Assess project risks

Assess project risks — real work, not an imagined feature: named inside 14 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

14career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I have the draft risk register for the Lakeview treatment project; review entries for probability…
I have the draft risk register for the Lakeview treatment project; review entries for probability and impact, pick missing hazards I might have missed, and prepare a one-page briefing that highlights the top five risks and the single mitigation I should escalate to James in program management by Friday.

Improve — make it easier to accept

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Before I hand this risk register to James, make it quick to scan — surface the top five risks and…
Before I hand this risk register to James, make it quick to scan — surface the top five risks and their residual scores at the top, group similar risks under one heading, and flag any controls that are just ‘monitor’ without an owner so a reviewer can approve or push back immediately.

Decide — diagnose the stuck moment

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I added a medium-probability, high-impact entry for contractor fatigue but I’m unsure whether I…

I just finished scoring a new hazard as medium probability but high impact and paused.

I added a medium-probability, high-impact entry for contractor fatigue but I’m unsure whether I under- or over-rated likelihood. The safety lead and site foreman disagree on controls; if I can’t resolve that today, I’ll have to escalate. Do I reclassify to high probability and push for a mitigation owner now, or quantify uncertainty and leave it as medium with an action to verify? Recommend one near-term move and one way to capture the disagreement for later audit.

Become — change the pattern

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Across five projects I keep spending hours re-scoring the same construction and procurement risks…

I keep rewriting similar risks across projects instead of reusing proven language.

Across five projects I keep spending hours re-scoring the same construction and procurement risks and writing new control descriptions each time. It costs me time and leaves inconsistent language for auditors. What habit should I change to stop reinventing risk entries, and what three practical steps let me build a small library of standard risk statements and owners I can reuse starting next week?

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.

The rest of the map

Same library, five ways in.