fix: labor hub commentary — 2030 Jobs Monitor decline ranking

[cemreinanc]

Summary

Automated QA pass on the Labor Automation Forecasting Hub cross-referencing chart data against commentary text. Found one misalignment in the Jobs Monitor's 2030 forecast view.

Fix

Jobs Monitor — "by 2030" largest-declines callout

• Before: "By 2030, software developers, financial specialists, and sales are expected to see the largest declines..."
• After: "By 2030, software developers, financial specialists, and lawyers and law clerks are expected to see the largest declines..."

The 2030 forecast data (from the underlying chart series) ranks declines as: Software Developers −7.4%, Financial Specialists −5.3%, Lawyers and Law Clerks −5.2%, then Services Sales Representatives −4.6%. Lawyers and Law Clerks decline more than Sales Representatives at the 2030 horizon, so the commentary's third-named occupation was wrong. (The 2035 version of this same callout already correctly names lawyers and law clerks, so this was specific to the 2030 view.)

Also bumped the "Commentary last updated" date shown in the hero section to reflect this pass.

Files changed

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

Test plan

• npx prettier --write on changed files
• npx eslint on changed files — no errors
• Visual check of the Jobs Monitor "by 2030" view on deploy preview

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Generated by Claude Code

Summary by CodeRabbit

• Content Updates

  • Updated the 2030 labor outlook to highlight lawyers and law clerks among occupations expected to decline.
  • Clarified that AI’s impact in this outlook relates to research work.
  • Continued to identify financial specialists separately.

• Bug Fixes

  • Updated the displayed commentary date to August 18, 2026.

[coderabbitai]

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info

⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro Plus

Run ID: 31101144-8492-4d35-9993-4cfdb94a35f0

📥 Commits

Reviewing files that changed from the base of the PR and between 5eceb09 and c90f1c5.

📒 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

Included review availability: Your plan includes up to 2 reviews per rolling hour; 1 remains after this review.

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📝 Walkthrough

Walkthrough

Updated Labor Hub commentary for the 2030 negative outlook and changed the displayed commentary date to August 18, 2026.

Changes

Labor Hub commentary

Layer / File(s)	Summary
Update outlook and commentary timestamp 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 names financial specialists, lawyers, and law clerks. The commentary date now displays August 18, 2026.

Estimated code review effort: 1 (Trivial) | ~5 minutes

Merge Risk: ⚪ Minimal · up to c90f1

This localized change corrects the 2030 decline-ranking commentary and updates its displayed date; no actionable merge-blocking risk remains beyond normal checks and review.

Possibly related PRs

• Metaculus/metaculus#4919: Updates the same 2030 outlook content and commentary date.
• Metaculus/metaculus#5007: Modifies the same 2030 negative outlook and Labor Hub date.
• Metaculus/metaculus#5118: Updates the same Labor Hub commentary data and date.

Suggested reviewers: hlbmtc

Poem

A rabbit reads the outlook bright,
With lawyers hopping into sight.
The date moves on to August’s glow,
While research shapes the trends below.
“Fresh commentary!” the bunny sings.

🚥 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 2030 Jobs Monitor decline-ranking correction in the Labor Hub commentary.
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.

✨ Finishing Touches

📝 Generate docstrings

• Create stacked PR
• Commit on current branch

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch claude/practical-knuth-74zoer

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[github-actions]

Cleanup: Preview Environment Removed

The preview environment for this PR has been fully removed.

Resource	Status
🌐 Preview App	Deleted
🗄️ PostgreSQL Branch	Deleted
⚡ Redis Database	Deleted
🔧 GitHub Deployments	Removed
📦 Docker Image	Retained (auto-cleanup via GHCR policies)

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Cleanup triggered by PR close at 2026-08-18T19:04:39Z