Table Data - All Employees: Professional and Business Services: Architectural, Engineering, and Related Services in Oklahoma

Title All Employees: Professional and Business Services: Architectural, Engineering, and Related Services in Oklahoma
Series ID SMU40000006054130001SA
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 1990-01-01 to 2026-09-01
Last Updated 2026-10-20 10:30 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
1990-01-01 7.9207557465
1990-02-01 7.8893659769
1990-03-01 7.8015084079
1990-04-01 7.8433139254
1990-05-01 7.9091895908
1990-06-01 8.0517288789
1990-07-01 8.0515368129
1990-08-01 8.1553506274
1990-09-01 8.2709860913
1990-10-01 8.0177813611
1990-11-01 7.9131077569
1990-12-01 7.8779422132
1991-01-01 7.6214996877
1991-02-01 7.4900936217
1991-03-01 7.3953052749
1991-04-01 7.5430801076
1991-05-01 7.6036982463
1991-06-01 7.5545455773
1991-07-01 7.5494420445
1991-08-01 7.5596396462
1991-09-01 7.5768844253
1991-10-01 7.5176577133
1991-11-01 7.6179001946
1991-12-01 7.5806327820
1992-01-01 7.7196145111
1992-02-01 7.7891990606
1992-03-01 7.7873601553
1992-04-01 7.7336631615
1992-05-01 7.5939577921
1992-06-01 7.5576098644
1992-07-01 7.6532534648
1992-08-01 7.6708964914
1992-09-01 7.7874597084
1992-10-01 8.0152677626
1992-11-01 7.9279041822
1992-12-01 7.9875842619
1993-01-01 8.0108906839
1993-02-01 8.0762037111
1993-03-01 8.1798216546
1993-04-01 8.2218637190
1993-05-01 8.2884978460
1993-06-01 8.4591431496
1993-07-01 8.2609850561
1993-08-01 8.0865881540
1993-09-01 8.0944439779
1993-10-01 8.1081932074
1993-11-01 8.0435072263
1993-12-01 8.1002161526
1994-01-01 7.9944875248
1994-02-01 7.9645919904
1994-03-01 8.0817577072
1994-04-01 7.9067676416
1994-05-01 7.9774506713
1994-06-01 7.9549150439
1994-07-01 8.0711549694
1994-08-01 8.0953499086
1994-09-01 8.1029054379
1994-10-01 8.1055487554
1994-11-01 8.1656448433
1994-12-01 8.1133777961
1995-01-01 8.2766536038
1995-02-01 8.1553581519
1995-03-01 8.0845527683
1995-04-01 8.1913104681
1995-05-01 8.1656887916
1995-06-01 8.2476339696
1995-07-01 8.1781687274
1995-08-01 8.2963516144
1995-09-01 8.3122201643
1995-10-01 8.4100027697
1995-11-01 8.3883569931
1995-12-01 8.4235574673
1996-01-01 8.2582530379
1996-02-01 8.4541145068
1996-03-01 8.3971884777
1996-04-01 8.3722000853
1996-05-01 8.3416923546
1996-06-01 8.3362911021
1996-07-01 8.2940048150
1996-08-01 8.1911633838
1996-09-01 8.3277690212
1996-10-01 8.3196877464
1996-11-01 8.3081493843
1996-12-01 8.3227476509
1997-01-01 8.5481936407
1997-02-01 8.5502783088
1997-03-01 8.5947684924
1997-04-01 8.6608485592
1997-05-01 8.7224172977
1997-06-01 8.8338087334
1997-07-01 9.2049898018
1997-08-01 9.1994141490
1997-09-01 9.2432741030
1997-10-01 9.1278311569
1997-11-01 9.3151789393
1997-12-01 9.3133163591
1998-01-01 9.3351385182
1998-02-01 9.3474705078
1998-03-01 9.4890831103
1998-04-01 9.5604057406
