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Data OperationsSpecialist

DCWF v5.3624DATA / ARTIFICIAL INTELLIGENCE

Build and run data pipelines: repeatable processes that collect, clean and move information so people and applications can use it.

Official DCWF role 624 — Data Operations Specialist: Builds, manages, and operationalizes data pipelines.

The cyber connection: A data pipeline needs safe code, controlled access and checks that prevent sensitive information from reaching the wrong place. Watch for broken imports and unexpected changes.

Who this is for: Grades 9–12, college students and early career learners. DCWF describes the work performed; job titles and employer requirements can differ.

Key subjectsCODE + SQLBuild foundations at school and through projects
Portfolio evidencePIPELINEShow your work, checks and conclusions
Career stageBUILD + RUNA suggested route, not a DoD qualification rule
SQL and databases
Automation scripts
Data cleaning and conversion
Reliable data pipelines
Secure code and access controls
Monitoring and troubleshooting
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1
Learn Code + Databases
Learn Python, SQL and how files and databases store information.
2
Build a Data Pipeline
Build a pipeline that loads, checks and cleans a public dataset automatically.
3
Show Reliability + Apply
Show that your pipeline runs reliably, then apply for junior data engineering roles.

Data and AI careers benefit from understanding threats and protected information. These free activities from GamingForLearning.com build security awareness alongside the role-specific projects in Education Routes.

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Explore connected data and AI work.

These related DCWF roles show different ways to work with data, AI and responsible technology.

Reference: DCWF 5.3, 09/25/2026. Role definition and Data/AI element: “Work Roles” tab. Selected core tasks, knowledge and skills: “DCWF Tool” tab, work role 624. Source workbook: (U) 2026-09-25 DCWF Tool v5.3.

Career routes, portfolio projects and example schedules are learning guidance. Certifications are suggested categories, not official DoD qualification claims.

  1. Official DCWF information
  2. Official DoD 8140 guidance
  3. BLS: Software Developers, Quality Assurance Analysts, and Testers