Question 1
Useful Data has been mentioned above.
This data attachment is just for a reference & not for an evaluation.

The IIT Madras BS Statistics for Data Science II (Stats 2) End Term paper sat on 14 Sept 2025, in the May 2025 term, set 2: 27 questions for 47 marks in 180 minutes. Every question is below with its answer. Take it as a timed mock test to be marked, or read it through first.
Useful Data has been mentioned above.
This data attachment is just for a reference & not for an evaluation.
Correct answer
Useful Data has been mentioned above.
Let be i.i.d. Exp . Find the value of . Enter the answer correct to two decimal places.
A written answer, not marked automatically.
Let be i.i.d. samples from with unknown parameters and . Consider an estimator of defined as
If is an unbiased estimator of , then find the value of and Risk( ) .




Correct answer

Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
Enter the correct option number for .
A written answer, not marked automatically.
Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
Enter the correct option number for .
A written answer, not marked automatically.
Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
Enter the correct option number for .
A written answer, not marked automatically.
Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
Enter the correct option number for .
A written answer, not marked automatically.
Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
Enter the correct option number for .
A written answer, not marked automatically.
Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
Enter the correct option number for .
A written answer, not marked automatically.
The number of complaints per hour at a call center is modeled by a Poisson distribution. The observed number of complaints over different periods of five hour shifts are 3, 2, 4, 1 and 2. Assume the prior distribution of to be Gamma( ). Find the posterior distribution of .
Gamma(16,5)
Beta(16, 6)
Gamma(6,16)
Gamma(16,6)
Correct answer
Gamma(16,6)
Suppose Normal( with an unknown variance . For = 25 i.i.d. samples of , the observed sample mean is 52.4, and the sample standard deviation is 4. Let the null and alternative hypotheses be and . Consider a test that rejects if for some constant at 5% level of significance. Find the value of . Enter the answer correct to two decimal places.
A written answer, not marked automatically.
Let be the number of questions asked by a randomly selected student during a live session. The probability mass function of is given by
Based on the above data, answer the given subquestions.
Given that a student had asked at least one question, what is the probability that the student asked exactly 2 questions? Enter the answer correct to two decimal places.
A written answer, not marked automatically.
Let be the number of questions asked by a randomly selected student during a live session. The probability mass function of is given by
Based on the above data, answer the given subquestions.
Define a new random variable . Find the value of .
A written answer, not marked automatically.
Let Bernoulli(0.6) and Bernoulli(0.3) be independent random variables. Define a new random variable . Based on the above data, answer the given subquestions.
Find the value of . Enter the answer correct to two decimal places.
A written answer, not marked automatically.
Let Bernoulli(0.6) and Bernoulli(0.3) be independent random variables. Define a new random variable . Based on the above data, answer the given subquestions.
Find the moment generating function (MGF) of .
—
—
—
—
Correct answer
—
Let be a discrete random variable such that {0, 1} with where is an unknown parameter. Consider a random sample (0, 1, 1, 0, 1) from . Based on the above data, answer the given subquestions.
Find the value of method of moment estimate of .




Correct answer

Let be a discrete random variable such that {0, 1} with where is an unknown parameter. Consider a random sample (0, 1, 1, 0, 1) from . Based on the above data, answer the given subquestions.
Find the difference between the value of the method of moment estimate and the maximum likelihood estimate of .
A written answer, not marked automatically.
A student is attempting to solve logic puzzles on an online platform. The number of attempts required to solve a puzzle for the first time is modeled as a Geometric distribution. The student's attempts observed for solving 4 different puzzles are 2, 3, 1, and 2. Assume prior distribution of to be Beta . Based on the above data, answer the given subquestions.
Find the posterior distribution of .
Gamma
Beta
Beta
Beta
Correct answer
Beta
A student is attempting to solve logic puzzles on an online platform. The number of attempts required to solve a puzzle for the first time is modeled as a Geometric distribution. The student's attempts observed for solving 4 different puzzles are 2, 3, 1, and 2. Assume prior distribution of to be Beta . Based on the above data, answer the given subquestions.
Find the posterior mean. Enter the answer correct to two decimal places.
A written answer, not marked automatically.
A pharmaceutical company claims that its new drug reduces systolic blood pressure by an average of 10 mmHg, with a known standard deviation of 2 mmHg. A medical researcher believes that the drug may be less effective than claimed. To test this claim, she conducts a study on a random sample of 64 patients and measures the reduction in systolic blood pressure after using the drug for 2 weeks. The researcher decides to reject the company's claim if sample mean and accept it otherwise. Based on the above data, answer the given subquestions.
Define null and alternative hypotheses.
—
—
—
—
Correct answer
—
A pharmaceutical company claims that its new drug reduces systolic blood pressure by an average of 10 mmHg, with a known standard deviation of 2 mmHg. A medical researcher believes that the drug may be less effective than claimed. To test this claim, she conducts a study on a random sample of 64 patients and measures the reduction in systolic blood pressure after using the drug for 2 weeks. The researcher decides to reject the company's claim if sample mean and accept it otherwise. Based on the above data, answer the given subquestions.
Find the power of the test for . Enter the answer correct to two decimal places.
A written answer, not marked automatically.
Setup : A machine is set to fill packets with an average of 500g of flour with a known standard deviation of 20g. Let the null and alternative hypotheses be and . To verify this, a quality team selects a random sample of 64 packets and defined the critical region as . Find the power of the test against the alternative . (See the "Useful data" given in question number 2 for values. ) Solution: Since the population standard deviation is known, the sampling distribution of under the null hypothesis will be distribution with mean and variance . To find the power of the test, we will solve: Consider the following options for the blanks.
Answer the given sub-questions. Note: Enter only the correct option number (e.g. 8) without any brackets or punctuation.
A written answer, not marked automatically.
Let be the number of questions asked by a randomly selected student during a live session. The probability mass function of is given by
Based on the above data, answer the given subquestions.
A written answer, not marked automatically.
Let Bernoulli(0.6) and Bernoulli(0.3) be independent random variables. Define a new random variable . Based on the above data, answer the given subquestions.
A written answer, not marked automatically.
Let be a discrete random variable such that {0, 1} with where is an unknown parameter. Consider a random sample (0, 1, 1, 0, 1) from . Based on the above data, answer the given subquestions.
A written answer, not marked automatically.
A student is attempting to solve logic puzzles on an online platform. The number of attempts required to solve a puzzle for the first time is modeled as a Geometric distribution. The student's attempts observed for solving 4 different puzzles are 2, 3, 1, and 2. Assume prior distribution of to be Beta . Based on the above data, answer the given subquestions.
A written answer, not marked automatically.
A pharmaceutical company claims that its new drug reduces systolic blood pressure by an average of 10 mmHg, with a known standard deviation of 2 mmHg. A medical researcher believes that the drug may be less effective than claimed. To test this claim, she conducts a study on a random sample of 64 patients and measures the reduction in systolic blood pressure after using the drug for 2 weeks. The researcher decides to reject the company's claim if sample mean and accept it otherwise. Based on the above data, answer the given subquestions.
A written answer, not marked automatically.