Business Performance PredictionStructured + unstructured data
Combines structured data such as financial statements and management indicators with unstructured data such as meeting minutes, reports, surveys and online articles to predict company performance, then maps the results to business indicators on predefined statistical fields.
KEY TOPICS
BasisUS 12,591,902 B2 · KR 10-2573799
People & Talent AnalyticsHiring · selection · placement
Applies machine learning to the assessment, interview and evaluation data behind hiring, promotion and placement decisions to predict job fit and growth potential. Text such as cover letters and interview notes is part of the analysis.
KEY TOPICS
BasisHyundai Motor HR Analytics ML R&D; recruitment text analytics
Assessment SciencePsychometrics & scale development
Defines measurable criteria through competency modeling, then statistically tests the factor structure, reliability and validity of leadership, team and personality assessments. Korean industry norm scores allow relative comparison.
KEY TOPICS
BasisKJIOP 39(2), n = 5,137; Journal of Creativity and Innovation 19(3)
Culture, Safety & ComplianceOrganizational risk analytics
Designs indices for organizational culture, ways of working, safety culture and compliance sensitivity, and measures them across large multinational organizations, analyzing results by unit, level and region over time.
KEY TOPICS
BasisWSI for 100,000 staff in 200 subsidiaries; safety culture for 40,000
Assessment IntelligenceGenerative AI feedback & coaching (GAX)
Rather than fine-tuning models on client HR data, we structure each person's actual results, competency hierarchy and interpretation rules and give them to the AI as context. Results turn into conversational feedback and action plans.
KEY TOPICS
BasisGAX architecture, AI One-Flow; AI coaching agents for Hyundai Capital and Shinsegae Group
AX & Project AnalyticsAI transformation & project management
Diagnoses the current state of people, teams, organizations and work, turns the findings into priorities and designs AI transformation plans. Also studies PM AI competency, project outcome indicators and AI project frameworks such as CPMAI.
KEY TOPICS
BasisIPMA 2026, ProjMAN 2026, Procedia CS 2026, SNU AI4PM