Table Data - All Employees: Professional and Business Services in Harrisburg-Carlisle, PA (MSA)

Title All Employees: Professional and Business Services in Harrisburg-Carlisle, PA (MSA)
Series ID HARR442PBSV
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-07-01
Last Updated 2026-08-21 7:39 PM 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 19.3518230547010
1990-02-01 19.5971550773238
1990-03-01 19.4753867373117
1990-04-01 19.4931562506750
1990-05-01 19.5976213139720
1990-06-01 19.6068389700377
1990-07-01 19.3519137170602
1990-08-01 19.4481387238402
1990-09-01 19.5310703391360
1990-10-01 19.8535284579759
1990-11-01 19.4613904279285
1990-12-01 19.2303095726717
1991-01-01 20.1743585799686
1991-02-01 20.0036738371387
1991-03-01 20.1624838657588
1991-04-01 20.2910644838586
1991-05-01 20.3949679633472
1991-06-01 20.4916736815110
1991-07-01 20.6505130582831
1991-08-01 20.7353969656359
1991-09-01 20.8359887941358
1991-10-01 21.0476192147883
1991-11-01 21.2599852801767
1991-12-01 21.1420757707321
1992-01-01 21.3887990807595
1992-02-01 21.2266536258171
1992-03-01 21.4462246663478
1992-04-01 22.1837812162088
1992-05-01 21.6991558154927
1992-06-01 22.1741897106582
1992-07-01 22.6454069984037
1992-08-01 22.7071942056940
1992-09-01 22.8676343974371
1992-10-01 22.5416557691273
1992-11-01 22.7455691577570
1992-12-01 23.0552485094338
1993-01-01 22.9898050305685
1993-02-01 23.1515767260842
1993-03-01 23.1264269032927
1993-04-01 23.0735982166685
1993-05-01 23.1102088338227
1993-06-01 22.9584628605615
1993-07-01 23.1759226553837
1993-08-01 23.1976934526636
1993-09-01 23.4294912973965
1993-10-01 23.7490944796254
1993-11-01 23.8334002267710
1993-12-01 23.9525766567194
1994-01-01 24.0649431583110
1994-02-01 24.4334635106361
1994-03-01 25.0196970408755
1994-04-01 25.5702892805204
1994-05-01 25.4285396317107
1994-06-01 25.8269078205186
1994-07-01 25.6858927810169
1994-08-01 25.9421786133385
1994-09-01 26.2749076588979
1994-10-01 26.5479796235441
1994-11-01 27.0357909299277
1994-12-01 27.0667031525801
1995-01-01 27.1754958651104
1995-02-01 27.2189452080582
1995-03-01 27.2388758585219
1995-04-01 27.4718567563786
1995-05-01 27.6591567302887
1995-06-01 27.8924420214343
1995-07-01 28.0916357064906
1995-08-01 28.4932547294378
1995-09-01 28.2918956589409
1995-10-01 28.7676544043448
1995-11-01 28.7245154660324
1995-12-01 28.7574407050353
1996-01-01 29.4735728647619
1996-02-01 29.9114402252698
1996-03-01 30.0129988778517
1996-04-01 29.5586015609649
1996-05-01 29.7170684298062
1996-06-01 29.5664260054556
1996-07-01 29.3599742528003
1996-08-01 29.5680650068185
1996-09-01 29.3814966926419
1996-10-01 29.5863249816335
1996-11-01 29.6063929956636
1996-12-01 29.6421797027734
1997-01-01 30.3562155646786
1997-02-01 30.0121621382699
1997-03-01 29.9976761297976
1997-04-01 30.0459838214323
1997-05-01 30.0798205307811
1997-06-01 29.7682531077204
1997-07-01 30.5848478680185
1997-08-01 31.3252742138603
1997-09-01 31.0342587739524
1997-10-01 30.7886408258836
1997-11-01 30.9780118942659
1997-12-01 31.3207778410750
1998-01-01 31.5776860054034
1998-02-01 31.9847709661212
1998-03-01 31.9313794751910
1998-04-01 32.1450892586171
1998-05-01 32.3262035962891
