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

Title All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Oklahoma
Series ID SMU40000006054120001SA
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 2003-01-01 to 2026-06-01
Last Updated 2026-07-22 10:01 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
2003-01-01 10.7244820643521
2003-02-01 10.7938756653668
2003-03-01 10.8496197647110
2003-04-01 10.7202246531509
2003-05-01 10.8964211672329
2003-06-01 11.2434120931736
2003-07-01 10.9217765348148
2003-08-01 10.8564324796176
2003-09-01 10.8471292072328
2003-10-01 10.8071041772373
2003-11-01 10.7213354540590
2003-12-01 10.8384029840492
2004-01-01 10.6115744777559
2004-02-01 10.6902459354050
2004-03-01 10.6283033956069
2004-04-01 10.8254101073780
2004-05-01 10.3926448903177
2004-06-01 10.7322074784006
2004-07-01 11.0351455130374
2004-08-01 11.1695136197432
2004-09-01 11.1598408547572
2004-10-01 11.3154515044631
2004-11-01 11.5375703317493
2004-12-01 11.4432084103380
2005-01-01 11.5928168747638
2005-02-01 11.5741954090813
2005-03-01 11.4930046995897
2005-04-01 11.3233367724128
2005-05-01 11.4872884728572
2005-06-01 11.5121436834327
2005-07-01 11.4605257329078
2005-08-01 11.4935765139601
2005-09-01 11.5919384842365
2005-10-01 11.5327145318528
2005-11-01 11.4536748633646
2005-12-01 10.9510002841904
2006-01-01 11.4589732856800
2006-02-01 11.4354554089321
2006-03-01 11.6441644326600
2006-04-01 12.2401411071819
2006-05-01 11.9916086699356
2006-06-01 11.6828758836274
2006-07-01 12.1870123670548
2006-08-01 12.2318409764113
2006-09-01 12.3283010086574
2006-10-01 12.3371775659257
2006-11-01 12.4612344004815
2006-12-01 12.6488229637693
2007-01-01 12.8390839236615
2007-02-01 12.7999212536040
2007-03-01 12.9090980075795
2007-04-01 12.7597123582283
2007-05-01 12.7957575694104
2007-06-01 12.8538008511088
2007-07-01 12.7942434179466
2007-08-01 12.9667222635817
2007-09-01 13.0739162897239
2007-10-01 13.1365090014372
2007-11-01 13.0467869987100
2007-12-01 13.1447460578533
2008-01-01 13.1284443649781
2008-02-01 13.4761046686126
2008-03-01 13.2893040025975
2008-04-01 13.4944248337037
2008-05-01 13.2102985495304
2008-06-01 13.1378820680190
2008-07-01 12.7854762739432
2008-08-01 12.7839734077394
2008-09-01 12.5846709642733
2008-10-01 12.5097244098617
2008-11-01 12.5142865622357
2008-12-01 12.5462538389657
2009-01-01 12.6605695709888
2009-02-01 12.5843896160007
2009-03-01 12.4007431607329
2009-04-01 12.1163369367930
2009-05-01 12.1312385946056
2009-06-01 12.1325376763287
2009-07-01 12.1544512862154
2009-08-01 11.9635272485887
2009-09-01 11.9686693721022
2009-10-01 12.0781542005279
2009-11-01 12.3686742203932
2009-12-01 12.1628612418279
2010-01-01 12.1080629949936
2010-02-01 12.1255660339949
2010-03-01 12.0302812114394
2010-04-01 12.1461899985244
2010-05-01 12.2568476560434
2010-06-01 12.3350840675881
2010-07-01 12.4069881073929
2010-08-01 12.4161414436072
2010-09-01 12.4095936000216
2010-10-01 12.6431419638470
2010-11-01 12.7151689236792
2010-12-01 12.6877031879469
2011-01-01 12.7776695127314
2011-02-01 12.6109072289386
2011-03-01 12.8768207689820
2011-04-01 13.2573062833434
2011-05-01 12.9767735042332
2011-06-01 12.8237403392189
2011-07-01 12.8596050540321
2011-08-01 12.8587764631421
2011-09-01 12.9567937547392
2011-10-01 12.8045178812534
2011-11-01 12.7580067019576
2011-12-01 12.7208724965027
2012-01-01 12.7361541320365
2012-02-01 13.4084341521895
2012-03-01 12.9193952426246
2012-04-01 12.8579313333380
2012-05-01 12.5920268544451
2012-06-01 12.9181016525938
2012-07-01 12.9302606215568
2012-08-01 13.0134118163216
2012-09-01 13.0047478268383
2012-10-01 13.2704627360945
2012-11-01 12.7015870034361
2012-12-01 12.5345789118933
2013-01-01 12.9866974150435
2013-02-01 13.0851380175775
2013-03-01 13.2566367320912
2013-04-01 13.3479718113859
2013-05-01 13.6331044090030
2013-06-01 13.7113472047913
2013-07-01 13.9173277248395
2013-08-01 13.9826219837589
2013-09-01 13.9703361786571
2013-10-01 13.7330101534978
2013-11-01 13.8505769045885
2013-12-01 13.7378863255710
2014-01-01 13.1072957712828
2014-02-01 13.4311873913881
2014-03-01 13.4756996569318
2014-04-01 13.5606451214708
