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 2026-08-01 |
| Last Updated | 2026-09-18 11:17 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 | 3.7353928044 |
| 1990-02-01 | 3.7377791828 |
| 1990-03-01 | 3.7764209498 |
| 1990-04-01 | 3.7827956450 |
| 1990-05-01 | 3.8547143473 |
| 1990-06-01 | 3.7867712837 |
| 1990-07-01 | 3.8034355556 |
| 1990-08-01 | 3.9057306749 |
| 1990-09-01 | 3.8161061606 |
| 1990-10-01 | 3.8227257969 |
| 1990-11-01 | 3.7866189524 |
| 1990-12-01 | 3.7902498702 |
| 1991-01-01 | 3.5323956763 |
| 1991-02-01 | 3.5356040058 |
| 1991-03-01 | 3.4803971898 |
| 1991-04-01 | 3.4847778494 |
| 1991-05-01 | 3.4623821295 |
| 1991-06-01 | 3.4887778223 |
| 1991-07-01 | 3.3953031121 |
| 1991-08-01 | 3.4056419254 |
| 1991-09-01 | 3.3136452682 |
| 1991-10-01 | 3.5192584905 |
| 1991-11-01 | 3.3899103368 |
| 1991-12-01 | 3.3932306901 |
| 1992-01-01 | 3.3282386964 |
| 1992-02-01 | 3.3318709957 |
| 1992-03-01 | 3.3874518077 |
| 1992-04-01 | 3.3846385086 |
| 1992-05-01 | 3.3718600474 |
| 1992-06-01 | 3.3851393324 |
| 1992-07-01 | 3.3845188868 |
| 1992-08-01 | 3.4068776105 |
| 1992-09-01 | 3.4153009512 |
| 1992-10-01 | 3.4156508958 |
| 1992-11-01 | 3.4927951111 |
| 1992-12-01 | 3.4924658175 |
| 1993-01-01 | 3.5257154551 |
| 1993-02-01 | 3.5358279634 |
| 1993-03-01 | 3.5955319484 |
| 1993-04-01 | 3.4842851293 |
| 1993-05-01 | 3.4791710725 |
| 1993-06-01 | 3.4813631011 |
| 1993-07-01 | 3.5719801909 |
| 1993-08-01 | 3.5049981337 |
| 1993-09-01 | 3.6205389797 |
| 1993-10-01 | 3.5100198732 |
| 1993-11-01 | 3.4987916129 |
| 1993-12-01 | 3.4891631815 |
| 1994-01-01 | 3.5195182177 |
| 1994-02-01 | 3.4350669896 |
| 1994-03-01 | 3.6100724957 |
| 1994-04-01 | 3.6861711919 |
| 1994-05-01 | 3.6823307429 |
| 1994-06-01 | 3.6778180929 |
| 1994-07-01 | 3.7628240891 |
| 1994-08-01 | 3.7014005727 |
| 1994-09-01 | 3.7212895567 |
| 1994-10-01 | 3.7042712889 |
| 1994-11-01 | 3.7079680668 |
| 1994-12-01 | 3.6796777392 |
| 1995-01-01 | 3.7158110747 |
| 1995-02-01 | 3.7394267728 |
| 1995-03-01 | 3.7278043459 |
| 1995-04-01 | 3.7897062360 |
| 1995-05-01 | 3.7810107239 |
| 1995-06-01 | 3.8751721632 |
| 1995-07-01 | 3.8586580631 |
| 1995-08-01 | 3.8993586533 |
| 1995-09-01 | 3.9188380274 |
| 1995-10-01 | 3.9984777602 |
| 1995-11-01 | 4.0160949069 |
| 1995-12-01 | 4.0680725500 |
| 1996-01-01 | 4.1167302372 |
| 1996-02-01 | 4.0393264894 |
| 1996-03-01 | 4.0463263003 |
| 1996-04-01 | 3.9941654663 |
| 1996-05-01 | 3.9758921871 |
| 1996-06-01 | 3.9743266084 |
| 1996-07-01 | 3.9591751993 |
| 1996-08-01 | 4.0014917382 |
| 1996-09-01 | 3.9114088929 |
| 1996-10-01 | 3.9972797791 |
| 1996-11-01 | 3.9183203135 |
| 1996-12-01 | 3.9615468962 |
