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 2026-08-01
Last Updated 2026-09-18 11:28 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 10.7244820649
2003-02-01 10.7938756661
2003-03-01 10.8496197655
2003-04-01 10.7202246538
2003-05-01 10.8964211677
2003-06-01 11.2434120936
2003-07-01 10.9217765354
2003-08-01 10.8564324803
2003-09-01 10.8471292076
2003-10-01 10.8071041765
2003-11-01 10.7213354522
2003-12-01 10.8384029817
2004-01-01 10.6115744770
2004-02-01 10.6902459352
2004-03-01 10.6283033961
2004-04-01 10.8254101084
2004-05-01 10.3926448920
2004-06-01 10.7322074805
2004-07-01 11.0351455157
2004-08-01 11.1695136222
2004-09-01 11.1598408559
2004-10-01 11.3154515027
2004-11-01 11.5375703265
2004-12-01 11.4432084025
2005-01-01 11.5928168674
2005-02-01 11.5741954132
2005-03-01 11.4930046969
2005-04-01 11.3233367815
2005-05-01 11.4872884772
2005-06-01 11.5121436899
2005-07-01 11.4605257343
2005-08-01 11.4935765211
2005-09-01 11.5919384882
2005-10-01 11.5327145305
2005-11-01 11.4536748575
2005-12-01 10.9510002767
2006-01-01 11.4589732410
2006-02-01 11.4354553974
2006-03-01 11.6441644290
2006-04-01 12.2401411493
2006-05-01 11.9916086772
2006-06-01 11.6828759035
2006-07-01 12.1870123860
2006-08-01 12.2318410153
2006-09-01 12.3283010433
2006-10-01 12.3371775825
2006-11-01 12.4612342958
2006-12-01 12.6488229144
2007-01-01 12.8390837932
2007-02-01 12.7999212002
2007-03-01 12.9090980173
2007-04-01 12.7597124873
2007-05-01 12.7957576500
2007-06-01 12.8538009475
2007-07-01 12.7942434952
2007-08-01 12.9667223478
2007-09-01 13.0739163439
2007-10-01 13.1365090060
2007-11-01 13.0467867299
2007-12-01 13.1447458726
2008-01-01 13.1284440510
2008-02-01 13.4761045068
2008-03-01 13.2893040383
2008-04-01 13.4944251472
2008-05-01 13.2102988156
2008-06-01 13.1378823376
2008-07-01 12.7854764754
2008-08-01 12.7839735727
2008-09-01 12.5846710761
2008-10-01 12.5097244734
2008-11-01 12.5142861304
2008-12-01 12.5462534131
2009-01-01 12.6605689487
2009-02-01 12.5843886698
2009-03-01 12.4007426331
2009-04-01 12.1163366198
2009-05-01 12.1312428072
2009-06-01 12.1325373235
2009-07-01 12.1544510527
2009-08-01 11.9635271504
2009-09-01 11.9686692983
2009-10-01 12.0781543360
2009-11-01 12.3686745129
2009-12-01 12.1628602471
2010-01-01 12.1080616776
2010-02-01 12.1255639158
2010-03-01 12.0302798037
2010-04-01 12.1461888430
2010-05-01 12.2568558103
2010-06-01 12.3350833368
2010-07-01 12.4069880612
2010-08-01 12.4161419428
2010-09-01 12.4095941033
2010-10-01 12.6431426460
2010-11-01 12.7151700357
2010-12-01 12.6877013875
2011-01-01 12.7776636119
2011-02-01 12.6109035698
2011-03-01 12.8768182747
2011-04-01 13.2573043671
2011-05-01 12.9767861693
2011-06-01 12.8237402816
2011-07-01 12.8596066250
2011-08-01 12.8587789058
2011-09-01 12.9567979710
2011-10-01 12.8045186206
2011-11-01 12.7580069699
2011-12-01 12.7208673281
2012-01-01 12.7361410413
2012-02-01 13.4084274281
2012-03-01 12.9193909970
2012-04-01 12.8579290721
2012-05-01 12.5920447529
2012-06-01 12.9181033464
2012-07-01 12.9302658000
2012-08-01 13.0134187922
2012-09-01 13.0047587625
2012-10-01 13.2704678855
2012-11-01 12.7015923376
2012-12-01 12.5345613028
2013-01-01 12.9866490938
2013-02-01 13.0851375756
2013-03-01 13.2566376704
2013-04-01 13.3479732444
2013-05-01 13.6331296745
2013-06-01 13.7113524986
2013-07-01 13.9173384043
2013-08-01 13.9826351274
2013-09-01 13.9703555660
2013-10-01 13.7330204992
2013-11-01 13.8505870820
2013-12-01 13.7378317133
2014-01-01 13.1071957296
2014-02-01 13.4312154761
2014-03-01 13.4757153128
2014-04-01 13.5606608824
2014-05-01 13.4973456765
2014-06-01 13.5138895855
2014-07-01 13.3081381198
2014-08-01 13.2631532278
