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 2026-09-01 |
| Last Updated | 2026-10-20 10:36 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 | 14.9002901556 |
| 1990-02-01 | 14.9169811880 |
| 1990-03-01 | 15.0527735107 |
| 1990-04-01 | 14.9815297976 |
| 1990-05-01 | 15.0335851096 |
| 1990-06-01 | 15.0965680060 |
| 1990-07-01 | 15.0387254269 |
| 1990-08-01 | 15.1009426433 |
| 1990-09-01 | 15.1893395771 |
| 1990-10-01 | 14.9386927822 |
| 1990-11-01 | 15.0612728430 |
| 1990-12-01 | 15.0030371212 |
| 1991-01-01 | 15.1901378403 |
| 1991-02-01 | 15.2060803999 |
| 1991-03-01 | 15.2493364221 |
| 1991-04-01 | 15.1827175543 |
| 1991-05-01 | 15.1315531484 |
| 1991-06-01 | 15.0928407289 |
| 1991-07-01 | 15.1493797862 |
| 1991-08-01 | 15.1063525770 |
| 1991-09-01 | 15.1038277009 |
| 1991-10-01 | 15.0359536818 |
| 1991-11-01 | 14.8717711855 |
| 1991-12-01 | 14.9112372576 |
| 1992-01-01 | 14.6673178049 |
| 1992-02-01 | 14.2871490111 |
| 1992-03-01 | 14.4413638000 |
| 1992-04-01 | 14.5755630511 |
| 1992-05-01 | 14.5301354852 |
| 1992-06-01 | 14.4923819085 |
| 1992-07-01 | 14.5656320767 |
| 1992-08-01 | 14.4203735045 |
| 1992-09-01 | 14.4311511692 |
| 1992-10-01 | 14.5284349649 |
| 1992-11-01 | 14.5859380478 |
| 1992-12-01 | 14.5104470867 |
| 1993-01-01 | 14.2418274754 |
| 1993-02-01 | 14.1614813277 |
| 1993-03-01 | 14.4348993218 |
| 1993-04-01 | 14.6666236188 |
| 1993-05-01 | 14.5341148297 |
| 1993-06-01 | 14.2867251965 |
| 1993-07-01 | 14.4801627627 |
| 1993-08-01 | 14.6369986759 |
| 1993-09-01 | 14.6623631578 |
| 1993-10-01 | 14.6175427622 |
| 1993-11-01 | 14.7027763703 |
| 1993-12-01 | 14.7115797617 |
| 1994-01-01 | 14.9216241414 |
| 1994-02-01 | 14.9387316248 |
| 1994-03-01 | 15.1205577465 |
| 1994-04-01 | 14.8537215506 |
| 1994-05-01 | 14.6411119078 |
| 1994-06-01 | 14.9861074059 |
| 1994-07-01 | 14.9976496747 |
| 1994-08-01 | 15.0453882907 |
| 1994-09-01 | 15.0851565032 |
| 1994-10-01 | 15.3075524472 |
| 1994-11-01 | 15.3166382360 |
| 1994-12-01 | 15.4076154338 |
| 1995-01-01 | 15.6083082293 |
| 1995-02-01 | 15.6287405522 |
| 1995-03-01 | 15.8023295406 |
| 1995-04-01 | 15.8521639992 |
| 1995-05-01 | 15.8574842800 |
| 1995-06-01 | 15.8869569841 |
| 1995-07-01 | 15.9031940872 |
| 1995-08-01 | 15.9426738400 |
| 1995-09-01 | 15.9960955430 |
| 1995-10-01 | 15.9934523243 |
| 1995-11-01 | 16.1281736246 |
| 1995-12-01 | 16.2023855364 |
| 1996-01-01 | 16.2025547339 |
| 1996-02-01 | 16.3418044419 |
| 1996-03-01 | 16.2800166017 |
| 1996-04-01 | 16.3497318175 |
| 1996-05-01 | 16.3810270192 |
| 1996-06-01 | 16.5007606884 |
| 1996-07-01 | 16.4988797252 |
| 1996-08-01 | 16.5272671639 |
| 1996-09-01 | 16.5976110182 |
| 1996-10-01 | 16.5782047749 |
| 1996-11-01 | 16.5251997436 |
| 1996-12-01 | 16.4840279786 |
| 1997-01-01 | 16.7159215437 |
