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 2026-08-01 |
| Last Updated | 2026-09-18 11:33 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 | 14.9002622365 |
| 1990-02-01 | 14.9169676701 |
| 1990-03-01 | 15.0527658209 |
| 1990-04-01 | 14.9815109382 |
| 1990-05-01 | 15.0335798510 |
| 1990-06-01 | 15.0965644140 |
| 1990-07-01 | 15.0387213379 |
| 1990-08-01 | 15.1009381588 |
| 1990-09-01 | 15.1893810451 |
| 1990-10-01 | 14.9386895352 |
| 1990-11-01 | 15.0613177476 |
| 1990-12-01 | 15.0030392314 |
| 1991-01-01 | 15.1901109869 |
| 1991-02-01 | 15.2060734976 |
| 1991-03-01 | 15.2493241866 |
| 1991-04-01 | 15.1827038661 |
| 1991-05-01 | 15.1315437970 |
| 1991-06-01 | 15.0928334108 |
| 1991-07-01 | 15.1493656884 |
| 1991-08-01 | 15.1063379750 |
| 1991-09-01 | 15.1038611240 |
| 1991-10-01 | 15.0359605713 |
| 1991-11-01 | 14.8718328784 |
| 1991-12-01 | 14.9112671353 |
| 1992-01-01 | 14.6673143945 |
| 1992-02-01 | 14.2871541895 |
| 1992-03-01 | 14.4413266412 |
| 1992-04-01 | 14.5755138553 |
| 1992-05-01 | 14.5300783621 |
| 1992-06-01 | 14.4923395287 |
| 1992-07-01 | 14.5656013302 |
| 1992-08-01 | 14.4203742108 |
| 1992-09-01 | 14.4312194647 |
| 1992-10-01 | 14.5285171889 |
| 1992-11-01 | 14.5860711528 |
| 1992-12-01 | 14.5105295195 |
| 1993-01-01 | 14.2418387460 |
| 1993-02-01 | 14.1614482853 |
| 1993-03-01 | 14.4347570181 |
| 1993-04-01 | 14.6664616362 |
| 1993-05-01 | 14.5339658359 |
| 1993-06-01 | 14.2866450292 |
| 1993-07-01 | 14.4801507235 |
| 1993-08-01 | 14.6370840686 |
| 1993-09-01 | 14.6625121853 |
| 1993-10-01 | 14.6176667782 |
| 1993-11-01 | 14.7028526506 |
| 1993-12-01 | 14.7124076768 |
| 1994-01-01 | 14.9214293669 |
| 1994-02-01 | 14.9384795244 |
| 1994-03-01 | 15.1201719872 |
| 1994-04-01 | 14.8533169352 |
| 1994-05-01 | 14.6407554372 |
| 1994-06-01 | 14.9858078052 |
| 1994-07-01 | 14.9973565860 |
| 1994-08-01 | 15.0457750475 |
| 1994-09-01 | 15.0867850665 |
| 1994-10-01 | 15.3073993799 |
| 1994-11-01 | 15.3163539727 |
| 1994-12-01 | 15.4092418566 |
| 1995-01-01 | 15.6081042247 |
| 1995-02-01 | 15.6270215787 |
| 1995-03-01 | 15.8019298187 |
| 1995-04-01 | 15.8516822924 |
| 1995-05-01 | 15.8569919314 |
| 1995-06-01 | 15.8864950558 |
| 1995-07-01 | 15.9027392476 |
| 1995-08-01 | 15.9435723858 |
| 1995-09-01 | 15.9995330061 |
| 1995-10-01 | 15.9934434728 |
| 1995-11-01 | 16.1270940806 |
| 1995-12-01 | 16.2049835865 |
| 1996-01-01 | 16.2021949349 |
| 1996-02-01 | 16.3381692179 |
| 1996-03-01 | 16.2790276257 |
| 1996-04-01 | 16.3484340493 |
| 1996-05-01 | 16.3801772698 |
| 1996-06-01 | 16.5003347621 |
| 1996-07-01 | 16.4988677061 |
| 1996-08-01 | 16.5295266728 |
| 1996-09-01 | 16.6037911810 |
| 1996-10-01 | 16.5791127091 |
| 1996-11-01 | 16.5236592729 |
| 1996-12-01 | 16.4864181901 |
