Table Data - All Employees: Education and Health Services: Private Education and Health Services in Kalamazoo-Portage, MI (MSA)
| Title | All Employees: Education and Health Services: Private Education and Health Services in Kalamazoo-Portage, MI (MSA) |
|---|---|
| Series ID | KALA026EDUH |
| Source | U.S. Bureau of Labor Statistics |
| Release | State Employment and Unemployment |
| Seasonal Adjustment | Seasonally Adjusted |
| Frequency | Monthly |
| Units | Thousands of Persons |
| Date Range | 1990-01-01 to 2026-05-01 |
| Last Updated | 2026-06-24 9:59 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 | 13.5610122919703 |
| 1990-02-01 | 13.6426068584796 |
| 1990-03-01 | 13.6532246781376 |
| 1990-04-01 | 13.8257868545290 |
| 1990-05-01 | 13.8203559118710 |
| 1990-06-01 | 13.8196933357577 |
| 1990-07-01 | 13.8118057133896 |
| 1990-08-01 | 13.8356489304426 |
| 1990-09-01 | 14.1022390789140 |
| 1990-10-01 | 14.3839445190245 |
| 1990-11-01 | 14.2800036230843 |
| 1990-12-01 | 14.4512053825757 |
| 1991-01-01 | 13.9625244017069 |
| 1991-02-01 | 14.1449552660852 |
| 1991-03-01 | 14.1538705248428 |
| 1991-04-01 | 14.3249111533669 |
| 1991-05-01 | 14.1175901997234 |
| 1991-06-01 | 14.1137641049915 |
| 1991-07-01 | 14.0061060643851 |
| 1991-08-01 | 14.0406385082088 |
| 1991-09-01 | 14.0089915593630 |
| 1991-10-01 | 13.9973688867086 |
| 1991-11-01 | 13.8967946501101 |
| 1991-12-01 | 13.9500059673827 |
| 1992-01-01 | 14.0550356304191 |
| 1992-02-01 | 14.1454840162545 |
| 1992-03-01 | 14.1499216851549 |
| 1992-04-01 | 14.1282064906129 |
| 1992-05-01 | 14.2124393915432 |
| 1992-06-01 | 14.3043801419820 |
| 1992-07-01 | 14.4865674648033 |
| 1992-08-01 | 14.4454603481323 |
| 1992-09-01 | 14.5175812984274 |
| 1992-10-01 | 14.5137540559072 |
| 1992-11-01 | 14.6114636584811 |
| 1992-12-01 | 14.5448023226279 |
| 1993-01-01 | 15.0538937326271 |
| 1993-02-01 | 15.0440171265247 |
| 1993-03-01 | 15.1547583918176 |
| 1993-04-01 | 15.0308733538571 |
| 1993-05-01 | 15.1029541687009 |
| 1993-06-01 | 15.0902408731505 |
| 1993-07-01 | 15.0585497718838 |
| 1993-08-01 | 15.1485006254723 |
| 1993-09-01 | 15.1232810227496 |
| 1993-10-01 | 15.3379726487955 |
| 1993-11-01 | 15.3278759046299 |
| 1993-12-01 | 15.4320508463404 |
| 1994-01-01 | 15.5619867893365 |
| 1994-02-01 | 15.6552387924821 |
| 1994-03-01 | 15.6630359083279 |
| 1994-04-01 | 15.8303285068145 |
| 1994-05-01 | 15.7834469142693 |
| 1994-06-01 | 15.8681325260954 |
| 1994-07-01 | 16.0443791080825 |
| 1994-08-01 | 15.8343360749377 |
| 1994-09-01 | 15.9272341214895 |
| 1994-10-01 | 15.8449390385309 |
| 1994-11-01 | 15.7590757592616 |
| 1994-12-01 | 16.0158745059555 |
| 1995-01-01 | 16.0907975011071 |
| 1995-02-01 | 15.9752010244553 |
| 1995-03-01 | 16.0905138339130 |
| 1995-04-01 | 15.8109995354661 |
| 1995-05-01 | 15.7585575760787 |
| 1995-06-01 | 15.6446853268434 |
| 1995-07-01 | 15.7335155150030 |
| 1995-08-01 | 15.6196506809026 |
| 1995-09-01 | 15.6246545903006 |
