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Business Analytics · End Term · 28 Apr 2024 · January 2024 term

Question 22: What is the expected number of “Female Learners” who sho…

Question 22

+1.5 marksNumerical answer

The BA discourse is often cluttered with queries / requests related to solutions for Past Year Question Papers (PYQP). The course instructor, Dr. Milo, had been informing that students need to put in effort to find solutions by searching the discourse. However, the results seem to disappointing. Therefore, Dr. Milo wanted to do a few basic analytics on discourse behaviour of students. Past student data was collected for the analysis.
Past data was collected for the BA terms in Jan-2022, May-2022, Sep-2022, Jan-2023, May-2023 and Sep-2023. For each term, 100 randomly selected unique student IDs were sampled. Of the 100 student IDs, 50 were “Male” and the remaining were “Female”. The learners in the discourse have either “followed the instructions” or “not followed the instructions” or “have not accessed the discourse at all” (these three are referred to as access categories). Specifically, for the sample data in the different terms (in sequence of earliest term to later term i.e. Jan-2022 to Sep-2023) it was observed that
1. For the Male sample: 20, 30, 25, 45, 25 and 35 had not followed the instructions (respectively in each term i.e 20 male learners had followed the instructions in Jan-2022 term and so on) 2. For the Male sample: 2, 10, 5, 4, 5 and 3 had not accessed discourse at all (respectively in each term i.e 2 male learners had not accessed discourse at all in Jan-2022 term and so on) 3. For the female sample: 15, 22, 32, 25, 20 and 20 had followed the instructions (respectively in each term i.e 15 female learners had followed the instructions in Jan-2022 term and so on) and the rest of the learners in the respective samples had not followed the instructions
Moreover, Dr. Milo assumes that all learners in the “followed the instructions” category are Normally distributed with a mean of 18 and standard deviation of 4. Each BA term is taken as a sample point to identify the required counts (for this specific analysis). A binning of data is performed with the following three bins (which capture the number of learners who follow the instructions in a sample). These bins, divide the solution space into equal areas.
Bin-1: [less than or equal to 35]
Bin-2: [36 to less than or equal to 50]
Bin-3: [51 to less than or equal to 100]
Given this information, answer the given subquestions

What is the expected number of “Female Learners” who should be in the “not followed the instructions” category, if Dr. Milo was interested to see if there is independence between the learners in different gender in different access categories in different terms (Hint: all the categorical variables must be taken separately).

(Note: Enter the answer rounded to two decimal places. For example, if the answer is “1.234”, then enter it as “1.23”)

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Correct answer: 27.5 (accepted within ±0.5)

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Question 22 of 32 in the IIT Madras BS Business Analytics (Business Analytics) End Term paper sat on 28 Apr 2024, in the January 2024 term (IIT M FOUNDATION DIPLOMA AN EXAM QDF3 28 Apr 2024). It carries 1.5 marks.

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