AI Risk & EthicsSpecialist

This working day is an example; employers organize the work differently.

// Selected official Tasks — DCWF 5.3

• 5904 · Core Task: Perform risk assessment on AI applications to identify technical, societal, organizational, and mission risks.
• 5856 · Core Task: Communicate the results of AI risk assessments to relevant stakeholders.
• 5878 · Core Task: Develop risk mitigation strategies to ensure enumerated risks are prioritized, mitigated, shared, transferred, and/or accepted.

// Selected official Knowledge — DCWF 5.3

• 7003 · Core Knowledge: Knowledge of AI security risks, threats, and vulnerabilities and potential risk mitigation solutions.
• 7052 · Core Knowledge: Knowledge of the principles, methods, and tools used for risk and bias assessment and mitigation, including assessment of failures and their consequences.
• 7020 · Core Knowledge: Knowledge of DoD AI Ethical Principles (e.g., responsible, equitable, traceable, reliable, and governable).

// Selected official Skills — DCWF 5.3

• 7056 · Core Skill: Skill in assessing AI capabilities for bias or ethical concerns.
• 7064 · Core Skill: Skill in developing solutions and/or recommendations to minimize negative impacts of machine learning, especially for edge cases.
• 7068 · Core Skill: Skill in identifying organizational and project-level AI risks, including AI security risks and requirements.

DCWF describes work rather than setting pay. Compare jobs by duties, experience, location and employer.

// US pay and outlook context

There is no single BLS occupation used here as an exact match. Choose a comparison based on the actual job duties, such as training, management, technical analysis or risk work. Do not treat a broad occupational figure as this role’s starting salary.

Read BLS: Occupational Outlook Handbook

// Check actual opportunities

• Compare the advertised salary range, experience requirements, working location and benefits.
• Separate internships and junior roles from senior positions. A national median is not a guaranteed salary.
• For federal jobs, read the grade, eligibility and education or experience requirements in the announcement.

These are suggested ways to build relevant skills. They are not an official DoD qualification pathway.

// Grades 9–12: start at school

Combine computer science and statistics with writing, civics or ethics. Compare how an automated decision could affect different people. Learn the difference between an opinion and evidence of a risk.

// Considering or studying a degree

Consider computer science, data science, cybersecurity, public policy, law or related study, with additional work in AI, statistics and governance. Technical understanding matters even when your main subject is policy.

// Early career and skills-first route

Explore junior AI governance, risk, model validation, compliance or responsible AI positions. Develop the ability to explain how a model works and what evidence is needed to assess its effects. Employer requirements vary; this title is not a license to practice law.

// A project for your portfolio

Assess a fictional AI tool that recommends school clubs. Write down possible errors, privacy concerns and unfair outcomes. Propose safeguards, identify who would review decisions and explain what testing is needed.

// Show what you can do

• Explain the question or goal, the source of your data and your own contribution.
• Include the steps you followed, checks you ran, results and limitations.
• Use public data with suitable permission or fictional examples. Do not use private student or employer information.

Credentials can help you structure learning or show knowledge. Choose them based on the work in your target job postings, alongside practical experience.

Official DoD 8140 guidance

Employers may use different titles for similar work. These links open US job searches; they are not endorsed vacancies.

Search federal opportunities on USAJOBS

// Match the work, not just the title

• Compare the duties with the role description. Similar titles can cover different work.
• Check the required experience and whether the opening is junior, specialist or leadership level.
• Federal and defense jobs may specify citizenship, clearance or other eligibility requirements; read the actual announcement.

// You may enjoy this if you…

• Ask who benefits and who could be harmed.
• Like combining technical evidence with clear writing.
• Can discuss difficult decisions without ignoring uncertainty.

// Think carefully if you…

• Want to assess AI without learning how it works.
• Prefer broad ethical statements to practical safeguards.