People Analytics Knowledge Graph

People Analytics Knowledge Graph: Advanced Skills Discovery and Workforce Insights

Developed a Clone of The NASA People Analytics Framework from ground-up till pre-production phase, during my tenure at Entomo(KPISoft).

Key features include:

• Comprehensive Data Integration: Combines diverse data sources including employee information, occupations, training records, and mission data into a unified knowledge graph.
• Advanced Skills Identification: Utilizes natural language processing and machine learning techniques (e.g., Doc2Vec) to extract and infer skills from various textual sources.
• Dynamic Relationship Mapping: Establishes connections between employees, skills, occupations, and training, enabling multidimensional analysis of workforce capabilities.
• Predictive Analytics: Employs graph algorithms and data science techniques to identify skills gaps, suggest career paths, and support succession planning.
• Talent Marketplace: Facilitates internal job matching by comparing employee profiles with job requirements based on identified skills and competencies.
• Strategic Workforce Alignment: Provides insights into skill distribution across projects, programs, and missions, supporting strategic decision-making.

Check out the detailed process of implementation below