in ascending order
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The average of the two middle values when the data is arranged in ascending order
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The value that occurs most frequently
A
Correct answer
Explanation
The median is the middle value when the data is arranged in ascending order. If there are an even number of observations, the median is the average of the two middle values.
The interquartile range (IQR) is calculated as:
A
Correct answer
Explanation
The interquartile range (IQR) is the difference between the third quartile (Q3) and the first quartile (Q1).
The empirical rule states that, in a normal distribution, approximately what percentage of data falls within one standard deviation of the mean?
A
Correct answer
Explanation
The empirical rule states that, in a normal distribution, approximately 68% of data falls within one standard deviation of the mean.
In a normal distribution, the mean, median, and mode are all equal. True or False?
A
Correct answer
Explanation
In a normal distribution, the mean, median, and mode are all equal to the same value.
Find the mean of the following numbers: 12, 15, 18, 21, 24.
C
Correct answer
Explanation
The mean of a set of numbers is calculated by adding all the numbers and dividing the sum by the number of numbers. In this case, we have (12 + 15 + 18 + 21 + 24) ÷ 5 = 90 ÷ 5 = 18.