The goal of this training is to enable participants to understand and apply the principles of the Data Management SPICE model to assess and improve data management processes. Participants learn how to prepare for and conduct assessments, identify process capability levels, and define targeted improvement measures to strengthen the organization's data governance, data quality, and data competence.
Upon completing the seminar, participants will be able to:
Building and steering systematic data management processes within the organization
MGD.1 – Data Management Scope and Business Case
Defining the purpose, scope, and rationale for data management within the organization. Developing a clear business case that connects data initiatives to organizational goals: stakeholder identification, justification of data investments, and building a governance foundation.
MGD.2 – Requirements for Data Management and Data Quality
Identifying, specifying, and maintaining requirements for data management and data quality. Methods for deriving measurable data requirements and quality criteria from business and regulatory needs.
MGD.3 – Data Management System and Data Flow
Defining and maintaining the technical concept and structure of the data management system: data sources, data flow, data stewardship, and ETL mechanisms (extract, transform, load). Emphasis on traceability and transparency across the entire data lifecycle.
Operational use, integration, and continuous improvement of data
DOP.1 – Data Integration and Deployment
Managing the integration, deployment, and validation of data prior to operational use. Deployment strategies, validation of integrated data, and alignment with technical and business requirements for secure, seamless data transitions.
DOP.2 – Data Operation and Optimization
Managing operational data use: monitoring, maintaining, and continuously improving data quality in ongoing operations. Performance monitoring of the data management system and optimization measures.
Note for Competent Assessors: Existing Competent Assessors in Automotive SPICE® can use this training to extend their domain knowledge to data management.