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 2026-04-01
Last Updated 2026-05-26 3:00 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 22.1741897106583
1992-07-01 22.6454069984037
1992-08-01 22.7071942056940
1992-09-01 22.8676343974371
1992-10-01 22.5416557691272
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 30.0459838214322
1997-05-01 30.0798205307811
1997-06-01 29.7682531077204
1997-07-01 30.5848478680185
1997-08-01 31.3252742138603
1997-09-01 31.0342587739525
1997-10-01 30.7886408258837
1997-11-01 30.9780118942660
1997-12-01 31.3207778410750
1998-01-01 31.5776860054032
1998-02-01 31.9847709661210
1998-03-01 31.9313794751909
1998-04-01 32.1450892586170
1998-05-01 32.3262035962892
1998-06-01 32.3259613831695
1998-07-01 32.6897890464541
1998-08-01 32.5031280999710
1998-09-01 32.6473900217627
1998-10-01 32.5536268495290
1998-11-01 32.7520766098397
1998-12-01 32.6027272328898
1999-01-01 32.4378338920855
1999-02-01 32.3528665288281
1999-03-01 32.5474906337047
1999-04-01 32.9661498726655
1999-05-01 32.6346241055275
1999-06-01 32.9928182225347
1999-07-01 33.5266716078783
1999-08-01 32.8030038612445
1999-09-01 32.8642570233269
1999-10-01 33.0058400062737
1999-11-01 33.1945976960278
1999-12-01 33.7874994278246
2000-01-01 33.4319023847150
2000-02-01 33.2504209599576
2000-03-01 33.8639124594833
2000-04-01 32.6005352046692
2000-05-01 32.6051116269989
2000-06-01 32.8438974087089
2000-07-01 33.2293120754155
2000-08-01 33.2984305670975
2000-09-01 32.9887647004755
2000-10-01 33.1352428522918
2000-11-01 32.9794840039585
2000-12-01 32.8767342129678
2001-01-01 32.9969895621930
2001-02-01 32.7013330435407
2001-03-01 32.6885654934144
2001-04-01 32.7422918091163
2001-05-01 32.9339805280802
2001-06-01 32.9233358931660
2001-07-01 32.3621724604274
2001-08-01 32.2101970779251
2001-09-01 32.2622330528381
2001-10-01 32.4720013805584
2001-11-01 31.8823195458147
2001-12-01 31.7739802542964
2002-01-01 31.7288318625864
2002-02-01 32.1372463543645
2002-03-01 31.9921694801343
2002-04-01 32.1639869402200
2002-05-01 32.2489782345712
2002-06-01 32.3988467186840
2002-07-01 32.6126911806274
2002-08-01 32.6141385160759
2002-09-01 32.7271811219245
2002-10-01 32.5231120663724
2002-11-01 32.8081189176021
2002-12-01 32.5802713930536
2003-01-01 32.1870795243675
2003-02-01 31.7425893717097
2003-03-01 31.9907717044189
2003-04-01 31.6501649805176
2003-05-01 31.8716810810243
2003-06-01 31.9103097427148
2003-07-01 31.9665568313469
2003-08-01 32.3342269014264
2003-09-01 32.7300853664817
2003-10-01 33.1026049119467
2003-11-01 33.0009194132112
2003-12-01 33.0616281745265
2004-01-01 33.9681758320296
2004-02-01 34.2202839828775
2004-03-01 34.6359136505514
2004-04-01 34.9445941420306
2004-05-01 35.0971260618720
2004-06-01 35.0612960597233
2004-07-01 35.5826874904139
2004-08-01 35.4007864422631
2004-09-01 35.2143423050480
2004-10-01 35.5690407922170
2004-11-01 35.5841141864268
2004-12-01 35.3109258754545
2005-01-01 36.3524381747828
2005-02-01 36.2797114518259
2005-03-01 36.4598311110739
2005-04-01 36.8296286799747
2005-05-01 36.9818408281430
2005-06-01 37.2826888609325
2005-07-01 37.1766445302212
2005-08-01 37.2609969172894
2005-09-01 37.4425583601654
2005-10-01 37.0459064168577
2005-11-01 37.6403795367472
2005-12-01 37.5199564390923
2006-01-01 37.9065377307732
2006-02-01 38.1177354784632
2006-03-01 38.3998943354501
2006-04-01 38.6462345691548
