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daily finance layoff refresh

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README.md CHANGED
@@ -38,8 +38,8 @@ configs:
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  # US bank, insurance and finance layoffs — the actual WARN Act filings, rebuilt every day
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- **Last rebuilt: 2026-09-17.** 2,079 layoff and closure notices filed by
42
- banks and mortgage lenders, insurers and health-plan administrators, brokerages and asset managers, card and payments companies, credit unions, tax, payroll and accounting firms, and real-estate and property-management operators with US state labor departments — **178,576 workers**,
43
  766 employers, 45 states, 1988–2026.
44
  404 of the notices (19.4%) were recorded by the state as a **closure**
45
  rather than a layoff. Free, CC BY 4.0, no login, no delay.
@@ -53,12 +53,12 @@ site, workers affected, notice date, effective date, and the notice type in the
53
  **This is a FLOOR, not a census.** No US state WARN portal publishes an industry
54
  field — not one. Sector here is assigned from the **employer name** by an
55
  auditable keyword rule table, and **47.4% of all
56
- 60,955 notices in the archive carry a name that reveals no
57
  sector at all** (`Rugged Liner`, `KPR US`, `Point Designs`). A bank, insurance and finance
58
  employer trading under an opaque name is therefore missing from this file. Every row
59
  keeps `sector_rule` — the exact pattern that fired — so any inclusion can be
60
  checked or disputed row by row, and the full unfiltered archive is one click
61
- away: [all 60,955 notices](https://huggingface.co/datasets/APProjects/us-warn-act-layoffs-notices-daily).
62
 
63
  WARN also only covers layoffs above a size threshold (broadly 50+ at a site,
64
  lower in some states), so smaller bank, insurance and finance layoffs never generate a filing at all.
@@ -74,7 +74,7 @@ rows have no type because that state's portal does not publish one.
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  | file | rows | what it is |
76
  |---|---|---|
77
- | `data/finance_layoff_notices.csv` | 2,079 | every bank, insurance and finance WARN notice, one row each |
78
  | `data/finance_layoffs_by_employer.csv` | 766 | per-employer history with closure count, biggest first |
79
  | `data/finance_layoffs_by_year.csv` | 39 | notices, closures, workers and employers per year |
80
  | `data/finance_layoffs_by_state.csv` | 45 | notices and workers per state |
@@ -89,12 +89,12 @@ df.groupby(df.notice_date.str[:4]).employees_affected.sum().tail(10)
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90
  | year | notices | of which closures | workers affected | employers |
91
  |---|---|---|---|---|
92
- | 2026 | 130 | 5 | 7,585 | 52 |
93
  | 2025 | 115 | 5 | 9,171 | 47 |
94
  | 2024 | 100 | 22 | 8,525 | 37 |
95
  | 2023 | 145 | 8 | 10,018 | 54 |
96
  | 2022 | 86 | 12 | 7,515 | 47 |
97
- | 2021 | 65 | 14 | 4,900 | 33 |
98
  | 2020 | 205 | 46 | 21,761 | 133 |
99
  | 2019 | 105 | 30 | 8,879 | 64 |
100
  | 2018 | 172 | 73 | 10,906 | 62 |
@@ -109,7 +109,7 @@ df.groupby(df.notice_date.str[:4]).employees_affected.sum().tail(10)
109
 
