Filing pattern observations

Pattern observations

Statistical observations derived from public U.S. Department of Labor records.

Important: read before drawing conclusions

Filing patterns are statistical observations derived from public U.S. Department of Labor records. They do not constitute accusations of wrongdoing. Wage levels are determined by the DOL's rigid 5-step NPWC evaluation process based on O*NET Job Zone requirements. Use this information to inform your own due diligence.

15361
Total observations
3047
Critical
5680
High
6634
Signal
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All Financial Immigration Safety Structural Temporal
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All Critical High Signal
Intel Corporation critical
Layoff-outsource-recruit pipeline

WARN: 3,390 workers laid off | TAA: DOL certified job shift to COSTA RICA, INDIA, IRELAND, ISRAEL, SOUTH KOREA | PERM: 8029 filings from COSTA RICA, INDIA, IRELAND, ISRAEL, SOUTH KOREA

Temporal How this is calculated →
Apple Inc. critical
Post-layoff filing increase

2,052 immigration filings in the 2 years after a 190-worker WARN notice (replacement ratio 1080.0%, peak 16.0x baseline)

Temporal How this is calculated →
Oracle America, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 2,049 workers laid off | TAA: DOL certified job shift to INDIA, MEXICO, REDACTED, THAILAND, UNITED KINGDOM | PERM: 2835 filings from INDIA, MEXICO, THAILAND, UNITED KINGDOM

Temporal How this is calculated →
IBM Corporation critical
Layoff-outsource-recruit pipeline

WARN: 1,693 workers laid off | TAA: DOL certified job shift to ARGENTINA, BRAZIL, BRAZIL, CHINA, CHINA, COSTA RICA, INDIA, MALAYSIA, MEXICO, PHILIPPINES, POLAND | PERM: 2674 filings from ARGENTINA, BRAZIL, CHINA, INDIA, MALAYSIA, MEXICO, PHILIPPINES, POLAND

Temporal How this is calculated →
HCL America Inc. critical
Layoff-outsource-recruit pipeline

WARN: 250 workers laid off | TAA: DOL certified job shift to CHINA, GUATEMALA, INDIA | PERM: 2847 filings from CHINA, INDIA

Temporal How this is calculated →
Accenture LLP critical
Layoff-outsource-recruit pipeline

WARN: 1,051 workers laid off | TAA: DOL certified job shift to BRAZIL, INDIA | PERM: 1902 filings from BRAZIL, INDIA

Temporal How this is calculated →
VMware, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 1,035 workers laid off | TAA: DOL certified job shift to INDIA, IRELAND | PERM: 1617 filings from INDIA, IRELAND

Temporal How this is calculated →
PAYPAL INC critical
Post-layoff filing increase

452 immigration filings in the 2 years after a 200-worker WARN notice (replacement ratio 226.0%, peak 12.0x baseline)

Temporal How this is calculated →
Citibank N.A. critical
Layoff-outsource-recruit pipeline

WARN: 121 workers laid off | TAA: DOL certified job shift to CHINA, COSTA RICA, HUNGARY, INDIA | PERM: 512 filings from CHINA, COSTA RICA, HUNGARY, INDIA

Temporal How this is calculated →
MICRON TECHNOLOGY INC critical
Layoff-outsource-recruit pipeline

WARN: 2,057 workers laid off | TAA: DOL certified job shift to CHINA, SINGAPORE, UNITED KINGDOM | PERM: 203 filings from CHINA, SINGAPORE, UNITED KINGDOM

Temporal How this is calculated →
ANTHEM, INC. critical
Layoff-outsource-recruit pipeline

WARN: 446 workers laid off | TAA: DOL certified job shift to INDIA, MALAYSIA, PHILIPPINES | PERM: 761 filings from INDIA

Temporal How this is calculated →
Amgen Inc. critical
Layoff-outsource-recruit pipeline

WARN: 2,634 workers laid off | TAA: DOL certified job shift to INDIA, SINGAPORE | PERM: 365 filings from INDIA, SINGAPORE

Temporal How this is calculated →
Hewlett Packard Enterprise Company critical
Layoff-outsource-recruit pipeline