| 1997-01-01 | 16.7160548137 |
| 1997-02-01 | 16.8650327892 |
| 1997-03-01 | 16.8654988137 |
| 1997-04-01 | 17.0446402229 |
| 1997-05-01 | 17.1100779888 |
| 1997-06-01 | 17.1107831811 |
| 1997-07-01 | 17.1905080584 |
| 1997-08-01 | 17.0096254383 |
| 1997-09-01 | 17.0966390915 |
| 1997-10-01 | 17.3624942577 |
| 1997-11-01 | 17.4154219238 |
| 1997-12-01 | 17.3719130261 |
| 1998-01-01 | 17.3408259462 |
| 1998-02-01 | 17.2042663133 |
| 1998-03-01 | 17.3590900902 |
| 1998-04-01 | 17.2246906649 |
| 1998-05-01 | 17.3269624893 |
| 1998-06-01 | 17.3182789922 |
| 1998-07-01 | 17.3903538066 |
| 1998-08-01 | 17.3920900116 |
| 1998-09-01 | 17.3885119892 |
| 1998-10-01 | 17.3636505557 |
| 1998-11-01 | 17.1940275077 |
| 1998-12-01 | 17.3632758593 |
| 1999-01-01 | 17.3599798685 |
| 1999-02-01 | 17.2404833846 |
| 1999-03-01 | 17.2523425886 |
| 1999-04-01 | 17.0075789777 |
| 1999-05-01 | 17.1356876548 |
| 1999-06-01 | 17.1224499052 |
| 1999-07-01 | 17.2002728031 |
| 1999-08-01 | 17.1767215083 |
| 1999-09-01 | 17.0707558912 |
| 1999-10-01 | 17.1789076139 |
| 1999-11-01 | 17.1782891586 |
| 1999-12-01 | 17.1527130423 |
| 2000-01-01 | 17.0700652237 |
| 2000-02-01 | 17.1711988217 |
| 2000-03-01 | 17.2517534196 |
| 2000-04-01 | 17.2857880849 |
| 2000-05-01 | 17.2350588256 |
| 2000-06-01 | 17.4319092668 |
| 2000-07-01 | 17.4100978016 |
| 2000-08-01 | 17.5704596553 |
| 2000-09-01 | 17.6594574986 |
| 2000-10-01 | 17.7025138162 |
| 2000-11-01 | 17.6515888692 |
| 2000-12-01 | 17.6342822523 |
| 2001-01-01 | 17.6725857367 |
| 2001-02-01 | 17.6934480818 |
| 2001-03-01 | 17.6645575139 |
| 2001-04-01 | 17.7799201137 |
| 2001-05-01 | 17.9307040636 |
| 2001-06-01 | 17.8340848501 |
| 2001-07-01 | 17.4205760969 |
| 2001-08-01 | 17.2691496109 |
| 2001-09-01 | 17.2360797888 |
| 2001-10-01 | 17.1230319545 |
| 2001-11-01 | 17.2430013033 |
| 2001-12-01 | 17.2200029574 |
| 2002-01-01 | 17.5627868272 |
| 2002-02-01 | 17.3993897946 |
| 2002-03-01 | 17.4877835986 |
| 2002-04-01 | 17.4840039067 |
| 2002-05-01 | 17.5230234108 |
| 2002-06-01 | 17.4393374995 |
| 2002-07-01 | 17.4135136923 |
| 2002-08-01 | 17.4775960298 |
| 2002-09-01 | 17.4274632211 |
| 2002-10-01 | 17.2347914315 |
| 2002-11-01 | 17.2335271538 |
| 2002-12-01 | 17.2046229571 |
| 2003-01-01 | 16.9511621933 |
| 2003-02-01 | 16.9044796856 |
| 2003-03-01 | 16.8104183218 |
| 2003-04-01 | 16.6972937754 |
| 2003-05-01 | 16.6120689699 |
| 2003-06-01 | 16.5349747355 |
| 2003-07-01 | 16.6053870828 |
| 2003-08-01 | 16.5869388638 |
| 2003-09-01 | 16.5213050461 |
| 2003-10-01 | 16.7398541213 |
| 2003-11-01 | 16.5483045587 |
| 2003-12-01 | 16.5933767549 |
| 2004-01-01 | 16.3454689372 |
| 2004-02-01 | 16.0950645713 |
| 2004-03-01 | 16.0149773163 |
| 2004-04-01 | 15.9025125818 |
| 2004-05-01 | 16.1089790614 |
