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 2026-01-01
Last Updated 2026-04-10 12:07 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
2003-01-01 10.7244820654606
2003-02-01 10.7938756670097
2003-03-01 10.8496197664412
2003-04-01 10.7202246545997
2003-05-01 10.8964211683158
2003-06-01 11.2434120940384
2003-07-01 10.9217765360786
2003-08-01 10.8564324811355
2003-09-01 10.8471292080615
2003-10-01 10.8071041757344
2003-11-01 10.7213354500640
2003-12-01 10.8384029788274
2004-01-01 10.6115744760430
2004-02-01 10.6902459349993
2004-03-01 10.6283033966168
2004-04-01 10.8254101095821
2004-05-01 10.3926448939322
2004-06-01 10.7322074831275
2004-07-01 11.0351455190232
2004-08-01 11.1695136252748
2004-09-01 11.1598408574431
2004-10-01 11.3154515007159
2004-11-01 11.5375703201380
2004-12-01 11.4432083931322
2005-01-01 11.5928168585469
2005-02-01 11.5741954179932
2005-03-01 11.4930046933668
2005-04-01 11.3233367916387
2005-05-01 11.4872884818634
2005-06-01 11.5121436971964
2005-07-01 11.4605257361418
2005-08-01 11.4935765308494
2005-09-01 11.5919384950643
2005-10-01 11.5327145310241
2005-11-01 11.4536748518866
2005-12-01 10.9510002677563
2006-01-01 11.4589731846257
2006-02-01 11.4354553803019
2006-03-01 11.6441644214302
2006-04-01 12.2401411974063
2006-05-01 11.9916086841268
2006-06-01 11.6828759273791
2006-07-01 12.1870124112125
2006-08-01 12.2318410681294
2006-09-01 12.3283010934911
2006-10-01 12.3371776103711
2006-11-01 12.4612341734165
2006-12-01 12.6488228510135
2007-01-01 12.8390836234922
2007-02-01 12.7999211210308
2007-03-01 12.9090980172972
2007-04-01 12.7597126382935
2007-05-01 12.7957577506191
2007-06-01 12.8538010744797
2007-07-01 12.7942436014863
2007-08-01 12.9667224652809
2007-09-01 13.0739164249763
2007-10-01 13.1365090215520
2007-11-01 13.0467864106856
2007-12-01 13.1447456480094
2008-01-01 13.1284436666476
2008-02-01 13.4761041666512
2008-03-01 13.2893040898421
2008-04-01 13.4944255401705
2008-05-01 13.2102991755687
2008-06-01 13.1378827147929
2008-07-01 12.7854767722118
2008-08-01 12.7839738161787
2008-09-01 12.5846712298016
2008-10-01 12.5097245277710
2008-11-01 12.5142855500397
2008-12-01 12.5462528173187
2009-01-01 12.6605681213059
2009-02-01 12.5843871907166
2009-03-01 12.4007420400251
2009-04-01 12.1163363605471
2009-05-01 12.1312481954944
2009-06-01 12.1325372173718
2009-07-01 12.1544511311369
2009-08-01 11.9635273616779
2009-09-01 11.9686693980438
2009-10-01 12.0781541942342
2009-11-01 12.3686739480654
2009-12-01 12.1628580729889
2010-01-01 12.1080591322600
2010-02-01 12.1255603148972
2010-03-01 12.0302782668432
2010-04-01 12.1461884140060
2010-05-01 12.2568674187367
2010-06-01 12.3350844194558
2010-07-01 12.4069900618916
2010-08-01 12.4161442186507
2010-09-01 12.4095954207499
2010-10-01 12.6431423484553
2010-11-01 12.7151679162670
2010-12-01 12.6876947852838
2011-01-01 12.7776511310486
2011-02-01 12.6108951695827
2011-03-01 12.8768145129507
2011-04-01 13.2573045355324
2011-05-01 12.9768068415694
2011-06-01 12.8237475931015
2011-07-01 12.8596181625696
2011-08-01 12.8587924143650
2011-09-01 12.9568008913922
2011-10-01 12.8045225090087
2011-11-01 12.7580004337456
2011-12-01 12.7208462322995
2012-01-01 12.7361051527244
2012-02-01 13.4083998284937
2012-03-01 12.9193705893353
2012-04-01 12.8579172556989
2012-05-01 12.5921316246673
2012-06-01 12.9181107312589
2012-07-01 12.9302883600559
2012-08-01 13.0134521339138
2012-09-01 13.0047755679704
2012-10-01 13.2704904806813
2012-11-01 12.7015976406928
2012-12-01 12.5345011152468
2013-01-01 12.9864932538146
2013-02-01 13.0851043831319
2013-03-01 13.2566126410666
2013-04-01 13.3479620079306
2013-05-01 13.6332981132210
2013-06-01 13.7113778495695
2013-07-01 13.9173906065329
2013-08-01 13.9827056062213
2013-09-01 13.9703984408936
2013-10-01 13.7330638579931
2013-11-01 13.8506062984407
2013-12-01 13.7376923946313
2014-01-01 13.1067438746304
2014-02-01 13.4311542988051
2014-03-01 13.4757780092986
2014-04-01 13.5607421493315
2014-05-01 13.4976661994026