WARN: 609 workers laid off | TAA: DOL certified job shift to ARGENTINA, BRAZIL, CANADA, COSTA RICA, CZECH REPUBLIC, INDIA, INDIA, COSTA RICA, MEXICO, PHILIPPINES | PERM: 520 filings from COSTA RICA, INDIA, MEXICO

Temporal How this is calculated →
ERICSSON critical
Layoff-outsource-recruit pipeline

WARN: 593 workers laid off | TAA: DOL certified job shift to CHINA, CROATIA, GERMANY, HUNGARY, INDIA, INDIA, SWEDEN, MEXICO, UKRAINE | PERM: 506 filings from CHINA, CROATIA, GERMANY, HUNGARY, INDIA, MEXICO

Temporal How this is calculated →
NIKE, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 2,270 workers laid off | TAA: DOL certified job shift to INDIA, MEXICO, SINGAPORE | PERM: 375 filings from INDIA

Temporal How this is calculated →
HEWLETT-PACKARD COMPANY critical
Layoff-outsource-recruit pipeline

WARN: 468 workers laid off | TAA: DOL certified job shift to AUSTRALIA, CHINA, COSTA RICA, EUROPE, INDIA, MEXICO, MEXICO, ROMANIA, REDACTED, SINGAPORE, SINGAPORE, TAIWAN, TAIWAN | PERM: 536 filings from AUSTRALIA, CHINA, COSTA RICA, INDIA, MEXICO, SINGAPORE, TAIWAN

Temporal How this is calculated →
NetApp, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 1,012 workers laid off | TAA: DOL certified job shift to INDIA, NETHERLANDS | PERM: 560 filings from INDIA

Temporal How this is calculated →
Medtronic, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 310 workers laid off | TAA: DOL certified job shift to CHINA, COSTA RICA, DOMINICAN REPUBLIC, INDIA, IRELAND, ISRAEL, MEXICO, MEXICO, CHINA, JAPAN, PHILIPPINES, SINGAPORE, TAIWAN, VIETNAM | PERM: 475 filings from CHINA, INDIA, IRELAND, MEXICO, PHILIPPINES, SINGAPORE, TAIWAN

Temporal How this is calculated →
AMERICAN AIRLINES critical
Layoff-outsource-recruit pipeline

WARN: 18,901 workers laid off | TAA: DOL certified job shift to CHINA, UNITED KINGDOM | PERM: 32 filings from CHINA, UNITED KINGDOM

Temporal How this is calculated →
Caterpillar Inc critical
Layoff-outsource-recruit pipeline

WARN: 10,179 workers laid off | TAA: DOL certified job shift to BELGIUM, CHINA, GERMANY, JAPAN, MEXICO, UNITED KINGDOM | PERM: 30 filings from BELGIUM, CHINA, GERMANY, MEXICO, UNITED KINGDOM

Temporal How this is calculated →
Abbott Laboratories critical
Layoff-outsource-recruit pipeline

WARN: 2,882 workers laid off | TAA: DOL certified job shift to CANADA, COSTA RICA, INDIA, IRELAND, SINGAPORE | PERM: 247 filings from CANADA, COSTA RICA, INDIA, IRELAND, SINGAPORE

Temporal How this is calculated →
AMDOCS INC. critical
Layoff-outsource-recruit pipeline

WARN: 199 workers laid off | TAA: DOL certified job shift to INDIA, MEXICO | PERM: 234 filings from INDIA, MEXICO

Temporal How this is calculated →
BOSTON SCIENTIFIC critical
Layoff-outsource-recruit pipeline

WARN: 1,318 workers laid off | TAA: DOL certified job shift to COSTA RICA, INDIA, INDIA, CHINA, IRELAND, PHILIPPINES | PERM: 226 filings from COSTA RICA, INDIA, IRELAND, PHILIPPINES

Temporal How this is calculated →
Nokia of America Corporation critical
Layoff-outsource-recruit pipeline

WARN: 534 workers laid off | TAA: DOL certified job shift to CHINA, FINLAND, FRANCE, COLOMBIA, INDIA, INDIA, CHINA, POLAND, INDIA, CHINA, ROMANIA, POLAND | PERM: 181 filings from COLOMBIA, INDIA