110
  | employer | notices | closures | workers | states | first | last |
111
  |---|---|---|---|---|---|---|
112
- | Wells Fargo | 170 | 31 | 12,482 | AL, AZ, CA, CO, FL, IA, ID, IL, MD, MN, MT, NC, ND, NE, NJ, NV, NY, OR, PA, SC, SD, TX, UT, VA, WA | 2003-12-12 | 2026-09-01 |
113
  | Bank of America | 71 | 7 | 8,478 | AZ, CA, CT, FL, IL, KS, KY, MD, MI, NC, NJ, NY, OR, PA, RI, SC, UT, VA, WA | 1998-01-16 | 2026-03-19 |
114
  | Capital One | 38 | 16 | 7,209 | CA, DE, IL, KS, MD, MN, NE, NJ, NY, OK, OR, SD, VA, WA | 2004-12-22 | 2025-08-15 |
115
  | Rio Properties | 2 | 1 | 3,945 | NV | 2020-04-22 | 2023-08-02 |
@@ -131,20 +131,22 @@ df.groupby(df.notice_date.str[:4]).employees_affected.sum().tail(10)
131
  |---|---|---|
132
  | IL | 205 | 30,788 |
133
  | CA | 536 | 27,022 |
134
- | NY | 397 | 21,728 |
135
  | NJ | 124 | 12,578 |
136
  | MI | 67 | 8,810 |
137
  | PA | 62 | 7,100 |
138
  | FL | 78 | 6,584 |
139
  | NV | 10 | 5,401 |
140
  | WA | 42 | 5,227 |
141
- | TX | 30 | 4,770 |
142
 
143
  ## Most recent bank, insurance and finance filings in this build
144
 
145
  | date | employer | state | location | notice type | workers |
146
  |---|---|---|---|---|---|
147
  | 2026-11-01 | UBS | NJ | Weehawken | — | 58 |
 
 
148
  | 2026-09-11 | Fifth Third Bank | MI | Oakland | Mass layoff | 234 |
149
  | 2026-09-01 | UBS | NJ | Weehawken | — | 41 |
150
  | 2026-09-01 | Wells Fargo | IA | West Des Moines | Amendment - Additional Employees | 5 |
@@ -154,8 +156,6 @@ df.groupby(df.notice_date.str[:4]).employees_affected.sum().tail(10)
154
  | 2026-08-21 | Blue Shield of California | CA | Alameda County | Layoff Permanent | 25 |
155
  | 2026-08-21 | Blue Shield of California | CA | Sacramento County | Layoff Permanent | 5 |
156
  | 2026-08-21 | Blue Shield of California | CA | San Diego County | Layoff Permanent | 4 |
157
- | 2026-08-21 | Blue Shield of California | CA | San Joaquin County | Layoff Permanent | 2 |
158
- | 2026-08-21 | Blue Shield of California | CA | Los Angeles County | Layoff Permanent | 8 |
159
 
160
  Names are resolved for spelling variants, not corporate parents: a subsidiary
161
  filing under its own name stays under its own name.
@@ -183,86 +183,3 @@ filing under its own name stays under its own name.
183
 
