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 2026-07-01
Last Updated 2026-08-21 6:48 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 10.7244820647952
2003-02-01 10.7938756660268
2003-03-01 10.8496197654095
2003-04-01 10.7202246537324
2003-05-01 10.8964211676728
2003-06-01 11.2434120935197
2003-07-01 10.9217765353102
2003-08-01 10.8564324802028
2003-09-01 10.8471292075400
2003-10-01 10.8071041766231
2003-11-01 10.7213354524677
2003-12-01 10.8384029819864
2004-01-01 10.6115744770881
2004-02-01 10.6902459352635
2004-03-01 10.6283033960309
2004-04-01 10.8254101082678
2004-05-01 10.3926448917659
2004-06-01 10.7322074802782
2004-07-01 11.0351455153972
2004-08-01 11.1695136219022
2004-09-01 11.1598408557733
2004-10-01 11.3154515029217
2004-11-01 11.5375703270935
2004-12-01 11.4432084034796
2005-01-01 11.5928168683166
2005-02-01 11.5741954126750
2005-03-01 11.4930046972622
2005-04-01 11.3233367804267
2005-05-01 11.4872884767296
2005-06-01 11.5121436891213
2005-07-01 11.4605257341304
2005-08-01 11.4935765201699
2005-09-01 11.5919384876155
2005-10-01 11.5327145305225
2005-11-01 11.4536748581448
2005-12-01 10.9510002776346
2006-01-01 11.4589732465923
2006-02-01 11.4354553990088
2006-03-01 11.6441644296153
2006-04-01 12.2401411442912
2006-05-01 11.9916086764284
2006-06-01 11.6828759010515
2006-07-01 12.1870123835012
2006-08-01 12.2318410102415
2006-09-01 12.3283010386205
2006-10-01 12.3371775800510
2006-11-01 12.4612343084224
2006-12-01 12.6488229207082
2007-01-01 12.8390838099129
2007-02-01 12.7999212075889
2007-03-01 12.9090980168020
2007-04-01 12.7597124717824
2007-05-01 12.7957576398819
2007-06-01 12.8538009350302
2007-07-01 12.7942434849003
2007-08-01 12.9667223365634
2007-09-01 13.0739163363947
2007-10-01 13.1365090049909
2007-11-01 13.0467867626910
2007-12-01 13.1447458955591
2008-01-01 13.1284440898530
2008-02-01 13.4761045350096
2008-03-01 13.2893040332956
2008-04-01 13.4944251076124
2008-05-01 13.2102987804559
2008-06-01 13.1378823013506
2008-07-01 12.7854764476227
2008-08-01 12.7839735502414
2008-09-01 12.5846710617564
2008-10-01 12.5097244671734
2008-11-01 12.5142861867951
2008-12-01 12.5462534698674
2009-01-01 12.6605690290076
2009-02-01 12.5843888045759
2009-03-01 12.4007426956780
2009-04-01 12.1163366523837
2009-05-01 12.1312422721947
2009-06-01 12.1325373496355
2009-07-01 12.1544510615725
2009-08-01 11.9635271438847
2009-09-01 11.9686692960187
2009-10-01 12.0781543353857
2009-11-01 12.3686745282659
2009-12-01 12.1628604223267
2010-01-01 12.1080618914611
2010-02-01 12.1255642350777
2010-03-01 12.0302799722898
2010-04-01 12.1461889376735
2010-05-01 12.2568547134372
2010-06-01 12.3350833185254
2010-07-01 12.4069879461141
2010-08-01 12.4161417752745
2010-09-01 12.4095939864937
2010-10-01 12.6431426146410
2010-11-01 12.7151700947243
2010-12-01 12.6877018672736
2011-01-01 12.7776646319621
2011-02-01 12.6109042731757
2011-03-01 12.8768186631185
2011-04-01 13.2573045005194
2011-05-01 12.9767843269746
2011-06-01 12.8237398629907
2011-07-01 12.8596058336101
2011-08-01 12.8587779283469
2011-09-01 12.9567974149443
2011-10-01 12.8045183409542
2011-11-01 12.7580073765369
2011-12-01 12.7208689095908
2012-01-01 12.7361438702914
2012-02-01 13.4084294921202
2012-03-01 12.9193924911955
2012-04-01 12.8579299174732
2012-05-01 12.5920388762194
2012-06-01 12.9181027424073
2012-07-01 12.9302640297425
2012-08-01 13.0134162542612
2012-09-01 13.0047568164384
2012-10-01 13.2704662528687
2012-11-01 12.7015918471039
2012-12-01 12.5345659372951
2013-01-01 12.9866614226059
2013-02-01 13.0851396972678
2013-03-01 13.2566391437560
2013-04-01 13.3479737608793
2013-05-01 13.6331186350385
2013-06-01 13.7113504097930
2013-07-01 13.9173342424247
2013-08-01 13.9826297186482
2013-09-01 13.9703512750427
2013-10-01 13.7330172678406
2013-11-01 13.8505855184524
2013-12-01 13.7378442821800
2014-01-01 13.1072312364137
2014-02-01 13.4312161325259
2014-03-01 13.4757100755886
2014-04-01 13.5606543188443
2014-05-01 13.4973243496160
2014-06-01 13.5138822373372
2014-07-01 13.3081306187789
2014-08-01 13.2631467606000
