1. The systematic component of time series which follows regular pattern of variation is:
(A) Signal (B) Noise (C) Error (D) Model
Correct Answer: (A) Signal — The systematic, regularly-repeating part of a time series is called the signal; the irregular, unpredictable part is the noise.
2. Which of the following is a simple hypothesis if u₀ = 10:
(A) μ < μ₀ (B) μ > μ₀ (C) μ ≠ μ₀ (D) μ = μ₀
Correct Answer: (D) μ = μ₀ — A simple hypothesis specifies one exact value of the parameter; the other options describe a range of values (composite hypotheses).
3. The standard error increases as the sample size is:
(A) Not changed (B) Increased (C) Fixed (D) Decreased
Correct Answer: (D) Decreased — Standard error = σ/√n, so it gets larger as the sample size n gets smaller.
4. The regression line always passes through the point:
(A) (X̄, Ȳ) (B) (μ, σ) (C) (X, Y) (D) (0, 1)
Correct Answer: (A) (X̄, Ȳ) — Every regression line passes through the point of means, (X̄, Ȳ).
5. Suppose that sample mean X̄ = 120 and upper limit of 90% confidence interval is 132. The lower limit will be:
(A) 112 (B) 190 (C) 30 (D) 108
Correct Answer: (D) 108 — A confidence interval is symmetric about the mean: margin of error = 132 − 120 = 12, so lower limit = 120 − 12 = 108.
6. In normal distribution P (−∞ < X < ∞) is equal to:
(A) 0 (B) ∞ (C) 1 (D) −∞
Correct Answer: (C) 1 — The total area under any probability distribution curve, covering all possible values, always equals 1.
7. If (A) = 60, (B) = 40 and (AB) = 24, n = 100 then A and B are called:
(A) Positively associated (B) Negatively associated (C) Independent attributes (D) Skewed
Correct Answer: (C) Independent attributes — Expected frequency under independence = (A)(B)/n = (60 × 40)/100 = 24, which matches the actual (AB) = 24, confirming independence.
8. A population which consists of unlimited number of elements is called:
(A) Finite population (B) Infinite population (C) Sampled population (D) Composite population
Correct Answer: (B) Infinite population — A population with no fixed, countable limit on the number of elements is called infinite.
9. The sum of squares of residuals Σe² is always:
(A) Zero (B) Minimum (C) Maximum (D) One
Correct Answer: (B) Minimum — The least squares method fits a regression line specifically to minimize Σe².
10. Normal distribution has maximum ordinate at its:
(A) Q.D. (B) S.D. (C) M.D. (D) Mean
Correct Answer: (D) Mean — The normal curve is symmetric and bell-shaped, peaking exactly at the mean.
11. Independent variable is also called a:
(A) Constant (B) Regressand (C) Not fixed (D) Regressor
Correct Answer: (D) Regressor — In regression analysis, the independent (predictor) variable is called the regressor; the dependent variable is the regressand.
12. In standard normal distribution standard deviation is always:
(A) 0 (B) 2 (C) 1 (D) −1
Correct Answer: (C) 1 — The standard normal distribution is defined to have mean 0 and standard deviation exactly 1.
13. The brain of the computer is known as:
(A) ALU (B) ROM (C) RAM (D) CPU
Correct Answer: (D) CPU — The Central Processing Unit carries out instructions and controls all operations, so it is called the brain of the computer.
14. If byx = −0.75, bxy = −0.33 then the correlation coefficient r is:
(A) 0.5 (B) 0 (C) 1 (D) −0.5
Correct Answer: (D) −0.5 — r = ±√(byx × bxy) = ±√(0.75 × 0.33) ≈ ±0.5. Since both regression coefficients are negative, r is negative: r = −0.5.
15. For a (5 × 4) contingency table, degree of freedom is:
(A) 15 (B) 20 (C) 12 (D) 9
Correct Answer: (C) 12 — Degrees of freedom = (rows − 1)(columns − 1) = (5 − 1)(4 − 1) = 4 × 3 = 12.
16. Rejecting H₀ when H₀ is true is a:
(A) Type-I error (B) Type-II error (C) Correct decision (D) Standard error
Correct Answer: (A) Type-I error — Incorrectly rejecting a true null hypothesis is defined as a Type-I error.
17. The simple random sampling is a type of --- sampling:
(A) Probability (B) Non-probability (C) Infinite (D) Quantity
Correct Answer: (A) Probability — In simple random sampling, every element has a known, equal chance of selection, making it a probability sampling method.
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