Risk management at the leader's altitude
Tie each risk to a particular feature and consequence.
In this lesson · 04 of 7
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Start with the idea
Tie each risk to a particular feature and consequence.
Separate answering a question from making a decision about a person. Name possible harm, a tested control and the responsible owner. Source accuracy alone does not establish decision authority.
Risk control: A measure intended to prevent, limit or detect a particular harm.
See the example and check your understanding
A made-up teaching example
The training service answers benefit questions from public sources. A proposed eligibility feature changes both consequences and authority questions. Keep that decision outside the classroom service and use a human referral.
Ask yourself
Does correct citation automatically authorize an eligibility decision?
Show the explanation
No. Live policy applicability and authority need current evidence and responsible review.
Start with these checks
- Name the feature and harmful error.
- Connect controls to actual tests.
- Keep official decisions with authorized people.
Use the different practice case below and check every requirement in its full instructions.
The video explains the main idea. Use the sources, instructions and checks below to complete the practice.
Captions appear here during playback.
Risk management at the leader's altitude
Tie each risk to a particular feature and consequence.
Video playback is unavailable. Read the descriptive transcript below, go directly to practice, or open the video file.
Source-based teaching example · Fictional data · Reviewed 2026-10-03. Microsoft Mark · locally synthesized. On a small screen, use fullscreen for diagram details or read the transcript.
Read the descriptive transcript
0:00 · What you will learn
Tie each risk to a particular feature and consequence.
What appears on screen
Tie each risk to a particular feature and consequence.
0:06 · The idea
Separate answering a question from making a decision about a person. Name possible harm, a tested control and the responsible owner. Source accuracy alone does not establish decision authority.
What appears on screen
Separate answering a question from making a decision about a person. Name possible harm, a tested control and the responsible owner. Source accuracy alone does not establish decision authority.
0:21 · One useful term
Risk control. A measure intended to prevent, limit or detect a particular harm.
What appears on screen
A measure intended to prevent, limit or detect a particular harm.
0:30 · A worked example
The training service answers benefit questions from public sources. A proposed eligibility feature changes both consequences and authority questions. Keep that decision outside the classroom service and use a human referral.
What appears on screen
The training service answers benefit questions from public sources. A proposed eligibility feature changes both consequences and authority questions. Keep that decision outside the classroom service and use a human referral.
0:47 · Your turn to think
Does correct citation automatically authorize an eligibility decision? Pause and decide before continuing.
What appears on screen
Does correct citation automatically authorize an eligibility decision? Pause the video if you need more time.
1:05 · Why this answer works
No. Live policy applicability and authority need current evidence and responsible review.
What appears on screen
No. Live policy applicability and authority need current evidence and responsible review.
1:15 · Check 1
Name the feature and harmful error.
What appears on screen
Name the feature and harmful error.
1:19 · Check 2
Connect controls to actual tests.
What appears on screen
Connect controls to actual tests.
1:25 · Check 3
Keep official decisions with authorized people.
What appears on screen
Keep official decisions with authorized people.
1:31 · Now try a different case
Open the lesson and try its different practice case. Use every check in the full task. Watching alone does not mark the lesson complete.
What appears on screen
Open the lesson Try the new case Check and revise The full task and its requirements are in the linked lesson.
Watching explains the example. Complete the lesson practice to check what you can do. Explore all visual lessons →
Connect risk to controls and authority. Build a judgment you can explain and a result another reader can inspect.
Prerequisites: know the difference between generated text and source evidence. For configuration vocabulary, use the AI workflow reference. This is public self-study, not official government training, accreditation, a clearance or a professional credential.
Observable outcomes: Connect harms to tested controls, residual risk and decision owners; write a risk brief that preserves current-policy uncertainty.
Part 1 Connect risk to controls and authority
NIST AI RMF organizes risk work through GOVERN, MAP, MEASURE and MANAGE: establish responsibilities; understand context and affected people; assess behavior and uncertainty; respond and monitor. It is a risk framework, not a certification or an ATO. Federal requirements also depend on applicable current policy, agency implementation, system and mission. Do not infer compliance from framework familiarity.
OMB M-25-21, issued April 3, 2025, replaced M-24-10 and sets governance and safeguards for covered federal AI use. This historical document is not a guarantee that no newer direction applies. For live work, verify current OMB and agency sources, coverage, exceptions and role-specific authority with the responsible officials. A consequence screen should examine whether outputs influence rights, benefits, safety or other significant decisions.
Controls must fit the harm: source checking for factual claims, read-only permissions for draft work, qualified human review for consequential recommendations, access filtering for retrieval, and manual fallback for outage. Record evidence, residual risk, owner and review trigger rather than announcing that risk is eliminated.
Part 2 Synthetic worked example
Synthetic service answers public benefit questions and proposes eligibility decisions. The information function needs source and currency tests. The eligibility function raises a different consequence and authority question; it remains outside this classroom service. The leader separates functions, uses a manual referral and routes live policy applicability to authorized officials.
Guided practice: write the tempting conclusion first, then underline the fact that does not support it. Rewrite the conclusion with that limitation visible. Identify one additional observation that would change the decision.
Next step: carry your artifact into resource planning in lesson 05; retain assumptions and unanswered questions.
Sources: NIST AI RMF and OMB M-25-21, consulted 2026-10-02. The cited memo establishes its issuance and replacement of M-24-10; check for superseding direction before operational use.