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 2026-09-01
Last Updated 2026-10-20 10:22 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 43.8936856890
1990-02-01 43.8183268064
1990-03-01 44.0438394245
1990-04-01 43.0254846243
1990-05-01 43.1751512097
1990-06-01 43.4219669835
1990-07-01 42.7202942546
1990-08-01 43.6236525660
1990-09-01 42.5922714932
1990-10-01 42.4945100483
1990-11-01 42.4238644384
1990-12-01 42.2784200339
1991-01-01 43.3994231370
1991-02-01 43.0085756477
1991-03-01 42.8146202784
1991-04-01 42.7248425444
1991-05-01 42.3782906502
1991-06-01 42.2150158636
1991-07-01 41.9436763385
1991-08-01 41.6318013044
1991-09-01 41.1016357894
1991-10-01 40.6009062174
1991-11-01 40.4203098919
1991-12-01 40.4860047029
1992-01-01 39.6045569711
1992-02-01 39.2952382988
1992-03-01 38.8724261825
1992-04-01 38.8126460758
1992-05-01 38.8708399888
1992-06-01 38.5113902305
1992-07-01 38.5807421147
1992-08-01 38.1462593850
1992-09-01 38.3181255911
1992-10-01 38.5113500618
1992-11-01 37.8221786309
1992-12-01 37.4918523104
1993-01-01 37.9220199627
1993-02-01 37.8647749470
1993-03-01 37.7207563110
1993-04-01 37.2879185159
1993-05-01 37.0523115533
1993-06-01 37.0048912615
1993-07-01 36.9340582502
1993-08-01 36.9918427363
1993-09-01 36.6353768285
1993-10-01 37.0193604382
1993-11-01 36.7192520645
1993-12-01 36.4883719524
1994-01-01 34.9326204032
1994-02-01 34.8337080875
1994-03-01 34.8596956691
1994-04-01 34.6552630881
1994-05-01 34.5498700912
1994-06-01 34.5025170953
1994-07-01 34.1911958531
1994-08-01 34.1339685955
1994-09-01 34.1831671925
1994-10-01 33.8109374071
1994-11-01 33.8979747922
1994-12-01 33.6830348425
1995-01-01 33.4368296803
1995-02-01 33.2049307175
1995-03-01 33.1172770841
1995-04-01 33.1122479906
1995-05-01 33.0516527946
1995-06-01 32.8028386896
1995-07-01 32.3441320947
1995-08-01 32.5880689397
1995-09-01 32.3348031372
1995-10-01 31.7979477492
1995-11-01 31.7615278712
1995-12-01 31.8718712113
1996-01-01 31.7085551345
1996-02-01 31.8990961971
1996-03-01 31.7075596975
1996-04-01 31.5700434689
1996-05-01 31.3569776030
1996-06-01 31.2134958079
1996-07-01 30.8729922272
1996-08-01 30.5231060883
1996-09-01 30.5003203152
1996-10-01 30.3686464535
1996-11-01 30.2336657744
1996-12-01 30.1691930369
1997-01-01 29.4638543253
1997-02-01 29.4917939919
1997-03-01 29.4248571029
1997-04-01 29.1441789097
1997-05-01 29.0536641657
1997-06-01 29.1346961003
1997-07-01 30.4763032213
1997-08-01 29.3620586468
1997-09-01 29.4540944920
1997-10-01 29.6244157812
1997-11-01 29.8179630230
1997-12-01 29.7668771503
1998-01-01 29.8058226648
1998-02-01 29.7971741755
1998-03-01 29.7439814985
1998-04-01 29.9416676146
1998-05-01 29.8631575681
1998-06-01 29.8678492244
1998-07-01 30.6578851929
1998-08-01 29.9694173043
1998-09-01 29.9038279627
1998-10-01 29.9591502415
1998-11-01 30.0249943762
