Table Data - All Employees: Wholesale Trade in Tulsa, OK (MSA)

Title All Employees: Wholesale Trade in Tulsa, OK (MSA)
Series ID SMU40461404100000001SA
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 2026-05-01
Last Updated 2026-06-24 10:09 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 14.9002622365267
1990-02-01 14.9169676700682
1990-03-01 15.0527658208679
1990-04-01 14.9815109382092
1990-05-01 15.0335798510170
1990-06-01 15.0965644140407
1990-07-01 15.0387213378963
1990-08-01 15.1009381587535
1990-09-01 15.1893810450543
1990-10-01 14.9386895351514
1990-11-01 15.0613177476065
1990-12-01 15.0030392313564
1991-01-01 15.1901109868972
1991-02-01 15.2060734976217
1991-03-01 15.2493241866293
1991-04-01 15.1827038660586
1991-05-01 15.1315437970072
1991-06-01 15.0928334108368
1991-07-01 15.1493656883630
1991-08-01 15.1063379750469
1991-09-01 15.1038611240083
1991-10-01 15.0359605713450
1991-11-01 14.8718328783567
1991-12-01 14.9112671353351
1992-01-01 14.6673143944571
1992-02-01 14.2871541894572
1992-03-01 14.4413266412294
1992-04-01 14.5755138552543
1992-05-01 14.5300783620552
1992-06-01 14.4923395286606
1992-07-01 14.5656013301823
1992-08-01 14.4203742108320
1992-09-01 14.4312194646764
1992-10-01 14.5285171889081
1992-11-01 14.5860711527793
1992-12-01 14.5105295195048
1993-01-01 14.2418387459908
1993-02-01 14.1614482852658
1993-03-01 14.4347570180633
1993-04-01 14.6664616362097
1993-05-01 14.5339658358743
1993-06-01 14.2866450291777
1993-07-01 14.4801507235334
1993-08-01 14.6370840686348
1993-09-01 14.6625121852698
1993-10-01 14.6176667781879
1993-11-01 14.7028526505729
1993-12-01 14.7124076768032
1994-01-01 14.9214293668544
1994-02-01 14.9384795243919
1994-03-01 15.1201719872462
1994-04-01 14.8533169351787
1994-05-01 14.6407554372041
1994-06-01 14.9858078052346
1994-07-01 14.9973565859726
1994-08-01 15.0457750474594
1994-09-01 15.0867850665035
1994-10-01 15.3073993799443
1994-11-01 15.3163539726962
1994-12-01 15.4092418566016
1995-01-01 15.6081042246633
1995-02-01 15.6270215787038
1995-03-01 15.8019298187377
1995-04-01 15.8516822923728
1995-05-01 15.8569919314305
1995-06-01 15.8864950558245
1995-07-01 15.9027392475775
1995-08-01 15.9435723858186
1995-09-01 15.9995330061373
1995-10-01 15.9934434728184
1995-11-01 16.1270940806290
1995-12-01 16.2049835864910
1996-01-01 16.2021949348727
1996-02-01 16.3381692179073
1996-03-01 16.2790276256772
1996-04-01 16.3484340493370
1996-05-01 16.3801772697575
1996-06-01 16.5003347620836
1996-07-01 16.4988677061492
1996-08-01 16.5295266727812
1996-09-01 16.6037911809567
1996-10-01 16.5791127091200
1996-11-01 16.5236592729064
1996-12-01 16.4864181900655
1997-01-01 16.7160548137368
1997-02-01 16.8650327891840
1997-03-01 16.8654988137333
1997-04-01 17.0446402228573
1997-05-01 17.1100779888475
1997-06-01 17.1107831810893
1997-07-01 17.1905080584464
1997-08-01 17.0096254383283
1997-09-01 17.0966390915409
1997-10-01 17.3624942576799
1997-11-01 17.4154219237932
1997-12-01 17.3719130261112
1998-01-01 17.3408259462127
1998-02-01 17.2042663133018
1998-03-01 17.3590900902452
1998-04-01 17.2246906649038
1998-05-01 17.3269624892976
1998-06-01 17.3182789922070