| 1997-02-01 | 16.8720713448 |
| 1997-03-01 | 16.8686747703 |
| 1997-04-01 | 17.0480066710 |
| 1997-05-01 | 17.1113114028 |
| 1997-06-01 | 17.1107917041 |
| 1997-07-01 | 17.1887950673 |
| 1997-08-01 | 17.0047732821 |
| 1997-09-01 | 17.0875629680 |
| 1997-10-01 | 17.3588420114 |
| 1997-11-01 | 17.4159060014 |
| 1997-12-01 | 17.3690880923 |
| 1998-01-01 | 17.3405126218 |
| 1998-02-01 | 17.2150875325 |
| 1998-03-01 | 17.3686706445 |
| 1998-04-01 | 17.2379424942 |
| 1998-05-01 | 17.3269528415 |
| 1998-06-01 | 17.3186159986 |
| 1998-07-01 | 17.3801918148 |
| 1998-08-01 | 17.3817422573 |
| 1998-09-01 | 17.3762135194 |
| 1998-10-01 | 17.3543325350 |
| 1998-11-01 | 17.1944062539 |
| 1998-12-01 | 17.3626218806 |
| 1999-01-01 | 17.3610237919 |
| 1999-02-01 | 17.2560786203 |
| 1999-03-01 | 17.2690556619 |
| 1999-04-01 | 17.0307883829 |
| 1999-05-01 | 17.1342692177 |
| 1999-06-01 | 17.1225300314 |
| 1999-07-01 | 17.1807219986 |
| 1999-08-01 | 17.1604463092 |
| 1999-09-01 | 17.0562394528 |
| 1999-10-01 | 17.1635390243 |
| 1999-11-01 | 17.1783829635 |
| 1999-12-01 | 17.1543434254 |
| 2000-01-01 | 17.0740692642 |
| 2000-02-01 | 17.1897729478 |
| 2000-03-01 | 17.2750580725 |
| 2000-04-01 | 17.3183097487 |
| 2000-05-01 | 17.2322090131 |
| 2000-06-01 | 17.4315411039 |
| 2000-07-01 | 17.3814029200 |
| 2000-08-01 | 17.5489042452 |
| 2000-09-01 | 17.6436570629 |
| 2000-10-01 | 17.6836718335 |
| 2000-11-01 | 17.6518096598 |
| 2000-12-01 | 17.6405171914 |
| 2001-01-01 | 17.6793238945 |
| 2001-02-01 | 17.7129380089 |
| 2001-03-01 | 17.6897567442 |
| 2001-04-01 | 17.8136409718 |
| 2001-05-01 | 17.9276289404 |
| 2001-06-01 | 17.8325938505 |
| 2001-07-01 | 17.3900652606 |
| 2001-08-01 | 17.2462009019 |
| 2001-09-01 | 17.2205288731 |
| 2001-10-01 | 17.1046544024 |
| 2001-11-01 | 17.2418620191 |
| 2001-12-01 | 17.2274159367 |
| 2002-01-01 | 17.5738947604 |
| 2002-02-01 | 17.4160255183 |
| 2002-03-01 | 17.5112581574 |
| 2002-04-01 | 17.5163315273 |
| 2002-05-01 | 17.5192915442 |
| 2002-06-01 | 17.4375595413 |
| 2002-07-01 | 17.3836873668 |
| 2002-08-01 | 17.4560664278 |
| 2002-09-01 | 17.4137230251 |
| 2002-10-01 | 17.2196180799 |
| 2002-11-01 | 17.2327815802 |
| 2002-12-01 | 17.2134625555 |
| 2003-01-01 | 16.9654455645 |
| 2003-02-01 | 16.9167230235 |
| 2003-03-01 | 16.8267406370 |
| 2003-04-01 | 16.7194512524 |
| 2003-05-01 | 16.6096230489 |
| 2003-06-01 | 16.5328206311 |
| 2003-07-01 | 16.5835744545 |
| 2003-08-01 | 16.5706615415 |
| 2003-09-01 | 16.5106451025 |
| 2003-10-01 | 16.7301635276 |
| 2003-11-01 | 16.5473088773 |
| 2003-12-01 | 16.6004903293 |
| 2004-01-01 | 16.3611761460 |
| 2004-02-01 | 16.1017117232 |
| 2004-03-01 | 16.0233135069 |
| 2004-04-01 | 15.9138949560 |
| 2004-05-01 | 16.1080252053 |
| 2004-06-01 | 16.1266420353 |