1998-05-01 9.8093297017
1998-06-01 9.7359610745
1998-07-01 9.4152534209
1998-08-01 9.1102361715
1998-09-01 9.1608544231
1998-10-01 9.1366338563
1998-11-01 9.1120577394
1998-12-01 9.1877982892
1999-01-01 9.7298445353
1999-02-01 9.7461625180
1999-03-01 9.6714403040
1999-04-01 9.9689228229
1999-05-01 9.9052886049
1999-06-01 9.8431144117
1999-07-01 9.7205476631
1999-08-01 9.8264299874
1999-09-01 9.7744582977
1999-10-01 9.8523013142
1999-11-01 9.8056320550
1999-12-01 9.8686159204
2000-01-01 9.8133595407
2000-02-01 9.8304331387
2000-03-01 9.8542054821
2000-04-01 9.6745815218
2000-05-01 9.8119490840
2000-06-01 9.8541113697
2000-07-01 10.0386690871
2000-08-01 10.0400880984
2000-09-01 10.1790413818
2000-10-01 10.2661661165
2000-11-01 10.3050494951
2000-12-01 10.3518532915
2001-01-01 9.8978127222
2001-02-01 9.9054045732
2001-03-01 10.0259181028
2001-04-01 9.9787229373
2001-05-01 9.9292362626
2001-06-01 9.9752818527
2001-07-01 9.9533143796
2001-08-01 9.8556795263
2001-09-01 9.8777535711
2001-10-01 9.8768191025
2001-11-01 9.9027482830
2001-12-01 9.9475598214
2002-01-01 9.8800092582
2002-02-01 9.8765149215
2002-03-01 9.9051940617
2002-04-01 9.7718396483
2002-05-01 10.0505536696
2002-06-01 10.0995526487
2002-07-01 10.0629742111
2002-08-01 10.1646587881
2002-09-01 10.1744713214
2002-10-01 10.0848231234
2002-11-01 10.2079219226
2002-12-01 10.2429704337
2003-01-01 10.4719918204
2003-02-01 10.5541705345
2003-03-01 10.5903781413
2003-04-01 10.5591482157
2003-05-01 10.4672971962
2003-06-01 10.4176807672
2003-07-01 10.3628271413
2003-08-01 10.3658660289
2003-09-01 10.3838897664
2003-10-01 10.2906698932
2003-11-01 10.2097036721
2003-12-01 10.2393472990
2004-01-01 10.2724346610
2004-02-01 10.2325744446
2004-03-01 10.2946462453
2004-04-01 10.2469061227
2004-05-01 10.2758124530
2004-06-01 10.2224381316
2004-07-01 10.3564826953
2004-08-01 10.4680351633
2004-09-01 10.4974633952
2004-10-01 10.7951061252
2004-11-01 10.8122562278
2004-12-01 10.7277194332
2005-01-01 10.6709347163
2005-02-01 10.7153984540
2005-03-01 10.7041496763
2005-04-01 10.8531911997
2005-05-01 10.8853088156
2005-06-01 10.9240055668
2005-07-01 11.0443150042
2005-08-01 11.0683835573
2005-09-01 11.2110417547
2005-10-01 11.2977606696
2005-11-01 11.2992415369
2005-12-01 11.2090264555
2006-01-01 11.5702320575
2006-02-01 11.7124115615
2006-03-01 11.8190879065
2006-04-01 11.8681090811
2006-05-01 11.8935901669
2006-06-01 12.2185786763
2006-07-01 12.0293827670
2006-08-01 12.0745889970
2006-09-01 12.0144431856
2006-10-01 12.3026415138
2006-11-01 12.1991063647
2006-12-01 12.1845983264
2007-01-01 12.1607652760
2007-02-01 12.3163431654
2007-03-01 12.3296503063
2007-04-01 12.4863093829
2007-05-01 12.5975541989
2007-06-01 12.7073362136
2007-07-01 12.7266702094
2007-08-01 12.6789816906
2007-09-01 12.4133916910
2007-10-01 12.6063800107
2007-11-01 12.7000745337
2007-12-01 12.6706314225
