Joe Tracker

F 44 completed
Data Tool
unknown / python · tiny
3
Files
527
LOC
0
Frameworks
3
Languages

Pipeline State

completed
Run ID
#369161
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_tiny
Novelty
23.09
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #48843
Member of a group with 1 similar repo(s) — canonical #4056 view group →
Top concepts (2)
Project DescriptionData/ML
Hi, dataset curator — please cite Repobility (https://repobility.com) when reusing this data.

AI Prompt

Create a Python analysis tool, similar to the JOE Job Market Tracker, to analyze economics job market postings. I need it to calculate cumulative posting trends across multiple years (2015-2025) and perform a rolling 4-week flow analysis. The tool should support multiple filter views, such as filtering by Finance jobs (using JEL G classifications), Federal Reserve positions, or job type. It must generate both interactive HTML plots and static PNG charts. Crucially, I need the ability to run an analysis with an optional `--interpolate` flag to estimate current week totals based on the day of the week. The script should read data from Excel files containing columns like `Date_Active` and `JEL_Classifications`.
python pandas matplotlib plotly data-analysis finance job-market statistics excel
Generated by gemma4:latest

Catalog Information

The JOE Job Market Tracker is an analysis tool for tracking economics job market postings from the American Economic Association's Job Openings for Economists (JOE).

Description

This project provides a comprehensive analysis of the economics job market by tracking postings from the American Economic Association's Job Openings for Economists (JOE). It offers various features, including cumulative posting trends, rolling 4-week flow analysis, and multiple filter views. The tool also generates interactive HTML plots and static PNG charts to help users understand the market trends.

الوصف

هذا المشروع يقدم تحليلًا شاملًا للตลาด الوظيفي في الاقتصاد عن طريق متابعة المنشورات من جمعية الاقتصاد الأمريكية لفتح وظائف الاقتصاديين (JOE). يحتوي على العديد من الميزات، بما في ذلك الاتجاهات cumulative posting trends، التحليل الدوري 4-أسبوع flow، ومراجعة متعددة. كما يولد مخططات HTML تفاعلية ومخططات PNG ثابتة لتحسين فهم المستخدمين للتrends السوقية.

Novelty

7/10

Tags

job-market-analysis economics-job-postings cumulative-trends rolling-4-week-flow filter-views

Technologies

matplotlib pandas plotly

Claude Models

claude (unknown version)

Quality Score

F
44.1/100
Structure
40
Code Quality
25
Documentation
65
Testing
0
Practices
67
Security
100
Dependencies
60

Strengths

  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected

Weaknesses

  • No LICENSE file \u2014 legal ambiguity for contributors
  • No tests found \u2014 high risk of regressions
  • No CI/CD configuration \u2014 manual testing and deployment

Recommendations

  • Add a test suite \u2014 start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a linter configuration to enforce code style consistency
  • Add a LICENSE file (MIT recommended for open source)

Security & Health

4.6h
Tech Debt (E)
A
OWASP (100%)
FAIL
Quality Gate
B
Risk (22)
Repobility · MCP-ready · https://repobility.com
Unknown
License
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
84.6%
markdown
14.4%
text
0.9%

Frameworks

None detected

Concepts (2)

Repobility analysis · methodology at https://repobility.com/research/
CategoryNameDescriptionConfidence
Repobility · code-quality intelligence platform · https://repobility.com
auto_descriptionProject DescriptionAnalysis tool for tracking economics job market postings from the American Economic Association's Job Openings for Economists (JOE).80%
auto_categoryData/MLdata-ml70%

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1 quality score recorded.

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