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 2026-04-01
Last Updated 2026-05-26 1:15 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 10.7244820655821
2003-02-01 10.7938756671917
2003-03-01 10.8496197666345
2003-04-01 10.7202246547584
2003-05-01 10.8964211684391
2003-06-01 11.2434120941355
2003-07-01 10.9217765362171
2003-08-01 10.8564324812985
2003-09-01 10.8471292081471
2003-10-01 10.8071041755635
2003-11-01 10.7213354496217
2003-12-01 10.8384029782555
2004-01-01 10.6115744758591
2004-02-01 10.6902459349631
2004-03-01 10.6283033967380
2004-04-01 10.8254101098284
2004-05-01 10.3926448943312
2004-06-01 10.7322074836400
2004-07-01 11.0351455196670
2004-08-01 11.1695136258653
2004-09-01 11.1598408577208
2004-10-01 11.3154515002841
2004-11-01 11.5375703188405
2004-12-01 11.4432083912246
2005-01-01 11.5928168567596
2005-02-01 11.5741954189795
2005-03-01 11.4930046928064
2005-04-01 11.3233367940274
2005-05-01 11.4872884830871
2005-06-01 11.5121436988580
2005-07-01 11.4605257364315
2005-08-01 11.4935765322663
2005-09-01 11.5919384954982
2005-10-01 11.5327145301623
2005-11-01 11.4536748501945
2005-12-01 10.9510002660959
2006-01-01 11.4589731743909
2006-02-01 11.4354553783704
2006-03-01 11.6441644215436
2006-04-01 12.2401412085879
2006-05-01 11.9916086862145
2006-06-01 11.6828759316011
2006-07-01 12.1870124141783
2006-08-01 12.2318410748475
2006-09-01 12.3283010988031
2006-10-01 12.3371776122626
2006-11-01 12.4612341495964
2006-12-01 12.6488228432373
2007-01-01 12.8390835981400
2007-02-01 12.7999211138878
2007-03-01 12.9090980227250
2007-04-01 12.7597126685476
2007-05-01 12.7957577643669
2007-06-01 12.8538010889849
2007-07-01 12.7942436112040
2007-08-01 12.9667224779506
2007-09-01 13.0739164336728
2007-10-01 13.1365090237444
2007-11-01 13.0467863553196
2007-12-01 13.1447456163492
2008-01-01 13.1284436034209
2008-02-01 13.4761041750699
2008-03-01 13.2893040924355
2008-04-01 13.4944255958168
2008-05-01 13.2102992102944
2008-06-01 13.1378827463496
2008-07-01 12.7854767926001
2008-08-01 12.7839738398842
2008-09-01 12.5846712574598
2008-10-01 12.5097245616459
2008-11-01 12.5142854885398
2008-12-01 12.5462527690426
2009-01-01 12.6605680213869
2009-02-01 12.5843870794291
2009-03-01 12.4007419193338
2009-04-01 12.1163362538471
2009-05-01 12.1312489185978
2009-06-01 12.1325370365985
2009-07-01 12.1544509642907
2009-08-01 11.9635272405670
2009-09-01 11.9686693348372
2009-10-01 12.0781543707805
2009-11-01 12.3686743688814
2009-12-01 12.1628582347489
2010-01-01 12.1080591589586
2010-02-01 12.1255601172534
2010-03-01 12.0302778380947
2010-04-01 12.1461877537072
2010-05-01 12.2568683557585
2010-06-01 12.3350836169309
2010-07-01 12.4069895281405
2010-08-01 12.4161440641936
2010-09-01 12.4095956074131
2010-10-01 12.6431431329641
2010-11-01 12.7151694018799
2010-12-01 12.6876957756234
2011-01-01 12.7776509866975
2011-02-01 12.6108951920046
2011-03-01 12.8768137623990
2011-04-01 13.2573029498793
2011-05-01 12.9768074412806
2011-06-01 12.8237454254727
2011-07-01 12.8596162868567
2011-08-01 12.8587909466449
2011-09-01 12.9568037250780
2011-10-01 12.8045225567085
2011-11-01 12.7580026211094
2011-12-01 12.7208489116519
2012-01-01 12.7361065184353
2012-02-01 13.4084029186881
2012-03-01 12.9193733936084
2012-04-01 12.8579192632652
2012-05-01 12.5921132433876
2012-06-01 12.9181104180468
2012-07-01 12.9302868312626
2012-08-01 13.0134494260052
2012-09-01 13.0047801294251
2012-10-01 13.2704892731946
2012-11-01 12.7016009667752
2012-12-01 12.5345101263213
2013-01-01 12.9864931159997
2013-02-01 13.0851151338898
2013-03-01 13.2566222367336
2013-04-01 13.3479682139437
2013-05-01 13.6332586165224
2013-06-01 13.7113756929276
2013-07-01 13.9173852547531
2013-08-01 13.9826975084708
2013-09-01 13.9704018144532
2013-10-01 13.7330609758071
2013-11-01 13.8506099962167
2013-12-01 13.7377107942045
2014-01-01 13.1067587845167
2014-02-01 13.4312063888463
2014-03-01 13.4757766719810
2014-04-01 13.5607357292995
2014-05-01 13.4975912443249
2014-06-01 13.5139698138516
2014-07-01 13.3082199250611