| 1997-01-01 | 3.9168922457 |
| 1997-02-01 | 3.9355547181 |
| 1997-03-01 | 3.9520578879 |
| 1997-04-01 | 3.9955907333 |
| 1997-05-01 | 4.0726399743 |
| 1997-06-01 | 3.9758498185 |
| 1997-07-01 | 3.9619362458 |
| 1997-08-01 | 4.1041722560 |
| 1997-09-01 | 4.0062307509 |
| 1997-10-01 | 3.9022035490 |
| 1997-11-01 | 3.9178005534 |
| 1997-12-01 | 3.9593433940 |
| 1998-01-01 | 3.9242584257 |
| 1998-02-01 | 3.9277757924 |
| 1998-03-01 | 3.8448702134 |
| 1998-04-01 | 3.8928611286 |
| 1998-05-01 | 3.8661830855 |
| 1998-06-01 | 3.9835523364 |
| 1998-07-01 | 3.9696282546 |
| 1998-08-01 | 3.9038986653 |
| 1998-09-01 | 4.0026774641 |
| 1998-10-01 | 4.0145098854 |
| 1998-11-01 | 4.0183741105 |
| 1998-12-01 | 3.9652364259 |
| 1999-01-01 | 3.9311701933 |
| 1999-02-01 | 3.9133541776 |
| 1999-03-01 | 3.9308783414 |
| 1999-04-01 | 3.7862870350 |
| 1999-05-01 | 3.8628185272 |
| 1999-06-01 | 3.7863616736 |
| 1999-07-01 | 3.8825894017 |
| 1999-08-01 | 3.8031390202 |
| 1999-09-01 | 3.7031144196 |
| 1999-10-01 | 3.9247076983 |
| 1999-11-01 | 3.9198851750 |
| 1999-12-01 | 3.7809159429 |
| 2000-01-01 | 3.8402775210 |
| 2000-02-01 | 3.7963711576 |
| 2000-03-01 | 3.8088707101 |
| 2000-04-01 | 3.8745678092 |
| 2000-05-01 | 3.8564684326 |
| 2000-06-01 | 3.8841332011 |
| 2000-07-01 | 3.8996091062 |
| 2000-08-01 | 3.9018979256 |
| 2000-09-01 | 3.9105559381 |
| 2000-10-01 | 3.8316582195 |
| 2000-11-01 | 3.9229411565 |
| 2000-12-01 | 3.9971484544 |
| 2001-01-01 | 3.9486894528 |
| 2001-02-01 | 3.9839604485 |
| 2001-03-01 | 3.9873263278 |
| 2001-04-01 | 3.9608486246 |
| 2001-05-01 | 3.9514213065 |
| 2001-06-01 | 3.8770070448 |
| 2001-07-01 | 3.8143189881 |
| 2001-08-01 | 3.8997367295 |
| 2001-09-01 | 3.8185294162 |
| 2001-10-01 | 3.8337308809 |
| 2001-11-01 | 3.8278375997 |
| 2001-12-01 | 3.8103307842 |
| 2002-01-01 | 4.1609502909 |
| 2002-02-01 | 4.1815807908 |
| 2002-03-01 | 4.1692640693 |
| 2002-04-01 | 4.0504531326 |
| 2002-05-01 | 4.0395686916 |
| 2002-06-01 | 4.0683826672 |
| 2002-07-01 | 4.0230651306 |
| 2002-08-01 | 4.0950547072 |
| 2002-09-01 | 4.1283204515 |
| 2002-10-01 | 4.1375671370 |
| 2002-11-01 | 4.1332766222 |
| 2002-12-01 | 4.1194146768 |
| 2003-01-01 | 4.3721966136 |
| 2003-02-01 | 4.2906559692 |
| 2003-03-01 | 4.2601518073 |
| 2003-04-01 | 4.3461816152 |
| 2003-05-01 | 4.4269358874 |
| 2003-06-01 | 4.3537522566 |
| 2003-07-01 | 4.2185008988 |
| 2003-08-01 | 4.1928122138 |
| 2003-09-01 | 4.2295944837 |
| 2003-10-01 | 4.2361980551 |
| 2003-11-01 | 4.2381201359 |
| 2003-12-01 | 4.2255982924 |
| 2004-01-01 | 4.1749962259 |
| 2004-02-01 | 4.2082278652 |
| 2004-03-01 | 4.2609694908 |
| 2004-04-01 | 4.2506973582 |
| 2004-05-01 | 4.2201523912 |