2014-06-01 13.5139825642357
2014-07-01 13.3082332341818
2014-08-01 13.2632392951548
2014-09-01 13.1483669365675
2014-10-01 13.4895792135930
2014-11-01 13.4977979399444
2014-12-01 13.3120405052722
2015-01-01 13.5361935380382
2015-02-01 13.5562993249169
2015-03-01 13.5886816712576
2015-04-01 13.7817247570480
2015-05-01 13.8840596582895
2015-06-01 13.7117977812929
2015-07-01 13.6925979729198
2015-08-01 13.6564494988528
2015-09-01 13.7403916193469
2015-10-01 13.7112765929022
2015-11-01 13.8478900188189
2015-12-01 14.0941879749102
2016-01-01 14.1852605293787
2016-02-01 13.9765090352053
2016-03-01 13.8009959893944
2016-04-01 13.8089221421184
2016-05-01 13.6586517921432
2016-06-01 13.7149994034261
2016-07-01 13.8562794484859
2016-08-01 13.9336802920473
2016-09-01 14.1349115605826
2016-10-01 13.9461674432814
2016-11-01 14.0050160909779
2016-12-01 13.9564382741549
2017-01-01 14.3693069373137
2017-02-01 14.6045360925180
2017-03-01 14.4222427797345
2017-04-01 14.2456501181742
2017-05-01 14.3227440044443
2017-06-01 14.6060817326668
2017-07-01 14.5846344817824
2017-08-01 14.8967062629166
2017-09-01 14.9193380113046
2017-10-01 15.1838300005484
2017-11-01 15.1856650779053
2017-12-01 15.3311070921246
2018-01-01 15.2631910585572
2018-02-01 15.5565779912221
2018-03-01 15.6727536619777
2018-04-01 15.6952754007541
2018-05-01 15.6353600885257
2018-06-01 15.6756868471162
2018-07-01 15.2932914638393
2018-08-01 15.4373300948235
2018-09-01 15.9990903499750
2018-10-01 15.6502368270120
2018-11-01 15.4825861301315
2018-12-01 15.4076535106514
2019-01-01 15.3599402878072
2019-02-01 15.5344611311897
2019-03-01 15.5533784850624
2019-04-01 15.8289768143922
2019-05-01 15.5925084516887
2019-06-01 15.6299259718194
2019-07-01 15.8117383447562
2019-08-01 15.8929573792537
2019-09-01 15.6689158444693
2019-10-01 15.7181007952664
2019-11-01 16.1018692514251
2019-12-01 16.1048016734166
2020-01-01 16.0297995658655
2020-02-01 16.0142636757958
2020-03-01 16.1473330783405
2020-04-01 15.4629345326353
2020-05-01 16.0084758283424
2020-06-01 16.0785219540060
2020-07-01 16.2498924083405
2020-08-01 16.0565284279626
2020-09-01 16.0317681108807
2020-10-01 16.6202035701773
2020-11-01 16.1324597512762
2020-12-01 16.2862905977735
2021-01-01 16.2772924541879
2021-02-01 16.3879194903409
2021-03-01 16.3219085926206
2021-04-01 16.1961369481347
2021-05-01 16.8242047368898
2021-06-01 16.9408519346936
2021-07-01 17.0175235649195
2021-08-01 17.0335352563316
2021-09-01 17.0804122399301
2021-10-01 16.9202370661152
2021-11-01 16.8675628122630
2021-12-01 16.7643886976016
2022-01-01 17.0083166702580
2022-02-01 16.9567757786109
2022-03-01 16.9719590512440
2022-04-01 17.3439721825491
2022-05-01 17.5531639976319
2022-06-01 17.3937455289442
2022-07-01 17.4140921708937
2022-08-01 17.8069298989345
2022-09-01 18.0289825047951
2022-10-01 18.2218166469356
2022-11-01 18.1862018606728
2022-12-01 18.5489307652857
2023-01-01 18.9524210143998
2023-02-01 18.9191428651564
2023-03-01 18.9926315443743
2023-04-01 18.8698058875773
2023-05-01 19.0025995864234
2023-06-01 19.0606528509804
2023-07-01 19.0303597750259
2023-08-01 18.7884380754151
2023-09-01 18.8857450124378
2023-10-01 18.8090369659943
2023-11-01 18.7901248811282
2023-12-01 18.9397534844890
2024-01-01 18.8001147539871
2024-02-01 18.8665440743406
2024-03-01 18.8945149891198
2024-04-01 19.1945964846493
2024-05-01 18.7776916574435
2024-06-01 18.6277289478893
2024-07-01 18.7384961478159
2024-08-01 18.7710935276016
2024-09-01 18.6605792367478
2024-10-01 18.7098291287366
2024-11-01 18.6759917158228
2024-12-01 18.6334828910449
2025-01-01 18.3475866890494
2025-02-01 18.0998425077773
2025-03-01 18.0832795027044
2025-04-01 17.9047027671715
2025-05-01 17.8729253633595
2025-06-01 17.8133235960261
2025-07-01 17.4400055195451
2025-08-01 17.3567689290783
2025-09-01 17.3519456148090
2025-10-01 16.8054715709693
2025-11-01 16.6611606001312
2025-12-01 16.3270676797751
2026-01-01 16.1806705877156

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