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Write the interpretation for the following regression model

26-02-2024 21:42   Learning   Mumbai   18 views Reference: 10734

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Decision Science

Q1. Calculate the probability for the following statements. Draw the Probability tree diagram also.

In a medical college of Pune (a class of 100 people), 30 % people Like to have Misal-pav on the farewell party as per the google form survey. Remaining people have chosen vadapav. Out of those who have chosen Misal-pav 50 % said that they would eat only Jain Misal pav. Well, 30 % of those have chosen Vadapav, also said they would have Jain Vadapav only.

· What is the stack (percent & number) of people Who will have Jain Food (including MISal pav and Vadapav)

· What is the probability of selecting a person who would eat Misal pav given that person’s diet type is Jain.

Note: Handmade drawing of Diagram is prohibited; prepare it with the help of software like MS-Word.

Q2. Write the interpretation for the following regression model. You are advised to run the analysis using MS EXCEL.

Here Hiranmayee Dhar, an entrepreneur who is running “Pashminaa” a store of Pashmina shawls. She is targeting customers via social media applications; she has chosen Instagram as a platform and had also chosen REELs to advertise her products. She is looking for a forecasting model to understand the impact of no of likes of the REELs demonstrating product and its sales (in number of units).

Reel Number

Number of units sold

Number of likes

Reel 1

24

1503

Reel 2

24

1564

Reel 3

24

1649

Reel 4

24

1882

Reel 5

26

1924

Reel 6

28

1937

Reel 7

28

1944

Reel 8

29

2086

Reel 9

30

2150

Reel 10

31

2215

Reel 11

32

2366

Reel 12

32

2472

Reel 13

35

2622

Reel 14

35

2792

Reel 15

36

2871

Reel 16

36

2973

Reel 17

38

3000

Reel 18

38

3024

Reel 19

39

3319

Reel 20

40

3336

Reel 21

41

3337

Reel 22

41

3413

Reel 23

41

3479

Reel 24

42

3577

Reel 25

46

3617

Reel 26

46

3922

Reel 27

46

4332

Reel 28

48

4562

Reel 29

48

4577

Reel 30

48

4763

Reel 31

49

4964

  • Write the regression model.
  • Discuss the R-square, Multiple R
  • Discuss the ANOVA
  • Discuss the Significance of Independent variable and B1 value.

Q3.a) Draw an appropriate chart for the following. Also write your clarification for choosing that graph. For each variable identify a time-series component present if you consider the long- term pattern.

Table: Production of Commercial crops. (Source: RBI)

Year

Groundnut (Lakh Tonnes)

Rapeseed & Mustard (Lakh Tonnes)

Soyabean (Lakh Tonnes)

2000-01

64

42

53

2001-02

70

51

60

2002-03

41

39

47

2003-04

81

63

78

2004-05

68

76

69

2005-06

80

81

83

2006-07

49

74

89

2007-08

92

58

110

2008-09

72

72

99

2009-10

54

66

100

2010-11

83

82

127

2011-12

70

66

122

2012-13

47

80

147

2013-14

97

79

119

2014-15

74

63

104

2015-16

67

68

86

2016-17

75

79

132

2017-18

93

84

109

2018-19

67

93

133

2019-20

100

91

112

2020-21

102

102

126

2021-22

101

118

130

Note: Here you are advised to use Software like EXCEL for making Graphs, copy them and paste in your assignment file. Snapshots are not allowed.

Q3.b) Write the sampling plan for the following study. Also write, what is recommended according to you, census survey or sample Survey?

Imagine yourself doing PhD in NMIMS, for one of your research papers you do require a primary survey to understand the social media consumption of LinkedIn users. Your goal is to understand why they are using LinkedIn, for how many hours a day, and their activities they do on the same platform. You do have research questionnaire in your hand as per your proper literature study. Now, the question is about survey and data collection.

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