Temporal How this is calculated →
ASURION critical
Post-layoff filing increase

111 immigration filings in the 2 years after a 104-worker WARN notice (replacement ratio 106.7%, peak 21.4x baseline)

Temporal How this is calculated →
THERMO FISHER SCIENTIFIC critical
Layoff-outsource-recruit pipeline

WARN: 357 workers laid off | TAA: DOL certified job shift to COSTA RICA, LITHUANIA, MEXICO, REPUBLIC OF SINGAPORE, UNITED KINGDOM | PERM: 13 filings from COSTA RICA, LITHUANIA, MEXICO, UNITED KINGDOM

Temporal How this is calculated →
MOTOROLA, INC. critical
Layoff-outsource-recruit pipeline

WARN: 3,934 workers laid off | TAA: DOL certified job shift to INDIA, MEXICO | PERM: 143 filings from INDIA, MEXICO

Temporal How this is calculated →
Robert Bosch LLC critical
Layoff-outsource-recruit pipeline

WARN: 186 workers laid off | TAA: DOL certified job shift to CZECH REPUBLIC, JAPAN, MEXICO | PERM: 15 filings from JAPAN, MEXICO

Temporal How this is calculated →
FREESCALE SEMICONDUCTOR, INC. critical
Layoff-outsource-recruit pipeline

WARN: 101 workers laid off | TAA: DOL certified job shift to CHINA, HONG KONG, INDIA, MALAYSIA, MEXICO, RUSSIA | PERM: 134 filings from CHINA, HONG KONG, INDIA, MALAYSIA, MEXICO

Temporal How this is calculated →
Johnson Controls Inc. critical
Layoff-outsource-recruit pipeline

WARN: 2,662 workers laid off | TAA: DOL certified job shift to CANADA, IRELAND, MEXICO, PHILIPPINES, SLOVAKIA, THAILAND | PERM: 42 filings from CANADA, MEXICO, PHILIPPINES

Temporal How this is calculated →
WESTERN UNION LLC critical
Layoff-outsource-recruit pipeline

WARN: 348 workers laid off | TAA: DOL certified job shift to DOMINICAN REPUBLIC, INDIA, LITHUANIA | PERM: 132 filings from INDIA, LITHUANIA

Temporal How this is calculated →
Rockwell Automation Inc. critical
Layoff-outsource-recruit pipeline

WARN: 432 workers laid off | TAA: DOL certified job shift to DOMINICAN REPUBLIC, MEXICO, POLAND, SINGAPORE | PERM: 12 filings from DOMINICAN REPUBLIC, MEXICO, SINGAPORE

Temporal How this is calculated →
MCAFEE INC. critical
Layoff-outsource-recruit pipeline

WARN: 244 workers laid off | TAA: DOL certified job shift to ARGENTINA, INDIA | PERM: 117 filings from ARGENTINA, INDIA

Temporal How this is calculated →
Groupon critical
Layoff-outsource-recruit pipeline

WARN: 338 workers laid off | TAA: DOL certified job shift to INDIA | PERM: 86 filings from INDIA

Temporal How this is calculated →
ABB Inc. critical
Layoff-outsource-recruit pipeline

WARN: 2,610 workers laid off | TAA: DOL certified job shift to BRAZIL, CANADA, CHINA, INDIA, MEXICO | PERM: 85 filings from BRAZIL, CANADA, CHINA, INDIA, MEXICO

Temporal How this is calculated →
Agilent Technologies, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 138 workers laid off | TAA: DOL certified job shift to AUSTRALIA, CANADA, CHINA, INDA, INDIA, MALAYSIA, SINGAPORE | PERM: 71 filings from AUSTRALIA, CANADA, CHINA, INDIA, MALAYSIA

Temporal How this is calculated →
Eaton Corporation critical
Layoff-outsource-recruit pipeline

WARN: 3,695 workers laid off | TAA: DOL certified job shift to BRAZIL, CHINA, FRANCE, MEXICO | PERM: 34 filings from BRAZIL, CHINA, MEXICO

Temporal How this is calculated →
MOLEX critical
Layoff-outsource-recruit pipeline

