Table Data - All Employees: Professional and Business Services in Oklahoma City, OK (MSA)

Title All Employees: Professional and Business Services in Oklahoma City, OK (MSA)
Series ID OKLA440PBSV
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-05-01
Last Updated 2026-06-24 9:52 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 38.0967856560892
1990-02-01 38.3394961563861
1990-03-01 38.8101447786099
1990-04-01 39.2768551900245
1990-05-01 39.7203580862130
1990-06-01 40.4387024138114
1990-07-01 40.0320820355042
1990-08-01 40.2581167180443
1990-09-01 40.4584097608139
1990-10-01 40.3177977052885
1990-11-01 41.1416304993309
1990-12-01 41.6167214808145
1991-01-01 42.1133183695994
1991-02-01 42.3046173496627
1991-03-01 42.7279485083523
1991-04-01 41.7732206386152
1991-05-01 41.8072512309137
1991-06-01 41.9175864519446
1991-07-01 41.7147451192003
1991-08-01 41.9440252186327
1991-09-01 41.4031116326998
1991-10-01 41.5153766644840
1991-11-01 41.8219979269492
1991-12-01 41.6111891426868
1992-01-01 42.1824411570990
1992-02-01 42.4145148770288
1992-03-01 42.8096056245288
1992-04-01 43.4833324371321
1992-05-01 43.3049227029610
1992-06-01 43.4009787633234
1992-07-01 44.4109188544415
1992-08-01 44.3230399295401
1992-09-01 44.6124890186338
1992-10-01 44.8246117953431
1992-11-01 44.6790517485782
1992-12-01 45.0364537628619
1993-01-01 44.5024951637451
1993-02-01 44.4545941354960
1993-03-01 44.4744255247968
1993-04-01 44.7926247808493
1993-05-01 45.0981658949173
1993-06-01 45.1976950623422
1993-07-01 45.0612212388634
1993-08-01 44.5413767819602
1993-09-01 45.0400094514591
1993-10-01 45.6049909878622
1993-11-01 44.9365047694300
1993-12-01 45.5241500709125
1994-01-01 44.5765465764131
1994-02-01 44.7553093497085
1994-03-01 45.1391600290825
1994-04-01 45.4063566337944
1994-05-01 45.8663333711923
1994-06-01 46.1892827197504
1994-07-01 46.8309721034369
1994-08-01 47.1395476149976
1994-09-01 47.7743340464192
1994-10-01 47.6807946587243
1994-11-01 48.1258261960055
1994-12-01 48.3270589372071
1995-01-01 49.0191408727634
1995-02-01 49.6208174801180
1995-03-01 49.8228883403748
1995-04-01 49.7901656812905
1995-05-01 49.7993864594902
1995-06-01 50.3348916000214
1995-07-01 50.3790304337149
1995-08-01 51.1305137155732
1995-09-01 51.4943714234258
1995-10-01 52.0741115303551
1995-11-01 53.1818032011074
1995-12-01 53.2474536432108
1996-01-01 54.0557236711034
1996-02-01 54.2511782063916
1996-03-01 54.7194981855685
1996-04-01 53.6910571119797
1996-05-01 54.6225157059376
1996-06-01 54.6601738921472
1996-07-01 54.4036270664743
1996-08-01 55.0957527899075
1996-09-01 54.8422453022151
1996-10-01 55.8802754955226
1996-11-01 55.4306786553180
1996-12-01 55.5245129530886
1997-01-01 55.2954004070745
1997-02-01 55.7035406662433
1997-03-01 55.8356084426443
1997-04-01 56.5935386644095
1997-05-01 57.0725396035117
1997-06-01 57.1163726950584
1997-07-01 57.5662605733384
1997-08-01 56.9704692431983
1997-09-01 58.0445440343642
1997-10-01 58.7668625650801
1997-11-01 58.8105300047006
1997-12-01 59.6600151523623
1998-01-01 60.5009857756050
1998-02-01 60.7723031585060
1998-03-01 60.4181103329642
1998-04-01 61.9748023128414
1998-05-01 62.4222537093495
