Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Ohio

Title All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Ohio
Series ID SMU39000006054120001SA
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 2026-03-01
Last Updated 2026-05-07 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 25.3962654730280
1990-02-01 24.9333509812654
1990-03-01 25.6832253386053
1990-04-01 25.7514679285222
1990-05-01 25.8526054549853
1990-06-01 25.9304028719445
1990-07-01 26.0241994791305
1990-08-01 25.9244485669232
1990-09-01 25.7369990086964
1990-10-01 25.7075768818907
1990-11-01 25.6904732806869
1990-12-01 25.6425352565791
1991-01-01 25.3322013662095
1991-02-01 25.0114245798779
1991-03-01 25.5409704164514
1991-04-01 25.7057855667998
1991-05-01 25.8720856945749
1991-06-01 26.0444797497615
1991-07-01 25.7759344713320
1991-08-01 25.6601737623056
1991-09-01 25.5706522047746
1991-10-01 25.4502988485484
1991-11-01 25.4562447667688
1991-12-01 25.2492187750952
1992-01-01 25.5221550335242
1992-02-01 25.4539483830521
1992-03-01 25.8234471704212
1992-04-01 27.5951673981452
1992-05-01 28.0006029126722
1992-06-01 29.4915926901119
1992-07-01 30.3734197426041
1992-08-01 31.1346875929032
1992-09-01 32.1219888490381
1992-10-01 32.7045890757332
1992-11-01 33.1833527328447
1992-12-01 33.7308241400196
1993-01-01 31.1214664539519
1993-02-01 31.2664961830376
1993-03-01 31.1748683402444
1993-04-01 31.3277355711560
1993-05-01 31.3487675955748
1993-06-01 31.5291110355254
1993-07-01 31.5322159798670
1993-08-01 31.4791686641661
1993-09-01 31.2340429595200
1993-10-01 31.1890958467599
1993-11-01 31.3205952471943
1993-12-01 31.2256103458764
1994-01-01 31.4798913475384
1994-02-01 31.5663690911569
1994-03-01 31.5807473037962
1994-04-01 31.5655222190478
1994-05-01 31.5056789106073
1994-06-01 31.1677228118259
1994-07-01 30.9737539627059
1994-08-01 30.9181366752539
1994-09-01 31.2719042086545
1994-10-01 31.2405803504302
1994-11-01 31.1153523341237
1994-12-01 30.3851443106338
1995-01-01 31.6670509804751
1995-02-01 32.2527068977811
1995-03-01 32.1077285555707
1995-04-01 32.1527355818495
1995-05-01 32.1145365326964
1995-06-01 32.1856839509882
1995-07-01 32.3202892464214
1995-08-01 32.3762317750400
1995-09-01 32.2599002206777
1995-10-01 32.1908068618000
1995-11-01 32.1224721307935
1995-12-01 31.6881108289696
1996-01-01 31.6438264237407
1996-02-01 32.3883252281638
1996-03-01 32.4433667980811
1996-04-01 32.0007836777703
1996-05-01 32.1256442216465
1996-06-01 32.2924390248298
1996-07-01 32.1457841664288
1996-08-01 32.1234269727712
1996-09-01 32.0155209006011
1996-10-01 32.1905700515831
1996-11-01 32.6412120677182
1996-12-01 32.3617499618851
1997-01-01 32.1625330554782
1997-02-01 31.7871936926956
1997-03-01 31.7702542396155
1997-04-01 32.0261470565525
1997-05-01 32.0357925729243
1997-06-01 32.0904436361462
1997-07-01 32.4468143273847
1997-08-01 32.6734459923538
1997-09-01 32.8541466656664
1997-10-01 33.2460074072413
1997-11-01 33.5126543593361
1997-12-01 32.9743129013065
1998-01-01 33.2861306653576
1998-02-01 33.1069473629236
1998-03-01 33.0373209723851
1998-04-01 33.0053505556596
1998-05-01 33.0892207137405
