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Predicting Employee Expertise for Talent Management in the Enterprise

Published on 2014-10-071754 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

Industry & Government Sessions

Related categories

Data MiningKnowledge ExtractionData MiningKnowledge Extraction

Presentation

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