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Predicting Employee Expertise for Talent Management in the Enterprise

Published on Oct 07, 20141749 Views

Kush R. Varshney

Strategic planning and talent management in large enterprises composed of knowledge workers requires complete, accurate, and up-to-date representation of the expertise of employees in a form that inte

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Data MiningKnowledge Extraction

Chapter list

Predicting Employee Expertise for Talent Management in the Enterprise00:00
Human Resource Analytics00:26
Talent Analytics01:28
Why a Talent Inventory is Needed01:56
Problem Statement03:01
Relationship to Prior Work03:29
IBM Corporation04:25
IBM Expertise Taxonomy05:34
Machine Learning Formulation06:37
Features07:27
Empirical Study08:15
Fivefold Cross-Validation Accuracy08:54
Cross-Validation Accuracy (ℓ2-Regularized Logistic Regression)09:07
Deployment09:22
Impact09:51
Summary10:51
Questions12:05