1998-06-01 62.7892755173764
1998-07-01 64.4533148082622
1998-08-01 63.0644174929194
1998-09-01 63.8915019603425
1998-10-01 63.3569621175245
1998-11-01 63.5764025983214
1998-12-01 63.9399871091163
1999-01-01 64.9480799342408
1999-02-01 65.8343264929391
1999-03-01 66.1474291110550
1999-04-01 65.5508139482363
1999-05-01 66.3846480524543
1999-06-01 66.6834733420497
1999-07-01 67.2531346342793
1999-08-01 67.7718144362410
1999-09-01 67.7989881930718
1999-10-01 68.5507695139421
1999-11-01 69.4037334428745
1999-12-01 69.9185103023027
2000-01-01 69.6431493623979
2000-02-01 69.5824096593583
2000-03-01 69.9864667728784
2000-04-01 70.2343197671119
2000-05-01 70.6343434203667
2000-06-01 71.3969184945009
2000-07-01 72.6646606260487
2000-08-01 72.0473737216583
2000-09-01 72.7494738766784
2000-10-01 72.8332951431895
2000-11-01 72.6029360067478
2000-12-01 72.7899640660870
2001-01-01 72.9729755727307
2001-02-01 72.9571878759610
2001-03-01 73.3417024982927
2001-04-01 73.7926536893406
2001-05-01 73.3823091693793
2001-06-01 74.1058917600143
2001-07-01 72.9402565402921
2001-08-01 73.9726809383476
2001-09-01 74.4063717933754
2001-10-01 72.9459003911004
2001-11-01 72.9531799365412
2001-12-01 73.1183678292729
2002-01-01 72.6251901198413
2002-02-01 73.3201154755758
2002-03-01 73.4984365922084
2002-04-01 73.5270735599251
2002-05-01 73.5572836237975
2002-06-01 73.0107006699326
2002-07-01 71.7387616229052
2002-08-01 71.8459719601320
2002-09-01 71.8015354967441
2002-10-01 71.4926423671024
2002-11-01 71.0968984844307
2002-12-01 71.0228765397915
2003-01-01 70.0031436521604
2003-02-01 69.5939078837507
2003-03-01 68.9309841661240
2003-04-01 68.4271853639748
2003-05-01 68.9963870099380
2003-06-01 68.3508223535943
2003-07-01 68.6625066358734
2003-08-01 68.7973931243920
2003-09-01 69.0873455570170
2003-10-01 69.9895678533793
2003-11-01 69.5974090715316
2003-12-01 69.3737846537716
2004-01-01 69.6763523624787
2004-02-01 69.4103693148422
2004-03-01 69.8275187799860
2004-04-01 70.6799411483292
2004-05-01 70.4363352643444
2004-06-01 70.2777504591565
2004-07-01 71.4700364393654
2004-08-01 71.1989737176827
2004-09-01 71.2298443738613
2004-10-01 72.2575640821971
2004-11-01 72.1930413030686
2004-12-01 72.1904493199583
2005-01-01 71.5562861217575
2005-02-01 72.5030035305731
2005-03-01 72.6432482353295
2005-04-01 74.0842948055987
2005-05-01 73.9356438691278
2005-06-01 74.5902057707297
2005-07-01 74.8052843927726
2005-08-01 75.4779473942213
2005-09-01 75.3522392351173
2005-10-01 75.0942182655612
2005-11-01 75.5133033810339
2005-12-01 75.0605092330185
2006-01-01 75.9627072384329
2006-02-01 75.9022358239128
2006-03-01 76.3104472099579
2006-04-01 75.5085557301606
2006-05-01 76.1256240976640
2006-06-01 76.7614947734168
2006-07-01 76.7029740812178
2006-08-01 76.9372958605570
2006-09-01 77.5039712265267
2006-10-01 76.3018313189585
2006-11-01 76.2489785795081
2006-12-01 76.5904463268702
2007-01-01 76.9503136334563
2007-02-01 77.6350649894245
2007-03-01 77.9177927591107
2007-04-01 77.8440916408665
2007-05-01 78.4403513440259
2007-06-01 78.8990607434100
2007-07-01 77.8349621172385
2007-08-01 78.7139655964474
2007-09-01 79.1729449460619
2007-10-01 79.2074042417272