1998-06-01 32.3259613831695
1998-07-01 32.6897890464540
1998-08-01 32.5031280999708
1998-09-01 32.6473900217624
1998-10-01 32.5536268495285
1998-11-01 32.7520766098395
1998-12-01 32.6027272328900
1999-01-01 32.4378338920861
1999-02-01 32.3528665288288
1999-03-01 32.5474906337051
1999-04-01 32.9661498726655
1999-05-01 32.6346241055269
1999-06-01 32.9928182225344
1999-07-01 33.5266716078783
1999-08-01 32.8030038612445
1999-09-01 32.8642570233264
1999-10-01 33.0058400062728
1999-11-01 33.1945976960271
1999-12-01 33.7874994278244
2000-01-01 33.4319023847154
2000-02-01 33.2504209599646
2000-03-01 33.8639124594826
2000-04-01 32.6005352046678
2000-05-01 32.6051116269966
2000-06-01 32.8438974087073
2000-07-01 33.2293120754151
2000-08-01 33.2984305670983
2000-09-01 32.9887647004748
2000-10-01 33.1352428522889
2000-11-01 32.9794840039572
2000-12-01 32.8767342129654
2001-01-01 32.9969895621948
2001-02-01 32.7013330435577
2001-03-01 32.6885654934177
2001-04-01 32.7422918091160
2001-05-01 32.9339805280751
2001-06-01 32.9233358931601
2001-07-01 32.3621724604257
2001-08-01 32.2101970779208
2001-09-01 32.2622330528570
2001-10-01 32.4720013805462
2001-11-01 31.8823195457976
2001-12-01 31.7739802542404
2002-01-01 31.7288318626049
2002-02-01 32.1372463543887
2002-03-01 31.9921694801732
2002-04-01 32.1639869402690
2002-05-01 32.2489782346014
2002-06-01 32.3988467186819
2002-07-01 32.6126911806062
2002-08-01 32.6141385160384
2002-09-01 32.7271811219348
2002-10-01 32.5231120663382
2002-11-01 32.8081189175152
2002-12-01 32.5802713928567
2003-01-01 32.1870795243397
2003-02-01 31.7425893717479
2003-03-01 31.9907717045943
2003-04-01 31.6501649807894
2003-05-01 31.8716810813351
2003-06-01 31.9103097429115
2003-07-01 31.9665568310501
2003-08-01 32.3342269012055
2003-09-01 32.7300853662678
2003-10-01 33.1026049116922
2003-11-01 33.0009194129661
2003-12-01 33.0616281742702
2004-01-01 33.9681758320111
2004-02-01 34.2202839828187
2004-03-01 34.6359136506832
2004-04-01 34.9445941437691
2004-05-01 35.0971260624926
2004-06-01 35.0612960602770
2004-07-01 35.5826874899069
2004-08-01 35.4007864417892
2004-09-01 35.2143423037815
2004-10-01 35.5690407914710
2004-11-01 35.5841141857652
2004-12-01 35.3109258747302
2005-01-01 36.3524381742908
2005-02-01 36.2797114514462
2005-03-01 36.4598311117215
2005-04-01 36.8296286845235
2005-05-01 36.9818408300003
2005-06-01 37.2826888625129
2005-07-01 37.1766445304440
2005-08-01 37.2609969182023
2005-09-01 37.4425583512340
2005-10-01 37.0459064167913
2005-11-01 37.6403795355567
2005-12-01 37.5199564381504
2006-01-01 37.9065377277032
2006-02-01 38.1177354773881
2006-03-01 38.3998943375722
2006-04-01 38.6462345785989
2006-05-01 38.7138768086776
2006-06-01 38.6102961201445
2006-07-01 38.3637293618242
2006-08-01 38.6363399906606
2006-09-01 38.9041935598932
2006-10-01 38.8988010788169
2006-11-01 39.1668393799886
2006-12-01 39.0955826376403
2007-01-01 39.0591126185114
2007-02-01 39.0298133374502
2007-03-01 39.0160785893232
2007-04-01 38.8522280869947
2007-05-01 39.2712573529606
2007-06-01 39.4830904261302
2007-07-01 39.5227313326896
2007-08-01 39.6323801177737
2007-09-01 39.9131440957910
2007-10-01 39.4599548116888