| 2004-06-01 | 4.1495716362 |
| 2004-07-01 | 4.3032242861 |
| 2004-08-01 | 4.1919153507 |
| 2004-09-01 | 4.2283610016 |
| 2004-10-01 | 4.2349375394 |
| 2004-11-01 | 4.2365169246 |
| 2004-12-01 | 4.2257593735 |
| 2005-01-01 | 4.2823218817 |
| 2005-02-01 | 4.2290968696 |
| 2005-03-01 | 4.2660859446 |
| 2005-04-01 | 4.2557669558 |
| 2005-05-01 | 4.3087694011 |
| 2005-06-01 | 4.3480960665 |
| 2005-07-01 | 4.3866158613 |
| 2005-08-01 | 4.3913242086 |
| 2005-09-01 | 4.3220971845 |
| 2005-10-01 | 4.3360103975 |
| 2005-11-01 | 4.3360593364 |
| 2005-12-01 | 4.3218015471 |
| 2006-01-01 | 4.2837750206 |
| 2006-02-01 | 4.2452773251 |
| 2006-03-01 | 4.2777516148 |
| 2006-04-01 | 4.2579300535 |
| 2006-05-01 | 4.2988407580 |
| 2006-06-01 | 4.3528906039 |
| 2006-07-01 | 4.3805409318 |
| 2006-08-01 | 4.3897495339 |
| 2006-09-01 | 4.4178882945 |
| 2006-10-01 | 4.4354100740 |
| 2006-11-01 | 4.4291553794 |
| 2006-12-01 | 4.4137355454 |
| 2007-01-01 | 4.6938334927 |
| 2007-02-01 | 4.6633165939 |
| 2007-03-01 | 4.6905991718 |
| 2007-04-01 | 4.7534813702 |
| 2007-05-01 | 4.7805183399 |
| 2007-06-01 | 4.7513729421 |
| 2007-07-01 | 4.6792084172 |
| 2007-08-01 | 4.7924778615 |
| 2007-09-01 | 4.8142571861 |
| 2007-10-01 | 4.7333433705 |
| 2007-11-01 | 4.8222384208 |
| 2007-12-01 | 4.8075143586 |
| 2008-01-01 | 4.7953266600 |
| 2008-02-01 | 4.8746565443 |
| 2008-03-01 | 4.8090566048 |
| 2008-04-01 | 4.7459825863 |
| 2008-05-01 | 4.7807758437 |
| 2008-06-01 | 4.7464139329 |
| 2008-07-01 | 4.6853766679 |
| 2008-08-01 | 4.8001280606 |
| 2008-09-01 | 4.8129956887 |
| 2008-10-01 | 4.9302161164 |
| 2008-11-01 | 4.8102980948 |
| 2008-12-01 | 4.7971104103 |
| 2009-01-01 | 4.7957278476 |
| 2009-02-01 | 4.7809244387 |
| 2009-03-01 | 4.7188484541 |
| 2009-04-01 | 4.7431013973 |
| 2009-05-01 | 4.6900475911 |
| 2009-06-01 | 4.6412098942 |
| 2009-07-01 | 4.5881903060 |
| 2009-08-01 | 4.6067033914 |
| 2009-09-01 | 4.6135023904 |
| 2009-10-01 | 4.6253548907 |
| 2009-11-01 | 4.6003474128 |
| 2009-12-01 | 4.5917253089 |
| 2010-01-01 | 4.5853531139 |
| 2010-02-01 | 4.5805925321 |
| 2010-03-01 | 4.6250580607 |
| 2010-04-01 | 4.7457937430 |
| 2010-05-01 | 4.8016024679 |
| 2010-06-01 | 4.8278534337 |
| 2010-07-01 | 4.8913921883 |
| 2010-08-01 | 4.8060286351 |
| 2010-09-01 | 4.8157966400 |
| 2010-10-01 | 4.9258969008 |
| 2010-11-01 | 4.9936680332 |
| 2010-12-01 | 4.9888197450 |
| 2011-01-01 | 4.9851787968 |
| 2011-02-01 | 4.9869309004 |
| 2011-03-01 | 5.0267821824 |
| 2011-04-01 | 5.0555736224 |
| 2011-05-01 | 5.0136067356 |
| 2011-06-01 | 5.1116706134 |
| 2011-07-01 | 5.0898855040 |
| 2011-08-01 | 5.1029734371 |
| 2011-09-01 | 5.1185399317 |
| 2011-10-01 | 5.1281081174 |