1998-12-01 29.9735802753
1999-01-01 30.1576179186
1999-02-01 29.8997985337
1999-03-01 28.8679695363
1999-04-01 28.8555527636
1999-05-01 28.7715265251
1999-06-01 28.6881819877
1999-07-01 27.9389359091
1999-08-01 27.6639468304
1999-09-01 27.7320609761
1999-10-01 27.6066304028
1999-11-01 26.9395957881
1999-12-01 27.2777924050
2000-01-01 27.4177246441
2000-02-01 27.5165811097
2000-03-01 28.0922488984
2000-04-01 27.6732409957
2000-05-01 27.8744487682
2000-06-01 27.9037851120
2000-07-01 28.1159759688
2000-08-01 28.2374019025
2000-09-01 28.1357967820
2000-10-01 28.5702197302
2000-11-01 29.1697017601
2000-12-01 28.8934813393
2001-01-01 28.8039792333
2001-02-01 28.8268648972
2001-03-01 28.9159282743
2001-04-01 28.9866340987
2001-05-01 28.9701009734
2001-06-01 29.0943019841
2001-07-01 29.5014835702
2001-08-01 29.7145272879
2001-09-01 29.8266761173
2001-10-01 30.0562243041
2001-11-01 29.9852778607
2001-12-01 30.2977873359
2002-01-01 30.7226893546
2002-02-01 30.7505683823
2002-03-01 30.6284722311
2002-04-01 30.9888440142
2002-05-01 31.3652335620
2002-06-01 31.7820156734
2002-07-01 31.8798745081
2002-08-01 32.1970994395
2002-09-01 32.4983700577
2002-10-01 33.0562159497
2002-11-01 33.4877634850
2002-12-01 33.9147893639
2003-01-01 34.4697935731
2003-02-01 34.6733819442
2003-03-01 35.0448424457
2003-04-01 35.2773651956
2003-05-01 35.4478974841
2003-06-01 35.5467331683
2003-07-01 36.0748497072
2003-08-01 36.0915978247
2003-09-01 36.1714665467
2003-10-01 36.1646961325
2003-11-01 36.3746327446
2003-12-01 36.4257237830
2004-01-01 36.8301128150
2004-02-01 37.0035993514
2004-03-01 37.2478217604
2004-04-01 37.7614352636
2004-05-01 38.1292995198
2004-06-01 38.6141122834
2004-07-01 38.8724980163
2004-08-01 39.2963452868
2004-09-01 39.6370029915
2004-10-01 40.0685951178
2004-11-01 40.4564310049
2004-12-01 40.9515922467
2005-01-01 40.9904416555
2005-02-01 41.3260147851
2005-03-01 41.5460960300
2005-04-01 41.6412981633
2005-05-01 41.8142930062
2005-06-01 41.7888805719
2005-07-01 41.9854685694
2005-08-01 41.7943611582
2005-09-01 42.0181677284
2005-10-01 41.8620994809
2005-11-01 41.9405064100
2005-12-01 41.8554669305
2006-01-01 41.7452017985
2006-02-01 42.1423534011
2006-03-01 42.1233957065
2006-04-01 42.6309371545
2006-05-01 42.8181970999
2006-06-01 42.9934876191
2006-07-01 42.9959691199
2006-08-01 43.1907263643
2006-09-01 43.3024411703
2006-10-01 43.4419264332
2006-11-01 43.5256911962
2006-12-01 43.9601993342
2007-01-01 43.4815030504
2007-02-01 43.4488516236
2007-03-01 43.4015190918
2007-04-01 43.2281732088
2007-05-01 43.2262402547
2007-06-01 43.4104106581
2007-07-01 43.2170006295
2007-08-01 43.1743270292
2007-09-01 43.3047021590
2007-10-01 43.4202379651
2007-11-01 43.7197994159
2007-12-01 43.5490465833
2008-01-01 43.7888167549
2008-02-01 43.9521628552
2008-03-01 44.0796277017
