Table Data - All Employees: Wholesale Trade: Wholesale Trade Agents and Brokers in Pennsylvania

Title All Employees: Wholesale Trade: Wholesale Trade Agents and Brokers in Pennsylvania
Series ID SMU42000004142500001SA
Source U.S. Bureau of Labor Statistics, Federal Reserve Bank of St. Louis
Release State and Metro Area Employment, Hours, and Earnings (Not a Press Release)
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-05-01
Last Updated 2026-06-24 10:03 AM CDT
Notes The Federal Reserve Bank of St. Louis seasonally adjusts this series by using the 'statsmodels' library from Python with default parameter settings. The package uses the U.S. Bureau of the Census X-13ARIMA-SEATS Seasonal Adjustment Program. More information on the 'statsmodels' X-13ARIMA-SEATS package can be found here. More information on X-13ARIMA-SEATS can be found here.

Many series include both seasonally adjusted (SA) and not seasonally adjusted (NSA) data. Occasionally, updates to the data will not include sufficient seasonal factors to trigger a seasonal adjustment. In these cases, the NSA series will be updated normally; but the SA series will also be updated with the NSA data. The NSA series can be located here here.

Some seasonally adjusted series may exhibit negative values because they are created from a seasonal adjustment process regardless of the actual meaning or interpretation of the given indicator.
DATE VALUE
1990-01-01 43.8937794172942
1990-02-01 43.8183940307149
1990-03-01 44.0438680380932
1990-04-01 43.0255069242029
1990-05-01 43.1751731689863
1990-06-01 43.4219666414065
1990-07-01 42.7203103097533
1990-08-01 43.6234529641351
1990-09-01 42.5922782627937
1990-10-01 42.4945648563454
1990-11-01 42.4238442156300
1990-12-01 42.2783450409350
1991-01-01 43.3995044989647
1991-02-01 43.0086346087280
1991-03-01 42.8146449002421
1991-04-01 42.7248626062788
1991-05-01 42.3783111073251
1991-06-01 42.2150161943525
1991-07-01 41.9436909869405
1991-08-01 41.6316257717267
1991-09-01 41.1016430556947
1991-10-01 40.6009588474215
1991-11-01 40.4202957053315
1991-12-01 40.4859436216384
1992-01-01 39.6046173449167
1992-02-01 39.2952801633780
1992-03-01 38.8724441607886
1992-04-01 38.8126617213834
1992-05-01 38.8708539332143
1992-06-01 38.5113866026278
1992-07-01 38.5807686974226
1992-08-01 38.1461277526190
1992-09-01 38.3181244223355
1992-10-01 38.5113958014525
1992-11-01 37.8221753668628
1992-12-01 37.4918148188836
1993-01-01 37.9220470681981
1993-02-01 37.8647938597127
1993-03-01 37.7207637246353
1993-04-01 37.2879252049731
1993-05-01 37.0523202418595
1993-06-01 37.0048943681321
1993-07-01 36.9341180875465
1993-08-01 36.9917176442969
1993-09-01 36.6353841623713
1993-10-01 37.0193976241662
1993-11-01 36.7192611585547
1993-12-01 36.4883670212184
1994-01-01 34.9326052956081
1994-02-01 34.8337084814914
1994-03-01 34.8596888909455
1994-04-01 34.6552542094489
1994-05-01 34.5498643961520
1994-06-01 34.5025148390502
1994-07-01 34.1913298929472
1994-08-01 34.1338418746237
1994-09-01 34.1831745953628
1994-10-01 33.8109636981035
1994-11-01 33.8979964516107
1994-12-01 33.6830659118376
1995-01-01 33.4367813620814
1995-02-01 33.2049175243466
1995-03-01 33.1172533683874
1995-04-01 33.1122153639107
1995-05-01 33.0516197858110
1995-06-01 32.8028116141721
1995-07-01 32.3444016246938
1995-08-01 32.5878993617513
1995-09-01 32.3348066576527
1995-10-01 31.7979657324825
1995-11-01 31.7615632039506
1995-12-01 31.8719376111943