2014-09-01 13.1483335403
2014-10-01 13.4895879754
2014-11-01 13.4978568303
2014-12-01 13.3123430788
2015-01-01 13.5369835628
2015-02-01 13.5563628803
2015-03-01 13.5884360656
2015-04-01 13.7814117377
2015-05-01 13.8835200060
2015-06-01 13.7115339503
2015-07-01 13.6924777974
2015-08-01 13.6563372660
2015-09-01 13.7404132134
2015-10-01 13.7113971988
2015-11-01 13.8481702480
2015-12-01 14.0947892791
2016-01-01 14.1865649814
2016-02-01 13.9770176866
2016-03-01 13.8011282464
2016-04-01 13.8057214351
2016-05-01 13.6584208427
2016-06-01 13.7149556591
2016-07-01 13.8563824874
2016-08-01 13.9336983234
2016-09-01 14.1351181936
2016-10-01 13.9463850599
2016-11-01 14.0055492817
2016-12-01 13.9573106642
2017-01-01 14.3709735315
2017-02-01 14.6055333576
2017-03-01 14.4229503542
2017-04-01 14.2388619331
2017-05-01 14.3232751467
2017-06-01 14.6067190539
2017-07-01 14.5841559183
2017-08-01 14.8972559104
2017-09-01 14.9199792110
2017-10-01 15.1841208943
2017-11-01 15.1863065303
2017-12-01 15.3319912009
2018-01-01 15.2649013616
2018-02-01 15.5579788776
2018-03-01 15.6745089501
2018-04-01 15.6845898819
2018-05-01 15.6370039480
2018-06-01 15.6773429076
2018-07-01 15.2924337092
2018-08-01 15.4385840342
2018-09-01 16.0002060253
2018-10-01 15.6505248551
2018-11-01 15.4830139870
2018-12-01 15.4080158565
2019-01-01 15.3608550870
2019-02-01 15.5353242876
2019-03-01 15.5554677754
2019-04-01 15.8168293545
2019-05-01 15.5977315475
2019-06-01 15.6318093037
2019-07-01 15.8096419850
2019-08-01 15.8950106785
2019-09-01 15.6709461983
2019-10-01 15.7192228599
2019-11-01 16.0992105518
2019-12-01 16.1056945563
2020-01-01 16.0272087044
2020-02-01 16.0152348671
2020-03-01 16.1503431840
2020-04-01 15.4509088522
2020-05-01 16.0177141462
2020-06-01 16.0809963063
2020-07-01 16.2478553548
2020-08-01 16.0582639887
2020-09-01 16.0340366308
2020-10-01 16.6213961941
2020-11-01 16.1259370053
2020-12-01 16.2871622350
2021-01-01 16.2710475516
2021-02-01 16.3891256999
2021-03-01 16.3258664626
2021-04-01 16.1874027738
2021-05-01 16.8376448039
2021-06-01 16.9457865944
2021-07-01 17.0145950786
2021-08-01 17.0334259982
2021-09-01 17.0810531445
2021-10-01 16.9199322833
2021-11-01 16.8563322579
2021-12-01 16.7652502101
2022-01-01 16.9993097883
2022-02-01 16.9606752710
2022-03-01 16.9778319316
2022-04-01 17.3394885745
2022-05-01 17.5659413228
2022-06-01 17.4128374757
2022-07-01 17.4078303399
2022-08-01 17.8003225183
2022-09-01 18.0230099933
2022-10-01 18.2162785468
2022-11-01 18.1709061133
2022-12-01 18.5469911201
2023-01-01 18.9424749049
2023-02-01 18.9337028457
2023-03-01 19.0083912667
2023-04-01 18.8690250250
2023-05-01 19.0135941163
2023-06-01 19.1008493525
2023-07-01 19.0102244312
2023-08-01 18.7668300435
2023-09-01 18.8679779403
2023-10-01 18.7964171381
2023-11-01 18.7718169343
2023-12-01 18.9381041579
2024-01-01 18.7929871424
2024-02-01 18.8994755457
2024-03-01 18.9287641207
2024-04-01 19.1939926991
2024-05-01 18.7860572977
2024-06-01 18.6899019030
2024-07-01 18.6981259800
2024-08-01 18.7269044428
2024-09-01 18.6294414631
2024-10-01 18.6893273244
2024-11-01 18.6580985603
2024-12-01 18.6318177319
2025-01-01 18.3464693482
2025-02-01 18.1555194285
2025-03-01 18.1400541575
2025-04-01 17.9014246273
2025-05-01 17.8797931821
2025-06-01 17.8918305652
2025-07-01 17.3775895229
2025-08-01 17.2867007090
2025-09-01 17.3090393872
2025-10-01 16.7783217523
2025-11-01 16.6450955399
2025-12-01 16.3274015925
2026-01-01 16.1873351569
2026-02-01 16.0960196463
2026-03-01 16.0559362281
2026-04-01 16.2099804673
2026-05-01 16.1770739180
2026-06-01 16.1857039977
2026-07-01 16.4580520818
2026-08-01 16.3544877392

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