fix: labor hub commentary drift vs current forecast data (Jul 6)

[cemreinanc]

Summary

Automated audit of the Labor Automation Forecasting Hub found two Jobs Monitor commentary claims that no longer match the underlying (continuously-updating) forecast data. Fixed both and bumped the "Commentary last updated" date.

Section	Before	After
Jobs Monitor — 2035 growth insight	"By 2035, nurses, restaurant servers, and physicians are expected to see the highest growth..."	"By 2035, nurses, physicians, and law enforcement are expected to see the highest growth..."
Jobs Monitor — 2030 growth insight	"By 2030, roles in design, construction, and healthcare are expected to grow..."	"By 2030, roles in food service, construction, and healthcare are expected to grow..."

Why:

• 2035 growth insight: Restaurant Servers is currently the lowest-ranked of the five tracked 2035 growth occupations (+2.8%), behind Nurses (+13.0%), Physicians (+5.1%), and Law Enforcement (+3.6%). The page's own dynamically-generated "Key Insights" panel independently confirms the correct top three are nurses, physicians, and law enforcement — directly contradicting the hardcoded Jobs Monitor copy.
• 2030 growth insight: Designers has fallen to +1.1% for 2030, now behind Construction Workers (+4.1%) and Restaurant Servers (+3.1%), so "design" is no longer one of the top growth categories for that year.

Only the commentary text was changed — no chart data, component structure, or unrelated code was touched.

Test plan

• prettier --write on changed files
• eslint on changed files (no errors)
• Verified new occupation names/rankings against the live page's raw data (RSC payload) and its own dynamic Key Insights summary

🤖 Generated with Claude Code

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Generated by Claude Code

Summary by CodeRabbit

• Content Updates
  • Refreshed the Labor Hub insights text for the 2030 and 2035 positive outlooks, including updated highlighted roles and clearer wording.
  • Updated the “Commentary last updated” date in the hero section to reflect the latest revision.

[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

Run ID: af142216-9da1-4775-8af7-2b3f585999c9

📥 Commits

Reviewing files that changed from the base of the PR and between 8d02074 and c599b78.

📒 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

This PR updates copy text in JOBS_INSIGHTS for the 2030 and 2035 positive entries in jobs_insights.tsx, changing highlighted roles and wording, and updates the "Commentary last updated" date in hero.tsx from Jul 4 to Jul 6.

Changes

Labor Hub content update

Layer / File(s)	Summary
Jobs insights copy changes front_end/src/app/(main)/labor-hub/jobs_insights.tsx	Highlighted roles and wording updated for both the 2030 and 2035 positive insight entries, including line wrapping and punctuation adjustments.
Hero commentary date update front_end/src/app/(main)/labor-hub/sections/hero.tsx	"Commentary last updated" timestamp and displayed date changed from 2026-07-04 (Jul 4) to 2026-07-06 (Jul 6).

Estimated code review effort: 1 (Trivial) | ~2 minutes

Possibly related PRs

• Metaculus/metaculus#4887: Edits the same 2035 positive JOBS_INSIGHTS copy and hero.tsx "Commentary last updated" timestamp.
• Metaculus/metaculus#4968: Updates the same jobs_insights.tsx 2030/2035 callouts and hero.tsx commentary date together.
• Metaculus/metaculus#4711: Edits the same JOBS_INSIGHTS["2035"].positive highlighted roles/sentence copy.

Suggested reviewers: hlbmtc

Poem

A hop, a nibble, a date turned anew,
Jul 4 became Jul 6, right on cue,
Roles reshuffled in insights so bright,
This bunny approves this small, tidy delight! 🐇✨

🚥 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 accurately reflects the PR’s main change: updating Labor Hub commentary to match current forecast data and the July 6 timestamp.
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-td5swu

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[github-actions]

Cleanup: Preview Environment Removed

The preview environment for this PR has been destroyed.

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 2026-07-06T11:35:06Z