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HR <- read.csv("train.csv")
HR## employee_id department region education gender
## 1 65438 Sales & Marketing region_7 Master's & above f
## 2 65141 Operations region_22 Bachelor's m
## 3 7513 Sales & Marketing region_19 Bachelor's m
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## [ reached 'max' / getOption("max.print") -- omitted 47666 rows ]#Data Description
#Data Inspection
## employee_id department region education gender
## 1 65438 Sales & Marketing region_7 Master's & above f
## 2 65141 Operations region_22 Bachelor's m
## 3 7513 Sales & Marketing region_19 Bachelor's m
## 4 2542 Sales & Marketing region_23 Bachelor's m
## 5 48945 Technology region_26 Bachelor's m
## 6 58896 Analytics region_2 Bachelor's m
## recruitment_channel no_of_trainings age previous_year_rating
## 1 sourcing 1 35 5
## 2 other 1 30 5
## 3 sourcing 1 34 3
## 4 other 2 39 1
## 5 other 1 45 3
## 6 sourcing 2 31 3
## length_of_service KPIs_met..80. awards_won. avg_training_score is_promoted
## 1 8 1 0 49 0
## 2 4 0 0 60 0
## 3 7 0 0 50 0
## 4 10 0 0 50 0
## 5 2 0 0 73 0
## 6 7 0 0 85 0tail(HR)## employee_id department region education gender
## 54803 6915 Sales & Marketing region_14 Bachelor's m
## 54804 3030 Technology region_14 Bachelor's m
## 54805 74592 Operations region_27 Master's & above f
## 54806 13918 Analytics region_1 Bachelor's m
## 54807 13614 Sales & Marketing region_9 m
## 54808 51526 HR region_22 Bachelor's m
## recruitment_channel no_of_trainings age previous_year_rating
## 54803 other 2 31 1
## 54804 sourcing 1 48 3
## 54805 other 1 37 2
## 54806 other 1 27 5
## 54807 sourcing 1 29 1
## 54808 other 1 27 1
## length_of_service KPIs_met..80. awards_won. avg_training_score
## 54803 2 0 0 49
## 54804 17 0 0 78
## 54805 6 0 0 56
## 54806 3 1 0 79
## 54807 2 0 0 45
## 54808 5 0 0 49
## is_promoted
## 54803 0
## 54804 0
## 54805 0
## 54806 0
## 54807 0
## 54808 0dim(HR)## [1] 54808 14names(HR)## [1] "employee_id" "department" "region"
## [4] "education" "gender" "recruitment_channel"
## [7] "no_of_trainings" "age" "previous_year_rating"
## [10] "length_of_service" "KPIs_met..80." "awards_won."
## [13] "avg_training_score" "is_promoted"str(HR)## 'data.frame': 54808 obs. of 14 variables:
## $ employee_id : int 65438 65141 7513 2542 48945 58896 20379 16290 73202 28911 ...
## $ department : chr "Sales & Marketing" "Operations" "Sales & Marketing" "Sales & Marketing" ...
## $ region : chr "region_7" "region_22" "region_19" "region_23" ...
## $ education : chr "Master's & above" "Bachelor's" "Bachelor's" "Bachelor's" ...
## $ gender : chr "f" "m" "m" "m" ...
## $ recruitment_channel : chr "sourcing" "other" "sourcing" "other" ...
## $ no_of_trainings : int 1 1 1 2 1 2 1 1 1 1 ...
## $ age : int 35 30 34 39 45 31 31 33 28 32 ...
## $ previous_year_rating: int 5 5 3 1 3 3 3 3 4 5 ...
## $ length_of_service : int 8 4 7 10 2 7 5 6 5 5 ...
## $ KPIs_met..80. : int 1 0 0 0 0 0 0 0 0 1 ...
## $ awards_won. : int 0 0 0 0 0 0 0 0 0 0 ...
## $ avg_training_score : int 49 60 50 50 73 85 59 63 83 54 ...
## $ is_promoted : int 0 0 0 0 0 0 0 0 0 0 ...HR$employee_id <- as.character(HR$employee_id)HR$is_promoted <- as.numeric(HR$is)colSums(is.na(HR))## employee_id department region