1996-01-01 31.7084783574425
1996-02-01 31.8991347487140
1996-03-01 31.7074800109904
1996-04-01 31.5699707144577
1996-05-01 31.3569102155060
1996-06-01 31.2134159108968
1996-07-01 30.8734150104010
1996-08-01 30.5229086218450
1996-09-01 30.5003095515349
1996-10-01 30.3686618385624
1996-11-01 30.2337128661315
1996-12-01 30.1692828704056
1997-01-01 29.4637745553752
1997-02-01 29.4918913849945
1997-03-01 29.4247132640982
1997-04-01 29.1440676612346
1997-05-01 29.0535675123808
1997-06-01 29.1345768678487
1997-07-01 30.4768215778774
1997-08-01 29.3618401957317
1997-09-01 29.4540815408313
1997-10-01 29.6244383469684
1997-11-01 29.8180185673507
1997-12-01 29.7669864436852
1998-01-01 29.8057438550930
1998-02-01 29.7973351926790
1998-03-01 29.7437772043776
1998-04-01 29.9415259060301
1998-05-01 29.8630440786422
1998-06-01 29.8677048363092
1998-07-01 30.6584095163462
1998-08-01 29.9692311894726
1998-09-01 29.9038163371677
1998-10-01 29.9591800912275
1998-11-01 30.0250497945464
1998-12-01 29.9736874233631
1999-01-01 30.1575715109589
1999-02-01 29.8999716237330
1999-03-01 28.8677253442870
1999-04-01 28.8554164653546
1999-05-01 28.7714159235674
1999-06-01 28.6880406370306
1999-07-01 27.9393859005043
1999-08-01 27.6638160126369
1999-09-01 27.7320508417102
1999-10-01 27.6066643779118
1999-11-01 26.9396456851701
1999-12-01 27.2778874653036
2000-01-01 27.4177007428679
2000-02-01 27.5167622510018
2000-03-01 28.0919829471582
2000-04-01 27.6731255216945
2000-05-01 27.8743640745722
2000-06-01 27.9036713778085
2000-07-01 28.1162901258688
2000-08-01 28.2373391343595
2000-09-01 28.1357979718394
2000-10-01 28.5702518225061
2000-11-01 29.1697388722942
2000-12-01 28.8935467438468
2001-01-01 28.8039877711460
2001-02-01 28.8269972774789
2001-03-01 28.9156867660769
2001-04-01 28.9865631657594
2001-05-01 28.9700537183104
2001-06-01 29.0942428109059
2001-07-01 29.5016387796350
2001-08-01 29.7145113252331
2001-09-01 29.8266913245788
2001-10-01 30.0562518843532
2001-11-01 29.9853010884623
2001-12-01 30.2978295543051
2002-01-01 30.7227043179804
2002-02-01 30.7506434981444
2002-03-01 30.6282945852101
2002-04-01 30.9888102622845
2002-05-01 31.3652168601051
2002-06-01 31.7820021965584
2002-07-01 31.8799104513868
2002-08-01 32.1971132632076
2002-09-01 32.4983917562465
2002-10-01 33.0562357273887
2002-11-01 33.4877749549537
2002-12-01 33.9148095604588
2003-01-01 34.4698156841172
2003-02-01 34.6733991330767
2003-03-01 35.0447286472661
2003-04-01 35.2773647654788
2003-05-01 35.4478967135409
2003-06-01 35.5467392044493
2003-07-01 36.0748434103278
2003-08-01 36.0916164950597
2003-09-01 36.1714787565243
2003-10-01 36.1647064382701
2003-11-01 36.3746394571023
2003-12-01 36.4257336383007
2004-01-01 36.8301228443322
2004-02-01 37.0036070437378
2004-03-01 37.2477544345301
2004-04-01 37.7614393490323
2004-05-01 38.1293047653688
2004-06-01 38.6141206186331
2004-07-01 38.8724872810234
2004-08-01 39.2963561270290
2004-09-01 39.6370109216539
2004-10-01 40.0685997155709
2004-11-01 40.4564348223947
2004-12-01 40.9515961383901
2005-01-01 40.9904454297218
2005-02-01 41.3260174493707
2005-03-01 41.5460614545187
2005-04-01 41.6413015103570
2005-05-01 41.8142976643235
2005-06-01 41.7888870764042
2005-07-01 41.9854606187760
2005-08-01 41.7943670046813
2005-09-01 42.0181714270623
2005-10-01 41.8621010710359
2005-11-01 41.9405084540615
2005-12-01 41.8554687741874
2006-01-01 41.7452016098256
2006-02-01 42.1423508208887