184
  Published by APProjects, an automated publisher of US public records. Not
185
  affiliated with any state agency.
186
-
187
- <!-- warn-feed:offer:start -->
188
- ## A layoff record you can audit, not just download
189
-
190
- This dataset is one cut of a single daily rebuild: **61,338 US WARN Act
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- layoff notices from 48 state agencies, 1988 to today**, one schema, no
192
- login, no delay, CC BY 4.0. Snapshot as of **2026-09-18**; the files above are
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- rebuilt every day, so the live count is the truth.
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-
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- Several projects publish a current WARN scrape and two of them carry more rows
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- than we do. None of them publish what the records **used to say**:
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-
198
- - **636 observed changes to already-published notices, logged daily since 2026-08-31.**
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- `data/revisions.csv` records every field that differed between two consecutive
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- daily builds — employee counts, effective dates, notice types, company names —
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- with the old value, the new value and the date we saw it. We publish the
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- observation and not the cause: a change is equally explained by the agency
203
- amending the notice or by our own parser improving, and we do not guess which
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- (see `data/revisions.README.txt`). A scrape that starts tomorrow cannot backfill
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- any of it; it only exists if someone was watching.
206
- - **6,799 notices whose state agency page no longer lists them.** Agencies
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- take notices down. We keep them, flagged as archive-only, so a count you ran
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- last year still reconciles.
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- - **Point-in-time employer identity.** The ticker crosswalk resolves a filer to
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- the company as it existed at the time of the notice — Kmart, Sears Holdings,
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- Symantec — not to whatever is on today's ticker file.
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-
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- If you have to defend a number to an editor, a referee or a compliance reviewer,
214
- that provenance layer is the part you cannot rebuild yourself.
215
- [How to cite this dataset →](https://github.com/APVentureEngine/warn-act-notices/blob/main/CITATION.cff)
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-
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- **Look something up right now — free, no signup, nothing to install.**
218
- [Check any employer or state against the last 180 days
219
- →](https://approjects-warn-act-notices.static.hf.space/watch-now.html) It runs in your browser against these same files.
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-
221
- **Building something with it?** The same files are a free HTTP API — JSON and
222
- CSV, no key, no signup, `access-control-allow-origin: *` so `fetch()` works from
223
- a browser: [endpoints, schema and curl examples →](https://approjects-warn-act-notices.static.hf.space/api.html)
224
-
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- **Need one industry only?** The same filings, cut by an auditable employer-name
226
- rule (each row keeps the rule that fired): [tech companies](https://huggingface.co/datasets/APProjects/us-tech-company-layoffs-warn-act-notices-daily)
227
- · [hospitals & healthcare](https://huggingface.co/datasets/APProjects/us-hospital-healthcare-layoffs-warn-act-notices-daily)
228
- · [retail store closings](https://huggingface.co/datasets/APProjects/us-retail-store-closings-layoffs-warn-act-notices-daily)
229
- · [restaurants & hotels](https://huggingface.co/datasets/APProjects/us-restaurant-hotel-closings-layoffs-warn-act-notices-daily)
230
- · [factory & plant closings](https://huggingface.co/datasets/APProjects/us-factory-plant-closings-manufacturing-layoffs-warn-act-notices-daily)
231
- · [banks, insurance & finance](https://huggingface.co/datasets/APProjects/us-bank-insurance-finance-layoffs-warn-act-notices-daily)
232
- · [warehouses, trucking & logistics](https://huggingface.co/datasets/APProjects/us-warehouse-trucking-logistics-layoffs-warn-act-notices-daily)
233
- · [all 20 sectors](https://huggingface.co/datasets/APProjects/us-layoffs-by-industry-sector-warn-act).
234
-
235
- **Or have it watch a list for you.** Coming back to look is the part a CSV cannot
236
- do. **WARN Watch — $49 for a year**, one payment, nothing auto-renews, 14-day
237
- refund, no login: up to 500 employer names plus whole states, matched on every
238
- daily refresh, delivered to a private alert page + calendar (.ics) + RSS +
239
- an optional Slack / Discord / Teams webhook. Every alert carries that employer's
240
- whole filing history from the archive, which a keyword rule on an RSS feed cannot
241
- see. There is no built-in email — we do not claim one.
242
-
243
- - [See a real alert page before paying](https://approjects-warn-act-notices.static.hf.space/watch-sample.html) · [what you get](https://approjects-warn-act-notices.static.hf.space/watch.html)
244
- - [Try it free for 30 days, no card](https://approj.gumroad.com/l/warn-free-watch) · [Buy — $49/year](https://approj.gumroad.com/l/warn-watch)
245
-
246
- **Not deciding today?** [Join the update list →](https://approj.gumroad.com/subscribe) — one email when a
247
- new dataset or tier is published; nothing promotional. A state added or a column
248
- renamed ships in the [daily release](https://github.com/APVentureEngine/warn-act-notices/releases) instead, no address
249
- needed. The list is
250
- shared across APProjects datasets, holds an email address only, is run by
251
- Gumroad, and any message unsubscribes you. Rather give no address at all?
252
- [Watch the repo's releases](https://github.com/APVentureEngine/warn-act-notices/subscription) — GitHub notifies you on
253
- every daily republish, and a new state or changed field is in those notes the
254
- day it lands.
255
-
256
- **Reaching a human.** WARN Feed is published by APProjects, an automated data
257
- publisher — that is stated plainly rather than dressed up. Corrections, coverage
258
- gaps, schema questions and refund requests all go here and are read:
259
- [open an issue](https://github.com/APVentureEngine/warn-act-notices/issues/new/choose). Payments are handled by Gumroad as merchant of
260
- record, so an invoice can carry your company name.
261
-
262
- [Source, scrapers and methodology](https://github.com/APVentureEngine/warn-act-notices) · [the 48-state site](https://approjects-warn-act-notices.static.hf.space/)
263
- <!-- warn-feed:offer:end -->
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-
265
- <!-- warn-feed:px:start -->
266
- <img src="https://cdn.jsdelivr.net/gh/APVentureEngine/warn-act-notices@main/assets/px/hf/us-bank-insurance-finance-layoffs-warn-act-notices-daily.png" width="1" height="1" alt="">
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- <sub>Card views are counted anonymously: one 1×1 image on a public CDN, no cookies, no script, no personal data. The count is public: <a href="https://data.jsdelivr.com/v1/stats/packages/gh/APVentureEngine/warn-act-notices@main/files?period=month">jsDelivr stats</a>.</sub>
268
- <!-- warn-feed:px:end -->
 
