Table Data - All Employees: Wholesale Trade in Kalamazoo-Portage, MI (MSA)
| Title | All Employees: Wholesale Trade in Kalamazoo-Portage, MI (MSA) |
|---|---|
| Series ID | SMU26280204100000001SA |
| 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 10:28 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 | 3.7353900043 |
| 1990-02-01 | 3.7377770987 |
| 1990-03-01 | 3.7764194299 |
| 1990-04-01 | 3.7827948284 |
| 1990-05-01 | 3.8547140313 |
| 1990-06-01 | 3.7867710426 |
| 1990-07-01 | 3.8034359586 |
| 1990-08-01 | 3.9057314395 |
| 1990-09-01 | 3.8161070000 |
| 1990-10-01 | 3.8227270166 |
| 1990-11-01 | 3.7866208014 |
| 1990-12-01 | 3.7902522557 |
| 1991-01-01 | 3.5323933137 |
| 1991-02-01 | 3.5356021950 |
| 1991-03-01 | 3.4803958957 |
| 1991-04-01 | 3.4847770638 |
| 1991-05-01 | 3.4623818793 |
| 1991-06-01 | 3.4887776472 |
| 1991-07-01 | 3.3953034350 |
| 1991-08-01 | 3.4056425039 |
| 1991-09-01 | 3.3136458986 |
| 1991-10-01 | 3.5192594461 |
| 1991-11-01 | 3.3899117591 |
| 1991-12-01 | 3.3932325340 |
| 1992-01-01 | 3.3282369052 |
| 1992-02-01 | 3.3318695756 |
| 1992-03-01 | 3.3874507528 |
| 1992-04-01 | 3.3846377812 |
| 1992-05-01 | 3.3718598757 |
| 1992-06-01 | 3.3851392276 |
| 1992-07-01 | 3.3845191905 |
| 1992-08-01 | 3.4068781074 |
| 1992-09-01 | 3.4153014651 |
| 1992-10-01 | 3.4156515510 |
| 1992-11-01 | 3.4927960966 |
| 1992-12-01 | 3.4924669980 |
| 1993-01-01 | 3.5257143406 |
| 1993-02-01 | 3.5358269526 |
| 1993-03-01 | 3.5955311780 |
| 1993-04-01 | 3.4842844504 |
| 1993-05-01 | 3.4791709624 |
| 1993-06-01 | 3.4813630696 |
| 1993-07-01 | 3.5719804496 |
| 1993-08-01 | 3.5049985008 |
| 1993-09-01 | 3.6205393642 |
| 1993-10-01 | 3.5100202826 |
| 1993-11-01 | 3.4987921419 |
| 1993-12-01 | 3.4891637392 |
| 1994-01-01 | 3.5195177385 |
| 1994-02-01 | 3.4350664577 |
| 1994-03-01 | 3.6100720352 |
| 1994-04-01 | 3.6861706581 |
| 1994-05-01 | 3.6823307036 |
| 1994-06-01 | 3.6778181223 |
| 1994-07-01 | 3.7628242688 |
| 1994-08-01 | 3.7014008211 |
| 1994-09-01 | 3.7212897984 |
| 1994-10-01 | 3.7042714802 |
| 1994-11-01 | 3.7079682309 |
| 1994-12-01 | 3.6796778140 |
| 1995-01-01 | 3.7158110729 |
| 1995-02-01 | 3.7394265658 |
| 1995-03-01 | 3.7278041634 |
| 1995-04-01 | 3.7897058259 |
| 1995-05-01 | 3.7810107216 |
| 1995-06-01 | 3.8751722162 |
| 1995-07-01 | 3.8586581541 |
| 1995-08-01 | 3.8993587644 |
| 1995-09-01 | 3.9188381557 |
| 1995-10-01 | 3.9984778567 |
| 1995-11-01 | 4.0160949554 |
| 1995-12-01 | 4.0680725736 |
| 1996-01-01 | 4.1167302512 |
| 1996-02-01 | 4.0393263831 |
| 1996-03-01 | 4.0463262402 |
| 1996-04-01 | 3.9941652249 |
| 1996-05-01 | 3.9758922133 |
| 1996-06-01 | 3.9743266440 |
| 1996-07-01 | 3.9591752552 |
| 1996-08-01 | 4.0014917949 |