2014-05-01 13.4973080729910
2014-06-01 13.5138745213778
2014-07-01 13.3081218509248
2014-08-01 13.2631402074360
2014-09-01 13.1483200248878
2014-10-01 13.4895915287819
2014-11-01 13.4978641601350
2014-12-01 13.3124499265202
2015-01-01 13.5371283548218
2015-02-01 13.5562734816639
2015-03-01 13.5883598686009
2015-04-01 13.7813376682875
2015-05-01 13.8834455163551
2015-06-01 13.7115043136193
2015-07-01 13.6925613909732
2015-08-01 13.6563589795286
2015-09-01 13.7403775153811
2015-10-01 13.7114579611735
2015-11-01 13.8482400526673
2015-12-01 14.0949617367973
2016-01-01 14.1867313964754
2016-02-01 13.9768807737421
2016-03-01 13.8010096501784
2016-04-01 13.8051405904473
2016-05-01 13.6583786349061
2016-06-01 13.7150006722567
2016-07-01 13.8566586274517
2016-08-01 13.9338344599050
2016-09-01 14.1351272229767
2016-10-01 13.9465141460031
2016-11-01 14.0057528945577
2016-12-01 13.9576244953098
2017-01-01 14.3712091783238
2017-02-01 14.6053725775259
2017-03-01 14.4227427806695
2017-04-01 14.2372329153167
2017-05-01 14.3229624735593
2017-06-01 14.6064278238262
2017-07-01 14.5860979930915
2017-08-01 14.8971107748580
2017-09-01 14.9197865299053
2017-10-01 15.1843793298244
2017-11-01 15.1867677342870
2017-12-01 15.3326489606453
2018-01-01 15.2654750348610
2018-02-01 15.5581082988673
2018-03-01 15.6739655481857
2018-04-01 15.6810730469523
2018-05-01 15.6364247265208
2018-06-01 15.6766577379651
2018-07-01 15.2958766531431
2018-08-01 15.4381207061156
2018-09-01 15.9999098544626
2018-10-01 15.6510050558121
2018-11-01 15.4839540769737
2018-12-01 15.4093320867352
2019-01-01 15.3620971308766
2019-02-01 15.5361503774276
2019-03-01 15.5550594346047
2019-04-01 15.8116521053615
2019-05-01 15.5941309616915
2019-06-01 15.6310787123022
2019-07-01 15.8150977213131
2019-08-01 15.8939008082163
2019-09-01 15.6698344419872
2019-10-01 15.7188683882034
2019-11-01 16.1038860752037
2019-12-01 16.1061010945844
2020-01-01 16.0321976203817
2020-02-01 16.0158046073591
2020-03-01 16.1493698618107
2020-04-01 15.4439191393379
2020-05-01 16.0107545935604
2020-06-01 16.0799994573218
2020-07-01 16.2532367642555
2020-08-01 16.0574569752826
2020-09-01 16.0324856199562
2020-10-01 16.6205857586346
2020-11-01 16.1349496775948
2020-12-01 16.2873125313576
2021-01-01 16.2802027919059
2021-02-01 16.3893444874251
2021-03-01 16.3241838356487
2021-04-01 16.1779200881080
2021-05-01 16.8262663730109
2021-06-01 16.9430900046787
2021-07-01 17.0197526771280
2021-08-01 17.0334231629625
2021-09-01 17.0800837540093
2021-10-01 16.9199356934849
2021-11-01 16.8706318619607
2021-12-01 16.7658047549338
2022-01-01 17.0128107294979
2022-02-01 16.9597843656737
2022-03-01 16.9741431530713
2022-04-01 17.3275648288377
2022-05-01 17.5532368098159
2022-06-01 17.3975253049875
2022-07-01 17.4131284159252
2022-08-01 17.8048414542026
2022-09-01 18.0260389075017
2022-10-01 18.2208431748841
2022-11-01 18.1895707831187
2022-12-01 18.5513605021535
2023-01-01 18.9582098466783
2023-02-01 18.9324128557130
2023-03-01 19.0017472117029
2023-04-01 18.8509653721637
2023-05-01 18.9902987230120
2023-06-01 19.0647902790501
2023-07-01 19.0254188379859
2023-08-01 18.7833394653583
2023-09-01 18.8794423330753
2023-10-01 18.8076988614741
2023-11-01 18.7951733735464
2023-12-01 18.9451185813449
2024-01-01 18.8090092441633
2024-02-01 18.8948840251390
2024-03-01 18.9154077126508
2024-04-01 19.1670049715647
2024-05-01 18.7509326108812
2024-06-01 18.6308116891648
2024-07-01 18.7292104598278
2024-08-01 18.7626768142352
2024-09-01 18.6505569622971
2024-10-01 18.7081774146068
2024-11-01 18.6822625502350
2024-12-01 18.6421824478621
2025-01-01 18.3590346084334
2025-02-01 18.1481235892638
2025-03-01 18.1197322382033
2025-04-01 17.8631963490740
2025-05-01 17.8290808162872
2025-06-01 17.8146613831614
2025-07-01 17.4274680721514
2025-08-01 17.3450744307788
2025-09-01 17.3388411332379
2025-10-01 16.8031399356502
2025-11-01 16.6680200552889
2025-12-01 16.3389248822183
2026-01-01 16.1947379003803
2026-02-01 16.0850615927595
2026-03-01 16.0290646932829
2026-04-01 16.1639041201515
2026-05-01 16.1178972392293
2026-06-01 15.9946816352223

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