2008-04-01 44.3365665190
2008-05-01 44.3337843626
2008-06-01 44.3417173501
2008-07-01 44.5358106299
2008-08-01 44.6560241356
2008-09-01 44.4077631751
2008-10-01 44.3052492562
2008-11-01 44.0113082914
2008-12-01 43.8399603665
2009-01-01 43.6796651328
2009-02-01 43.4582214697
2009-03-01 43.2776983112
2009-04-01 42.7388657430
2009-05-01 42.6340195821
2009-06-01 42.4716072065
2009-07-01 42.2531694842
2009-08-01 42.1327318737
2009-09-01 42.1123814974
2009-10-01 42.1049337093
2009-11-01 42.1129520066
2009-12-01 42.0100996345
2010-01-01 41.8740722578
2010-02-01 41.7524670854
2010-03-01 41.9795189840
2010-04-01 41.9558422226
2010-05-01 42.0312440119
2010-06-01 41.9862343429
2010-07-01 42.1677589263
2010-08-01 42.3334679289
2010-09-01 42.2016960972
2010-10-01 42.2181234366
2010-11-01 42.3072620592
2010-12-01 42.4738507069
2011-01-01 42.6677213316
2011-02-01 42.6381115682
2011-03-01 42.6016844661
2011-04-01 42.6758646206
2011-05-01 42.7325199914
2011-06-01 42.4839015620
2011-07-01 42.3795379808
2011-08-01 42.3423199355
2011-09-01 42.0939473664
2011-10-01 42.0346911482
2011-11-01 41.8020426648
2011-12-01 41.5349311398
2012-01-01 41.0506109524
2012-02-01 41.1157994038
2012-03-01 41.1294744364
2012-04-01 41.0968813098
2012-05-01 41.0472977840
2012-06-01 41.3739531121
2012-07-01 40.9882035125
2012-08-01 40.9525655956
2012-09-01 40.9938179357
2012-10-01 40.8425156491
2012-11-01 40.7919254546
2012-12-01 40.8111122066
2013-01-01 40.6239748666
2013-02-01 40.7980764098
2013-03-01 40.8673734299
2013-04-01 40.5028398609
2013-05-01 40.4653301902
2013-06-01 40.3757884452
2013-07-01 40.1825169964
2013-08-01 40.0527560201
2013-09-01 40.0957176881
2013-10-01 39.8499237606
2013-11-01 39.8881051380
2013-12-01 40.0084868854
2014-01-01 40.0007580334
2014-02-01 40.0767218927
2014-03-01 39.8945654226
2014-04-01 39.8986028043
2014-05-01 40.2764038281
2014-06-01 40.6811808708
2014-07-01 40.8737602349
2014-08-01 41.0506375807
2014-09-01 41.5006675456
2014-10-01 42.0597708912
2014-11-01 42.4893911031
2014-12-01 42.6206149427
2015-01-01 42.8794597865
2015-02-01 42.9611950553
2015-03-01 43.2160978624
2015-04-01 43.2814991528
2015-05-01 43.1723961168
2015-06-01 43.1907195136
2015-07-01 43.2610587279
2015-08-01 43.2487007179
2015-09-01 43.0180617122
2015-10-01 42.9745311992
2015-11-01 42.7877852937
2015-12-01 42.6544178741
2016-01-01 42.5566862378
2016-02-01 42.3408475905
2016-03-01 42.1123308097
2016-04-01 42.1585888569
2016-05-01 42.0627323342
2016-06-01 41.8043644849
2016-07-01 41.8578245351
2016-08-01 41.7533173691
2016-09-01 41.7447573827
2016-10-01 41.4931376351
2016-11-01 41.3827245740
2016-12-01 41.2875587511
2017-01-01 41.1230142430
2017-02-01 41.2204441879
2017-03-01 41.0957362658
2017-04-01 41.1398426197
2017-05-01 41.1505364920
2017-06-01 41.1225878230
2017-07-01 40.9626530723