| 2004-06-01 | 16.1286603170 |
| 2004-07-01 | 16.0913425201 |
| 2004-08-01 | 16.1072451903 |
| 2004-09-01 | 16.2380251064 |
| 2004-10-01 | 16.2311543804 |
| 2004-11-01 | 16.2595155719 |
| 2004-12-01 | 16.3942525092 |
| 2005-01-01 | 16.7466378721 |
| 2005-02-01 | 16.7793975075 |
| 2005-03-01 | 16.8028114884 |
| 2005-04-01 | 16.8008094294 |
| 2005-05-01 | 16.9086111130 |
| 2005-06-01 | 17.0155700673 |
| 2005-07-01 | 17.2879468670 |
| 2005-08-01 | 17.3287338370 |
| 2005-09-01 | 17.3523577638 |
| 2005-10-01 | 17.4252615669 |
| 2005-11-01 | 17.4809230774 |
| 2005-12-01 | 17.5103238636 |
| 2006-01-01 | 17.3508997348 |
| 2006-02-01 | 17.3487770538 |
| 2006-03-01 | 17.3740062334 |
| 2006-04-01 | 17.5909579560 |
| 2006-05-01 | 17.7068607898 |
| 2006-06-01 | 17.7129851314 |
| 2006-07-01 | 17.4833958711 |
| 2006-08-01 | 17.5556009703 |
| 2006-09-01 | 17.5721521563 |
| 2006-10-01 | 17.6195264518 |
| 2006-11-01 | 17.5918034039 |
| 2006-12-01 | 17.5323130467 |
| 2007-01-01 | 17.8530365810 |
| 2007-02-01 | 18.0246217444 |
| 2007-03-01 | 18.1445999828 |
| 2007-04-01 | 18.1814183230 |
| 2007-05-01 | 18.1002780674 |
| 2007-06-01 | 18.1147491418 |
| 2007-07-01 | 17.9918132200 |
| 2007-08-01 | 17.8695171522 |
| 2007-09-01 | 17.7782370905 |
| 2007-10-01 | 17.9215087169 |
| 2007-11-01 | 17.8982881763 |
| 2007-12-01 | 17.7481500315 |
| 2008-01-01 | 17.7571285993 |
| 2008-02-01 | 17.7071373508 |
| 2008-03-01 | 17.6194590175 |
| 2008-04-01 | 17.3745107075 |
| 2008-05-01 | 17.3013088880 |
| 2008-06-01 | 17.2274002407 |
| 2008-07-01 | 17.2994088929 |
| 2008-08-01 | 17.2745878679 |
| 2008-09-01 | 17.1763366097 |
| 2008-10-01 | 17.0129174804 |
| 2008-11-01 | 16.9892725524 |
| 2008-12-01 | 16.8615784188 |
| 2009-01-01 | 16.6566536359 |
| 2009-02-01 | 16.5054973785 |
| 2009-03-01 | 16.3144211251 |
| 2009-04-01 | 16.1818102596 |
| 2009-05-01 | 16.1021959789 |
| 2009-06-01 | 15.8378323754 |
| 2009-07-01 | 15.7128947909 |
| 2009-08-01 | 15.4631808499 |
| 2009-09-01 | 15.3612761399 |
| 2009-10-01 | 15.3033933635 |
| 2009-11-01 | 15.0763959253 |
| 2009-12-01 | 15.0639704969 |
| 2010-01-01 | 15.1581744334 |
| 2010-02-01 | 15.1135432583 |
| 2010-03-01 | 15.1274945107 |
| 2010-04-01 | 15.0900005397 |
| 2010-05-01 | 15.1026750713 |
| 2010-06-01 | 15.1523358534 |
| 2010-07-01 | 15.1215613117 |
| 2010-08-01 | 15.1447061454 |
| 2010-09-01 | 15.1436377702 |
| 2010-10-01 | 15.0889729292 |
| 2010-11-01 | 15.1698754683 |
| 2010-12-01 | 15.2653057478 |
| 2011-01-01 | 15.0559949386 |
| 2011-02-01 | 15.0215539426 |
| 2011-03-01 | 15.0440577600 |
| 2011-04-01 | 15.1003257405 |
| 2011-05-01 | 15.0017780636 |
| 2011-06-01 | 15.0615132597 |
| 2011-07-01 | 15.2380217609 |
| 2011-08-01 | 15.1241062266 |
| 2011-09-01 | 15.1310984737 |
| 2011-10-01 | 15.0792884618 |
