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 2025-12-01
Last Updated 2026-01-28 2:20 AM CST
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 10.7244820661276
2003-02-01 10.7938756680015
2003-03-01 10.8496197674701
2003-04-01 10.7202246554906
2003-05-01 10.8964211690023
2003-06-01 11.2434120947264
2003-07-01 10.9217765371899
2003-08-01 10.8564324826266
2003-09-01 10.8471292091237
2003-10-01 10.8071041749476
2003-11-01 10.7213354471577
2003-12-01 10.8384029747121
2004-01-01 10.6115744745583
2004-02-01 10.6902459344165
2004-03-01 10.6283033970624
2004-04-01 10.8254101109659
2004-05-01 10.3926448962753
2004-06-01 10.7322074863190
2004-07-01 11.0351455233008
2004-08-01 11.1695136297055
2004-09-01 11.1598408602527
2004-10-01 11.3154514989140
2004-11-01 11.5375703124003
2004-12-01 11.4432083809953
2005-01-01 11.5928168470228
2005-02-01 11.5741954222398
2005-03-01 11.4930046889195
2005-04-01 11.3233368049605
2005-05-01 11.4872884875465
2005-06-01 11.5121437055206
2005-07-01 11.4605257378012
2005-08-01 11.4935765423150
2005-09-01 11.5919385038613
2005-10-01 11.5327145332931
2005-11-01 11.4536748481390
2005-12-01 10.9510002615505
2006-01-01 11.4589731126959
2006-02-01 11.4354553563777
2006-03-01 11.6441644174911
2006-04-01 12.2401412701075
2006-05-01 11.9916086876464
2006-06-01 11.6828759390088
2006-07-01 12.1870124133491
2006-08-01 12.2318410982368
2006-09-01 12.3283011281837
2006-10-01 12.3371776415406
2006-11-01 12.4612340992029
2006-12-01 12.6488228637259
2007-01-01 12.8390834983002
2007-02-01 12.7999210733397
2007-03-01 12.9090980174979
2007-04-01 12.7597127697712
2007-05-01 12.7957577363343
2007-06-01 12.8538010583835
2007-07-01 12.7942435725219
2007-08-01 12.9667225045717
2007-09-01 13.0739165116426
2007-10-01 13.1365091426252
2007-11-01 13.0467863403902
2007-12-01 13.1447457403534
2008-01-01 13.1284435133288
2008-02-01 13.4761040194031
2008-03-01 13.2893040282172
2008-04-01 13.4944255439058
2008-05-01 13.2102990585297
2008-06-01 13.1378826218603
2008-07-01 12.7854767796003
2008-08-01 12.7839740551314
2008-09-01 12.5846716265311
2008-10-01 12.5097249417085
2008-11-01 12.5142855313551
2008-12-01 12.5462528623278
2009-01-01 12.6605677733563
2009-02-01 12.5843860798636
2009-03-01 12.4007417987041
2009-04-01 12.1163362463825
2009-05-01 12.1312489358552
2009-06-01 12.1325372303469
2009-07-01 12.1544513818211
2009-08-01 11.9635278914321
2009-09-01 11.9686699095289
2009-10-01 12.0781553119703
2009-11-01 12.3686750056771
2009-12-01 12.1628576035685
2010-01-01 12.1080567362883
2010-02-01 12.1255562759749
2010-03-01 12.0302761049508
2010-04-01 12.1461870356540
2010-05-01 12.2568689486696
2010-06-01 12.3350858887790
2010-07-01 12.4069946697922
2010-08-01 12.4161511423217
2010-09-01 12.4096016349061
2010-10-01 12.6431472548639
2010-11-01 12.7151693319581
2010-12-01 12.6876896661339
2011-01-01 12.7776242727151
2011-02-01 12.6108827645742
2011-03-01 12.8768076419957
2011-04-01 13.2573031088562
2011-05-01 12.9768142241743
2011-06-01 12.8237592128907
2011-07-01 12.8596405686307
2011-08-01 12.8588221764370
2011-09-01 12.9568105072258
2011-10-01 12.8045394548896
2011-11-01 12.7579986335787
2011-12-01 12.7208215134833
2012-01-01 12.7360335678132
2012-02-01 13.4083601696899
2012-03-01 12.9193442253931
2012-04-01 12.8579069451510
2012-05-01 12.5921880580939
2012-06-01 12.9181275885543
2012-07-01 12.9303328278849
2012-08-01 13.0135192541914
2012-09-01 13.0048086779928
2012-10-01 13.2705544050353
2012-11-01 12.7016487026696
2012-12-01 12.5344873649892
2013-01-01 12.9860374062516
2013-02-01 13.0851171043096
2013-03-01 13.2566290475357
2013-04-01 13.3479839953469
2013-05-01 13.6334293150410
2013-06-01 13.7114164300942
2013-07-01 13.9174617800234
2013-08-01 13.9828067075644
2013-09-01 13.9704455685417
2013-10-01 13.7331546464082
2013-11-01 13.8506872926551
2013-12-01 13.7377754026104
2014-01-01 13.1056780700214
2014-02-01 13.4312711508463
2014-03-01 13.4759149637079
2014-04-01 13.5608710874998