| 1996-09-01 | 3.9114089392 |
| 1996-10-01 | 3.9972798178 |
| 1996-11-01 | 3.9183203160 |
| 1996-12-01 | 3.9615468972 |
| 1997-01-01 | 3.9168922542 |
| 1997-02-01 | 3.9355546689 |
| 1997-03-01 | 3.9520578863 |
| 1997-04-01 | 3.9955906153 |
| 1997-05-01 | 4.0726399893 |
| 1997-06-01 | 3.9758498309 |
| 1997-07-01 | 3.9619362857 |
| 1997-08-01 | 4.1041722902 |
| 1997-09-01 | 4.0062307600 |
| 1997-10-01 | 3.9022035710 |
| 1997-11-01 | 3.9178005420 |
| 1997-12-01 | 3.9593433855 |
| 1998-01-01 | 3.9242584209 |
| 1998-02-01 | 3.9277757797 |
| 1998-03-01 | 3.8448701982 |
| 1998-04-01 | 3.8928611192 |
| 1998-05-01 | 3.8661830884 |
| 1998-06-01 | 3.9835523398 |
| 1998-07-01 | 3.9696282601 |
| 1998-08-01 | 3.9038986905 |
| 1998-09-01 | 4.0026774645 |
| 1998-10-01 | 4.0145098908 |
| 1998-11-01 | 4.0183740883 |
| 1998-12-01 | 3.9652364093 |
| 1999-01-01 | 3.9311702038 |
| 1999-02-01 | 3.9133541767 |
| 1999-03-01 | 3.9308783387 |
| 1999-04-01 | 3.7862870397 |
| 1999-05-01 | 3.8628185367 |
| 1999-06-01 | 3.7863616791 |
| 1999-07-01 | 3.8825894016 |
| 1999-08-01 | 3.8031390357 |
| 1999-09-01 | 3.7031144139 |
| 1999-10-01 | 3.9247076889 |
| 1999-11-01 | 3.9198851479 |
| 1999-12-01 | 3.7809159099 |
| 2000-01-01 | 3.8402775481 |
| 2000-02-01 | 3.7963711655 |
| 2000-03-01 | 3.8088707163 |
| 2000-04-01 | 3.8745678232 |
| 2000-05-01 | 3.8564684457 |
| 2000-06-01 | 3.8841332094 |
| 2000-07-01 | 3.8996091025 |
| 2000-08-01 | 3.9018979339 |
| 2000-09-01 | 3.9105559306 |
| 2000-10-01 | 3.8316582010 |
| 2000-11-01 | 3.9229411255 |
| 2000-12-01 | 3.9971484009 |
| 2001-01-01 | 3.9486894991 |
| 2001-02-01 | 3.9839604623 |
| 2001-03-01 | 3.9873263390 |
| 2001-04-01 | 3.9608486448 |
| 2001-05-01 | 3.9514213209 |
| 2001-06-01 | 3.8770070530 |
| 2001-07-01 | 3.8143189831 |
| 2001-08-01 | 3.8997367305 |
| 2001-09-01 | 3.8185294083 |
| 2001-10-01 | 3.8337308621 |
| 2001-11-01 | 3.8278375728 |
| 2001-12-01 | 3.8103307230 |
| 2002-01-01 | 4.1609503440 |
| 2002-02-01 | 4.1815808077 |
| 2002-03-01 | 4.1692640843 |
| 2002-04-01 | 4.0504531548 |
| 2002-05-01 | 4.0395687069 |
| 2002-06-01 | 4.0683826746 |
| 2002-07-01 | 4.0230651234 |
| 2002-08-01 | 4.0950547044 |
| 2002-09-01 | 4.1283204436 |
| 2002-10-01 | 4.1375671192 |
| 2002-11-01 | 4.1332765972 |
| 2002-12-01 | 4.1194146109 |
| 2003-01-01 | 4.3721966695 |
| 2003-02-01 | 4.2906559858 |
| 2003-03-01 | 4.2601518212 |
| 2003-04-01 | 4.3461816373 |
| 2003-05-01 | 4.4269359015 |
| 2003-06-01 | 4.3537522601 |
| 2003-07-01 | 4.2185008914 |
| 2003-08-01 | 4.1928122098 |
| 2003-09-01 | 4.2295944767 |
| 2003-10-01 | 4.2361980426 |
| 2003-11-01 | 4.2381201212 |
| 2003-12-01 | 4.2255982359 |
| 2004-01-01 | 4.1749962657 |
| 2004-02-01 | 4.2082278783 |
