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Analyze HR Attrition Using R Analytics · LearnSpace
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Analyze HR Attrition Using R Analytics

Курс от EDUCBA
Начальный≈ 5.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

By the end of this course, learners will be able to analyze HR attrition data, evaluate key workforce factors, apply statistical techniques, select significant features, and build a predictive attrition model using R. This course provides a practical, end-to-end approach to HR analytics with a strong focus on employee attrition. Learners begin by preparing and validating real-world HR data, followed by in-depth exploratory data analysis to understand workforce demographics, job-related factors, and attrition patterns. The course then progresses to statistical analysis using correlation and Chi-Square tests, helping learners identify meaningful relationships between employee attributes and attrition outcomes. What makes this course unique is its structured, project-driven methodology that mirrors real HR analytics workflows. Learners apply Information Value (IV) techniques for feature selection, create a final modeling dataset, and build an attrition prediction model in R, concluding with performance evaluation on unseen data. By completing this course, learners gain hands-on experience in HR data analysis, develop job-ready analytical thinking, and build confidence in using R for data-driven HR decision-making, making it ideal for aspiring data analysts, HR professionals, and analytics learners seeking practical industry skills.

Навыки, которые вы освоите

Exploratory Data AnalysisPredictive ModelingData ValidationFeature EngineeringStatistical AnalysisCorrelation AnalysisR ProgrammingR (Software)Predictive AnalyticsModel EvaluationTrend AnalysisData AnalysisData-Driven Decision-MakingData PreprocessingJob AnalysisPeople AnalyticsAnalyticsStatistical Hypothesis TestingStatistical Methods

Программа курса

2 модулей · 28 учебных материалов

01Preparing & Exploring HR Attrition Data15 материалов

Getting the Dataset Ready

Introduction and Loading DatasetВидеоRenamig VariablesВидеоChecking Missing Values – OverviewВидеоGetting the Dataset ReadyЗадание

Data Validation and Workforce Exploration

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EDUCBA

Преподаватель курса

Analyze HR Attrition Using R Analytics
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Обучение на Coursera

≈ 5.9 ч

2 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Handling Duplicates and ValidationВидео
EDA: Employee DemographicsВидео
EDA: Job & Work FactorsВидео
Data Validation and Workforce ExplorationЗадание

Understanding Attrition Patterns

EDA: Attrition PatternsВидеоPlotting Every Variable for Attrition ВидеоTotal Working YearsВидеоUnderstanding Attrition PatternsЗаданиеExploring and Preparing HR Attrition Data for AnalysisDIALOGUEPreparing & Exploring HR Attrition DataЗаданиеPreparing HR Attrition Data for Insightful EDADIALOGUE
02Feature Selection & Predictive Modeling13 материалов

Statistical Analysis for Attrition

CorrelationВидеоChi Square Test Part 1ВидеоChi Square Test Part 2ВидеоStatistical Analysis for AttritionЗадание

Feature Selection and Dataset Preparation

Using IV to get Significant VariablesВидеоChecking List of Important VariablesВидеоMaking Final Dataset and Splitting DatasetВидеоFeature Selection and Dataset PreparationЗадание

Building and Evaluating the Attrition Model

Building ModelВидеоPrediction on Test SetВидеоBuilding and Evaluating the Attrition ModelЗаданиеFeature Selection & Predictive ModelingЗаданиеDelivering an End-to-End HR Attrition Analytics Solution Using RDIALOGUE