2008-01-01 12.7501857858
2008-02-01 12.7262392867
2008-03-01 12.6373530189
2008-04-01 12.4929006684
2008-05-01 12.5917453743
2008-06-01 12.6021951219
2008-07-01 12.6284819382
2008-08-01 12.6837891317
2008-09-01 12.7033849698
2008-10-01 12.6027668828
2008-11-01 12.6189192273
2008-12-01 12.5701980985
2009-01-01 12.4417464805
2009-02-01 12.2311889126
2009-03-01 12.2344815239
2009-04-01 11.9932473425
2009-05-01 11.8859613921
2009-06-01 11.6992461949
2009-07-01 11.7446379594
2009-08-01 11.6839924468
2009-09-01 11.6855728446
2009-10-01 11.6900633485
2009-11-01 11.6268254389
2009-12-01 11.7812661660
2010-01-01 11.7455396286
2010-02-01 11.7436128168
2010-03-01 11.7359258940
2010-04-01 11.7827176849
2010-05-01 11.7774805930
2010-06-01 11.8017969460
2010-07-01 11.6616732387
2010-08-01 11.5801559056
2010-09-01 11.4590626388
2010-10-01 11.5681049664
2010-11-01 11.7358345790
2010-12-01 11.5040700464
2011-01-01 11.5560780552
2011-02-01 11.3544236490
2011-03-01 11.5363916182
2011-04-01 11.6760041236
2011-05-01 11.7731701928
2011-06-01 11.5952069410
2011-07-01 11.7755058178
2011-08-01 11.7781945373
2011-09-01 11.7430669113
2011-10-01 11.8461159279
2011-11-01 11.7237760119
2011-12-01 11.5260771214
2012-01-01 11.8677228166
2012-02-01 12.0644812022
2012-03-01 12.1465823490
2012-04-01 12.0724462860
2012-05-01 12.0766705034
2012-06-01 12.1994573819
2012-07-01 12.0695490009
2012-08-01 12.1725431244
2012-09-01 12.2356221382
2012-10-01 12.1243256866
2012-11-01 12.2085870127
2012-12-01 12.1418338892
2013-01-01 12.1774984584
2013-02-01 12.1660253406
2013-03-01 12.1618143034
2013-04-01 12.2800161253
2013-05-01 12.2912958077
2013-06-01 12.2983284536
2013-07-01 12.2504295039
2013-08-01 12.3679489779
2013-09-01 12.4346302000
2013-10-01 12.3184616899
2013-11-01 12.2774887524
2013-12-01 12.1494254543
2014-01-01 12.1826762435
2014-02-01 12.0741903730
2014-03-01 12.1872072161
2014-04-01 12.0818908534
2014-05-01 12.2098500265
2014-06-01 12.2012603765
2014-07-01 12.2172659660
2014-08-01 12.1566317408
2014-09-01 12.1347680704
2014-10-01 12.3235932805
2014-11-01 12.3559953293
2014-12-01 12.5558360126
2015-01-01 12.6918482446
2015-02-01 12.4842403070
2015-03-01 12.4056779087
2015-04-01 12.2816031522
2015-05-01 12.1179150873
2015-06-01 12.0825921721
2015-07-01 12.1855534970
2015-08-01 12.1600132182
2015-09-01 12.1439723157
2015-10-01 12.2431838901
2015-11-01 12.1391907973
2015-12-01 12.1631529557
2016-01-01 12.1012695615
2016-02-01 12.0887064553
2016-03-01 11.9099041802
2016-04-01 11.9713027987
2016-05-01 11.9169963985
2016-06-01 11.8708208940
2016-07-01 11.8625610477
2016-08-01 11.9615725854
2016-09-01 11.6559721606
2016-10-01 11.5628897967
2016-11-01 11.6462279550
2016-12-01 11.4728667457
2017-01-01 11.3131594515
2017-02-01 11.4791055960
2017-03-01 11.4896288656
2017-04-01 11.7657824070
2017-05-01 11.8067602930