| 2004-07-01 | 16.0782648638 |
| 2004-08-01 | 16.0969494928 |
| 2004-09-01 | 16.2313351485 |
| 2004-10-01 | 16.2271379494 |
| 2004-11-01 | 16.2584628382 |
| 2004-12-01 | 16.4000943689 |
| 2005-01-01 | 16.7594525617 |
| 2005-02-01 | 16.7816014840 |
| 2005-03-01 | 16.8044097043 |
| 2005-04-01 | 16.8025253771 |
| 2005-05-01 | 16.9094043192 |
| 2005-06-01 | 17.0140653852 |
| 2005-07-01 | 17.2835394622 |
| 2005-08-01 | 17.3239930362 |
| 2005-09-01 | 17.3490351713 |
| 2005-10-01 | 17.4247269655 |
| 2005-11-01 | 17.4788766405 |
| 2005-12-01 | 17.5126407526 |
| 2006-01-01 | 17.3608157171 |
| 2006-02-01 | 17.3481496850 |
| 2006-03-01 | 17.3731121781 |
| 2006-04-01 | 17.5906541064 |
| 2006-05-01 | 17.7075361105 |
| 2006-06-01 | 17.7126109896 |
| 2006-07-01 | 17.4811958129 |
| 2006-08-01 | 17.5535392227 |
| 2006-09-01 | 17.5716888511 |
| 2006-10-01 | 17.6193646507 |
| 2006-11-01 | 17.5905881446 |
| 2006-12-01 | 17.5332210612 |
| 2007-01-01 | 17.8590570443 |
| 2007-02-01 | 18.0234265534 |
| 2007-03-01 | 18.1432082063 |
| 2007-04-01 | 18.1804076508 |
| 2007-05-01 | 18.1012222596 |
| 2007-06-01 | 18.1150599311 |
| 2007-07-01 | 17.9906538216 |
| 2007-08-01 | 17.8686579828 |
| 2007-09-01 | 17.7789176827 |
| 2007-10-01 | 17.9209627928 |
| 2007-11-01 | 17.8977797757 |
| 2007-12-01 | 17.7481234496 |
| 2008-01-01 | 17.7601503567 |
| 2008-02-01 | 17.7064966234 |
| 2008-03-01 | 17.6186960470 |
| 2008-04-01 | 17.3736609841 |
| 2008-05-01 | 17.3021436832 |
| 2008-06-01 | 17.2277183470 |
| 2008-07-01 | 17.2987086529 |
| 2008-08-01 | 17.2740630773 |
| 2008-09-01 | 17.1772620903 |
| 2008-10-01 | 17.0126039952 |
| 2008-11-01 | 16.9890428510 |
| 2008-12-01 | 16.8618655890 |
| 2009-01-01 | 16.6566789663 |
| 2009-02-01 | 16.5054479097 |
| 2009-03-01 | 16.3142576375 |
| 2009-04-01 | 16.1815281967 |
| 2009-05-01 | 16.1027348604 |
| 2009-06-01 | 15.8380696917 |
| 2009-07-01 | 15.7125675640 |
| 2009-08-01 | 15.4629001874 |
| 2009-09-01 | 15.3619382628 |
| 2009-10-01 | 15.3031856029 |
| 2009-11-01 | 15.0761584542 |
| 2009-12-01 | 15.0640630489 |
| 2010-01-01 | 15.1581209735 |
| 2010-02-01 | 15.1134954733 |
| 2010-03-01 | 15.1273904469 |
| 2010-04-01 | 15.0899907663 |
| 2010-05-01 | 15.1027599025 |
| 2010-06-01 | 15.1523649793 |
| 2010-07-01 | 15.1215500190 |
| 2010-08-01 | 15.1446672965 |
| 2010-09-01 | 15.1440345617 |
| 2010-10-01 | 15.0889187507 |
| 2010-11-01 | 15.1697324739 |
| 2010-12-01 | 15.2652932687 |
| 2011-01-01 | 15.0559580583 |
| 2011-02-01 | 15.0215228234 |
| 2011-03-01 | 15.0438623424 |
| 2011-04-01 | 15.1003328794 |
| 2011-05-01 | 15.0017926468 |
| 2011-06-01 | 15.0616134030 |
| 2011-07-01 | 15.2380839122 |
| 2011-08-01 | 15.1241626548 |
| 2011-09-01 | 15.1311437246 |
| 2011-10-01 | 15.0793170947 |
| 2011-11-01 | 15.0669570332 |