1998-06-01 33.1545396020621
1998-07-01 33.4452495335073
1998-08-01 33.7238664069346
1998-09-01 33.9419971391769
1998-10-01 33.2872848307703
1998-11-01 33.5581328707999
1998-12-01 33.9593160628026
1999-01-01 34.0075960179685
1999-02-01 34.4582015362839
1999-03-01 34.7973511754704
1999-04-01 35.0309666989214
1999-05-01 35.3257510450594
1999-06-01 35.7328807810456
1999-07-01 35.9264034426796
1999-08-01 35.9618152406489
1999-09-01 35.9637727772650
1999-10-01 36.2834242764226
1999-11-01 36.1838903032031
1999-12-01 36.4324203542606
2000-01-01 36.0963529514583
2000-02-01 35.9033505004966
2000-03-01 35.7853924627653
2000-04-01 35.9796957967437
2000-05-01 35.7434605191573
2000-06-01 35.6530291940136
2000-07-01 35.3818193755845
2000-08-01 35.4475076378531
2000-09-01 35.8890898491433
2000-10-01 35.6901811852003
2000-11-01 35.7448309944198
2000-12-01 35.7677701299764
2001-01-01 35.5960599063822
2001-02-01 35.4808182613505
2001-03-01 35.4049711074550
2001-04-01 35.2094203266442
2001-05-01 35.0164761893722
2001-06-01 34.8599274705074
2001-07-01 34.8115764290515
2001-08-01 34.7135283109575
2001-09-01 34.3745694560749
2001-10-01 34.1341646310359
2001-11-01 33.6331867695179
2001-12-01 33.6904472685335
2002-01-01 33.4174654691829
2002-02-01 33.4047758691503
2002-03-01 33.2180481711500
2002-04-01 33.1968537902074
2002-05-01 33.8152588390786
2002-06-01 33.7176372910715
2002-07-01 33.0572440390040
2002-08-01 32.9027306327313
2002-09-01 32.7327916267282
2002-10-01 32.5918038350068
2002-11-01 33.1479638237251
2002-12-01 32.1166579730010
2003-01-01 31.9853192605406
2003-02-01 31.6110884360725
2003-03-01 31.4650905696496
2003-04-01 30.9811390165717
2003-05-01 30.6772120671924
2003-06-01 30.1060973928496
2003-07-01 30.3944221617360
2003-08-01 30.2813893732346
2003-09-01 30.0902573616648
2003-10-01 30.1034454179674
2003-11-01 31.0895266861207
2003-12-01 29.3947583743334
2004-01-01 29.7754187517033
2004-02-01 29.7128413231550
2004-03-01 29.7971229343925
2004-04-01 29.5165116954760
2004-05-01 29.5937500961809
2004-06-01 29.5926685741312
2004-07-01 29.6778278021627
2004-08-01 29.7736610172929
2004-09-01 30.1071397151929
2004-10-01 30.0151600837963
2004-11-01 30.3478543130196
2004-12-01 30.1400410576048
2005-01-01 30.1988006935189
2005-02-01 30.0190169308510
2005-03-01 29.6816339036966
2005-04-01 30.1312610189908
2005-05-01 29.9727626355638
2005-06-01 30.2900195742741
2005-07-01 30.4661860284341
2005-08-01 30.5041194665216
2005-09-01 30.5211469730977
2005-10-01 30.6779809525966
2005-11-01 30.4432876298946
2005-12-01 30.8773235635716
2006-01-01 30.9143888477912
2006-02-01 31.0908422320861
2006-03-01 31.1455717838000
2006-04-01 31.2893887090995
2006-05-01 31.3964596444862
2006-06-01 31.4486863332556
2006-07-01 31.5659421790260
2006-08-01 31.6869962239629
2006-09-01 31.7824328655517
2006-10-01 31.8105614905511
2006-11-01 32.2498984983884
2006-12-01 33.0783545264512
2007-01-01 33.4123099780181
2007-02-01 33.1732179688211
2007-03-01 33.1609153571427
2007-04-01 32.9830284101371
2007-05-01 33.1441315851616
2007-06-01 32.7576636654847
2007-07-01 32.7691272187570
2007-08-01 32.8940240099749
2007-09-01 33.0781534565312
