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Statistics Quiz

#1

What is the median of the following set of numbers: 3, 6, 9, 12, 15?

10.5
Explanation

Middle value; average of 10 and 11.

#2

Which measure of central tendency is most affected by outliers?

Mean
Explanation

Sensitive to extreme values; affected by outliers.

#3

What is the probability of rolling a prime number on a fair six-sided die?

1/6
Explanation

One prime number (2, 3, 5) out of six possible outcomes.

#4

Which of the following is NOT a measure of dispersion?

Median
Explanation

Measure of central tendency; not a measure of spread.

#5

In a statistical experiment, what does 'random sampling' refer to?

Ensuring every individual in the population has an equal chance of being selected for the sample
Explanation

Selection process without bias; every individual has an equal chance.

#6

What is the formula for calculating standard deviation?

√(Σ(xi - x̄)² / N)
Explanation

Square root of the average squared deviation from the mean.

#7

In a normal distribution, what percentage of data falls within one standard deviation from the mean?

68%
Explanation

Approximately two-thirds of data within one standard deviation.

#8

What is the formula for calculating the z-score of a data point?

(x - μ) / σ
Explanation

Standardized measure indicating the number of standard deviations from the mean.

#9

What does the p-value represent in hypothesis testing?

The probability of obtaining the observed results, or more extreme, assuming the null hypothesis is true
Explanation

Probability of observed results under the assumption that the null hypothesis is true.

#10

What is the formula for calculating the coefficient of determination (R-squared) in linear regression?

1 - (Σ(yi - ŷi)² / Σ(yi - ȳ)²)
Explanation

Proportion of variance explained by the regression model.

#11

What is the formula for calculating the coefficient of variation?

(Standard Deviation / Mean) * 100
Explanation

Relative measure of dispersion; expressed as a percentage.

#12

What is the formula for calculating the covariance between two variables X and Y?

Σ(xi * yi) / N
Explanation

Measure of joint variability; sum of product divided by sample size.

#13

What is the formula for the probability density function (PDF) of a normal distribution?

(1 / (σ * √(2π))) * e^(-((x - μ)² / (2σ²)))
Explanation

Bell-shaped curve; likelihood of observing a specific value.

#14

What is the formula for the confidence interval of the population mean with a known population standard deviation?

(x̄ ± (z * (σ / √n)))
Explanation

Range within which the true population mean is likely to fall.

#15

What is the formula for calculating the harmonic mean?

N / Σ(1 / xi)
Explanation

Reciprocal of the arithmetic mean of reciprocals.

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