| 2004-03-01 | 4.2609695022 |
| 2004-04-01 | 4.2506973741 |
| 2004-05-01 | 4.2201524007 |
| 2004-06-01 | 4.1495716369 |
| 2004-07-01 | 4.3032242800 |
| 2004-08-01 | 4.1919153470 |
| 2004-09-01 | 4.2283609967 |
| 2004-10-01 | 4.2349375327 |
| 2004-11-01 | 4.2365169166 |
| 2004-12-01 | 4.2257593393 |
| 2005-01-01 | 4.2823219042 |
| 2005-02-01 | 4.2290968788 |
| 2005-03-01 | 4.2660859518 |
| 2005-04-01 | 4.2557669652 |
| 2005-05-01 | 4.3087694066 |
| 2005-06-01 | 4.3480960648 |
| 2005-07-01 | 4.3866158583 |
| 2005-08-01 | 4.3913242056 |
| 2005-09-01 | 4.3220971813 |
| 2005-10-01 | 4.3360103944 |
| 2005-11-01 | 4.3360593346 |
| 2005-12-01 | 4.3218015344 |
| 2006-01-01 | 4.2837750248 |
| 2006-02-01 | 4.2452773306 |
| 2006-03-01 | 4.2777516185 |
| 2006-04-01 | 4.2579300574 |
| 2006-05-01 | 4.2988407611 |
| 2006-06-01 | 4.3528906034 |
| 2006-07-01 | 4.3805409308 |
| 2006-08-01 | 4.3897495325 |
| 2006-09-01 | 4.4178882921 |
| 2006-10-01 | 4.4354100707 |
| 2006-11-01 | 4.4291553759 |
| 2006-12-01 | 4.4137355428 |
| 2007-01-01 | 4.6938334918 |
| 2007-02-01 | 4.6633165993 |
| 2007-03-01 | 4.6905991770 |
| 2007-04-01 | 4.7534813789 |
| 2007-05-01 | 4.7805183487 |
| 2007-06-01 | 4.7513729457 |
| 2007-07-01 | 4.6792084215 |
| 2007-08-01 | 4.7924778546 |
| 2007-09-01 | 4.8142571455 |
| 2007-10-01 | 4.7333433459 |
| 2007-11-01 | 4.8222384061 |
| 2007-12-01 | 4.8075143619 |
| 2008-01-01 | 4.7953266816 |
| 2008-02-01 | 4.8746565837 |
| 2008-03-01 | 4.8090566456 |
| 2008-04-01 | 4.7459826224 |
| 2008-05-01 | 4.7807758642 |
| 2008-06-01 | 4.7464139298 |
| 2008-07-01 | 4.6853766527 |
| 2008-08-01 | 4.8001280093 |
| 2008-09-01 | 4.8129955648 |
| 2008-10-01 | 4.9302160286 |
| 2008-11-01 | 4.8102980530 |
| 2008-12-01 | 4.7971104365 |
| 2009-01-01 | 4.7957279374 |
| 2009-02-01 | 4.7809245713 |
| 2009-03-01 | 4.7188485836 |
| 2009-04-01 | 4.7431014951 |
| 2009-05-01 | 4.6900476280 |
| 2009-06-01 | 4.6412098952 |
| 2009-07-01 | 4.5881902400 |
| 2009-08-01 | 4.6067032257 |
| 2009-09-01 | 4.6135021684 |
| 2009-10-01 | 4.6253547084 |
| 2009-11-01 | 4.6003472369 |
| 2009-12-01 | 4.5917251540 |
| 2010-01-01 | 4.5853529790 |
| 2010-02-01 | 4.5805940096 |
| 2010-03-01 | 4.6250579876 |
| 2010-04-01 | 4.7457936947 |
| 2010-05-01 | 4.8016024303 |
| 2010-06-01 | 4.8278534357 |
| 2010-07-01 | 4.8913920699 |
| 2010-08-01 | 4.8060283548 |
| 2010-09-01 | 4.8157963228 |
| 2010-10-01 | 4.9258965545 |
| 2010-11-01 | 4.9936676226 |
| 2010-12-01 | 4.9888193191 |
| 2011-01-01 | 4.9851783889 |
| 2011-02-01 | 4.9869340088 |
| 2011-03-01 | 5.0267819537 |
| 2011-04-01 | 5.0555734879 |
| 2011-05-01 | 5.0136066941 |
| 2011-06-01 | 5.1116706478 |
| 2011-07-01 | 5.0898852953 |
| 2011-08-01 | 5.1029729347 |
| 2011-09-01 | 5.1185394066 |