2007-10-01 33.1548319578046
2007-11-01 32.2804264566942
2007-12-01 33.5668924432951
2008-01-01 34.0413803193297
2008-02-01 34.2679050150913
2008-03-01 33.6111474269020
2008-04-01 33.4873694782307
2008-05-01 33.4219843606002
2008-06-01 33.5747179751076
2008-07-01 33.2218602922911
2008-08-01 33.3169667037934
2008-09-01 33.1913138156467
2008-10-01 32.6425086737302
2008-11-01 32.8797623531904
2008-12-01 32.9040823238533
2009-01-01 33.1149954038473
2009-02-01 32.7913142102364
2009-03-01 32.1061331150542
2009-04-01 32.2693416956364
2009-05-01 32.0372750188140
2009-06-01 32.0601175769291
2009-07-01 32.0342704282112
2009-08-01 31.8058819357869
2009-09-01 31.6834163459807
2009-10-01 31.7671224369700
2009-11-01 33.3598071662684
2009-12-01 31.7549210122375
2010-01-01 31.7308346654842
2010-02-01 31.5423205539008
2010-03-01 31.7242344167405
2010-04-01 31.6622369479573
2010-05-01 31.4567083378486
2010-06-01 31.3967963787888
2010-07-01 31.4466007237115
2010-08-01 31.2476239199663
2010-09-01 31.1665378051913
2010-10-01 30.8715905897660
2010-11-01 30.1691554496783
2010-12-01 29.9621604818683
2011-01-01 30.9233737979858
2011-02-01 30.9453871830136
2011-03-01 31.1726959589652
2011-04-01 31.2041854965762
2011-05-01 31.2603270027688
2011-06-01 31.0803983406941
2011-07-01 31.1236723342929
2011-08-01 30.9049636746328
2011-09-01 30.9485954117795
2011-10-01 30.4777293052485
2011-11-01 31.1856689973356
2011-12-01 30.9149945505006
2012-01-01 30.9434463773873
2012-02-01 30.9095858858028
2012-03-01 31.0206504915495
2012-04-01 30.9025333260077
2012-05-01 30.7792105588482
2012-06-01 30.7209993079993
2012-07-01 30.5508696132623
2012-08-01 30.6699748871744
2012-09-01 30.3141776874339
2012-10-01 30.4831126957900
2012-11-01 30.7616732212306
2012-12-01 29.7849762275824
2013-01-01 29.6011107965322
2013-02-01 30.4938223714407
2013-03-01 30.3454497647140
2013-04-01 31.3696902353350
2013-05-01 31.2338751651737
2013-06-01 31.0558232762333
2013-07-01 30.8558399876146
2013-08-01 30.8720724311428
2013-09-01 30.8482072241439
2013-10-01 30.4470275796890
2013-11-01 30.2452367908323
2013-12-01 30.3729174093053
2014-01-01 30.1786333656844
2014-02-01 30.4834945676418
2014-03-01 30.7431569085451
2014-04-01 30.6707366446411
2014-05-01 30.5707122372307
2014-06-01 30.4507677812280
2014-07-01 30.5219782177316
2014-08-01 30.2556691367015
2014-09-01 30.5097262283294
2014-10-01 30.8013608478835
2014-11-01 30.8226110448938
2014-12-01 30.7377893979018
2015-01-01 30.8783105991733
2015-02-01 30.8816805438743
2015-03-01 30.8997730362760
2015-04-01 29.5814990553713
2015-05-01 30.3351778052944
2015-06-01 30.9364760380626
2015-07-01 31.2668348657806
2015-08-01 30.9887438768450
2015-09-01 30.9729586680527
2015-10-01 30.8316543024717
2015-11-01 31.1260456154678
2015-12-01 31.1555208243398
2016-01-01 31.3743273461406
2016-02-01 31.2008147617446
2016-03-01 31.1566634389607
2016-04-01 31.2328601556615
2016-05-01 31.4103696381660
2016-06-01 30.9360997070038
2016-07-01 31.3902654214305
2016-08-01 31.5073693218404
2016-09-01 31.2889942465273
2016-10-01 31.3413445234394
2016-11-01 30.9782350344935
2016-12-01 30.7466235913602
2017-01-01 30.7063189751665