2007-11-01 39.5620992279152
2007-12-01 39.6463481090425
2008-01-01 39.3858721809706
2008-02-01 39.4319865782679
2008-03-01 39.3309600714872
2008-04-01 39.1749531753512
2008-05-01 39.1213452979619
2008-06-01 39.2465872309468
2008-07-01 39.7867458270786
2008-08-01 39.8682956904456
2008-09-01 39.9404391421406
2008-10-01 39.4378653788419
2008-11-01 38.9759213118790
2008-12-01 38.4190418594426
2009-01-01 39.6883665094448
2009-02-01 39.3514219714959
2009-03-01 39.0386170449272
2009-04-01 38.7534346683676
2009-05-01 38.5417060353692
2009-06-01 38.7059639821786
2009-07-01 38.5564732339854
2009-08-01 38.5453103143909
2009-09-01 38.3849554976029
2009-10-01 38.7355830196962
2009-11-01 38.7126988507173
2009-12-01 38.6173367382831
2010-01-01 37.9149895725662
2010-02-01 38.1276853595644
2010-03-01 38.4389211818500
2010-04-01 38.8304870622261
2010-05-01 38.7440425536876
2010-06-01 38.5118248281338
2010-07-01 38.9240986782331
2010-08-01 39.1004089383241
2010-09-01 39.4966631840278
2010-10-01 40.3378385040509
2010-11-01 40.8242333979250
2010-12-01 41.2279013258978
2011-01-01 41.4744580795547
2011-02-01 41.7350269222684
2011-03-01 41.8192434614233
2011-04-01 42.0015199200379
2011-05-01 42.1943844178764
2011-06-01 42.2719229907933
2011-07-01 42.1936493109096
2011-08-01 42.0342208493793
2011-09-01 41.9763351507044
2011-10-01 41.5647325290807
2011-11-01 41.7459419364508
2011-12-01 41.8991133891557
2012-01-01 42.0509771664491
2012-02-01 41.9294901619854
2012-03-01 42.1292868707109
2012-04-01 42.6954436165411
2012-05-01 43.2700463584298
2012-06-01 43.0543481355968
2012-07-01 43.0041273364392
2012-08-01 43.0758093667757
2012-09-01 43.1890396236531
2012-10-01 43.6041898749719
2012-11-01 43.6615781449375
2012-12-01 43.3659049176848
2013-01-01 44.0415195273279
2013-02-01 44.5882271443891
2013-03-01 44.5955936271935
2013-04-01 43.9795047892996
2013-05-01 44.2702551563520
2013-06-01 44.5734287034665
2013-07-01 45.1186819303634
2013-08-01 45.2049009573528
2013-09-01 45.0696590400212
2013-10-01 44.8072421306263
2013-11-01 44.7975504725292
2013-12-01 44.5482284907498
2014-01-01 44.5714899740253
2014-02-01 44.7624486010358
2014-03-01 44.9238769110855
2014-04-01 44.9689389840623
2014-05-01 45.4203684961243
2014-06-01 45.5422493101142
2014-07-01 45.1529720035111
2014-08-01 45.4473175223472
2014-09-01 45.6998470294074
2014-10-01 45.8913110993115
2014-11-01 46.3226733072514
2014-12-01 46.5253424373591
2015-01-01 46.5006309173892
2015-02-01 47.3197396731558
2015-03-01 47.1039675448412
2015-04-01 47.2401942401272
2015-05-01 47.4733888894493
2015-06-01 47.6173019783787
2015-07-01 48.0911579052698
2015-08-01 48.1085660986936
2015-09-01 47.8116303318284
2015-10-01 48.3246888543175
2015-11-01 48.4252386867061
2015-12-01 49.0003887631733
2016-01-01 48.8332727480824
2016-02-01 48.7275592909630
2016-03-01 48.7696413021603
2016-04-01 48.9293515851241
2016-05-01 48.7429784873618
2016-06-01 48.4961695372998
2016-07-01 48.6526027072686
2016-08-01 48.1813080214965
2016-09-01 48.8962885880955
2016-10-01 49.3867631193047
2016-11-01 49.1754931219176
2016-12-01 49.6279296423793
2017-01-01 49.2140768475709
2017-02-01 48.8879427993523
2017-03-01 48.7900109782472
2017-04-01 49.2243032498425
