fix: labor hub commentary — 2030 jobs monitor declines

[cemreinanc]

Automated QA of Labor Hub commentary vs. forecast data.

Fix

• Section: Jobs Monitor (by 2030), negative commentary
• Old: "By 2030, software developers, services sales representatives, and financial specialists are expected to see the largest declines as AI absorbs coding, customer outreach, and rules-based analysis work."
• New: "By 2030, software developers, services sales representatives, and lawyers and law clerks are expected to see the largest declines as AI absorbs coding, customer outreach, and legal research and analysis work."
• Reason: the 2030 chart shows lawyers and law clerks (-4.8%) declining more than financial specialists (-4.6%), so lawyers belong in the top three.

Also bumped "Commentary last updated" to Oct 1. Supersedes #5218.

🤖 Generated with Claude Code

https://claude.ai/code/session_01E4MLy2BFhTuSc47jKNbEbo

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Generated by Claude Code

Summary by CodeRabbit

• Content Updates
  • The 2030 outlook now identifies lawyers and law clerks among the occupations expected to see the largest declines, citing legal research in its explanation.
  • Updated the commentary’s last-updated date to October 1, 2026.

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ℹ️ Recent review info

⚙️ Run configuration

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Plan: Advanced

Run ID: 14da0e1d-e745-4d2c-84fd-0ff42983ba89

📥 Commits

Reviewing files that changed from the base of the PR and between e5d8e24 and 37237e3.

📒 Files selected for processing (2)

• front_end/src/app/(main)/labor-hub/jobs_insights.tsx
• front_end/src/app/(main)/labor-hub/sections/hero.tsx

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📝 Walkthrough

Walkthrough

The labor outlook now names lawyers and law clerks instead of financial specialists among occupations expected to decline in 2030. The commentary update label and date changed to Oct 1, 2026.

Changes

Labor Hub content update

Layer / File(s)	Summary
Update labor outlook content front_end/src/app/(main)/labor-hub/jobs_insights.tsx, front_end/src/app/(main)/labor-hub/sections/hero.tsx	The 2030 negative outlook now cites lawyers, law clerks, and legal research. The commentary update label and date now show Oct 1, 2026.

Priority: ⬇️ Low

Estimated code review effort: 1 (Trivial) | ~3 minutes

Change: Bug fix

Merge Risk: ⚪ Minimal · up to 37237

The commentary update appears mergeable; its revised occupation ranking remains unverified against the forecast data.

🚥 Pre-merge checks | ✅ 4

✅ Passed checks (4 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title clearly identifies the Labor Hub commentary fix and the 2030 Jobs Monitor decline update. It matches the main change, although it does not name the specific occupations or date update.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

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_{A rabbit reads the outlook with a hop,
Lawyers and clerks now top the list.
Legal research joins the tale,
October dates replace September’s trail.
The bunny stamps the page: “Updated!”}

_{Comment @coderabbitai help to get the list of available commands.}

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