WARN: 172 workers laid off | TAA: DOL certified job shift to CHINA, MEXICO, TAIWAN | PERM: 24 filings from CHINA, MEXICO, TAIWAN

Temporal How this is calculated →
NAVISTAR INC critical
Layoff-outsource-recruit pipeline

WARN: 1,757 workers laid off | TAA: DOL certified job shift to CANADA, MEXICO | PERM: 23 filings from CANADA, MEXICO

Temporal How this is calculated →
Pitney Bowes Inc. critical
Layoff-outsource-recruit pipeline

WARN: 721 workers laid off | TAA: DOL certified job shift to CHINA, INDIA, PANAMA, PHILIPPINES | PERM: 79 filings from CHINA, INDIA

Temporal How this is calculated →
TE Connectivity Corporation critical
Layoff-outsource-recruit pipeline

WARN: 498 workers laid off | TAA: DOL certified job shift to CHINA, CHINA,, COSTA RICA, CZECH REPUBLIC, MEXICO | PERM: 14 filings from CHINA, COSTA RICA, CZECH REPUBLIC, MEXICO

Temporal How this is calculated →
Avaya LLC critical
Layoff-outsource-recruit pipeline

WARN: 120 workers laid off | TAA: DOL certified job shift to ARGENTINA, INDIA, SINGAPORE | PERM: 60 filings from INDIA

Temporal How this is calculated →
GENERAL ELECTRIC critical
Layoff-outsource-recruit pipeline

WARN: 1,614 workers laid off | TAA: DOL certified job shift to CHINA, DOMINICAN REPUBLIC, HUNGARY, JAPAN, MEXICO, POLAND, SOUTH AFRICA | PERM: 10 filings from CHINA, MEXICO

Temporal How this is calculated →
PFIZER INC critical
Layoff-outsource-recruit pipeline

WARN: 128 workers laid off | TAA: DOL certified job shift to CANADA, CHINA, SINGAPORE, SINGPORE, UNITED KINGDOM | PERM: 45 filings from CANADA, CHINA, UNITED KINGDOM

Temporal How this is calculated →
Lear Corporation critical
Layoff-outsource-recruit pipeline

WARN: 602 workers laid off | TAA: DOL certified job shift to CANADA, INDIA, MEXICO, SOUTH KOREA | PERM: 52 filings from CANADA, INDIA, MEXICO

Temporal How this is calculated →
SONY ELECTRONICS INC. critical
Layoff-outsource-recruit pipeline

WARN: 175 workers laid off | TAA: DOL certified job shift to JAPAN, MEXICO, SINGAPORE, THE PHILIPPINES | PERM: 19 filings from JAPAN, MEXICO, SINGAPORE

Temporal How this is calculated →
Parker Hannifin Corporation critical
Layoff-outsource-recruit pipeline

WARN: 1,869 workers laid off | TAA: DOL certified job shift to CHINA, CZECH REPUBLIC, FRANCE, INDIA, JAPAN, MALAYSIA, MEXICO, THAILAND | PERM: 45 filings from CHINA, INDIA, MEXICO

Temporal How this is calculated →
CIENA CORP critical
Layoff-outsource-recruit pipeline

WARN: 194 workers laid off | TAA: DOL certified job shift to INDIA, MEXICO | PERM: 60 filings from INDIA

Temporal How this is calculated →
NORTEL NETWORKS INC. critical
Layoff-outsource-recruit pipeline

WARN: 746 workers laid off | TAA: DOL certified job shift to CANADA, CHINA, INDIA, TURKEY, VIETNAM | PERM: 58 filings from CANADA, CHINA, INDIA, VIETNAM

Temporal How this is calculated →
Bose Corporation critical
Layoff-outsource-recruit pipeline

WARN: 300 workers laid off | TAA: DOL certified job shift to INDIA, MEXICO, PHILIPPINES, SPAIN, THE PHILIPPINES | PERM: 35 filings from INDIA

Temporal How this is calculated →
ADP, Inc. critical
Layoff-outsource-recruit pipeline

WARN: 148 workers laid off | TAA: DOL certified job shift to INDIA | PERM: 42 filings from INDIA

Temporal How this is calculated →
Itron Inc. critical
Layoff-outsource-recruit pipeline