## 0 0 0
## education gender recruitment_channel
## 0 0 0
## no_of_trainings age previous_year_rating
## 0 0 4124
## length_of_service KPIs_met..80. awards_won.
## 0 0 0
## avg_training_score is_promoted
## 0 0anyNA(HR)## [1] TRUElibrary(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(tidyr)select(.data= HR,
- recruitment_channel,
- previous_year_rating,
- KPIs_met..80.,
- region)## employee_id department education gender no_of_trainings age
## 1 65438 Sales & Marketing Master's & above f 1 35
## 2 65141 Operations Bachelor's m 1 30
## 3 7513 Sales & Marketing Bachelor's m 1 34
## 4 2542 Sales & Marketing Bachelor's m 2 39
## 5 48945 Technology Bachelor's m 1 45
## 6 58896 Analytics Bachelor's m 2 31
## 7 20379 Operations Bachelor's f 1 31
## 8 16290 Operations Master's & above m 1 33
## 9 73202 Analytics Bachelor's m 1 28
## 10 28911 Sales & Marketing Master's & above m 1 32
## 11 29934 Technology m 1 30
## 12 49017 Sales & Marketing Bachelor's f 1 35
## 13 60051 Sales & Marketing Bachelor's m 1 49
## 14 38401 Technology Master's & above m 2 39
## 15 77040 R&D Master's & above m 1 37
## 16 43931 Operations Bachelor's m 1 37
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## 18 9403 Sales & Marketing Bachelor's m 1 34
## 19 17436 Sales & Marketing Bachelor's m 1 34
## 20 54461 Operations Bachelor's m 1 37
## 21 12067 Procurement Bachelor's m 1 35
## 22 33332 Operations m 1 41
## 23 58789 Finance Bachelor's f 1 28
## 24 71177 Procurement Bachelor's m 1 27
## 25 52057 Finance Master's & above m 2 39
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## 31 27395 Procurement Bachelor's m 1 37
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## 33 35465 Sales & Marketing f 1 24
## 34 51756 Operations Bachelor's m 2 57
## 35 57011 Analytics Bachelor's m 2 27
## 36 77064 Sales & Marketing Bachelor's m 1 40
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## 38 47123 Sales & Marketing Bachelor's f 1 40
## 39 56275 Sales & Marketing Master's & above m 1 42
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## 42 40097 Operations Bachelor's f 2 23
## 43 23560 HR Bachelor's m 1 59
## 44 17423 Sales & Marketing m 3 24
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## 50 18013 Procurement Master's & above f 1 56
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## 57 45709 Sales & Marketing Bachelor's f 1 29
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## 9987 26843 Technology Master's & above f 1 34
## 9988 47263 Technology Bachelor's m 1 27
## 9989 27062 Analytics Bachelor's m 1 30
## 9990 59001 Operations Bachelor's m 1 41
## 9991 59361 Sales & Marketing Bachelor's m 1 33
## 9992 45088 Sales & Marketing m 4 21
## 9993 17178 Analytics Master's & above m 1 35
## 9994 32118 Operations Bachelor's f 1 26
## 9995 17717 Operations Bachelor's f 1 39
## 9996 14934 Procurement Master's & above f 1 37
## 9997 22040 Sales & Marketing Master's & above m 1 39
## 9998 14188 Finance Master's & above f 1 33
## 9999 73566 Operations Master's & above m 1 32
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## [ reached 'max' / getOption("max.print") -- omitted 44809 rows ]#Data explanation
summary(HR)## employee_id department region education
## Length:54808 Length:54808 Length:54808 Length:54808
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## gender recruitment_channel no_of_trainings age
## Length:54808 Length:54808 Min. : 1.000 Min. :20.0
## Class :character Class :character 1st Qu.: 1.000 1st Qu.:29.0
## Mode :character Mode :character Median : 1.000 Median :33.0
## Mean : 1.253 Mean :34.8
## 3rd Qu.: 1.000 3rd Qu.:39.0
## Max. :10.000 Max. :60.0
##
## previous_year_rating length_of_service KPIs_met..80. awards_won.
## Min. :1.000 Min. : 1.000 Min. :0.000 Min. :0.00000
## 1st Qu.:3.000 1st Qu.: 3.000 1st Qu.:0.000 1st Qu.:0.00000
## Median :3.000 Median : 5.000 Median :0.000 Median :0.00000
## Mean :3.329 Mean : 5.866 Mean :0.352 Mean :0.02317
## 3rd Qu.:4.000 3rd Qu.: 7.000 3rd Qu.:1.000 3rd Qu.:0.00000
## Max. :5.000 Max. :37.000 Max. :1.000 Max. :1.00000
## NA's :4124
## avg_training_score is_promoted
## Min. :39.00 Min. :0.00000
## 1st Qu.:51.00 1st Qu.:0.00000
## Median :60.00 Median :0.00000
## Mean :63.39 Mean :0.08517
## 3rd Qu.:76.00 3rd Qu.:0.00000
## Max. :99.00 Max. :1.00000
## table(HR$is_promoted, HR$education)##
## Bachelor's Below Secondary Master's & above
## 0 2287 33661 738 13454
## 1 122 3008 67 1471Answer: Master’s & Above
cor(HR$is_promoted, HR$no_of_trainings)## [1] -0.02489592Answer: The relationship between the number of trainings and the chance to be promoted shows a negative and weak relationship. It means the chance to be promoted depends on other variables.
cor(HR$is_promoted, HR$awards_won.)## [1] 0.195871Answer: Positive relationship. As the higher number of awards won increase, the chance to be promoted increase.
cor(HR$is_promoted, HR$length_of_service)## [1] -0.01066987Answer: The relationship between the length of service and the chance to be promoted shows a negative and weak relationship. It means the chance to be promoted depends on other variables.
cor(HR$is_promoted, HR$avg_training_score)## [1] 0.1811467Answer: Positive relationship. As the higher average training score increase, the chance to be promoted increase.
#Explanatory Text 1. Based on the analysis, the chance for employee’s to be promoted depends on their educational background, number of awards won, and the employee’s average training score.
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