38
 
39
  # US bank, insurance and finance layoffs — the actual WARN Act filings, rebuilt every day
40
 
41
+ **Last rebuilt: 2026-09-18.** 2,081 layoff and closure notices filed by
42
+ banks and mortgage lenders, insurers and health-plan administrators, brokerages and asset managers, card and payments companies, credit unions, tax, payroll and accounting firms, and real-estate and property-management operators with US state labor departments — **178,885 workers**,
43
  766 employers, 45 states, 1988–2026.
44
  404 of the notices (19.4%) were recorded by the state as a **closure**
45
  rather than a layoff. Free, CC BY 4.0, no login, no delay.
 
53
  **This is a FLOOR, not a census.** No US state WARN portal publishes an industry
54
  field — not one. Sector here is assigned from the **employer name** by an
55
  auditable keyword rule table, and **47.4% of all
56
+ 60,970 notices in the archive carry a name that reveals no
57
  sector at all** (`Rugged Liner`, `KPR US`, `Point Designs`). A bank, insurance and finance
58
  employer trading under an opaque name is therefore missing from this file. Every row
59
  keeps `sector_rule` — the exact pattern that fired — so any inclusion can be
60
  checked or disputed row by row, and the full unfiltered archive is one click
61
+ away: [all 60,970 notices](https://huggingface.co/datasets/APProjects/us-warn-act-layoffs-notices-daily).
62
 
63
  WARN also only covers layoffs above a size threshold (broadly 50+ at a site,
64
  lower in some states), so smaller bank, insurance and finance layoffs never generate a filing at all.
 
74
 
75
  | file | rows | what it is |
76
  |---|---|---|
77
+ | `data/finance_layoff_notices.csv` | 2,081 | every bank, insurance and finance WARN notice, one row each |
78
  | `data/finance_layoffs_by_employer.csv` | 766 | per-employer history with closure count, biggest first |
79
  | `data/finance_layoffs_by_year.csv` | 39 | notices, closures, workers and employers per year |
80
  | `data/finance_layoffs_by_state.csv` | 45 | notices and workers per state |
 
89
 
90
  | year | notices | of which closures | workers affected | employers |
91
  |---|---|---|---|---|
92
+ | 2026 | 132 | 5 | 7,825 | 53 |
93
  | 2025 | 115 | 5 | 9,171 | 47 |
94
  | 2024 | 100 | 22 | 8,525 | 37 |
95
  | 2023 | 145 | 8 | 10,018 | 54 |
96
  | 2022 | 86 | 12 | 7,515 | 47 |
97
+ | 2021 | 65 | 14 | 4,969 | 33 |
98
  | 2020 | 205 | 46 | 21,761 | 133 |
99
  | 2019 | 105 | 30 | 8,879 | 64 |
100
  | 2018 | 172 | 73 | 10,906 | 62 |
 