2006-03-01 42.1233909160810
2006-04-01 42.6309349026697
2006-05-01 42.8181973882646
2006-06-01 42.9934910856541
2006-07-01 42.9959649820578
2006-08-01 43.1907284103080
2006-09-01 43.3024427672801
2006-10-01 43.4419274918696
2006-11-01 43.5256920517025
2006-12-01 43.9602000607895
2007-01-01 43.4815030890420
2007-02-01 43.4488508741163
2007-03-01 43.4015169596158
2007-04-01 43.2281726767945
2007-05-01 43.2262400647459
2007-06-01 43.4104117206832
2007-07-01 43.2170005777575
2007-08-01 43.1743268709889
2007-09-01 43.3047023390578
2007-10-01 43.4202383215815
2007-11-01 43.7197997029085
2007-12-01 43.5490467206125
2008-01-01 43.7888168113602
2008-02-01 43.9521627896909
2008-03-01 44.0796268067305
2008-04-01 44.3365664676828
2008-05-01 44.3337842485201
2008-06-01 44.3417182710568
2008-07-01 44.5358104455810
2008-08-01 44.6560239716733
2008-09-01 44.4077631906114
2008-10-01 44.3052493409989
2008-11-01 44.0113083477843
2008-12-01 43.8399604065217
2009-01-01 43.6796650951549
2009-02-01 43.4582213468687
2009-03-01 43.2776978594476
2009-04-01 42.7388656712988
2009-05-01 42.6340194697880
2009-06-01 42.4716080471745
2009-07-01 42.2531695366479
2009-08-01 42.1327319231343
2009-09-01 42.1123815247719
2009-10-01 42.1049336331484
2009-11-01 42.1129518962694
2009-12-01 42.0100995595400
2010-01-01 41.8740717659880
2010-02-01 41.7524668436530
2010-03-01 41.9795195853283
2010-04-01 41.9558419991472
2010-05-01 42.0312437948219
2010-06-01 41.9862349085806
2010-07-01 42.1677591635825
2010-08-01 42.3334681633765
2010-09-01 42.2016961753216
2010-10-01 42.2181232766260
2010-11-01 42.3072617431598
2010-12-01 42.4738504427585
2011-01-01 42.6677204597182
2011-02-01 42.6381114105575
2011-03-01 42.6016857503655
2011-04-01 42.6758643221651
2011-05-01 42.7325195475851
2011-06-01 42.4839015634709
2011-07-01 42.3795381336336
2011-08-01 42.3423220221370
2011-09-01 42.0939477834235
2011-10-01 42.0346912379471
2011-11-01 41.8020414616914
2011-12-01 41.5349299399245
2012-01-01 41.0506087518122
2012-02-01 41.1157988295310
2012-03-01 41.1294765170696
2012-04-01 41.0968813754865
2012-05-01 41.0472974256275
2012-06-01 41.3739528722682
2012-07-01 40.9882039025135
2012-08-01 40.9525702176622
2012-09-01 40.9938196712382
2012-10-01 40.8425165339976
2012-11-01 40.7919230678361
2012-12-01 40.8111084799279
2013-01-01 40.6239690796573
2013-02-01 40.7980728056658
2013-03-01 40.8673812901803
2013-04-01 40.5028397357182
2013-05-01 40.4653297881394
2013-06-01 40.3757872910563
2013-07-01 40.1825171690912
2013-08-01 40.0527633742835
2013-09-01 40.0957206770322
2013-10-01 39.8499271997567
2013-11-01 39.8881067314706
2013-12-01 40.0084887776532
2014-01-01 40.0007222499432
2014-02-01 40.0767215977090
2014-03-01 39.8945821811290
2014-04-01 39.8986033273159
2014-05-01 40.2764049878698
2014-06-01 40.6811837081733
2014-07-01 40.8737646291145
2014-08-01 41.0506481529429
2014-09-01 41.5006714002121
2014-10-01 42.0597738555571
2014-11-01 42.4893868577881
2014-12-01 42.6206090316335
2015-01-01 42.8793881094836
2015-02-01 42.9612024364271
2015-03-01 43.2161352107180
2015-04-01 43.2815146696047
2015-05-01 43.1724068405858
2015-06-01 43.1907287043565
2015-07-01 43.2610716752518
2015-08-01 43.2487179525281
2015-09-01 43.0180535113709
2015-10-01 42.9745095820519
2015-11-01 42.7877923574334
2015-12-01 42.6543645584045
2016-01-01 42.5565636708098
2016-02-01 42.3408768727408
2016-03-01 42.1124107037870
2016-04-01 42.1586448200922