2014-09-01 13.1483303986047
2014-10-01 13.4895895219031
2014-11-01 13.4978622284640
2014-12-01 13.3123706456189
2015-01-01 13.5370447526540
2015-02-01 13.5563579674603
2015-03-01 13.5884142284045
2015-04-01 13.7813853419559
2015-05-01 13.8834810653369
2015-06-01 13.7115139325065
2015-07-01 13.6924748530432
2015-08-01 13.6563314211397
2015-09-01 13.7404135570222
2015-10-01 13.7114112374605
2015-11-01 13.8481965527702
2015-12-01 14.0948437609186
2016-01-01 14.1866636937147
2016-02-01 13.9770369880579
2016-03-01 13.8011265913162
2016-04-01 13.8054626115073
2016-05-01 13.6584019608281
2016-06-01 13.7149534885109
2016-07-01 13.8564065152774
2016-08-01 13.9337098786261
2016-09-01 14.1351376634290
2016-10-01 13.9464106720495
2016-11-01 14.0056110416389
2016-12-01 13.9574029625726
2017-01-01 14.3711083113660
2017-02-01 14.6055854488207
2017-03-01 14.4229777282038
2017-04-01 14.2382570421236
2017-05-01 14.3232782870807
2017-06-01 14.6067302103698
2017-07-01 14.5842685374164
2017-08-01 14.8972810364503
2017-09-01 14.9200173303123
2017-10-01 15.1841687209031
2017-11-01 15.1864137679963
2017-12-01 15.3321314281217
2018-01-01 15.2650837135806
2018-02-01 15.5580910863847
2018-03-01 15.6745954352359
2018-04-01 15.6834650158565
2018-05-01 15.6370557575518
2018-06-01 15.6773885565551
2018-07-01 15.2926401165276
2018-08-01 15.4386345969670
2018-09-01 16.0002752361977
2018-10-01 15.6506031521764
2018-11-01 15.4831732228758
2018-12-01 15.4082087122728
2019-01-01 15.3610784517300
2019-02-01 15.5355021253235
2019-03-01 15.5556229458666
2019-04-01 15.8152272675982
2019-05-01 15.5977461239987
2019-06-01 15.6318982273135
2019-07-01 15.8099531035957
2019-08-01 15.8950699286659
2019-09-01 15.6710131215832
2019-10-01 15.7192910310821
2019-11-01 16.0995170167460
2019-12-01 16.1058640371266
2020-01-01 16.0276326628919
2020-02-01 16.0154346182725
2020-03-01 16.1505324280601
2020-04-01 15.4489143523426
2020-05-01 16.0176531867373
2020-06-01 16.0810875044490
2020-07-01 16.2481521897458
2020-08-01 16.0583913133929
2020-09-01 16.0340841055278
2020-10-01 16.6214521391381
2020-11-01 16.1264163007780
2020-12-01 16.2873630042739
2021-01-01 16.2717366992616
2021-02-01 16.3893747091547
2021-03-01 16.3260584680577
2021-04-01 16.1851940434776
2021-05-01 16.8373565630564
2021-06-01 16.9457194674608
2021-07-01 17.0147513538273
2021-08-01 17.0335414449797
2021-09-01 17.0810559956734
2021-10-01 16.9200246413779
2021-11-01 16.8570634682720
2021-12-01 16.7656320120662
2022-01-01 17.0004640902815
2022-02-01 16.9611087669168
2022-03-01 16.9780877310306
2022-04-01 17.3373967082418
2022-05-01 17.5654850245887
2022-06-01 17.4110857939383
2022-07-01 17.4078531751306
2022-08-01 17.8006080763423
2022-09-01 18.0229925725900
2022-10-01 18.2167043686767
2022-11-01 18.1720733116900
2022-12-01 18.5479101796102
2023-01-01 18.9442287529434
2023-02-01 18.9346091679274
2023-03-01 19.0087959141699
2023-04-01 18.8670746939877
2023-05-01 19.0124226667135
2023-06-01 19.0963898720831
2023-07-01 19.0084781661500
2023-08-01 18.7686466663205
2023-09-01 18.8689314519447
2023-10-01 18.7978163380144
2023-11-01 18.7737550128104
2023-12-01 18.9396294228833
2024-01-01 18.7951555713704
2024-02-01 18.9000567845840
2024-03-01 18.9281077678051
2024-04-01 19.1911513624211
2024-05-01 18.7834008793107
2024-06-01 18.6822361203460
2024-07-01 18.6962417672406
2024-08-01 18.7349718823281
2024-09-01 18.6311027077466
2024-10-01 18.6913368077104
2024-11-01 18.6601805487539
2024-12-01 18.6333998262161
2025-01-01 18.3483106953516
2025-02-01 18.1552689596073
2025-03-01 18.1377629037470
2025-04-01 17.8969199282747
2025-05-01 17.8750297667512
2025-06-01 17.8814277733232
2025-07-01 17.3752944621258
2025-08-01 17.3052970473023
2025-09-01 17.3112762926659
2025-10-01 16.7805211304894
2025-11-01 16.6467792624115
2025-12-01 16.3284292103089
2026-01-01 16.1881914013716
2026-02-01 16.0942507019775
2026-03-01 16.0514559263358
2026-04-01 16.2034336131555
2026-05-01 16.1702832800768
2026-06-01 16.1727354756390
2026-07-01 16.3569022093164

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