2007-11-01 79.9802004693276
2007-12-01 80.2623563436293
2008-01-01 79.8098040402796
2008-02-01 79.8980336732309
2008-03-01 79.3882355248397
2008-04-01 79.1302240334821
2008-05-01 79.1146372809465
2008-06-01 78.5221908662846
2008-07-01 77.4760660519251
2008-08-01 77.6547962856047
2008-09-01 77.8903216234929
2008-10-01 77.7627879705441
2008-11-01 77.4427435934615
2008-12-01 77.5654976355720
2009-01-01 76.1751379628041
2009-02-01 75.4836424286233
2009-03-01 74.8085796761166
2009-04-01 73.7155817341405
2009-05-01 72.7117494088347
2009-06-01 72.2820056692869
2009-07-01 72.2948315051777
2009-08-01 71.7382921122545
2009-09-01 72.4857741094521
2009-10-01 71.6802252352913
2009-11-01 71.2247041179750
2009-12-01 71.3545743948902
2010-01-01 72.0075310873946
2010-02-01 71.9900977244107
2010-03-01 72.3917019647499
2010-04-01 72.8499502504980
2010-05-01 73.0755326063576
2010-06-01 73.8284371971689
2010-07-01 74.4785463513911
2010-08-01 75.1845858564417
2010-09-01 75.5234461735089
2010-10-01 76.1051858302997
2010-11-01 76.3373707088151
2010-12-01 76.4469183297987
2011-01-01 76.0893972418710
2011-02-01 75.4261824477705
2011-03-01 75.9931371028382
2011-04-01 77.4043116703737
2011-05-01 77.7021031844360
2011-06-01 76.8039190208116
2011-07-01 77.0368958830608
2011-08-01 77.3026881970421
2011-09-01 77.1746207414328
2011-10-01 76.9025022829651
2011-11-01 76.7682560447471
2011-12-01 77.5929754587812
2012-01-01 77.6444403052287
2012-02-01 78.1863419373462
2012-03-01 78.1327417805380
2012-04-01 77.8827982701799
2012-05-01 77.6556451734442
2012-06-01 78.4151253073559
2012-07-01 77.2572868654981
2012-08-01 77.4518916543484
2012-09-01 76.9858122077142
2012-10-01 77.6872569331627
2012-11-01 77.5230101927426
2012-12-01 77.3080298176729
2013-01-01 77.5639660386116
2013-02-01 77.7095563971143
2013-03-01 78.6041354379201
2013-04-01 78.2868602883242
2013-05-01 78.5162789883469
2013-06-01 78.8267754337962
2013-07-01 78.2463092306949
2013-08-01 78.2246239034575
2013-09-01 78.3403973336198
2013-10-01 78.4584289186095
2013-11-01 79.1746422860814
2013-12-01 78.2947948515218
2014-01-01 78.5163930458652
2014-02-01 78.3648076472482
2014-03-01 78.6870714489399
2014-04-01 78.7134903896717
2014-05-01 79.0255861045272
2014-06-01 78.8073926048699
2014-07-01 79.3948023420238
2014-08-01 79.5191321202115
2014-09-01 79.4967328602673
2014-10-01 79.7393988469533
2014-11-01 80.1844403691584
2014-12-01 80.0562999128148
2015-01-01 80.3970209622486
2015-02-01 80.1338844142572
2015-03-01 79.6768917092928
2015-04-01 79.8399277427052
2015-05-01 79.9800701655783
2015-06-01 80.0869897870552
2015-07-01 80.3148057357883
2015-08-01 80.2406246870600
2015-09-01 80.1086325394444
2015-10-01 79.9849943720344
2015-11-01 80.1150492431829
2015-12-01 80.8178317337435
2016-01-01 80.8159045940142
2016-02-01 80.7925729320860
2016-03-01 80.1873147636127
2016-04-01 80.4478938335122
2016-05-01 80.2248254523188
2016-06-01 79.8561463873326
2016-07-01 79.8402907594666
2016-08-01 80.0799350484527
2016-09-01 80.6810781385245
2016-10-01 80.2581321901338
2016-11-01 79.8573618467358
2016-12-01 79.8734615487564
2017-01-01 79.7598406476770
2017-02-01 79.9952223295091
