SQL — a core tech skill
Skill type: Technical
What this skill is
Common data analyst skill.
Roles that need it
Importance below is the source-backed role-skill rating recorded in our seed data (1–5). It describes how central the skill is to the role, not pay or hiring odds.
| Role | Importance | Role page |
|---|---|---|
| Business Intelligence Developer | Rated 5/5 importance for Business Intelligence Developer (O*NET) | Business Intelligence Developer |
| Data Analyst | Rated 5/5 importance for Data Analyst (O*NET) | Data Analyst |
| Data Engineer | Rated 5/5 importance for Data Engineer (O*NET) | Data Engineer |
How to build it
SQL is a hands-on skill — built by doing it, not by reading about it. You build it by writing queries against real datasets until joins, aggregation, and window functions are automatic, not through a single purchase. The cited credentials below can structure that practice around a published set of objectives, but no credential or course can guarantee the skill or a job; the practice is what builds it.
Cited credentials whose published objectives touch this skill:
- Databricks Certified Associate Developer for Apache Spark — professional certificate (course-based, not a proctored exam)
- Databricks Certified Data Analyst Associate — professional certificate (course-based, not a proctored exam)
- Databricks Certified Data Engineer Associate — professional certificate (course-based, not a proctored exam)
- Databricks Certified Data Engineer Professional — professional certificate (course-based, not a proctored exam)
- Databricks Certified Generative AI Engineer Associate — professional certificate (course-based, not a proctored exam)
- Databricks Certified Machine Learning Associate — professional certificate (course-based, not a proctored exam)
- Databricks Certified Machine Learning Professional — professional certificate (course-based, not a proctored exam)
- GitHub Actions — certification (proctored exam)
- GitHub Administration — certification (proctored exam)
- GitHub Advanced Security — certification (proctored exam)
- GitHub Certified: Agentic AI Developer (beta) — certification (proctored exam)
- GitHub Copilot — certification (proctored exam)
- GitHub Foundations — certification (proctored exam)
- MCSA: BI Reporting — certification (proctored exam)
- MCSA: Microsoft Dynamics 365 for Operations — certification (proctored exam)
- MCSA: SQL 2016 BI Development — certification (proctored exam)
- MCSA: SQL 2016 Database Administration — certification (proctored exam)
- MCSA: SQL 2016 Database Development — certification (proctored exam)
- MCSA: SQL Server 2012/2014 — certification (proctored exam)
- MCSA: Universal Windows Platform — certification (proctored exam)
- MCSA: Web Applications — certification (proctored exam)
- MCSA: Windows Server 2012 — certification (proctored exam)
- MCSA: Windows Server 2016 — certification (proctored exam)
- MCSD: App Builder — certification (proctored exam)
- MCSE: Business Applications — professional certificate (course-based, not a proctored exam)
- MCSE: Core Infrastructure — certification (proctored exam)
- MCSE: Data Management and Analytics — certification (proctored exam)
- MCSE: Productivity Solutions Expert — certification (proctored exam)
- Microsoft 365 Certified: Administrator Expert — certification (proctored exam)
- Microsoft 365 Certified: Collaboration Communications Systems Engineer Associate — certification (proctored exam)
- Microsoft 365 Certified: Copilot and Agent Administration Fundamentals — certification (proctored exam)
- Microsoft 365 Certified: Endpoint Administrator Associate — certification (proctored exam)
- Microsoft 365 Certified: Exchange Online Support Engineer Specialty — certification (proctored exam)
- Microsoft 365 Certified: Fundamentals — certification (proctored exam)
- Microsoft 365 Certified: Messaging Administrator Associate — certification (proctored exam)
- Microsoft 365 Certified: Security Administrator Associate — certification (proctored exam)
- Microsoft 365 Certified: Teams Administrator Associate — certification (proctored exam)
- Microsoft 365 Certified: Teams Application Developer Associate — certification (proctored exam)
- Microsoft 365 Certified: Teams Support Engineer Specialty — certification (proctored exam)
- Microsoft 365 Certified: Teams Voice Engineer Expert — certification (proctored exam)
- Microsoft 365 Certified: Teamwork Administrator Associate — certification (proctored exam)
- Microsoft Certified Educator — professional certificate (course-based, not a proctored exam)
- Microsoft Certified: Agentic AI Business Solutions Architect — certification (proctored exam)
- Microsoft Certified: AI Agent Builder Associate (beta) — certification (proctored exam)
- Microsoft Certified: AI Business Professional — certification (proctored exam)
- Microsoft Certified: AI Transformation Leader — certification (proctored exam)
