fix: labor hub commentary — correct forecast misalignments (Jun 16 run)

[cemreinanc]

Summary

Automated cross-reference of every chart's data labels against commentary on https://www.metaculus.com/labor-hub found four misalignments in prediction/forecast data (historical values excluded per QA policy).

---

Fixes

1. Jobs Monitor 2027 — Software Developers (jobs_insights.tsx)

Old text:

By 2027, software developers are expected to already start seeing a contraction due to AI coding capabilities.

Chart data: Software Developers 2027: +0.2% (positive growth, not a contraction)

New text:

By 2027, software developers are expected to see near-flat growth, with a steep decline anticipated as AI coding capabilities accelerate.

---

2. Wages section — Average weekly hours (page.tsx)

Old text:

The workweek is also expected to become about three hours shorter by 2035 among all workers

Chart data: 2025 historical = 38.3 h, 2035 forecast = 34.3 h → 4-hour reduction, not 3

New text:

The workweek is also expected to become about four hours shorter by 2035 among all workers

---

3. Research section — Financial Specialists (sections/research.tsx)

Old text:

Forecasters do expect that the high exposure and vulnerability of lawyers, sales representatives, financial specialists, and software developers will translate to significant employment reductions in these fields over the next decade.

Chart data: Financial Specialists 2030: +0.4% | 2035: +2.1% (positive growth, not reductions)

New text:

Forecasters do expect that the high exposure and vulnerability of lawyers, sales representatives, and software developers will translate to significant employment reductions in these fields over the next decade.

---

4. State-Level View — Washington Technology Sector (page.tsx)

Old text:

technology (employing 10%) is expected to see marginal decline, largely consistent with historical trends.

Chart data: Technology Sector 2027: +0% (flat, not negative)

New text:

technology (employing 10%) is expected to see essentially flat employment, largely consistent with historical trends.

---

5. Commentary date (sections/hero.tsx)

Updated Commentary last updated from Jun 12 → Jun 16.

---

Supersedes PR #4892 (different branch, now closed).

https://claude.ai/code/session_01BZBUmT85B1EoT1eMDyvhYa

---

Generated by Claude Code

Summary by CodeRabbit

• Updates
  • Revised the 2027 narrative for software developers with updated employment projection language.
  • Updated the wages section forecast for workweek reduction by 2035.
  • Refreshed the Washington technology-sector outlook wording for employment through 2035.
  • Updated the “Commentary last updated” date to Jun 16 and refined text layout in the research comparison section.

[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: 9bf75111-e988-49f1-aa2d-35b7a40cc747

📥 Commits

Reviewing files that changed from the base of the PR and between 93ce8e0 and b6bd550.

📒 Files selected for processing (1)

• front_end/src/app/(main)/labor-hub/page.tsx

✅ Files skipped from review due to trivial changes (1)

• front_end/src/app/(main)/labor-hub/page.tsx

---

📝 Walkthrough

Walkthrough

Narrative text in the Labor Hub is updated: the 2027 software-developers outlook in JOBS_INSIGHTS is revised, the 2035 workweek forecast changes from three to four hours shorter, the Washington technology-sector short-term outlook wording is corrected, the "Commentary last updated" date advances to Jun 16, and a sentence in the research section is reflowed.

Changes

Labor Hub content updates

Layer / File(s)	Summary
Jobs insights and page-level forecast text front_end/src/app/(main)/labor-hub/jobs_insights.tsx, front_end/src/app/(main)/labor-hub/page.tsx	Rewrites the 2027 software-developers "negative" narrative to project near-flat growth then a steep AI-driven decline. Changes the 2035 workweek reduction from "about three hours shorter" to "about four hours shorter." Replaces "expected to see marginal decline" with "expected to see essentially flat employment" for the Washington technology sector.
Commentary timestamp and research reflow front_end/src/app/(main)/labor-hub/sections/hero.tsx, front_end/src/app/(main)/labor-hub/sections/research.tsx	Advances the HeroSection "Commentary last updated" <time> element from 2026-06-12 / Jun 12 to 2026-06-16 / Jun 16. Reformats a ContentParagraph sentence in research by splitting a clause across lines with no content change.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Possibly related PRs

• Metaculus/metaculus#4883: Also edits JOBS_INSIGHTS negative narrative text and bumps the HeroSection "Commentary last updated" date, directly overlapping with this PR's changes.
• Metaculus/metaculus#4831: Modifies the same JOBS_INSIGHTS JSX "negative" narrative wording for a different year/scenario entry.
• Metaculus/metaculus#4861: Edits the Washington technology-sector commentary in page.tsx to correct forecast direction, the same line touched here.

Poem

🐇 A hop, a skip, a word or two,
The workweek shrinks by four, not two!
Software devs face AI's steep incline,
Washington's tech stays flat — that's fine.
The date ticks forward, Jun sixteen,
The fluffiest edits ever seen! ✨

🚥 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 PR title accurately reflects the main objective: correcting forecast misalignments in labor hub commentary with an updated timestamp (Jun 16 run).
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.

_{✏️ Tip: You can configure your own custom pre-merge checks in the settings.}

✨ 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-o67ayh

---

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

• X
• Mastodon
• Reddit
• LinkedIn

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

[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)

---

Cleanup triggered by PR close at 2026-06-17T05:16:43Z

[aseckin]

@claude revert the change for item #3 3. Research section — Financial Specialists (sections/research.tsx): keep the old text

[claude]

Claude finished @aseckin's task in 40s —— View job

---

Reverted item #3 — Financial Specialists in research.tsx

• Read current sections/research.tsx
• Restore the original sentence (re-include "financial specialists")
• Commit and push to claude/practical-knuth-o67ayh

Reverted to the original wording in front_end/src/app/(main)/labor-hub/sections/research.tsx:

Forecasters do expect that the high exposure and vulnerability of lawyers, sales representatives, financial specialists, and software developers will translate to significant employment reductions in these fields over the next decade.

Commit: 3cd381d — the other three text fixes and the date bump remain in this PR.
• Branch: claude/practical-knuth-o67ayh

[cemreinanc]

Superseded by a fresh Jun 17 run on branch claude/practical-knuth-nlb8r7. That run re-checked all chart data against live values, found three confirmed misalignments (Software Developers 2027 contraction claim, Washington Technology Sector direction, Research section Financial Specialists), and corrected only those. Closing in favour of the new PR.

---

Generated by Claude Code