| 2011-11-01 | 5.0918786958 |
| 2011-12-01 | 5.1912095106 |
| 2012-01-01 | 5.1791246829 |
| 2012-02-01 | 5.1792341054 |
| 2012-03-01 | 5.2213209085 |
| 2012-04-01 | 5.1710829533 |
| 2012-05-01 | 5.1312278527 |
| 2012-06-01 | 5.2037586082 |
| 2012-07-01 | 5.3927363515 |
| 2012-08-01 | 5.3966664008 |
| 2012-09-01 | 5.3147472220 |
| 2012-10-01 | 5.3267810584 |
| 2012-11-01 | 5.3920191117 |
| 2012-12-01 | 5.3960466438 |
| 2013-01-01 | 5.4777237665 |
| 2013-02-01 | 5.5725719270 |
| 2013-03-01 | 5.5104046819 |
| 2013-04-01 | 5.5945482266 |
| 2013-05-01 | 5.6381401944 |
| 2013-06-01 | 5.6937726160 |
| 2013-07-01 | 5.6928719914 |
| 2013-08-01 | 5.7905052989 |
| 2013-09-01 | 5.8097080667 |
| 2013-10-01 | 5.8243390307 |
| 2013-11-01 | 5.8940765031 |
| 2013-12-01 | 5.9025646773 |
| 2014-01-01 | 5.9764893690 |
| 2014-02-01 | 6.0661023690 |
| 2014-03-01 | 6.1020676290 |
| 2014-04-01 | 6.1183962907 |
| 2014-05-01 | 6.1442561793 |
| 2014-06-01 | 6.1893049791 |
| 2014-07-01 | 6.1967058579 |
| 2014-08-01 | 6.1790752003 |
| 2014-09-01 | 6.2014529709 |
| 2014-10-01 | 6.2156127107 |
| 2014-11-01 | 6.1951948311 |
| 2014-12-01 | 6.2068848554 |
| 2015-01-01 | 6.1752520894 |
| 2015-02-01 | 6.1686413620 |
| 2015-03-01 | 6.0991450893 |
| 2015-04-01 | 6.0367906135 |
| 2015-05-01 | 5.9489792976 |
| 2015-06-01 | 5.8952418851 |
| 2015-07-01 | 5.8927599755 |
| 2015-08-01 | 5.8742265412 |
| 2015-09-01 | 5.8961390924 |
| 2015-10-01 | 5.9115237144 |
| 2015-11-01 | 5.9007384184 |
| 2015-12-01 | 5.8019400658 |
| 2016-01-01 | 5.7636325425 |
| 2016-02-01 | 5.7716710031 |
| 2016-03-01 | 5.6984343514 |
| 2016-04-01 | 5.8469896838 |
| 2016-05-01 | 5.9535440659 |
| 2016-06-01 | 5.9974024845 |
| 2016-07-01 | 5.9844418670 |
| 2016-08-01 | 5.9635442253 |
| 2016-09-01 | 5.9935203691 |
| 2016-10-01 | 6.0117222851 |
| 2016-11-01 | 6.0099239974 |
| 2016-12-01 | 5.9943880392 |
| 2017-01-01 | 6.1617169250 |
| 2017-02-01 | 6.1880680797 |
| 2017-03-01 | 6.2030087934 |
| 2017-04-01 | 6.1535424612 |
| 2017-05-01 | 6.1536545437 |
| 2017-06-01 | 6.0940457103 |
| 2017-07-01 | 6.1696405443 |
| 2017-08-01 | 6.2525020463 |
| 2017-09-01 | 6.1966794322 |
| 2017-10-01 | 6.3214657468 |
| 2017-11-01 | 6.2269127925 |
| 2017-12-01 | 6.2872857173 |
| 2018-01-01 | 5.9501369780 |
| 2018-02-01 | 6.0891788190 |
| 2018-03-01 | 6.1109294443 |
| 2018-04-01 | 6.1448549034 |
| 2018-05-01 | 6.1550169166 |
| 2018-06-01 | 6.1968165009 |
| 2018-07-01 | 6.1560468129 |
| 2018-08-01 | 6.1395817934 |
| 2018-09-01 | 6.2054936287 |
| 2018-10-01 | 6.1305515421 |
| 2018-11-01 | 6.1431492566 |
| 2018-12-01 | 6.1923638464 |
| 2019-01-01 | 6.1463831374 |
| 2019-02-01 | 6.0831433180 |
| 2019-03-01 | 6.1215323666 |