2017-08-01 40.8728325268
2017-09-01 41.0727810580
2017-10-01 40.7159907413
2017-11-01 40.5731504627
2017-12-01 40.6165245207
2018-01-01 40.4813569816
2018-02-01 40.4782925009
2018-03-01 40.5572485284
2018-04-01 40.6429277040
2018-05-01 40.6591799275
2018-06-01 40.6382737372
2018-07-01 40.5706072510
2018-08-01 40.6050149076
2018-09-01 40.3026777018
2018-10-01 40.4353923636
2018-11-01 40.4665178999
2018-12-01 40.2205105058
2019-01-01 40.2290769115
2019-02-01 40.2371167070
2019-03-01 40.1229955314
2019-04-01 39.8480561920
2019-05-01 39.6855142167
2019-06-01 39.5633002007
2019-07-01 39.3725786010
2019-08-01 39.2376521274
2019-09-01 39.2312598623
2019-10-01 39.0378085408
2019-11-01 38.9637637827
2019-12-01 38.7307003549
2020-01-01 38.4764053086
2020-02-01 38.0911145332
2020-03-01 37.6806594271
2020-04-01 34.3606351456
2020-05-01 34.2292192939
2020-06-01 33.5870537962
2020-07-01 33.7741075341
2020-08-01 33.6625007507
2020-09-01 33.5340847100
2020-10-01 33.8372664825
2020-11-01 33.5821287196
2020-12-01 33.6270851279
2021-01-01 33.8385929617
2021-02-01 33.8632884745
2021-03-01 33.8510801821
2021-04-01 33.7653562555
2021-05-01 33.8648790574
2021-06-01 34.1048250067
2021-07-01 34.3755855298
2021-08-01 34.4729942947
2021-09-01 34.5062999110
2021-10-01 34.8396601290
2021-11-01 35.1181850742
2021-12-01 35.3362024049
2022-01-01 35.4212759212
2022-02-01 35.6427030504
2022-03-01 35.9252100200
2022-04-01 36.3737926213
2022-05-01 36.4871657537
2022-06-01 36.5976896805
2022-07-01 36.9835042718
2022-08-01 37.0762213311
2022-09-01 37.2586803079
2022-10-01 37.4456297388
2022-11-01 37.3608611730
2022-12-01 37.3400404730
2023-01-01 37.5307674046
2023-02-01 37.6474819256
2023-03-01 37.8124907394
2023-04-01 37.4685591734
2023-05-01 37.5870537193
2023-06-01 37.7869272002
2023-07-01 37.4871685169
2023-08-01 37.5678333123
2023-09-01 37.7129113530
2023-10-01 37.5514782334
2023-11-01 37.5898520878
2023-12-01 37.8633664098
2024-01-01 37.8513856554
2024-02-01 37.9553359815
2024-03-01 38.0055264197
2024-04-01 37.9682433970
2024-05-01 37.9711978008
2024-06-01 38.1688680990
2024-07-01 38.0953585011
2024-08-01 38.1581182919
2024-09-01 38.1736314534
2024-10-01 38.0634934420
2024-11-01 38.1064281994
2024-12-01 38.0734828085
2025-01-01 38.0731516995
2025-02-01 37.9715608990
2025-03-01 38.0097141203
2025-04-01 37.9658171486
2025-05-01 37.9511557073
2025-06-01 37.8567655930
2025-07-01 37.6961373819
2025-08-01 37.6443394889
2025-09-01 37.7568048395
2025-10-01 37.7730871274
2025-11-01 37.7085013673
2025-12-01 37.3847222166
2026-01-01 37.6853246362
2026-02-01 37.6842731333
2026-03-01 37.4162593737
2026-04-01 37.8674666389
2026-05-01 37.7350738904
2026-06-01 38.3483602953
2026-07-01 37.7927495117
2026-08-01 37.7348127436
2026-09-01 37.3565393981

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