109
 
110
  | employer | notices | closures | workers | states | first | last |
111
  |---|---|---|---|---|---|---|
112
+ | Wells Fargo | 171 | 31 | 12,517 | AL, AZ, CA, CO, FL, IA, ID, IL, MD, MN, MT, NC, ND, NE, NJ, NV, NY, OR, PA, SC, SD, TX, UT, VA, WA | 2003-12-12 | 2026-09-15 |
113
  | Bank of America | 71 | 7 | 8,478 | AZ, CA, CT, FL, IL, KS, KY, MD, MI, NC, NJ, NY, OR, PA, RI, SC, UT, VA, WA | 1998-01-16 | 2026-03-19 |
114
  | Capital One | 38 | 16 | 7,209 | CA, DE, IL, KS, MD, MN, NE, NJ, NY, OK, OR, SD, VA, WA | 2004-12-22 | 2025-08-15 |
115
  | Rio Properties | 2 | 1 | 3,945 | NV | 2020-04-22 | 2023-08-02 |
 
131
  |---|---|---|
132
  | IL | 205 | 30,788 |
133
  | CA | 536 | 27,022 |
134
+ | NY | 397 | 21,797 |
135
  | NJ | 124 | 12,578 |
136
  | MI | 67 | 8,810 |
137
  | PA | 62 | 7,100 |
138
  | FL | 78 | 6,584 |
139
  | NV | 10 | 5,401 |
140
  | WA | 42 | 5,227 |
141
+ | TX | 31 | 4,975 |
142
 
143
  ## Most recent bank, insurance and finance filings in this build
144
 
145
  | date | employer | state | location | notice type | workers |
146
  |---|---|---|---|---|---|
147
  | 2026-11-01 | UBS | NJ | Weehawken | — | 58 |
148
+ | 2026-09-15 | Truist Bank | TX | Arlington, Tarrant | — | 205 |
149
+ | 2026-09-15 | Wells Fargo | IA | West Des Moines | Amendment - Additional Employees | 35 |
150
  | 2026-09-11 | Fifth Third Bank | MI | Oakland | Mass layoff | 234 |
151
  | 2026-09-01 | UBS | NJ | Weehawken | — | 41 |
152
  | 2026-09-01 | Wells Fargo | IA | West Des Moines | Amendment - Additional Employees | 5 |
 
156
  | 2026-08-21 | Blue Shield of California | CA | Alameda County | Layoff Permanent | 25 |
157
  | 2026-08-21 | Blue Shield of California | CA | Sacramento County | Layoff Permanent | 5 |
158
  | 2026-08-21 | Blue Shield of California | CA | San Diego County | Layoff Permanent | 4 |
 
 
159
 
160
  Names are resolved for spelling variants, not corporate parents: a subsidiary
161
  filing under its own name stays under its own name.
 
183
 
184
  Published by APProjects, an automated publisher of US public records. Not
185
  affiliated with any state agency.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
data/finance_layoff_notices.csv CHANGED
@@ -1,5 +1,7 @@
1
  id,state,employer,notice_date,effective_date,employees_affected,notice_type,location,sector_rule
2
  21bef2f0a89576ea,NJ,UBS,2026-11-01,2026-11-04,58,,Weehawken,ubs
 
 
3
  c18643df422ff146,MI,Fifth Third Bank,,2026-09-11,234,Mass layoff,Oakland,fifth third
4
  c9babd2aa7bdfda4,NJ,UBS,2026-09-01,2026-11-25,41,,Weehawken,ubs
5
  8daff93bbc762538,IA,Wells Fargo,2026-09-01,2026-10-31,5,Amendment - Additional Employees,West Des Moines,wells fargo
@@ -575,7 +577,7 @@ e881da2abd2c0663,HI,Fidelity National Information Services,2022-03-24,,,,,fideli
575
  618c7df3cea04cd8,CA,WinnPointe,2022-02-03,2022-04-07,51,Layoff Permanent,Orange County,mortgage
576
  88d78c2151482835,NY,Elmira Savings Bank,2022-01-27,2022-05-13,33,Layoff,Chemung,savings
577
  bb39801684cab898,TX,Stearns Lending,2022-01-06,2022-03-13,348,,"Lewisville, Denton",lending
578
- a94d8e142a9f4c30,NY,Credit Suisse Securities (USA),2021-12-06,,,,New York City Region,credit suisse
579
  8e6361e0637b3824,CA,Genpact,2021-11-30,2022-01-31,14,Layoff Permanent,Orange County,mortgage
580
  c805a734127cf34b,IL,Interfirst Mortgage,2021-11-18,,544,State,"Rosemont, 9525 W. Bryn Mawr Ave., Suite 400",mortgage
581
  e656d75c0e39e796,CA,Wells Fargo,2021-11-18,2022-01-16,23,Layoff Permanent,Alameda County,wells fargo
 