2014-05-01 13.4979224704239
2014-06-01 13.5140652313648
2014-07-01 13.3083162103104
2014-08-01 13.2633265032014
2014-09-01 13.1483833894534
2014-10-01 13.4896121540632
2014-11-01 13.4978152618387
2014-12-01 13.3121466504386
2015-01-01 13.5345283603616
2015-02-01 13.5566344880736
2015-03-01 13.5891223611159
2015-04-01 13.7821684677092
2015-05-01 13.8845743655012
2015-06-01 13.7120492002668
2015-07-01 13.6920929871594
2015-08-01 13.6565283666876
2015-09-01 13.7403628269631
2015-10-01 13.7111786927792
2015-11-01 13.8476846128578
2015-12-01 14.0941845199954
2016-01-01 14.1832026073366
2016-02-01 13.9767565516943
2016-03-01 13.8013802865308
2016-04-01 13.8122230028464
2016-05-01 13.6589262608596
2016-06-01 13.7149128067637
2016-07-01 13.8546844141736
2016-08-01 13.9332590130609
2016-09-01 14.1343775855556
2016-10-01 13.9466331782321
2016-11-01 14.0042888291943
2016-12-01 13.9560067077956
2017-01-01 14.3670774180868
2017-02-01 14.6048015314786
2017-03-01 14.4226630916754
2017-04-01 14.2537587641975
2017-05-01 14.3230546947597
2017-06-01 14.6061117158075
2017-07-01 14.5778849186949
2017-08-01 14.8963627864114
2017-09-01 14.9187760587046
2017-10-01 15.1849747295105
2017-11-01 15.1845456581225
2017-12-01 15.3303504126386
2018-01-01 15.2610874938837
2018-02-01 15.5565181809993
2018-03-01 15.6731006967395
2018-04-01 15.7105576305584
2018-05-01 15.6348998370082
2018-06-01 15.6749922550772
2018-07-01 15.2813458254224
2018-08-01 15.4365901289430
2018-09-01 15.9982078272729
2018-10-01 15.6518580573100
2018-11-01 15.4809692481621
2018-12-01 15.4063115214021
2019-01-01 15.3582804427475
2019-02-01 15.5347427308617
2019-03-01 15.5552878958046
2019-04-01 15.8534708641181
2019-05-01 15.5887318616136
2019-06-01 15.6315063414927
2019-07-01 15.7858743685061
2019-08-01 15.8939074663401
2019-09-01 15.6692187480047
2019-10-01 15.7208334323337
2019-11-01 16.0979078878273
2019-12-01 16.1064479404018
2020-01-01 16.0241501505276
2020-02-01 16.0187474017246
2020-03-01 16.1539624377354
2020-04-01 15.4965125115582
2020-05-01 16.0010867053352
2020-06-01 16.0802196881606
2020-07-01 16.2118217542628
2020-08-01 16.0550645216298
2020-09-01 16.0297625526489
2020-10-01 16.6221811341049
2020-11-01 16.1261556637966
2020-12-01 16.2927679145032
2021-01-01 16.2708589179399
2021-02-01 16.4014231194566
2021-03-01 16.3381291833980
2021-04-01 16.2378898629755
2021-05-01 16.8124569256124
2021-06-01 16.9446308665031
2021-07-01 16.9617050137396
2021-08-01 17.0266468220869
2021-09-01 17.0689604685364
2021-10-01 16.9089237192422
2021-11-01 16.8569759535951
2021-12-01 16.7910479895292
2022-01-01 17.0087211930130
2022-02-01 16.9837496298516
2022-03-01 17.0126252843423
2022-04-01 17.3910183856836
2022-05-01 17.5311849575183
2022-06-01 17.3951728269206
2022-07-01 17.3311137543576
2022-08-01 17.7858967101024
2022-09-01 18.0029891294028
2022-10-01 18.1993645545324
2022-11-01 18.1786422310253
2022-12-01 18.5947051673256
2023-01-01 18.9693431487023
2023-02-01 18.9624119922745
2023-03-01 19.0641758021288
2023-04-01 18.9216914922066
2023-05-01 18.9673376078031
2023-06-01 19.0585975591653
2023-07-01 18.9117091464033
2023-08-01 18.7517055191689
2023-09-01 18.8434201402174
2023-10-01 18.7746688221325
2023-11-01 18.7849759210307
2023-12-01 19.0105496082673
2024-01-01 18.8333188269019
2024-02-01 18.9267939819809
2024-03-01 18.9996324508214
2024-04-01 19.2487571811777
2024-05-01 18.8301229098820
2024-06-01 18.7169931207003
2024-07-01 18.7888486401812
2024-08-01 18.9160681949949
2024-09-01 18.9038963244105
2024-10-01 19.0723010375915
2024-11-01 18.9786499135159
2024-12-01 18.8181153753405
2025-01-01 18.6942077703223
2025-02-01 18.6736438209102
2025-03-01 18.7112482260690
2025-04-01 18.8610828170788
2025-05-01 19.1184775755856
2025-06-01 19.1961730402906
2025-07-01 19.1702734316944
2025-08-01 19.0895506273893
2025-09-01 19.1836797396442
2025-10-01 18.6606735664196
2025-11-01 18.6677684505511
2025-12-01 18.2286898824767

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