| 2011-12-01 | 15.0611371724 |
| 2012-01-01 | 15.0504594172 |
| 2012-02-01 | 15.1223649288 |
| 2012-03-01 | 15.1527373844 |
| 2012-04-01 | 15.2075294915 |
| 2012-05-01 | 15.3070136606 |
| 2012-06-01 | 15.3691159647 |
| 2012-07-01 | 15.2499923426 |
| 2012-08-01 | 15.3145275611 |
| 2012-09-01 | 15.3275050782 |
| 2012-10-01 | 15.4715899335 |
| 2012-11-01 | 15.4772849312 |
| 2012-12-01 | 15.4659924214 |
| 2013-01-01 | 15.3274711579 |
| 2013-02-01 | 15.3015735792 |
| 2013-03-01 | 15.2508951369 |
| 2013-04-01 | 15.4189512740 |
| 2013-05-01 | 15.4154793328 |
| 2013-06-01 | 15.3806475658 |
| 2013-07-01 | 15.4576200606 |
| 2013-08-01 | 15.5181126640 |
| 2013-09-01 | 15.5318409882 |
| 2013-10-01 | 15.4728775347 |
| 2013-11-01 | 15.4829799602 |
| 2013-12-01 | 15.4615833315 |
| 2014-01-01 | 15.7038690573 |
| 2014-02-01 | 15.6801502537 |
| 2014-03-01 | 15.7494656940 |
| 2014-04-01 | 15.6259111603 |
| 2014-05-01 | 15.5183837911 |
| 2014-06-01 | 15.6860701972 |
| 2014-07-01 | 15.7602628942 |
| 2014-08-01 | 15.8295736798 |
| 2014-09-01 | 15.8440609545 |
| 2014-10-01 | 15.8776798202 |
| 2014-11-01 | 15.8987110415 |
| 2014-12-01 | 15.8614924984 |
| 2015-01-01 | 15.8738020113 |
| 2015-02-01 | 15.8562032049 |
| 2015-03-01 | 15.8398066616 |
| 2015-04-01 | 15.7363332396 |
| 2015-05-01 | 15.7196574678 |
| 2015-06-01 | 15.7826802044 |
| 2015-07-01 | 15.7626425976 |
| 2015-08-01 | 15.7485746410 |
| 2015-09-01 | 15.5642579911 |
| 2015-10-01 | 15.7853612516 |
| 2015-11-01 | 15.6934382740 |
| 2015-12-01 | 15.7462154397 |
| 2016-01-01 | 15.8622458211 |
| 2016-02-01 | 15.8524892629 |
| 2016-03-01 | 15.7318723945 |
| 2016-04-01 | 15.8494590028 |
| 2016-05-01 | 15.7218081446 |
| 2016-06-01 | 15.6673509591 |
| 2016-07-01 | 15.7592201681 |
| 2016-08-01 | 15.6566020228 |
| 2016-09-01 | 15.7824427719 |
| 2016-10-01 | 15.6919291075 |
| 2016-11-01 | 15.7883255133 |
| 2016-12-01 | 15.8330264303 |
| 2017-01-01 | 15.8628770566 |
| 2017-02-01 | 15.9593998479 |
| 2017-03-01 | 16.0299878038 |
| 2017-04-01 | 16.2643666982 |
| 2017-05-01 | 16.2131632464 |
| 2017-06-01 | 16.2501658500 |
| 2017-07-01 | 16.1464269163 |
| 2017-08-01 | 16.2689537567 |
| 2017-09-01 | 16.1916111922 |
| 2017-10-01 | 16.2990182485 |
| 2017-11-01 | 16.2755338190 |
| 2017-12-01 | 16.3156354498 |
| 2018-01-01 | 16.3795906610 |
| 2018-02-01 | 16.3826011512 |
| 2018-03-01 | 16.4327557488 |
| 2018-04-01 | 16.3743250176 |
| 2018-05-01 | 16.4000122547 |
| 2018-06-01 | 16.5304602329 |
| 2018-07-01 | 16.2301343227 |
| 2018-08-01 | 16.4645265893 |
| 2018-09-01 | 16.4967701365 |
| 2018-10-01 | 16.8096041357 |
| 2018-11-01 | 16.7774508269 |
| 2018-12-01 | 16.8160694486 |
| 2019-01-01 | 16.5908394144 |
| 2019-02-01 | 16.5985468904 |
| 2019-03-01 | 16.6340662142 |
| 2019-04-01 | 16.5748158810 |