2006-05-01 38.7138768033664
2006-06-01 38.6102961158026
2006-07-01 38.3637293598603
2006-08-01 38.6363399888253
2006-09-01 38.9041935784686
2006-10-01 38.8988010806356
2006-11-01 39.1668393841001
2006-12-01 39.0955826389835
2007-01-01 39.0591126289592
2007-02-01 39.0298133407074
2007-03-01 39.0160785894498
2007-04-01 38.8522280480397
2007-05-01 39.2712573469129
2007-06-01 39.4830904108284
2007-07-01 39.5227313312400
2007-08-01 39.6323801238999
2007-09-01 39.9131441379824
2007-10-01 39.4599548304087
2007-11-01 39.5620992431145
2007-12-01 39.6463481043994
2008-01-01 39.3858721805294
2008-02-01 39.4319865640303
2008-03-01 39.3309600643423
2008-04-01 39.1749531060517
2008-05-01 39.1213452942492
2008-06-01 39.2465872094429
2008-07-01 39.7867458288329
2008-08-01 39.8682957121617
2008-09-01 39.9404392082685
2008-10-01 39.4378654754875
2008-11-01 38.9759213394973
2008-12-01 38.4190418319101
2009-01-01 39.6883664603796
2009-02-01 39.3514219031449
2009-03-01 39.0386170129036
2009-04-01 38.7534345782143
2009-05-01 38.5417060370985
2009-06-01 38.7059639649203
2009-07-01 38.5564732336958
2009-08-01 38.5453103540316
2009-09-01 38.3849556219007
2009-10-01 38.7355832349575
2009-11-01 38.7126989557795
2009-12-01 38.6173366147992
2010-01-01 37.9149896568069
2010-02-01 38.1276848427125
2010-03-01 38.4389211314776
2010-04-01 38.8304872133519
2010-05-01 38.7440425602118
2010-06-01 38.5118247872166
2010-07-01 38.9240984379007
2010-08-01 39.1004089380792
2010-09-01 39.4966633126370
2010-10-01 40.3378389362373
2010-11-01 40.8242338169672
2010-12-01 41.2279013631551
2011-01-01 41.4744584992869
2011-02-01 41.7350258985965
2011-03-01 41.8192432885733
2011-04-01 42.0015201664954
2011-05-01 42.1943841865126
2011-06-01 42.2719225574273
2011-07-01 42.1936484527065
2011-08-01 42.0342205605957
2011-09-01 41.9763353331822
2011-10-01 41.5647335393534
2011-11-01 41.7459434024045
2011-12-01 41.8991144318636
2012-01-01 42.0509785923421
2012-02-01 41.9294881213106
2012-03-01 42.1292863175874
2012-04-01 42.6954433370176
2012-05-01 43.2700453215411
2012-06-01 43.0543464593204
2012-07-01 43.0041249381520
2012-08-01 43.0758084213882
2012-09-01 43.1890422029394
2012-10-01 43.6041907254834
2012-11-01 43.6615790752856
2012-12-01 43.3659144485679
2013-01-01 44.0415198241775
2013-02-01 44.5882229138641
2013-03-01 44.5955919558098
2013-04-01 43.9795030570316
2013-05-01 44.2702518572150
2013-06-01 44.5734244680328
2013-07-01 45.1186768341713
2013-08-01 45.2049007924984
2013-09-01 45.0696620780950
2013-10-01 44.8072490678269
2013-11-01 44.7975481857686
2013-12-01 44.5482510030458
2014-01-01 44.5714875981264
2014-02-01 44.7624415952540
2014-03-01 44.9238730654816
2014-04-01 44.9689346094261
2014-05-01 45.4203623167415
2014-06-01 45.5422414081022
2014-07-01 45.1529620932789
2014-08-01 45.4473147394374
2014-09-01 45.6998614550743
2014-10-01 45.8913229280721
2014-11-01 46.3226696897470
2014-12-01 46.5253832275564
2015-01-01 46.5006257747202
2015-02-01 47.3197260917652
2015-03-01 47.1039544633328
2015-04-01 47.2401812672256
2015-05-01 47.4733777010915
2015-06-01 47.6172910796200
2015-07-01 48.0911437302095
2015-08-01 48.1085615515465
2015-09-01 47.8116535691936
2015-10-01 48.3247076921101
2015-11-01 48.4252414329381
2015-12-01 49.0004745802531
2016-01-01 48.8332750421468
2016-02-01 48.7275347823262
2016-03-01 48.7695979907829
2016-04-01 48.9293029617147
2016-05-01 48.7429443312983
