h1b-tracker 0.1.0

Analyze DOL H1B LCA disclosure data to rank employers by filing volume, salary, and sponsorship reliability

h1b-tracker 🔍

Analyze DOL H1B LCA disclosure data to rank employers by filing volume, salary, and sponsorship reliability.

Filter by job category, state, and city. Built for international candidates targeting H1B sponsoring employers in finance and beyond.

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Why h1b-tracker?

Every international job seeker manually checks h1bgrader.com or myvisajobs.com one employer at a time. h1b-tracker automates that — download the full DOL dataset once and run ranked queries across thousands of employers instantly.

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Installation

pip install h1b-tracker

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Quickstart

from h1btracker import load_from_url, filter, employer, report

# Download and load FY2024 DOL LCA data (~100MB, cached locally)
df = load_from_url("FY2024")

# Top finance H1B sponsors in Illinois
report.finance_sponsors(df, state="IL", top_n=20)

# Filter to Chicago finance jobs above $120k
chicago = filter.by_state(df, "IL")
chicago = filter.by_city(chicago, "CHICAGO")
chicago = filter.finance_jobs(chicago, method="keywords")
chicago = filter.by_salary(chicago, min_salary=120_000)

# Rank employers
ranked = employer.rank(chicago, top_n=25)
print(ranked)

# Detailed profile for a specific employer
report.employer_profile(df, "NORTHERN TRUST")

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Modules

• loader - Download and load DOL LCA Excel files with local caching
• filter - Filter by state, city, employer, salary, job category, visa class
• employer - Rank employers by LCA volume, approval rate, and median salary
• report - Generate formatted summary reports for locations and employers

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Data Source

Data comes directly from the US Department of Labor OFLC disclosure files, updated quarterly. Each record represents a Labor Condition Application filed before an H-1B petition.

FY2025: October 2024 - September 2025
FY2024: October 2023 - September 2024
FY2023: October 2022 - September 2023

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Example Output

Top Finance H1B Sponsors — IL
=====================================================================
  employer_name         total_lcas  approval_rate  median_salary
  JP MORGAN CHASE              842           97.2         145000
  NORTHERN TRUST               312           98.1         128000
  MORNINGSTAR                  187           96.4         118000
  WILLIAM BLAIR                 94           95.7         135000
  NUVEEN                        76           97.0         142000

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Running Tests

PYTHONPATH=. pytest tests/ -v

22 tests across all modules.

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Who This Is For

• International candidates on H1B visas targeting reliable sponsors
• Finance professionals filtering employers by sponsorship history
• Researchers analyzing H1B labor market trends by industry and location

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License

MIT 2026 Jaypatel1511