2014-08-01 13.2632258005453
2014-09-01 13.1483672669806
2014-10-01 13.4895794314830
2014-11-01 13.4978096438653
2014-12-01 13.3120784450332
2015-01-01 13.5362386479762
2015-02-01 13.5564087287139
2015-03-01 13.5886770044558
2015-04-01 13.7817032892298
2015-05-01 13.8839618733382
2015-06-01 13.7117608205857
2015-07-01 13.6924877216149
2015-08-01 13.6564114663957
2015-09-01 13.7404093702476
2015-10-01 13.7112624748627
2015-11-01 13.8479089927312
2015-12-01 14.0942608257004
2016-01-01 14.1854050096634
2016-02-01 13.9767864858057
2016-03-01 13.8011338956645
2016-04-01 13.8084868927579
2016-05-01 13.6586425038423
2016-06-01 13.7149966034054
2016-07-01 13.8560842376616
2016-08-01 13.9336073369776
2016-09-01 14.1349322775088
2016-10-01 13.9460557287723
2016-11-01 14.0049863286390
2016-12-01 13.9564732803746
2017-01-01 14.3695095557545
2017-02-01 14.6049941665463
2017-03-01 14.4226440288877
2017-04-01 14.2450618357397
2017-05-01 14.3231477889788
2017-06-01 14.6064666885123
2017-07-01 14.5830546087883
2017-08-01 14.8969203513910
2017-09-01 14.9195956372065
2017-10-01 15.1834932431885
2017-11-01 15.1855550720324
2017-12-01 15.3310036957710
2018-01-01 15.2632742347819
2018-02-01 15.5569914443161
2018-03-01 15.6735970116633
2018-04-01 15.6953733763166
2018-05-01 15.6360761278796
2018-06-01 15.6763723358884
2018-07-01 15.2903176210835
2018-08-01 15.4377648689014
2018-09-01 15.9995135121777
2018-10-01 15.6496774352550
2018-11-01 15.4823475361978
2018-12-01 15.4072874557582
2019-01-01 15.3596217650497
2019-02-01 15.5342668874512
2019-03-01 15.5542458042633
2019-04-01 15.8311436806428
2019-05-01 15.5949835622608
2019-06-01 15.6299233036099
2019-07-01 15.8072578403402
2019-08-01 15.8930663617861
2019-09-01 15.6690850184644
2019-10-01 15.7170989451216
2019-11-01 16.1028475231031
2019-12-01 16.1042853398899
2020-01-01 16.0280390815905
2020-02-01 16.0136848844258
2020-03-01 16.1483990498291
2020-04-01 15.4671197042458
2020-05-01 16.0124985242118
2020-06-01 16.0775013167449
2020-07-01 16.2451883547798
2020-08-01 16.0558220722160
2020-09-01 16.0312213127595
2020-10-01 16.6186988298142
2020-11-01 16.1344867405654
2020-12-01 16.2856596402779
2021-01-01 16.2743763517921
2021-02-01 16.3874122727010
2021-03-01 16.3235051627159
2021-04-01 16.2025676540680
2021-05-01 16.8309901293176
2021-06-01 16.9347215935213
2021-07-01 17.0136590987882
2021-08-01 17.0326473209960
2021-09-01 17.0792938650264
2021-10-01 16.9181223741453
2021-11-01 16.8705168478982
2021-12-01 16.7636291667208
2022-01-01 17.0044127917545
2022-02-01 16.9578220175523
2022-03-01 16.9744093051499
2022-04-01 17.3515019356532
2022-05-01 17.5608323645701
2022-06-01 17.3829103133516
2022-07-01 17.4125754869689
2022-08-01 17.8062926833740
2022-09-01 18.0267371503972
2022-10-01 18.2195088426713
2022-11-01 18.1883482200298
2022-12-01 18.5468731334042
2023-01-01 18.9466866371630
2023-02-01 18.9264887270450
2023-03-01 18.9967187675855
2023-04-01 18.8772740076249
2023-05-01 19.0108245341809
2023-06-01 19.0447116453512
2023-07-01 19.0306733677110
2023-08-01 18.7873693614385
2023-09-01 18.8813829045992
2023-10-01 18.8054273511066
2023-11-01 18.7907390781450
2023-12-01 18.9357423133416
2024-01-01 18.7917331702897
2024-02-01 18.8835894620731
2024-03-01 18.9057588194279
2024-04-01 19.2020708538488
2024-05-01 18.7830383475351
2024-06-01 18.6095952161478
2024-07-01 18.7388857299038
2024-08-01 18.7685568494088
2024-09-01 18.6531858707591
2024-10-01 18.7045812771440
2024-11-01 18.6733211220872
2024-12-01 18.6268478963006
2025-01-01 18.3367591533736
2025-02-01 18.1298529454939
2025-03-01 18.1037074461048
2025-04-01 17.9116184467982
2025-05-01 17.8754220654679
2025-06-01 17.7918686621052
2025-07-01 17.4388138844642
2025-08-01 17.3524564422053
2025-09-01 17.3415270303526
2025-10-01 16.7974509080369
2025-11-01 16.6544507512745
2025-12-01 16.3175454260890
2026-01-01 16.1676110587199
2026-02-01 16.0612575191811
2026-03-01 16.0105078029397
2026-04-01 16.0232885210580

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