2017-05-01 49.1088583064259
2017-06-01 49.1449631289431
2017-07-01 49.4268702321410
2017-08-01 49.3537066176166
2017-09-01 49.6223830646140
2017-10-01 49.1465934410540
2017-11-01 49.2418017194453
2017-12-01 49.2825258682990
2018-01-01 49.4410412152786
2018-02-01 49.1924636826174
2018-03-01 49.4625718418132
2018-04-01 49.6716126813770
2018-05-01 49.6638288942755
2018-06-01 50.0847171492116
2018-07-01 49.9992436352468
2018-08-01 50.0176465750539
2018-09-01 50.4689041167586
2018-10-01 50.6182345489770
2018-11-01 50.7895645239777
2018-12-01 50.3332769926626
2019-01-01 50.8047251359132
2019-02-01 51.1871424171596
2019-03-01 51.3044319320346
2019-04-01 51.2261278888558
2019-05-01 51.3969215445771
2019-06-01 51.3198068635642
2019-07-01 51.0825400978888
2019-08-01 51.4128870725287
2019-09-01 51.2559364379083
2019-10-01 50.8928933301941
2019-11-01 50.6866032314972
2019-12-01 50.5833997271281
2020-01-01 50.9983962010350
2020-02-01 50.7114795383836
2020-03-01 50.4239607137123
2020-04-01 45.0512234315863
2020-05-01 45.8984539598440
2020-06-01 46.8794195123947
2020-07-01 46.9608884209328
2020-08-01 47.2914202555400
2020-09-01 47.3765484226780
2020-10-01 48.1350760981740
2020-11-01 48.5568141795059
2020-12-01 48.8487754028114
2021-01-01 48.5327843318348
2021-02-01 49.2656038842494
2021-03-01 49.5522828241493
2021-04-01 49.1625927926596
2021-05-01 49.6166714106559
2021-06-01 49.7809787430735
2021-07-01 49.7085828940195
2021-08-01 49.9566127702118
2021-09-01 49.8721708675241
2021-10-01 50.6968988985560
2021-11-01 51.3452323111639
2021-12-01 51.4327143511661
2022-01-01 51.7569938895720
2022-02-01 52.0314563255605
2022-03-01 51.9331230033738
2022-04-01 52.1729622919751
2022-05-01 51.9250185419889
2022-06-01 51.3745948150575
2022-07-01 51.6297192078913
2022-08-01 51.2876715131748
2022-09-01 51.5199521158145
2022-10-01 51.6233348148006
2022-11-01 50.8930370268875
2022-12-01 50.8439533875193
2023-01-01 50.8378525625870
2023-02-01 50.8335939616827
2023-03-01 50.8197324660471
2023-04-01 50.6519965249995
2023-05-01 50.3435280896525
2023-06-01 50.2228900903956
2023-07-01 50.2057806971718
2023-08-01 50.0747077339568
2023-09-01 49.9659493106068
2023-10-01 49.8641939386218
2023-11-01 50.0472137204470
2023-12-01 50.1468271441058
2024-01-01 50.7682714221672
2024-02-01 50.5932752236504
2024-03-01 51.1640971107066
2024-04-01 50.8617131957273
2024-05-01 50.8665570269784
2024-06-01 50.7295255844643
2024-07-01 50.6637641931236
2024-08-01 51.0330073273250
2024-09-01 50.8912992304950
2024-10-01 50.6874811033790
2024-11-01 50.5612134481636
2024-12-01 50.5468189232056
2025-01-01 50.0792907240773
2025-02-01 49.8616772654141
2025-03-01 49.7467820812491
2025-04-01 49.5674476091992
2025-05-01 49.7876991013341
2025-06-01 49.7034010408048
2025-07-01 49.7173300703925
2025-08-01 49.4690198970716
2025-09-01 49.5679330318896
2025-10-01 49.3185600686259
2025-11-01 49.3862772864058
2025-12-01 49.3493233764110
2026-01-01 49.3080002437149
2026-02-01 49.0111147519544
2026-03-01 49.6509776682793
2026-04-01 49.7010726043437
2026-05-01 49.5972552951562
2026-06-01 50.2681254503222
2026-07-01 50.0811067486371

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