1998-07-01 17.3903538066422
1998-08-01 17.3920900115572
1998-09-01 17.3885119891948
1998-10-01 17.3636505557002
1998-11-01 17.1940275076523
1998-12-01 17.3632758592977
1999-01-01 17.3599798684547
1999-02-01 17.2404833846122
1999-03-01 17.2523425885744
1999-04-01 17.0075789776639
1999-05-01 17.1356876547522
1999-06-01 17.1224499052062
1999-07-01 17.2002728031098
1999-08-01 17.1767215082685
1999-09-01 17.0707558912192
1999-10-01 17.1789076139129
1999-11-01 17.1782891586134
1999-12-01 17.1527130423098
2000-01-01 17.0700652236827
2000-02-01 17.1711988216854
2000-03-01 17.2517534195625
2000-04-01 17.2857880848615
2000-05-01 17.2350588256022
2000-06-01 17.4319092667780
2000-07-01 17.4100978015875
2000-08-01 17.5704596553163
2000-09-01 17.6594574986263
2000-10-01 17.7025138161584
2000-11-01 17.6515888692026
2000-12-01 17.6342822522594
2001-01-01 17.6725857367322
2001-02-01 17.6934480818147
2001-03-01 17.6645575138515
2001-04-01 17.7799201136704
2001-05-01 17.9307040636391
2001-06-01 17.8340848500986
2001-07-01 17.4205760969352
2001-08-01 17.2691496108749
2001-09-01 17.2360797887689
2001-10-01 17.1230319545485
2001-11-01 17.2430013033318
2001-12-01 17.2200029573667
2002-01-01 17.5627868272464
2002-02-01 17.3993897945831
2002-03-01 17.4877835985510
2002-04-01 17.4840039067036
2002-05-01 17.5230234108432
2002-06-01 17.4393374995392
2002-07-01 17.4135136923257
2002-08-01 17.4775960298326
2002-09-01 17.4274632211065
2002-10-01 17.2347914315256
2002-11-01 17.2335271538306
2002-12-01 17.2046229570553
2003-01-01 16.9511621933483
2003-02-01 16.9044796856263
2003-03-01 16.8104183217574
2003-04-01 16.6972937753734
2003-05-01 16.6120689699279
2003-06-01 16.5349747355415
2003-07-01 16.6053870827609
2003-08-01 16.5869388638075
2003-09-01 16.5213050460980
2003-10-01 16.7398541213085
2003-11-01 16.5483045586540
2003-12-01 16.5933767548729
2004-01-01 16.3454689372398
2004-02-01 16.0950645713050
2004-03-01 16.0149773162990
2004-04-01 15.9025125817890
2004-05-01 16.1089790614344
2004-06-01 16.1286603170140
2004-07-01 16.0913425201417
2004-08-01 16.1072451903338
2004-09-01 16.2380251063808
2004-10-01 16.2311543803833
2004-11-01 16.2595155719299
2004-12-01 16.3942525092264
2005-01-01 16.7466378721298
2005-02-01 16.7793975075340
2005-03-01 16.8028114884732
2005-04-01 16.8008094294607
2005-05-01 16.9086111130611
2005-06-01 17.0155700673426
2005-07-01 17.2879468670250
2005-08-01 17.3287338369779
2005-09-01 17.3523577636681
2005-10-01 17.4252615668985
2005-11-01 17.4809230773546
2005-12-01 17.5103238636373
2006-01-01 17.3508997347923
2006-02-01 17.3487770537739
2006-03-01 17.3740062333924
2006-04-01 17.5909579559534
2006-05-01 17.7068607901374
2006-06-01 17.7129851313273
2006-07-01 17.4833958710384
2006-08-01 17.5556009703037
2006-09-01 17.5721521562006
2006-10-01 17.6195264518784
2006-11-01 17.5918034036085
2006-12-01 17.5323130467400
2007-01-01 17.8530365809354
2007-02-01 18.0246217442753
2007-03-01 18.1445999827133
2007-04-01 18.1814183230427
2007-05-01 18.1002780682543
2007-06-01 18.1147491419845
2007-07-01 17.9918132201742
2007-08-01 17.8695171522410
2007-09-01 17.7782370901782
2007-10-01 17.9215087163819