1
  id,state,employer,notice_date,effective_date,employees_affected,notice_type,location,sector_rule
2
  21bef2f0a89576ea,NJ,UBS,2026-11-01,2026-11-04,58,,Weehawken,ubs
3
+ 945a3fd5c642a3ed,TX,Truist Bank,2026-09-15,2026-11-30,205,,"Arlington, Tarrant",truist
4
+ b828722752c1f693,IA,Wells Fargo,2026-09-15,2026-11-14,35,Amendment - Additional Employees,West Des Moines,wells fargo
5
  c18643df422ff146,MI,Fifth Third Bank,,2026-09-11,234,Mass layoff,Oakland,fifth third
6
  c9babd2aa7bdfda4,NJ,UBS,2026-09-01,2026-11-25,41,,Weehawken,ubs
7
  8daff93bbc762538,IA,Wells Fargo,2026-09-01,2026-10-31,5,Amendment - Additional Employees,West Des Moines,wells fargo
 
577
  618c7df3cea04cd8,CA,WinnPointe,2022-02-03,2022-04-07,51,Layoff Permanent,Orange County,mortgage
578
  88d78c2151482835,NY,Elmira Savings Bank,2022-01-27,2022-05-13,33,Layoff,Chemung,savings
579
  bb39801684cab898,TX,Stearns Lending,2022-01-06,2022-03-13,348,,"Lewisville, Denton",lending
580
+ a94d8e142a9f4c30,NY,Credit Suisse Securities (USA),2021-12-06,2022-03-06,69,Plant,New York,credit suisse
581
  8e6361e0637b3824,CA,Genpact,2021-11-30,2022-01-31,14,Layoff Permanent,Orange County,mortgage
582
  c805a734127cf34b,IL,Interfirst Mortgage,2021-11-18,,544,State,"Rosemont, 9525 W. Bryn Mawr Ave., Suite 400",mortgage
583
  e656d75c0e39e796,CA,Wells Fargo,2021-11-18,2022-01-16,23,Layoff Permanent,Alameda County,wells fargo
data/finance_layoffs_by_employer.csv CHANGED
@@ -1,5 +1,5 @@
1
  employer,notices,closure_notices,workers_affected,states,first_notice,last_notice
2
- Wells Fargo,170,31,12482,AL|AZ|CA|CO|FL|IA|ID|IL|MD|MN|MT|NC|ND|NE|NJ|NV|NY|OR|PA|SC|SD|TX|UT|VA|WA,2003-12-12,2026-09-01
3
  Bank of America,71,7,8478,AZ|CA|CT|FL|IL|KS|KY|MD|MI|NC|NJ|NY|OR|PA|RI|SC|UT|VA|WA,1998-01-16,2026-03-19
4
  Capital One,38,16,7209,CA|DE|IL|KS|MD|MN|NE|NJ|NY|OK|OR|SD|VA|WA,2004-12-22,2025-08-15
5
  Rio Properties,2,1,3945,NV,2020-04-22,2023-08-02
@@ -22,11 +22,11 @@ Michigan National Bank,3,2,1256,MI,2001-04-04,2001-08-02
22
  MetLife,12,1,1206,AZ|CT|FL|IL|IN|NC|NJ|NY|OK,2012-01-27,2019-07-31
23
  Barclays Capital,8,0,1179,CA|IL|NJ|NY,2008-10-01,2015-10-12
24
  LendingClub,13,0,1175,CA|UT,2016-06-27,2023-11-14
 
