Validates practical skills in data analysis, using spreadsheets, SQL, Tableau and Python to prepare and visualize data.
Best Entry-Level Data & Analytics Certifications in 2026
Find a starting point in data analysis, business intelligence or data management. Explore course-based programs from Google and IBM alongside exam-based credentials for data foundations, Tableau, Snowflake and data management. Choose by the tools and type of data work you want to learn.
Validates practical skills in Python, SQL, data analysis, visualization, machine learning and generative AI tools for data science.
Validates foundational knowledge of Snowflake architecture, security and governance, data loading, query performance and transformation, and data sharing.
Validates skills in connecting to and transforming data, analyzing it with calculations, and building and publishing Tableau dashboards.
Validates practical skills in data analysis using Excel, SQL, Python and IBM Cognos, including data visualization and dashboards.
Validates knowledge of data management, including governance, modeling, quality, metadata, architecture, integration and security, based on the DAMA-DMBOK.
Validates foundational knowledge of core data concepts, relational and non-relational data, and analytics workloads on Azure.
Validates foundational data analytics skills across data concepts, acquisition and preparation, analysis, visualization, reporting and data governance.