WARN: 309 workers laid off | TAA: DOL certified job shift to HUNGARY, INDIA, MEXICO | PERM: 32 filings from INDIA

Temporal How this is calculated →
Jabil Inc. critical
Layoff-outsource-recruit pipeline

WARN: 2,822 workers laid off | TAA: DOL certified job shift to CANADA, MALAYSIA | PERM: 1 filings from CANADA

Temporal How this is calculated →
UNISYS critical
Layoff-outsource-recruit pipeline

WARN: 185 workers laid off | TAA: DOL certified job shift to INDIA | PERM: 33 filings from INDIA

Temporal How this is calculated →
SENSATA TECHNOLOGIES INC critical
Layoff-outsource-recruit pipeline

WARN: 665 workers laid off | TAA: DOL certified job shift to CHINA, DOMINICAN REPUBLIC, INDIA, MEXICO | PERM: 29 filings from CHINA, DOMINICAN REPUBLIC, INDIA, MEXICO

Temporal How this is calculated →
BASF CORPORATION critical
Layoff-outsource-recruit pipeline

WARN: 526 workers laid off | TAA: DOL certified job shift to CANADA, CHINA, MEXICO, SPAIN, UNITED KINGDOM, URUGUAY | PERM: 16 filings from CANADA, CHINA, MEXICO, UNITED KINGDOM

Temporal How this is calculated →
OFFICE DEPOT critical
Layoff-outsource-recruit pipeline

WARN: 827 workers laid off | TAA: DOL certified job shift to GUATEMALA, INDIA | PERM: 41 filings from INDIA

Temporal How this is calculated →
Kerry Inc. critical
Layoff-outsource-recruit pipeline

WARN: 630 workers laid off | TAA: DOL certified job shift to CANADA, MALAYSIA | PERM: 4 filings from CANADA, MALAYSIA

Temporal How this is calculated →
FMC critical
Layoff-outsource-recruit pipeline

WARN: 476 workers laid off | TAA: DOL certified job shift to CHINA | PERM: 5 filings from CHINA

Temporal How this is calculated →
INGERSOLL RAND critical
Layoff-outsource-recruit pipeline

WARN: 780 workers laid off | TAA: DOL certified job shift to CHINA, INDIA, ITALY, MEXICO | PERM: 25 filings from CHINA, INDIA

Temporal How this is calculated →
CELANESE critical
Layoff-outsource-recruit pipeline

WARN: 147 workers laid off | TAA: DOL certified job shift to CHINA | PERM: 1 filings from CHINA

Temporal How this is calculated →
Xerox Corporation critical
Layoff-outsource-recruit pipeline

WARN: 383 workers laid off | TAA: DOL certified job shift to GUATEMALA, INDIA, JAMAICA, MEXICO, NETHERLANDS, PHILIPPINES | PERM: 12 filings from INDIA

Temporal How this is calculated →
3M Company critical
Layoff-outsource-recruit pipeline

WARN: 822 workers laid off | TAA: DOL certified job shift to CHINA, MEXICO, PANAMA, SINGAPORE | PERM: 5 filings from CHINA, MEXICO

Temporal How this is calculated →
SKF USA INC critical
Layoff-outsource-recruit pipeline

WARN: 431 workers laid off | TAA: DOL certified job shift to MEXICO, SWEDEN | PERM: 5 filings from MEXICO, SWEDEN

Temporal How this is calculated →
Kennametal Inc. critical
Layoff-outsource-recruit pipeline

WARN: 565 workers laid off | TAA: DOL certified job shift to CANADA, GERMANY, SOUTH AFRICA | PERM: 5 filings from CANADA

Temporal How this is calculated →
Mondelez Global LLC critical
Layoff-outsource-recruit pipeline

WARN: 1,567 workers laid off | TAA: DOL certified job shift to COSTA RICA, INDIA, MEXICO | PERM: 5 filings from COSTA RICA, INDIA, MEXICO

Temporal How this is calculated →
HOLOGIC critical
Layoff-outsource-recruit pipeline

WARN: 263 workers laid off | TAA: DOL certified job shift to COSTA RICA, MEXICO | PERM: 3 filings from COSTA RICA

Temporal How this is calculated →
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