25
  Ideal Mortgage Bankers,2,2,1144,NY,2009-12-07,2009-12-07
26
  Old Kent Financial,8,0,1107,IL|MI,1999-07-06,2001-03-20
27
  Optum,30,16,1100,CA|IL|MD|NJ|NY|OH|RI,2016-02-01,2026-08-01
28
  American Express,10,0,1096,FL|IL|NE|UT,2001-04-20,2015-12-11
29
- Credit Suisse Securities (USA),7,1,1078,NY,2010-10-21,2023-06-12
30
  PNC Bank,4,1,1061,CO|IL|MI|OH,2010-02-26,2026-04-17
31
  Nationstar,11,1,1025,CA|NE|NY,2014-04-30,2026-01-16
32
  Home Point Financial,9,2,1005,AZ|CA|FL|MI|NC|TX,2018-05-11,2023-04-11
@@ -123,6 +123,7 @@ OceanFirst Bank,2,0,288,NJ|NY,2025-09-01,2026-05-11
123
  First National Bank,6,0,287,ID|IL|MD|MI|NE|UT,1991-07-24,2017-02-16
124
  Chime Financial,2,0,287,CA,2022-11-08,2026-08-03
125
  Ocwen Loan Servicing,1,0,287,IA,2015-09-24,2015-09-24
 
126
  Banc of California,12,2,276,CA,2017-03-02,2019-03-29
127
  Ivy Asset Management,4,0,275,NY,2010-02-11,2010-07-01
128
  LPL Financial,3,0,275,CA,2017-02-21,2026-02-13
@@ -417,7 +418,6 @@ National Penn Bank,1,0,77,PA,2014-10-24,2014-10-24
417
  ADESA/automative Finance,1,0,76,NJ,2020-06-01,2020-06-01
418
  CMRE Financial Services,1,0,76,CA,2020-04-22,2020-04-22
419
  Merchants Bank,1,0,76,VT,2017-03-10,2017-03-10
420
- Truist Bank,1,0,76,TN,2023-06-27,2023-06-27
421
  Cigna HealthSpring,1,0,75,IL,2017-11-14,2017-11-14
422
  Eastern Bank,1,0,75,MA,2025-12-08,2025-12-08
423
  Stanford Financial Group,1,1,75,NY,2009-03-13,2009-03-13
 
1
  employer,notices,closure_notices,workers_affected,states,first_notice,last_notice
2
+ Wells Fargo,171,31,12517,AL|AZ|CA|CO|FL|IA|ID|IL|MD|MN|MT|NC|ND|NE|NJ|NV|NY|OR|PA|SC|SD|TX|UT|VA|WA,2003-12-12,2026-09-15
3
  Bank of America,71,7,8478,AZ|CA|CT|FL|IL|KS|KY|MD|MI|NC|NJ|NY|OR|PA|RI|SC|UT|VA|WA,1998-01-16,2026-03-19
4
  Capital One,38,16,7209,CA|DE|IL|KS|MD|MN|NE|NJ|NY|OK|OR|SD|VA|WA,2004-12-22,2025-08-15
5
  Rio Properties,2,1,3945,NV,2020-04-22,2023-08-02
 
22
  MetLife,12,1,1206,AZ|CT|FL|IL|IN|NC|NJ|NY|OK,2012-01-27,2019-07-31
23
  Barclays Capital,8,0,1179,CA|IL|NJ|NY,2008-10-01,2015-10-12
24
  LendingClub,13,0,1175,CA|UT,2016-06-27,2023-11-14
25
+ Credit Suisse Securities (USA),7,1,1147,NY,2010-10-21,2023-06-12
26
  Ideal Mortgage Bankers,2,2,1144,NY,2009-12-07,2009-12-07
27
  Old Kent Financial,8,0,1107,IL|MI,1999-07-06,2001-03-20
28
  Optum,30,16,1100,CA|IL|MD|NJ|NY|OH|RI,2016-02-01,2026-08-01
29
  American Express,10,0,1096,FL|IL|NE|UT,2001-04-20,2015-12-11
 