2016-05-01 42.0627661761529
2016-06-01 41.8043831497122
2016-07-01 41.8578488507364
2016-08-01 41.7533557422363
2016-09-01 41.7447346230312
2016-10-01 41.4930570913225
2016-11-01 41.3827308194942
2016-12-01 41.2874346171852
2017-01-01 41.1227687955780
2017-02-01 41.2202931062600
2017-03-01 41.0963233840674
2017-04-01 41.1399561542562
2017-05-01 41.1503245198226
2017-06-01 41.1227292714399
2017-07-01 40.9627069681187
2017-08-01 40.8728654885569
2017-09-01 41.0727328461911
2017-10-01 40.7158339227807
2017-11-01 40.5731604780444
2017-12-01 40.6163409205728
2018-01-01 40.4810170740156
2018-02-01 40.4779679777613
2018-03-01 40.5583081391967
2018-04-01 40.6430469219304
2018-05-01 40.6586605499289
2018-06-01 40.6385135528403
2018-07-01 40.5707306189469
2018-08-01 40.6051333555201
2018-09-01 40.3026976633657
2018-10-01 40.4352210303193
2018-11-01 40.4664833177176
2018-12-01 40.2202647686254
2019-01-01 40.2286719819966
2019-02-01 40.2365608214998
2019-03-01 40.1243938423161
2019-04-01 39.8481227423526
2019-05-01 39.6845377717810
2019-06-01 39.5635935040322
2019-07-01 39.3728859338400
2019-08-01 39.2380430475644
2019-09-01 39.2314627921686
2019-10-01 39.0377555266670
2019-11-01 38.9638605888048
2019-12-01 38.7300826949255
2020-01-01 38.4758504853274
2020-02-01 38.0905201968345
2020-03-01 37.6833043788304
2020-04-01 34.3582828082524
2020-05-01 34.2280338974585
2020-06-01 33.5887541613697
2020-07-01 33.7739369689484
2020-08-01 33.6623348118712
2020-09-01 33.5370758725426
2020-10-01 33.8368903090141
2020-11-01 33.5815103772805
2020-12-01 33.6260803867172
2021-01-01 33.8377939364003
2021-02-01 33.8622284272490
2021-03-01 33.8545344547428
2021-04-01 33.7603238630076
2021-05-01 33.8634524030206
2021-06-01 34.1083299046408
2021-07-01 34.3757340576503
2021-08-01 34.4731708715141
2021-09-01 34.5127593141767
2021-10-01 34.8391931734334
2021-11-01 35.1165298770318
2021-12-01 35.3340040872444
2022-01-01 35.4191442154046
2022-02-01 35.6402091729424
2022-03-01 35.9280845843119
2022-04-01 36.3655788718921
2022-05-01 36.4861785038911
2022-06-01 36.6041951856628
2022-07-01 36.9858225140759
2022-08-01 37.0786316293949
2022-09-01 37.2699720265469
2022-10-01 37.4453385137858
2022-11-01 37.3572081137635
2022-12-01 37.3351691095742
2023-01-01 37.5252057873104
2023-02-01 37.6409934420699
2023-03-01 37.8117999483748
2023-04-01 37.4587094315803
2023-05-01 37.5876084695090
2023-06-01 37.7946186964546
2023-07-01 37.4974079633407
2023-08-01 37.5788854967348
2023-09-01 37.7298009601091
2023-10-01 37.5483066989007
2023-11-01 37.5851678007325
2023-12-01 37.8526224206897
2024-01-01 37.8385665674337
2024-02-01 37.9424445255261
2024-03-01 37.9998798954273
2024-04-01 37.9564517442958
2024-05-01 37.9746051909258
2024-06-01 38.1783673561978
2024-07-01 38.1177704034897
2024-08-01 38.1820909881882
2024-09-01 38.1942097652178
2024-10-01 38.0559290614330
2024-11-01 38.1001243141009
2024-12-01 38.0562382460166
2025-01-01 38.0522610059735
2025-02-01 37.9515881519251
2025-03-01 37.9980815576750
2025-04-01 37.9543944975479
2025-05-01 37.9574701979875
2025-06-01 37.8663523079663
2025-07-01 37.7328484191360
2025-08-01 37.6830312012581
2025-09-01 37.7777737429274
2025-10-01 37.7602364939562
2025-11-01 37.7015791415290
2025-12-01 37.3613661468610
2026-01-01 37.6571097348070
2026-02-01 37.6588256701667
2026-03-01 37.3999578082214
2026-04-01 37.8574336742432
2026-05-01 37.7443222225243

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