- Microsoft Certified: Azure AI Apps and Agents Developer Associate (beta) — certification (proctored exam)
- Microsoft Certified: Azure AI Cloud Developer Associate (beta) — certification (proctored exam)
- Microsoft Certified: Azure Cosmos DB Developer Specialty — certification (proctored exam)
- Microsoft Certified: Azure Data Fundamentals — certification (proctored exam)
- Microsoft Certified: Azure Data Scientist Associate — certification (proctored exam)
- Microsoft Certified: Azure Database Administrator Associate — certification (proctored exam)
- Microsoft Certified: Azure Databricks Data Engineer Associate — certification (proctored exam)
- Microsoft Certified: Azure Developer Associate — certification (proctored exam)
- Microsoft Certified: Azure for SAP Workloads Specialty — certification (proctored exam)
- Microsoft Certified: Azure IoT Developer Specialty — certification (proctored exam)
- Microsoft Certified: Azure Network Engineer Associate — certification (proctored exam)
- Microsoft Certified: Azure Security Engineer Associate — certification (proctored exam)
- Microsoft Certified: Azure Solutions Architect Expert — certification (proctored exam)
- Microsoft Certified: Azure Stack Hub Operator Associate — certification (proctored exam)
- Microsoft Certified: Azure Support Engineer for Connectivity Specialty — certification (proctored exam)
- Microsoft Certified: Azure Virtual Desktop Specialty — certification (proctored exam)
- Microsoft Certified: Cloud and AI Security Engineer Associate (beta) — certification (proctored exam)
- Microsoft Certified: Cybersecurity Architect Expert — certification (proctored exam)
- Microsoft Certified: Cybersecurity Business Professional (beta) — certification (proctored exam)
- Microsoft Certified: DevOps Engineer Expert — certification (proctored exam)
- Microsoft Certified: Dynamics 365 + Power Platform Solution Architect Expert — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Business Central Developer Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Business Central Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Commerce Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Contact Center AI Engineer Associate (beta) — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Customer Experience Analyst Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Customer Service Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Field Service Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Finance Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Fundamentals — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Fundamentals (CRM) — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Fundamentals (ERP) — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Sales AI Consultant Associate (beta) — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Supply Chain Management Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Supply Chain Management Functional Consultant Expert — certification (proctored exam)
- Microsoft Certified: Dynamics 365 Supply Chain Management, Manufacturing Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365: Finance and Operations Apps Developer Associate — certification (proctored exam)
- Microsoft Certified: Dynamics 365: Finance and Operations Apps Solution Architect Expert — certification (proctored exam)
- Microsoft Certified: Fabric Analytics Engineer Associate — certification (proctored exam)
- Microsoft Certified: Fabric Data Engineer Associate — certification (proctored exam)
- Microsoft Certified: Identity and Access Administrator Associate — certification (proctored exam)
- Microsoft Certified: Information Security Administrator Associate — certification (proctored exam)
- Microsoft Certified: Intelligent Applications Builder Associate (beta) — certification (proctored exam)
- Microsoft Certified: Machine Learning Operations Engineer Associate — certification (proctored exam)
- Microsoft Certified: Power Apps + Dynamics 365 Developer Associate — certification (proctored exam)
- Microsoft Certified: Power Automate RPA Developer Associate — certification (proctored exam)
- Microsoft Certified: Power BI Data Analyst Associate — certification (proctored exam)
- Microsoft Certified: Power Platform Developer Associate — certification (proctored exam)
- Microsoft Certified: Power Platform Functional Consultant Associate — certification (proctored exam)
- Microsoft Certified: Power Platform Fundamentals — certification (proctored exam)
- Microsoft Certified: Power Platform Solution Architect Expert — certification (proctored exam)
- Microsoft Certified: Security Operations Analyst Associate — certification (proctored exam)
- Microsoft Certified: Security, Compliance, and Identity Fundamentals — certification (proctored exam)
- Microsoft Certified: SQL AI Developer Associate — certification (proctored exam)
