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via Udemy |
Go to Course: https://www.udemy.com/course/hands-on-hr-analytics-online-course-for-human-resources/
_____________________________Updated in Nov 2020Details of Update: Added 9 new lectures that covers step by step procedure to perform various HR Analytics and Data visualization using 'Orange' - A powerful open source data mining and ML tool _____________________________HR Analytics or People Analytics is about taking people based decisions using data. That way HR Analytics can touch every division of HR and improve its decision making including Talent Acquisition and Management, Compensation and Benefits, Performance Management, HR Operations, Learning and Development, Leadership Development, etc. Business Leaders accept that use of HR analytics to HR decisions may them more promising and accurate.Most organizations today sit on a pile of data, thanks to HRMS & Cloud storage. However, in the absence of a proper HR analytics tool or necessary capability in HR professionals, these useful data or information we are talking about might be scattered and unused.A HR Professional with right Analytics capability can interpret and transform this valuable data in useful statistics using HR and big data analytics to insights.People Analytics will make Human Resources Department a true and valuable business partner.Hands-on HR Analytics Online Course Structure5 HR Datasets will be used to help you learn HR analyticsIncludes 6 Hands-On AssignmentsGender Parity AnalyticsCompensation & Benefits - Descriptive Analytics Screening & Outlier AnalysisRecruitment AnalyticsEmployee Attrition AnalyticsEmployee Satisfaction AnalyticsIntroduction to HR Analytics Concept, Evolution of HR Analytics & Role of Analytics in HRCase studies of HR Analytics - Machine Learning and AI in HRTypes of HR Analytics and Maturity Level of HR AnalyticsHR Metrics that you can useHR Dashboarding TipsDescriptive AnalyticsMeasures of Central Tendency, Dispersion, DistortionDistribution Plots, Box PlotsOutlier AnalysisDiagnostic AnalyticsHypothesis TestingConfidence Levels, Alpha and Beta RisksHypo Test SelectionChi-square testT- TestsANOVAPredictive AnalyticsCorrelationLine of Best, Rsq, VIFMulti Linear RegressionOverview of Logistic RegressionTools Used:Open Source "Orange" Data Mining and ML ToolMS Excel ToolFree Excel based Add-ons