| 2011-10-01 | 5.1281075381 |
| 2011-11-01 | 5.0918780614 |
| 2011-12-01 | 5.1912088807 |
| 2012-01-01 | 5.1791241198 |
| 2012-02-01 | 5.1792390072 |
| 2012-03-01 | 5.2213205637 |
| 2012-04-01 | 5.1710826249 |
| 2012-05-01 | 5.1312277020 |
| 2012-06-01 | 5.2037585224 |
| 2012-07-01 | 5.3927358163 |
| 2012-08-01 | 5.3966656874 |
| 2012-09-01 | 5.3147470793 |
| 2012-10-01 | 5.3267815684 |
| 2012-11-01 | 5.3920134290 |
| 2012-12-01 | 5.3960481080 |
| 2013-01-01 | 5.4777253103 |
| 2013-02-01 | 5.5725789654 |
| 2013-03-01 | 5.5104028876 |
| 2013-04-01 | 5.5945484593 |
| 2013-05-01 | 5.6381402280 |
| 2013-06-01 | 5.6937720771 |
| 2013-07-01 | 5.6928703418 |
| 2013-08-01 | 5.7905033825 |
| 2013-09-01 | 5.8097068408 |
| 2013-10-01 | 5.8243387257 |
| 2013-11-01 | 5.8940623874 |
| 2013-12-01 | 5.9025812372 |
| 2014-01-01 | 5.9764913896 |
| 2014-02-01 | 6.0661105288 |
| 2014-03-01 | 6.1020632940 |
| 2014-04-01 | 6.1183969151 |
| 2014-05-01 | 6.1442563296 |
| 2014-06-01 | 6.1893010909 |
| 2014-07-01 | 6.1967032544 |
| 2014-08-01 | 6.1790718325 |
| 2014-09-01 | 6.2014500944 |
| 2014-10-01 | 6.2156102649 |
| 2014-11-01 | 6.1951698821 |
| 2014-12-01 | 6.2069171067 |
| 2015-01-01 | 6.1752702754 |
| 2015-02-01 | 6.1686456379 |
| 2015-03-01 | 6.0991364546 |
| 2015-04-01 | 6.0367900984 |
| 2015-05-01 | 5.9489778297 |
| 2015-06-01 | 5.8952328571 |
| 2015-07-01 | 5.8927549674 |
| 2015-08-01 | 5.8742209180 |
| 2015-09-01 | 5.8961341309 |
| 2015-10-01 | 5.9115194149 |
| 2015-11-01 | 5.9007132733 |
| 2015-12-01 | 5.8019854754 |
| 2016-01-01 | 5.7636659074 |
| 2016-02-01 | 5.7716719587 |
| 2016-03-01 | 5.6984243843 |
| 2016-04-01 | 5.8469857936 |
| 2016-05-01 | 5.9535361375 |
| 2016-06-01 | 5.9973816463 |
| 2016-07-01 | 5.9844278862 |
| 2016-08-01 | 5.9635321144 |
| 2016-09-01 | 5.9935140771 |
| 2016-10-01 | 6.0117229826 |
| 2016-11-01 | 6.0099087925 |
| 2016-12-01 | 5.9944491508 |
| 2017-01-01 | 6.1617822417 |
| 2017-02-01 | 6.1880730269 |
| 2017-03-01 | 6.2029969440 |
| 2017-04-01 | 6.1535295060 |
| 2017-05-01 | 6.1536266899 |
| 2017-06-01 | 6.0939965030 |
| 2017-07-01 | 6.1696054831 |
| 2017-08-01 | 6.2524701125 |
| 2017-09-01 | 6.1966600976 |
| 2017-10-01 | 6.3214623479 |
| 2017-11-01 | 6.2270033224 |
| 2017-12-01 | 6.2873570083 |
| 2018-01-01 | 5.9502408946 |
| 2018-02-01 | 6.0891841575 |
| 2018-03-01 | 6.1109137388 |
| 2018-04-01 | 6.1448056013 |
| 2018-05-01 | 6.1549604296 |
| 2018-06-01 | 6.1967275358 |
| 2018-07-01 | 6.1559787083 |
| 2018-08-01 | 6.1395127421 |
| 2018-09-01 | 6.2054359909 |
| 2018-10-01 | 6.1305074496 |
| 2018-11-01 | 6.1435151405 |
| 2018-12-01 | 6.1923696664 |
| 2019-01-01 | 6.1466462876 |
| 2019-02-01 | 6.0831024703 |
| 2019-03-01 | 6.1214793359 |