| 2011-11-01 | 15.0670400280 |
| 2011-12-01 | 15.0611533053 |
| 2012-01-01 | 15.0504756257 |
| 2012-02-01 | 15.1223362881 |
| 2012-03-01 | 15.1529629726 |
| 2012-04-01 | 15.2074508555 |
| 2012-05-01 | 15.3070349203 |
| 2012-06-01 | 15.3689812980 |
| 2012-07-01 | 15.2499341243 |
| 2012-08-01 | 15.3145108380 |
| 2012-09-01 | 15.3272762197 |
| 2012-10-01 | 15.4716833794 |
| 2012-11-01 | 15.4774990805 |
| 2012-12-01 | 15.4661999697 |
| 2013-01-01 | 15.3275891668 |
| 2013-02-01 | 15.3015348502 |
| 2013-03-01 | 15.2510248848 |
| 2013-04-01 | 15.4186873822 |
| 2013-05-01 | 15.4154263090 |
| 2013-06-01 | 15.3804064058 |
| 2013-07-01 | 15.4575207321 |
| 2013-08-01 | 15.5180647653 |
| 2013-09-01 | 15.5312771378 |
| 2013-10-01 | 15.4729480861 |
| 2013-11-01 | 15.4832460901 |
| 2013-12-01 | 15.4620164446 |
| 2014-01-01 | 15.7044663967 |
| 2014-02-01 | 15.6809008686 |
| 2014-03-01 | 15.7506301114 |
| 2014-04-01 | 15.6225851078 |
| 2014-05-01 | 15.5192672053 |
| 2014-06-01 | 15.6864204580 |
| 2014-07-01 | 15.7609400204 |
| 2014-08-01 | 15.8290844879 |
| 2014-09-01 | 15.8424387592 |
| 2014-10-01 | 15.8767898489 |
| 2014-11-01 | 15.8980843273 |
| 2014-12-01 | 15.8615857482 |
| 2015-01-01 | 15.8749623537 |
| 2015-02-01 | 15.8584585929 |
| 2015-03-01 | 15.8432700726 |
| 2015-04-01 | 15.7318306480 |
| 2015-05-01 | 15.7236307680 |
| 2015-06-01 | 15.7809629715 |
| 2015-07-01 | 15.7641215702 |
| 2015-08-01 | 15.7480804672 |
| 2015-09-01 | 15.5615151172 |
| 2015-10-01 | 15.7809183999 |
| 2015-11-01 | 15.6898527980 |
| 2015-12-01 | 15.7441181157 |
| 2016-01-01 | 15.8654170394 |
| 2016-02-01 | 15.8559857058 |
| 2016-03-01 | 15.7386982481 |
| 2016-04-01 | 15.8471661784 |
| 2016-05-01 | 15.7342686488 |
| 2016-06-01 | 15.6622277780 |
| 2016-07-01 | 15.7605299810 |
| 2016-08-01 | 15.6591807993 |
| 2016-09-01 | 15.7717252934 |
| 2016-10-01 | 15.6804445296 |
| 2016-11-01 | 15.7807258902 |
| 2016-12-01 | 15.8291167008 |
| 2017-01-01 | 15.8688233894 |
| 2017-02-01 | 15.9649694439 |
| 2017-03-01 | 16.0401609768 |
| 2017-04-01 | 16.2704630126 |
| 2017-05-01 | 16.2331602990 |
| 2017-06-01 | 16.2414686796 |
| 2017-07-01 | 16.1464698109 |
| 2017-08-01 | 16.2739288655 |
| 2017-09-01 | 16.1722766136 |
| 2017-10-01 | 16.2794223901 |
| 2017-11-01 | 16.2627210125 |
| 2017-12-01 | 16.3084283818 |
| 2018-01-01 | 16.3949636188 |
| 2018-02-01 | 16.3887580652 |
| 2018-03-01 | 16.4450032264 |
| 2018-04-01 | 16.3873912285 |
| 2018-05-01 | 16.4259150311 |
| 2018-06-01 | 16.5209810459 |
| 2018-07-01 | 16.2286785832 |
| 2018-08-01 | 16.4710094556 |
| 2018-09-01 | 16.4685138211 |
| 2018-10-01 | 16.7839142140 |
| 2018-11-01 | 16.7611564075 |
| 2018-12-01 | 16.8073402338 |
| 2019-01-01 | 16.6141589816 |
| 2019-02-01 | 16.6052995489 |
| 2019-03-01 | 16.6466948248 |