- Microsoft Certified: Windows Server Hybrid Administrator Associate — certification (proctored exam)
- Microsoft Office Specialist 2013 Master — certification (proctored exam)
- Microsoft Office Specialist: 2016 Master — certification (proctored exam)
- Microsoft Office Specialist: Access (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: Access Expert (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Associate (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: Associate (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Excel (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: Excel Associate (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: Excel Associate (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Excel Expert (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: Excel Expert (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: Excel Expert (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Excel for Accounting Associate — certification (proctored exam)
- Microsoft Office Specialist: Excel for Business Finance Associate — certification (proctored exam)
- Microsoft Office Specialist: Expert (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: Expert (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Outlook (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: Outlook Associate (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: PowerPoint (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: PowerPoint Associate (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: PowerPoint Associate (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Word (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: Word Associate (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: Word Associate (Office 2019) — certification (proctored exam)
- Microsoft Office Specialist: Word Expert (Microsoft 365 Apps) — certification (proctored exam)
- Microsoft Office Specialist: Word Expert (Office 2016) — professional certificate (course-based, not a proctored exam)
- Microsoft Office Specialist: Word Expert (Office 2019) — certification (proctored exam)
- MTA: Database Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: HTML5 Application Development Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: Introduction to Programming Using HTML and CSS — professional certificate (course-based, not a proctored exam)
- MTA: Introduction to Programming Using Java — professional certificate (course-based, not a proctored exam)
- MTA: Introduction to Programming Using JavaScript — professional certificate (course-based, not a proctored exam)
- MTA: Introduction to Programming Using Python — professional certificate (course-based, not a proctored exam)
- MTA: Mobility and Device Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: Networking Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: Security Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: Software Development Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: Windows Operating System Fundamentals — professional certificate (course-based, not a proctored exam)
- MTA: Windows Server Administration Fundamentals — professional certificate (course-based, not a proctored exam)
For structured course options, see the AI Learning Programs catalog at /ai-learning-programs. Courses listed there are learning programs, not certifications.
Sources
- Databricks — Databricks Certifications and Exam Guides: https://www.databricks.com/learn/certification
- Coursera and Google — Google Data Analytics Professional Certificate: https://www.coursera.org/professional-certificates/google-data-analytics
- Microsoft — Microsoft Learn Catalog API: https://learn.microsoft.com/api/catalog/?type=mergedCertifications%2Cexams
- National Center for ONET Development — ONET Database: https://www.onetcenter.org/database.html
Citation Ledger
| ID | Supports | Evidence | Source |
|---|---|---|---|
| CIT-01 | What this skill is (SQL) | Skill definition / classification | Coursera and Google — Google Data Analytics Professional Certificate |
| CIT-02 | What this skill is (SQL) | Skill definition / classification | National Center for ONET Development — ONET Database |
| CIT-03 | Importance 5/5 for Business Intelligence Developer | ONET role-skill rating (ONET role-skill data) | Coursera and Google — Google Data Analytics Professional Certificate; National Center for ONET Development — ONET Database |
| CIT-04 | Importance 5/5 for Data Analyst | ONET role-skill rating (ONET role-skill data) | Coursera and Google — Google Data Analytics Professional Certificate; National Center for ONET Development — ONET Database |
| CIT-05 | Importance 5/5 for Data Engineer | ONET role-skill rating (ONET role-skill data) | National Center for ONET Development — ONET Database; Microsoft — Microsoft Learn Catalog API; Databricks — Databricks Certifications and Exam Guides |