2017-03-01 80.7668103336353
2017-04-01 81.1562510278619
2017-05-01 81.2645930410793
2017-06-01 82.3494012177512
2017-07-01 83.2945253668902
2017-08-01 83.2115232390541
2017-09-01 83.8814082089370
2017-10-01 83.3524750492992
2017-11-01 83.6972779363677
2017-12-01 83.6082993671142
2018-01-01 84.7275450045450
2018-02-01 85.1627455214575
2018-03-01 85.6532913845447
2018-04-01 85.7722144929905
2018-05-01 85.9852776088019
2018-06-01 86.7779045899855
2018-07-01 86.6805745213550
2018-08-01 86.3635586446948
2018-09-01 86.9004159649155
2018-10-01 87.5656420511386
2018-11-01 87.4625687065559
2018-12-01 87.7333827971599
2019-01-01 88.1755607937901
2019-02-01 88.2852123923152
2019-03-01 88.4976009372024
2019-04-01 89.0928291967481
2019-05-01 89.2341362886675
2019-06-01 89.1958262041072
2019-07-01 89.2005276178831
2019-08-01 89.2476566943710
2019-09-01 89.2495473748794
2019-10-01 88.8833593722898
2019-11-01 89.1163090359998
2019-12-01 89.0186871965157
2020-01-01 88.9520034286460
2020-02-01 88.9480187993960
2020-03-01 87.8236495958275
2020-04-01 79.5541853833881
2020-05-01 79.6739360703746
2020-06-01 81.3331426614719
2020-07-01 80.4895819896851
2020-08-01 80.9649533481569
2020-09-01 80.9597846746295
2020-10-01 82.4614215131757
2020-11-01 82.2084702805640
2020-12-01 82.7892227747798
2021-01-01 82.3746940891909
2021-02-01 81.8060212111540
2021-03-01 83.0766848179557
2021-04-01 83.4587016597580
2021-05-01 84.1417289491249
2021-06-01 84.3859685051011
2021-07-01 85.3163700966433
2021-08-01 85.5107006663087
2021-09-01 86.0025229695077
2021-10-01 87.5222172439393
2021-11-01 87.3293618598699
2021-12-01 87.8126246103963
2022-01-01 87.7896122834201
2022-02-01 88.0152490234465
2022-03-01 88.5957117593792
2022-04-01 88.9599528093486
2022-05-01 89.8670278250479
2022-06-01 89.6924711568663
2022-07-01 90.7737992844679
2022-08-01 91.2715685825937
2022-09-01 92.5312352608263
2022-10-01 92.6768446783811
2022-11-01 92.7302477402928
2022-12-01 92.8368521694394
2023-01-01 94.5110427423303
2023-02-01 94.1489977401393
2023-03-01 93.9526563127437
2023-04-01 94.0025953361293
2023-05-01 93.7916860988427
2023-06-01 94.0109961783421
2023-07-01 93.7187875186590
2023-08-01 93.9737765503710
2023-09-01 94.5316528728755
2023-10-01 93.7735532908354
2023-11-01 93.9483635490843
2023-12-01 93.6991176418185
2024-01-01 94.0830406946658
2024-02-01 94.3403299604522
2024-03-01 94.4707187531287
2024-04-01 94.6574386379996
2024-05-01 94.3380738837694
2024-06-01 94.0445049497964
2024-07-01 93.9318020705531
2024-08-01 94.3712483762030
2024-09-01 93.5711446503465
2024-10-01 94.5065343417679
2024-11-01 94.5646780345916
2024-12-01 94.7233124034074
2025-01-01 94.6677629304406
2025-02-01 94.5483308322591
2025-03-01 94.5800675036365
2025-04-01 94.9792735160727
2025-05-01 94.9443201722592
2025-06-01 94.5749548013716
2025-07-01 94.0019103424681
2025-08-01 93.3261302169432
2025-09-01 93.3386004572520
2025-10-01 92.7076779940776
2025-11-01 92.6608421483637
2025-12-01 92.9267855001820
2026-01-01 92.5148413134185
2026-02-01 92.2415995876176
2026-03-01 92.2167018246247
2026-04-01 91.8183425787924
2026-05-01 91.5998064105688

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