| 2019-04-01 | 16.5946717847 |
| 2019-05-01 | 16.6106275931 |
| 2019-06-01 | 16.6103484661 |
| 2019-07-01 | 17.1044946266 |
| 2019-08-01 | 17.1683764514 |
| 2019-09-01 | 17.0736253756 |
| 2019-10-01 | 16.9925214016 |
| 2019-11-01 | 16.9714641297 |
| 2019-12-01 | 16.9108910136 |
| 2020-01-01 | 16.9263980775 |
| 2020-02-01 | 16.9122471499 |
| 2020-03-01 | 16.7472076824 |
| 2020-04-01 | 15.7850940256 |
| 2020-05-01 | 15.9970455235 |
| 2020-06-01 | 15.9010896164 |
| 2020-07-01 | 15.9829868770 |
| 2020-08-01 | 15.8649293730 |
| 2020-09-01 | 15.9820965871 |
| 2020-10-01 | 15.9090197797 |
| 2020-11-01 | 15.9023979255 |
| 2020-12-01 | 15.9302904434 |
| 2021-01-01 | 15.8156960860 |
| 2021-02-01 | 15.9008286495 |
| 2021-03-01 | 15.9489647386 |
| 2021-04-01 | 15.9571505739 |
| 2021-05-01 | 15.8805363301 |
| 2021-06-01 | 15.9015168207 |
| 2021-07-01 | 15.8653729889 |
| 2021-08-01 | 15.9726986586 |
| 2021-09-01 | 15.8967224023 |
| 2021-10-01 | 15.9327180478 |
| 2021-11-01 | 16.0398249803 |
| 2021-12-01 | 16.0478863136 |
| 2022-01-01 | 16.1959836797 |
| 2022-02-01 | 16.2809107767 |
| 2022-03-01 | 16.3395733286 |
| 2022-04-01 | 16.5126287720 |
| 2022-05-01 | 16.5685896331 |
| 2022-06-01 | 16.6053517422 |
| 2022-07-01 | 16.7683960758 |
| 2022-08-01 | 16.8854217960 |
| 2022-09-01 | 16.9231921159 |
| 2022-10-01 | 17.1559576476 |
| 2022-11-01 | 17.1661030480 |
| 2022-12-01 | 17.3647651842 |
| 2023-01-01 | 17.5632656918 |
| 2023-02-01 | 17.5557128218 |
| 2023-03-01 | 17.5229504125 |
| 2023-04-01 | 17.6737926279 |
| 2023-05-01 | 17.7631207606 |
| 2023-06-01 | 17.8179470389 |
| 2023-07-01 | 17.7808056096 |
| 2023-08-01 | 17.7048692755 |
| 2023-09-01 | 17.7534696574 |
| 2023-10-01 | 17.6679636768 |
| 2023-11-01 | 17.6752257608 |
| 2023-12-01 | 17.6660252949 |
| 2024-01-01 | 17.6368109711 |
| 2024-02-01 | 17.6366547490 |
| 2024-03-01 | 17.6025098493 |
| 2024-04-01 | 17.6501224302 |
| 2024-05-01 | 17.6652809425 |
| 2024-06-01 | 17.8309196417 |
| 2024-07-01 | 17.8993768833 |
| 2024-08-01 | 18.0253221120 |
| 2024-09-01 | 18.0695130769 |
| 2024-10-01 | 18.0753375919 |
| 2024-11-01 | 17.9681517371 |
| 2024-12-01 | 17.9637067705 |
| 2025-01-01 | 18.2184855110 |
| 2025-02-01 | 18.2235152405 |
| 2025-03-01 | 18.2862061039 |
| 2025-04-01 | 18.2432803605 |
| 2025-05-01 | 18.1689364240 |
| 2025-06-01 | 18.0461359324 |
| 2025-07-01 | 17.9142496380 |
| 2025-08-01 | 17.9380551819 |
| 2025-09-01 | 17.9728377994 |
| 2025-10-01 | 18.0771494650 |
| 2025-11-01 | 18.1594155406 |
| 2025-12-01 | 18.1594833110 |
| 2026-01-01 | 18.2140394950 |
| 2026-02-01 | 18.2184015635 |
| 2026-03-01 | 18.3702399200 |
| 2026-04-01 | 18.2393172507 |
| 2026-05-01 | 18.2710907510 |
| 2026-06-01 | 18.2567240806 |
| 2026-07-01 | 18.3279766424 |
| 2026-08-01 | 18.3450162077 |