2016-06-01 48.4961560002660
2016-07-01 48.6525922274250
2016-08-01 48.1813050446435
2016-09-01 48.8963296367336
2016-10-01 49.3867939704471
2016-11-01 49.1755087234266
2016-12-01 49.6280588799140
2017-01-01 49.2142198675441
2017-02-01 48.8879024846406
2017-03-01 48.7898470484346
2017-04-01 49.2240917399693
2017-05-01 49.1089116131216
2017-06-01 49.1447850947686
2017-07-01 49.4269143478221
2017-08-01 49.3537528669227
2017-09-01 49.6224716534643
2017-10-01 49.1466675132755
2017-11-01 49.2418317643027
2017-12-01 49.2826259916558
2018-01-01 49.4415656181697
2018-02-01 49.1923805093279
2018-03-01 49.4623243123587
2018-04-01 49.6709420779418
2018-05-01 49.6640211677103
2018-06-01 50.0843555242532
2018-07-01 49.9993008403191
2018-08-01 50.0177034824345
2018-09-01 50.4691246547617
2018-10-01 50.6183096743897
2018-11-01 50.7896154681469
2018-12-01 50.3334182956843
2019-01-01 50.8058036888420
2019-02-01 51.1871031962220
2019-03-01 51.3041276168567
2019-04-01 51.2249737754052
2019-05-01 51.3972705824737
2019-06-01 51.3187791867063
2019-07-01 51.0825527856770
2019-08-01 51.4131818629735
2019-09-01 51.2558824903699
2019-10-01 50.8934128406336
2019-11-01 50.6865113615329
2019-12-01 50.5836565650549
2020-01-01 51.0001048012495
2020-02-01 50.7117047361352
2020-03-01 50.4237390785505
2020-04-01 45.0497927663538
2020-05-01 45.8986262771632
2020-06-01 46.8779313085255
2020-07-01 46.9606551847734
2020-08-01 47.2917119340309
2020-09-01 47.3763368227845
2020-10-01 48.1361598956964
2020-11-01 48.5565273921946
2020-12-01 48.8486005495062
2021-01-01 48.5382502400332
2021-02-01 49.2648683382500
2021-03-01 49.5513154078661
2021-04-01 49.1594947843547
2021-05-01 49.6154968707352
2021-06-01 49.7781107481716
2021-07-01 49.7082670642227
2021-08-01 49.9581619387808
2021-09-01 49.8727209423466
2021-10-01 50.6997983178350
2021-11-01 51.3459198742003
2021-12-01 51.4329775933343
2022-01-01 51.7670790515954
2022-02-01 52.0289254866042
2022-03-01 51.9291804778100
2022-04-01 52.1650250700244
2022-05-01 51.9195911843631
2022-06-01 51.3701069498521
2022-07-01 51.6306061561845
2022-08-01 51.2930323802206
2022-09-01 51.5246001439433
2022-10-01 51.6293456892849
2022-11-01 50.8962017482879
2022-12-01 50.8460854635954
2023-01-01 50.8513310521686
2023-02-01 50.8271098298363
2023-03-01 50.8103852108260
2023-04-01 50.6426798254511
2023-05-01 50.3168298207692
2023-06-01 50.2166882533029
2023-07-01 50.2182638900391
2023-08-01 50.0889991125794
2023-09-01 49.9766526858865
2023-10-01 49.8752315848016
2023-11-01 50.0540044449485
2023-12-01 50.1501688048114
2024-01-01 50.7789806867616
2024-02-01 50.5816268483881
2024-03-01 51.1459739135436
2024-04-01 50.8485600492329
2024-05-01 50.8123037460420
2024-06-01 50.7320082106502
2024-07-01 50.6918088055554
2024-08-01 51.0573087349217
2024-09-01 50.9090343248339
2024-10-01 50.7031925517356
2024-11-01 50.5707570332980
2024-12-01 50.5498723093655
2025-01-01 50.0866576443412
2025-02-01 49.8436504775664
2025-03-01 49.7201421158253
2025-04-01 49.5523696421842
2025-05-01 49.7050864201520
2025-06-01 49.7181244283065
2025-07-01 49.7632726173144
2025-08-01 49.5014589245341
2025-09-01 49.5902388624824
2025-10-01 49.3373056413855
2025-11-01 49.3974670999275
2025-12-01 49.3508033779478
2026-01-01 49.3082946241857
2026-02-01 48.9873281832263
2026-03-01 49.6151653487754
2026-04-01 49.5794548729258

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