| 2019-04-01 | 6.0223088292 |
| 2019-05-01 | 6.0541512311 |
| 2019-06-01 | 6.0001629985 |
| 2019-07-01 | 6.0443007232 |
| 2019-08-01 | 6.0345514394 |
| 2019-09-01 | 6.0140307446 |
| 2019-10-01 | 6.0405104823 |
| 2019-11-01 | 6.0666820030 |
| 2019-12-01 | 6.1026599818 |
| 2020-01-01 | 6.1454929293 |
| 2020-02-01 | 6.1668873058 |
| 2020-03-01 | 6.1241074255 |
| 2020-04-01 | 5.0996981387 |
| 2020-05-01 | 5.0555298716 |
| 2020-06-01 | 5.1193150507 |
| 2020-07-01 | 5.4443119206 |
| 2020-08-01 | 5.4398833336 |
| 2020-09-01 | 5.4170850023 |
| 2020-10-01 | 5.4423423040 |
| 2020-11-01 | 5.4764134372 |
| 2020-12-01 | 5.4202956457 |
| 2021-01-01 | 5.2437641832 |
| 2021-02-01 | 5.3389442993 |
| 2021-03-01 | 5.3226426728 |
| 2021-04-01 | 5.3800556668 |
| 2021-05-01 | 5.3406587088 |
| 2021-06-01 | 5.3135197483 |
| 2021-07-01 | 5.3478638556 |
| 2021-08-01 | 5.3489152131 |
| 2021-09-01 | 5.3179765251 |
| 2021-10-01 | 5.3441341390 |
| 2021-11-01 | 5.2885195378 |
| 2021-12-01 | 5.3342175816 |
| 2022-01-01 | 5.4497209328 |
| 2022-02-01 | 5.4215683570 |
| 2022-03-01 | 5.4192807135 |
| 2022-04-01 | 5.4695234911 |
| 2022-05-01 | 5.4241377717 |
| 2022-06-01 | 5.4138565434 |
| 2022-07-01 | 5.4541351418 |
| 2022-08-01 | 5.4593577629 |
| 2022-09-01 | 5.5175950896 |
| 2022-10-01 | 5.3438154956 |
| 2022-11-01 | 5.3936868389 |
| 2022-12-01 | 5.4462737197 |
| 2023-01-01 | 5.4502876879 |
| 2023-02-01 | 5.5094421467 |
| 2023-03-01 | 5.5175409551 |
| 2023-04-01 | 5.4640906409 |
| 2023-05-01 | 5.5134539437 |
| 2023-06-01 | 5.5153330326 |
| 2023-07-01 | 5.4623985053 |
| 2023-08-01 | 5.4718635910 |
| 2023-09-01 | 5.5172442822 |
| 2023-10-01 | 5.4420231006 |
| 2023-11-01 | 5.4913152338 |
| 2023-12-01 | 5.4444512012 |
| 2024-01-01 | 5.4483176551 |
| 2024-02-01 | 5.5061153385 |
| 2024-03-01 | 5.5121526169 |
| 2024-04-01 | 5.5685936779 |
| 2024-05-01 | 5.6074759543 |
| 2024-06-01 | 5.6205712534 |
| 2024-07-01 | 5.5679652542 |
| 2024-08-01 | 5.5818248588 |
| 2024-09-01 | 5.6180855717 |
| 2024-10-01 | 5.6414045370 |
| 2024-11-01 | 5.5794804708 |
| 2024-12-01 | 5.6401975090 |
| 2025-01-01 | 5.6460941082 |
| 2025-02-01 | 5.5067538331 |
| 2025-03-01 | 5.6116147739 |
| 2025-04-01 | 5.5723396472 |
| 2025-05-01 | 5.6111103254 |
| 2025-06-01 | 5.5276216810 |
| 2025-07-01 | 5.6715637992 |
| 2025-08-01 | 5.5873805444 |
| 2025-09-01 | 5.6227683475 |
| 2025-10-01 | 5.6365641911 |
| 2025-11-01 | 5.6680787197 |
| 2025-12-01 | 5.6293955734 |
| 2026-01-01 | 5.6422319559 |
| 2026-02-01 | 5.6124178739 |
| 2026-03-01 | 5.5114987634 |
| 2026-04-01 | 5.5763219354 |
| 2026-05-01 | 5.5169651992 |
| 2026-06-01 | 5.5337944899 |
| 2026-07-01 | 5.5716637297 |
| 2026-08-01 | 5.5894569939 |
| 2026-09-01 | 5.5264073655 |