| 2019-04-01 | 6.0224145132 |
| 2019-05-01 | 6.0542478043 |
| 2019-06-01 | 6.0002952551 |
| 2019-07-01 | 6.0444142444 |
| 2019-08-01 | 6.0346816254 |
| 2019-09-01 | 6.0141419242 |
| 2019-10-01 | 6.0405936830 |
| 2019-11-01 | 6.0658752597 |
| 2019-12-01 | 6.1027611205 |
| 2020-01-01 | 6.1451124217 |
| 2020-02-01 | 6.1669761551 |
| 2020-03-01 | 6.1241920231 |
| 2020-04-01 | 5.0998361574 |
| 2020-05-01 | 5.0556494210 |
| 2020-06-01 | 5.1194760424 |
| 2020-07-01 | 5.4444789069 |
| 2020-08-01 | 5.4400734962 |
| 2020-09-01 | 5.4172365633 |
| 2020-10-01 | 5.4424324124 |
| 2020-11-01 | 5.4753268444 |
| 2020-12-01 | 5.4204177554 |
| 2021-01-01 | 5.2432972529 |
| 2021-02-01 | 5.3389930804 |
| 2021-03-01 | 5.3227155132 |
| 2021-04-01 | 5.3802662271 |
| 2021-05-01 | 5.3409160266 |
| 2021-06-01 | 5.3138530704 |
| 2021-07-01 | 5.3481890706 |
| 2021-08-01 | 5.3492086564 |
| 2021-09-01 | 5.3181250752 |
| 2021-10-01 | 5.3441056296 |
| 2021-11-01 | 5.2871424273 |
| 2021-12-01 | 5.3341906923 |
| 2022-01-01 | 5.4490872292 |
| 2022-02-01 | 5.4214550355 |
| 2022-03-01 | 5.4193205886 |
| 2022-04-01 | 5.4698151687 |
| 2022-05-01 | 5.4245428748 |
| 2022-06-01 | 5.4144423264 |
| 2022-07-01 | 5.4557363529 |
| 2022-08-01 | 5.4595380829 |
| 2022-09-01 | 5.5174498800 |
| 2022-10-01 | 5.3433681380 |
| 2022-11-01 | 5.3918909571 |
| 2022-12-01 | 5.4457949573 |
| 2023-01-01 | 5.4493016585 |
| 2023-02-01 | 5.5089813063 |
| 2023-03-01 | 5.5175520450 |
| 2023-04-01 | 5.4644961191 |
| 2023-05-01 | 5.5142311181 |
| 2023-06-01 | 5.5166894657 |
| 2023-07-01 | 5.4662107550 |
| 2023-08-01 | 5.4733776928 |
| 2023-09-01 | 5.5145153353 |
| 2023-10-01 | 5.4405164282 |
| 2023-11-01 | 5.4889588115 |
| 2023-12-01 | 5.4433701475 |
| 2024-01-01 | 5.4470753214 |
| 2024-02-01 | 5.5053569713 |
| 2024-03-01 | 5.5122440936 |
| 2024-04-01 | 5.5692666715 |
| 2024-05-01 | 5.6088315456 |
| 2024-06-01 | 5.6230065001 |
| 2024-07-01 | 5.5745340051 |
| 2024-08-01 | 5.5852095485 |
| 2024-09-01 | 5.6114924634 |
| 2024-10-01 | 5.6385705684 |
| 2024-11-01 | 5.5766414792 |
| 2024-12-01 | 5.6384020652 |
| 2025-01-01 | 5.6445388426 |
| 2025-02-01 | 5.5057474984 |
| 2025-03-01 | 5.6118617359 |
| 2025-04-01 | 5.5733563328 |
| 2025-05-01 | 5.6131964891 |
| 2025-06-01 | 5.5312661719 |
| 2025-07-01 | 5.6805340362 |
| 2025-08-01 | 5.5933082968 |
| 2025-09-01 | 5.6112458088 |
| 2025-10-01 | 5.6325563519 |
| 2025-11-01 | 5.6648335670 |
| 2025-12-01 | 5.6271494521 |
| 2026-01-01 | 5.6405938286 |
| 2026-02-01 | 5.6113687193 |
| 2026-03-01 | 5.5119885451 |
| 2026-04-01 | 5.5777131322 |
| 2026-05-01 | 5.5195805800 |
| 2026-06-01 | 5.5383337149 |
| 2026-07-01 | 5.5823213896 |
| 2026-08-01 | 5.5968458421 |