2007-11-01 17.8982881746640
2007-12-01 17.7481500329631
2008-01-01 17.7571285982594
2008-02-01 17.7071373500168
2008-03-01 17.6194590173376
2008-04-01 17.3745107082069
2008-05-01 17.3013088904982
2008-06-01 17.2274002426365
2008-07-01 17.2994088931167
2008-08-01 17.2745878683717
2008-09-01 17.1763366087785
2008-10-01 17.0129174784747
2008-11-01 16.9892725485293
2008-12-01 16.8615784206335
2009-01-01 16.6566536326653
2009-02-01 16.5054973764755
2009-03-01 16.3144211243835
2009-04-01 16.1818102601842
2009-05-01 16.1021959816173
2009-06-01 15.8378323929546
2009-07-01 15.7128947902917
2009-08-01 15.4631808501940
2009-09-01 15.3612761377924
2009-10-01 15.3033933576127
2009-11-01 15.0763959085521
2009-12-01 15.0639704974112
2010-01-01 15.1581744259291
2010-02-01 15.1135432529384
2010-03-01 15.1274945232909
2010-04-01 15.0900005421837
2010-05-01 15.1026750770919
2010-06-01 15.1523358906245
2010-07-01 15.1215613116525
2010-08-01 15.1447061417079
2010-09-01 15.1436377642260
2010-10-01 15.0889729188736
2010-11-01 15.1698754380001
2010-12-01 15.2653056694384
2011-01-01 15.0559950324221
2011-02-01 15.0215539391981
2011-03-01 15.0440577265888
2011-04-01 15.1003257435646
2011-05-01 15.0017781355849
2011-06-01 15.0615132870097
2011-07-01 15.2380217259784
2011-08-01 15.1241061896094
2011-09-01 15.1310984517097
2011-10-01 15.0792884733207
2011-11-01 15.0670400484191
2011-12-01 15.0611532200215
2012-01-01 15.0504758625651
2012-02-01 15.1223362735567
2012-03-01 15.1529628320660
2012-04-01 15.2074507728755
2012-05-01 15.3070349738850
2012-06-01 15.3689812514168
2012-07-01 15.2499340603119
2012-08-01 15.3145108308524
2012-09-01 15.3272760239822
2012-10-01 15.4716835789173
2012-11-01 15.4774993733321
2012-12-01 15.4662001006732
2013-01-01 15.3275897113347
2013-02-01 15.3015348638956
2013-03-01 15.2510244977440
2013-04-01 15.4186869010632
2013-05-01 15.4154259120968
2013-06-01 15.3804058648855
2013-07-01 15.4575203909361
2013-08-01 15.5180648070195
2013-09-01 15.5312770267478
2013-10-01 15.4729490004963
2013-11-01 15.4832473342676
2013-12-01 15.4620174507855
2014-01-01 15.7044676477829
2014-02-01 15.6809013886267
2014-03-01 15.7506300741861
2014-04-01 15.6225792949150
2014-05-01 15.5192668214221
2014-06-01 15.6864198802696
2014-07-01 15.7609398507349
2014-08-01 15.8290850736889
2014-09-01 15.8424392385010
2014-10-01 15.8767917001699
2014-11-01 15.8980864993655
2014-12-01 15.8615876023484
2015-01-01 15.8749643430719
2015-02-01 15.8584597514539
2015-03-01 15.8432707182482
2015-04-01 15.7318196142649
2015-05-01 15.7236299991294
2015-06-01 15.7809614975642
2015-07-01 15.7641223757667
2015-08-01 15.7480790178020
2015-09-01 15.5615120416460
2015-10-01 15.7809327706655
2015-11-01 15.6898554462105
2015-12-01 15.7441194669148
2016-01-01 15.8654147099078
2016-02-01 15.8559852407046
2016-03-01 15.7386993875961
2016-04-01 15.8471509311545
2016-05-01 15.7342653560030
2016-06-01 15.6622320746226
2016-07-01 15.7605347693132
2016-08-01 15.6591805647275
2016-09-01 15.7717197791732
2016-10-01 15.6804704565207
2016-11-01 15.7807252735425
2016-12-01 15.8291104121605
2017-01-01 15.8688053494745
2017-02-01 15.9649525799696
2017-03-01 16.0401865611828