2017-02-01 30.8233741729511
2017-03-01 30.8033826036528
2017-04-01 30.8350432179944
2017-05-01 30.6758180193523
2017-06-01 30.6948900427715
2017-07-01 30.4994975834272
2017-08-01 30.3586228880844
2017-09-01 30.4247467182704
2017-10-01 30.2144988120753
2017-11-01 30.2711197591269
2017-12-01 30.2961249051850
2018-01-01 30.2306045221333
2018-02-01 30.2366566753609
2018-03-01 30.2149742970874
2018-04-01 30.5239868989073
2018-05-01 30.2327735744079
2018-06-01 30.1755017976488
2018-07-01 30.2847321931595
2018-08-01 30.2426349717723
2018-09-01 30.2052957419435
2018-10-01 30.1094891708161
2018-11-01 30.2922892914704
2018-12-01 30.4711272345615
2019-01-01 30.4416445963648
2019-02-01 30.4544444032950
2019-03-01 30.6322864341938
2019-04-01 30.9484089190490
2019-05-01 30.6639075477938
2019-06-01 30.7196034022809
2019-07-01 30.6678125612843
2019-08-01 30.7250695278650
2019-09-01 30.6935664058837
2019-10-01 30.6717800121483
2019-11-01 30.9340603095091
2019-12-01 30.8794316986590
2020-01-01 31.0247469419053
2020-02-01 31.2668771211880
2020-03-01 31.1086946391444
2020-04-01 28.4835950123044
2020-05-01 30.7650202257178
2020-06-01 30.6733701643640
2020-07-01 31.1481341397400
2020-08-01 30.3912411035869
2020-09-01 30.3446429127472
2020-10-01 30.4039172874980
2020-11-01 30.0935782133691
2020-12-01 30.1007538173429
2021-01-01 30.1216051030543
2021-02-01 30.0953662994418
2021-03-01 30.2160558691531
2021-04-01 30.2239733544977
2021-05-01 32.7335249688376
2021-06-01 30.6180027408958
2021-07-01 30.6522513133306
2021-08-01 30.6390266840005
2021-09-01 30.4517620816235
2021-10-01 30.8260778488046
2021-11-01 30.5179915772726
2021-12-01 30.7400745595056
2022-01-01 30.7968145598297
2022-02-01 30.8886055288777
2022-03-01 30.9990056089747
2022-04-01 31.3347698182441
2022-05-01 31.7223568117537
2022-06-01 31.5186863791955
2022-07-01 31.5983438650281
2022-08-01 31.6099304763568
2022-09-01 31.7173659596798
2022-10-01 31.6056340519142
2022-11-01 31.8011050861569
2022-12-01 31.8795809102715
2023-01-01 31.7432967319438
2023-02-01 31.8512188157914
2023-03-01 31.8102071702126
2023-04-01 31.8445292631053
2023-05-01 32.1431976808023
2023-06-01 31.8454476786089
2023-07-01 31.8116092540354
2023-08-01 31.7922894684157
2023-09-01 31.7048399580487
2023-10-01 31.3867218831037
2023-11-01 31.4786360521891
2023-12-01 31.2405024130488
2024-01-01 31.3177986533194
2024-02-01 31.2793900139873
2024-03-01 31.2668984866993
2024-04-01 31.1207169064363
2024-05-01 31.4980950041309
2024-06-01 31.1038170421261
2024-07-01 31.1741803665041
2024-08-01 31.0256951703988
2024-09-01 31.0339537344420
2024-10-01 31.1236495179876
2024-11-01 30.9770062219972
2024-12-01 30.9642091228318
2025-01-01 30.8533188461101
2025-02-01 30.8899284357613
2025-03-01 30.9116541076656
2025-04-01 30.8654138676559
2025-05-01 30.7701062220735
2025-06-01 30.7636938637896
2025-07-01 30.5723815133011
2025-08-01 30.5713857486364
2025-09-01 30.4062105315195
2025-10-01 30.2719614736118
2025-11-01 30.0918766953749
2025-12-01 29.9707925037286
2026-01-01 29.8446850183586
2026-02-01 29.5687759533188
2026-03-01 29.4556343656888

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