30
  PNC Bank,4,1,1061,CO|IL|MI|OH,2010-02-26,2026-04-17
31
  Nationstar,11,1,1025,CA|NE|NY,2014-04-30,2026-01-16
32
  Home Point Financial,9,2,1005,AZ|CA|FL|MI|NC|TX,2018-05-11,2023-04-11
 
123
  First National Bank,6,0,287,ID|IL|MD|MI|NE|UT,1991-07-24,2017-02-16
124
  Chime Financial,2,0,287,CA,2022-11-08,2026-08-03
125
  Ocwen Loan Servicing,1,0,287,IA,2015-09-24,2015-09-24
126
+ Truist Bank,2,0,281,TN|TX,2023-06-27,2026-09-15
127
  Banc of California,12,2,276,CA,2017-03-02,2019-03-29
128
  Ivy Asset Management,4,0,275,NY,2010-02-11,2010-07-01
129
  LPL Financial,3,0,275,CA,2017-02-21,2026-02-13
 
418
  ADESA/automative Finance,1,0,76,NJ,2020-06-01,2020-06-01
419
  CMRE Financial Services,1,0,76,CA,2020-04-22,2020-04-22
420
  Merchants Bank,1,0,76,VT,2017-03-10,2017-03-10
 
421
  Cigna HealthSpring,1,0,75,IL,2017-11-14,2017-11-14
422
  Eastern Bank,1,0,75,MA,2025-12-08,2025-12-08
423
  Stanford Financial Group,1,1,75,NY,2009-03-13,2009-03-13
data/finance_layoffs_by_state.csv CHANGED
@@ -1,14 +1,14 @@
1
  state,notices,workers_affected
2
  IL,205,30788
3
  CA,536,27022
4
- NY,397,21728
5
  NJ,124,12578
6
  MI,67,8810
7
  PA,62,7100
8
  FL,78,6584
9
  NV,10,5401
10
  WA,42,5227
11
- TX,30,4770
12
  OR,34,4011
13
  OH,26,3886
14
  MD,52,3639
@@ -20,8 +20,8 @@ KY,16,2370
20
  KS,21,2351
21
  SC,18,2295
22
  CO,14,1920
 
23
  AZ,23,1748
24
- IA,34,1715
25
  IN,15,1667
26
  NE,29,1666
27
  DE,8,1609
 
1
  state,notices,workers_affected
2
  IL,205,30788
3
  CA,536,27022
4
+ NY,397,21797
5
  NJ,124,12578
6
  MI,67,8810
7
  PA,62,7100
8
  FL,78,6584
9
  NV,10,5401
10
  WA,42,5227
11
+ TX,31,4975
12
  OR,34,4011
13
  OH,26,3886
14
  MD,52,3639
 
20
  KS,21,2351
21
  SC,18,2295
22
  CO,14,1920
23
+ IA,35,1750
24
  AZ,23,1748
 
25
  IN,15,1667
26
  NE,29,1666
27
  DE,8,1609
data/finance_layoffs_by_year.csv CHANGED
@@ -32,9 +32,9 @@ year,notices,closure_notices,workers_affected,employers
32
  2018,172,73,10906,62
33
  2019,105,30,8879,64
34
  2020,205,46,21761,133
35
- 2021,65,14,4900,33
36
  2022,86,12,7515,47
37
  2023,145,8,10018,54
38
  2024,100,22,8525,37
39
  2025,115,5,9171,47
40
- 2026,130,5,7585,52
 
32
  2018,172,73,10906,62
33
  2019,105,30,8879,64
34
  2020,205,46,21761,133
35
+ 2021,65,14,4969,33
36
  2022,86,12,7515,47
37
  2023,145,8,10018,54
38
  2024,100,22,8525,37
39
  2025,115,5,9171,47
40
+ 2026,132,5,7825,53