2017-04-01 16.2704662466169
2017-05-01 16.2331393541652
2017-06-01 16.2414693068803
2017-07-01 16.1464780535641
2017-08-01 16.2739364884424
2017-09-01 16.1722789596321
2017-10-01 16.2794735954352
2017-11-01 16.2627322638616
2017-12-01 16.3084287972259
2018-01-01 16.3948313099492
2018-02-01 16.3887346262428
2018-03-01 16.4450602420900
2018-04-01 16.3874185809121
2018-05-01 16.4258830120959
2018-06-01 16.5209877377924
2018-07-01 16.2287005827377
2018-08-01 16.4710397238432
2018-09-01 16.4685413501930
2018-10-01 16.7839861732193
2018-11-01 16.7611767270964
2018-12-01 16.8073348860093
2019-01-01 16.6138976468377
2019-02-01 16.6052529684017
2019-03-01 16.6467710586274
2019-04-01 16.5947230212152
2019-05-01 16.6105851408596
2019-06-01 16.6103496318459
2019-07-01 17.1045293067966
2019-08-01 17.1684403931320
2019-09-01 17.0737065577455
2019-10-01 16.9926730095447
2019-11-01 16.9715816292106
2019-12-01 16.9109917483935
2020-01-01 16.9256525275134
2020-02-01 16.9122777611438
2020-03-01 16.7471433553815
2020-04-01 15.7852001929098
2020-05-01 15.9970530019145
2020-06-01 15.9011473045904
2020-07-01 15.9830793143210
2020-08-01 15.8650555873483
2020-09-01 15.9822389937203
2020-10-01 15.9092073505819
2020-11-01 15.9025488446149
2020-12-01 15.9304258347170
2021-01-01 15.8145086568790
2021-02-01 15.9008837261843
2021-03-01 15.9487452150044
2021-04-01 15.9573551139130
2021-05-01 15.8806864082143
2021-06-01 15.9017278842746
2021-07-01 15.8656220566973
2021-08-01 15.9729517774520
2021-09-01 15.8968985296900
2021-10-01 15.9327796393624
2021-11-01 16.0401034825148
2021-12-01 16.0479588724215
2022-01-01 16.1940681782665
2022-02-01 16.2807985799715
2022-03-01 16.3390066856034
2022-04-01 16.5129243724650
2022-05-01 16.5688651028176
2022-06-01 16.6055723406521
2022-07-01 16.7709647714827
2022-08-01 16.8857867596656
2022-09-01 16.9231090119863
2022-10-01 17.1554650402315
2022-11-01 17.1662466468968
2022-12-01 17.3638321426692
2023-01-01 17.5602063923034
2023-02-01 17.5546396263542
2023-03-01 17.5222809191133
2023-04-01 17.6750008822296
2023-05-01 17.7655587236807
2023-06-01 17.8158642470692
2023-07-01 17.7887904769190
2023-08-01 17.7042263758333
2023-09-01 17.7526829724201
2023-10-01 17.6666758961631
2023-11-01 17.6752000512647
2023-12-01 17.6642681522121
2024-01-01 17.6332518503675
2024-02-01 17.6356906359264
2024-03-01 17.6022214550067
2024-04-01 17.6512234575546
2024-05-01 17.6667507918691
2024-06-01 17.8262844488146
2024-07-01 17.9113353197196
2024-08-01 18.0253156805517
2024-09-01 18.0685845681289
2024-10-01 18.0738026193796
2024-11-01 17.9681154153285
2024-12-01 17.9611552703547
2025-01-01 18.2151121235422
2025-02-01 18.2229244312344
2025-03-01 18.2869064291838
2025-04-01 18.2443882623927
2025-05-01 18.1693540268429
2025-06-01 18.0373548991982
2025-07-01 17.9281059512770
2025-08-01 17.9392046708349
2025-09-01 17.9721823036548
2025-10-01 18.0758688465735
2025-11-01 18.1597964938492
2025-12-01 18.1570679980093
2026-01-01 18.2118759967808
2026-02-01 18.2195427784047
2026-03-01 18.3727019238212
2026-04-01 18.2402672347805
2026-05-01 18.2688093069549

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