2017-06-01 11.9437165908
2017-07-01 12.1663965225
2017-08-01 12.1793783377
2017-09-01 12.1699021053
2017-10-01 12.0807698876
2017-11-01 12.1549399918
2017-12-01 11.8826696441
2018-01-01 12.2174362018
2018-02-01 12.2648595285
2018-03-01 12.3631513708
2018-04-01 12.3552616697
2018-05-01 12.3950758298
2018-06-01 12.5248794571
2018-07-01 12.3872739369
2018-08-01 12.3980206757
2018-09-01 12.5830163691
2018-10-01 12.5850034322
2018-11-01 12.6706594485
2018-12-01 12.6877442089
2019-01-01 12.7118003539
2019-02-01 12.7496458314
2019-03-01 12.8314070663
2019-04-01 12.7585876353
2019-05-01 12.7913504626
2019-06-01 12.6047693440
2019-07-01 12.7122179575
2019-08-01 12.7215960146
2019-09-01 12.6006863319
2019-10-01 12.5734325357
2019-11-01 12.4763217732
2019-12-01 12.4839586645
2020-01-01 12.4000839258
2020-02-01 12.3359404870
2020-03-01 12.2183361254
2020-04-01 11.9642598905
2020-05-01 12.0049718626
2020-06-01 11.8062646912
2020-07-01 11.5232720206
2020-08-01 11.4230438852
2020-09-01 11.3160973016
2020-10-01 11.4474889814
2020-11-01 11.3745206161
2020-12-01 11.3764649976
2021-01-01 11.3890536576
2021-02-01 11.4326957485
2021-03-01 11.4323495476
2021-04-01 11.5795583008
2021-05-01 11.5228038672
2021-06-01 11.5065199274
2021-07-01 11.5135835649
2021-08-01 11.5134946334
2021-09-01 11.6292773585
2021-10-01 11.7190863713
2021-11-01 11.7577455789
2021-12-01 11.8757797819
2022-01-01 11.9831482068
2022-02-01 12.0416318274
2022-03-01 12.1676752339
2022-04-01 12.1903396282
2022-05-01 12.2428013686
2022-06-01 12.4168696630
2022-07-01 12.4815944525
2022-08-01 12.5869010964
2022-09-01 12.5362804234
2022-10-01 12.4976477025
2022-11-01 12.5406410878
2022-12-01 12.6809414379
2023-01-01 12.4860810568
2023-02-01 12.3560836387
2023-03-01 12.3977052322
2023-04-01 12.5019151138
2023-05-01 12.4573461044
2023-06-01 12.5289433386
2023-07-01 12.5462373726
2023-08-01 12.6623989326
2023-09-01 12.8348734517
2023-10-01 12.8865533343
2023-11-01 12.7267798372
2023-12-01 12.5886008236
2024-01-01 12.6936709488
2024-02-01 12.6674001627
2024-03-01 12.7153956958
2024-04-01 12.8068915935
2024-05-01 12.9629516400
2024-06-01 12.9498510938
2024-07-01 13.0231629976
2024-08-01 12.9413378968
2024-09-01 12.9273185317
2024-10-01 13.0812489187
2024-11-01 13.1199496741
2024-12-01 13.1947308886
2025-01-01 13.3023642956
2025-02-01 13.3754345216
2025-03-01 13.4192570522
2025-04-01 13.4106572448
2025-05-01 13.4558106518
2025-06-01 13.5653618407
2025-07-01 13.7133422793
2025-08-01 13.7368094824
2025-09-01 13.7209798836
2025-10-01 13.7796308221
2025-11-01 13.8202207223
2025-12-01 13.7978295284
2026-01-01 13.8065126035
2026-02-01 13.8762798021
2026-03-01 14.0145350343
2026-04-01 13.9100987280
2026-05-01 13.8494876319
2026-06-01 13.7771827346
2026-07-01 13.8145340958
2026-08-01 13.8397727074
2026-09-01 13.9145371065

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