| 2019-05-01 | 16.5852526281 |
| 2019-06-01 | 16.6200584111 |
| 2019-07-01 | 17.1074829133 |
| 2019-08-01 | 17.1631650976 |
| 2019-09-01 | 17.1032384426 |
| 2019-10-01 | 17.0199012636 |
| 2019-11-01 | 16.9893074171 |
| 2019-12-01 | 16.9212751506 |
| 2020-01-01 | 16.8958040011 |
| 2020-02-01 | 16.9077908239 |
| 2020-03-01 | 16.7342519821 |
| 2020-04-01 | 15.7642085932 |
| 2020-05-01 | 15.9749616519 |
| 2020-06-01 | 15.9092076403 |
| 2020-07-01 | 15.9874206977 |
| 2020-08-01 | 15.8604553915 |
| 2020-09-01 | 16.0114656318 |
| 2020-10-01 | 15.9335853807 |
| 2020-11-01 | 15.9177176177 |
| 2020-12-01 | 15.9386289188 |
| 2021-01-01 | 15.7861001993 |
| 2021-02-01 | 15.8975598835 |
| 2021-03-01 | 15.9365179725 |
| 2021-04-01 | 15.9387473184 |
| 2021-05-01 | 15.8673587661 |
| 2021-06-01 | 15.9066954786 |
| 2021-07-01 | 15.8701037188 |
| 2021-08-01 | 15.9717407584 |
| 2021-09-01 | 15.9185635306 |
| 2021-10-01 | 15.9507007520 |
| 2021-11-01 | 16.0509305978 |
| 2021-12-01 | 16.0546765619 |
| 2022-01-01 | 16.1687522488 |
| 2022-02-01 | 16.2801974943 |
| 2022-03-01 | 16.3282611728 |
| 2022-04-01 | 16.5027863985 |
| 2022-05-01 | 16.5630568659 |
| 2022-06-01 | 16.6071432226 |
| 2022-07-01 | 16.7711041318 |
| 2022-08-01 | 16.8876970297 |
| 2022-09-01 | 16.9367649479 |
| 2022-10-01 | 17.1664386682 |
| 2022-11-01 | 17.1718710108 |
| 2022-12-01 | 17.3686402779 |
| 2023-01-01 | 17.5461112336 |
| 2023-02-01 | 17.5559793626 |
| 2023-03-01 | 17.5136011383 |
| 2023-04-01 | 17.6703603237 |
| 2023-05-01 | 17.7623781654 |
| 2023-06-01 | 17.8172284566 |
| 2023-07-01 | 17.7785310163 |
| 2023-08-01 | 17.7125788649 |
| 2023-09-01 | 17.7590888996 |
| 2023-10-01 | 17.6730404771 |
| 2023-11-01 | 17.6773117916 |
| 2023-12-01 | 17.6688170602 |
| 2024-01-01 | 17.6287147119 |
| 2024-02-01 | 17.6387486639 |
| 2024-03-01 | 17.5943903153 |
| 2024-04-01 | 17.6496040516 |
| 2024-05-01 | 17.6635234441 |
| 2024-06-01 | 17.8285148792 |
| 2024-07-01 | 17.8926401039 |
| 2024-08-01 | 18.0353794941 |
| 2024-09-01 | 18.0758652862 |
| 2024-10-01 | 18.0782085304 |
| 2024-11-01 | 17.9676733591 |
| 2024-12-01 | 17.9646289323 |
| 2025-01-01 | 18.2187070388 |
| 2025-02-01 | 18.2252036350 |
| 2025-03-01 | 18.2801732712 |
| 2025-04-01 | 18.2417467290 |
| 2025-05-01 | 18.1653073563 |
| 2025-06-01 | 18.0407273507 |
| 2025-07-01 | 17.9032010644 |
| 2025-08-01 | 17.9519112019 |
| 2025-09-01 | 17.9825917622 |
| 2025-10-01 | 18.0796470799 |
| 2025-11-01 | 18.1581411702 |
| 2025-12-01 | 18.1601503637 |
| 2026-01-01 | 18.2154001244 |
| 2026-02-01 | 18.2200541931 |
| 2026-03-01 | 18.3664477679 |
| 2026-04-01 | 18.2361630422 |
| 2026-05-01 | 18.2654200423 |
| 2026-06-01 | 18.2490991870 |
| 2026-07-01 | 18.3141991620 |
| 2026-08-01 | 18.2606040132 |
| 2026-09-01 | 18.2887803008 |