| 1995-10-01 | 15.4437995547362 |
| 1995-11-01 | 15.5837094477222 |
| 1995-12-01 | 15.4062387114160 |
| 1996-01-01 | 15.6229142135115 |
| 1996-02-01 | 15.6954178133285 |
| 1996-03-01 | 15.7062630364975 |
| 1996-04-01 | 15.6925699669595 |
| 1996-05-01 | 15.7437159909049 |
| 1996-06-01 | 15.7350557943252 |
| 1996-07-01 | 15.6355916656823 |
| 1996-08-01 | 15.6030321579908 |
| 1996-09-01 | 15.5287913031866 |
| 1996-10-01 | 15.4110067988858 |
| 1996-11-01 | 15.3923373252240 |
| 1996-12-01 | 15.3991702765389 |
| 1997-01-01 | 15.3613438948075 |
| 1997-02-01 | 15.3097000624158 |
| 1997-03-01 | 15.3021922735282 |
| 1997-04-01 | 15.3885416419478 |
| 1997-05-01 | 15.4390862064979 |
| 1997-06-01 | 15.5368040116507 |
| 1997-07-01 | 15.4473543757331 |
| 1997-08-01 | 15.7030809071655 |
| 1997-09-01 | 15.6291742977490 |
| 1997-10-01 | 15.6726912291967 |
| 1997-11-01 | 15.4718798625552 |
| 1997-12-01 | 15.5945166201674 |
| 1998-01-01 | 15.1924285081204 |
| 1998-02-01 | 15.2108240372877 |
| 1998-03-01 | 15.2826109433998 |
| 1998-04-01 | 15.5928354072812 |
| 1998-05-01 | 15.6486534590255 |
| 1998-06-01 | 15.6586452761954 |
| 1998-07-01 | 15.0673182499048 |
| 1998-08-01 | 14.9133338766717 |
| 1998-09-01 | 14.9348295051861 |
| 1998-10-01 | 14.9345555675802 |
| 1998-11-01 | 14.9422200940346 |
| 1998-12-01 | 15.0024386628997 |
| 1999-01-01 | 15.1060257268681 |
| 1999-02-01 | 15.3079135188872 |
| 1999-03-01 | 15.3562894041584 |
| 1999-04-01 | 15.3954194697401 |
| 1999-05-01 | 15.3547528227892 |
| 1999-06-01 | 15.3746024664575 |
| 1999-07-01 | 15.9012030815699 |
| 1999-08-01 | 15.7541836228847 |
| 1999-09-01 | 15.7459115041922 |
| 1999-10-01 | 16.1042652959022 |
| 1999-11-01 | 16.1848948799611 |
| 1999-12-01 | 16.2013582727142 |
| 2000-01-01 | 16.2158056648541 |
| 2000-02-01 | 16.1888909467193 |
| 2000-03-01 | 16.4245890182573 |
| 2000-04-01 | 16.1954426587200 |
| 2000-05-01 | 16.3551592697622 |
| 2000-06-01 | 16.3871969617295 |
| 2000-07-01 | 16.3338447082551 |
| 2000-08-01 | 16.5027915589579 |
| 2000-09-01 | 16.6645857210302 |
| 2000-10-01 | 16.5084703429419 |
| 2000-11-01 | 16.5553694797690 |
| 2000-12-01 | 16.8096544243981 |
| 2001-01-01 | 16.3928522279496 |
| 2001-02-01 | 16.4622764018980 |
| 2001-03-01 | 16.2806418791980 |
| 2001-04-01 | 16.3938201639880 |
| 2001-05-01 | 16.3425681358290 |
| 2001-06-01 | 16.3804956344167 |
| 2001-07-01 | 16.7776092798164 |
| 2001-08-01 | 16.7433226502787 |
| 2001-09-01 | 16.8607047743188 |
| 2001-10-01 | 17.0550848479053 |
| 2001-11-01 | 17.1559195678077 |
| 2001-12-01 | 17.1198814432866 |
| 2002-01-01 | 17.3755048774452 |
| 2002-02-01 | 17.3262400055815 |
| 2002-03-01 | 17.4380820532666 |
| 2002-04-01 | 18.1761210839898 |
| 2002-05-01 | 18.2176289991544 |
| 2002-06-01 | 18.3672977332404 |
| 2002-07-01 | 18.0276146413288 |
| 2002-08-01 | 17.8821070948007 |
| 2002-09-01 | 17.9447227858382 |
| 2002-10-01 | 18.3096592984937 |
| 2002-11-01 | 18.4806573823792 |
| 2002-12-01 | 18.4162550154866 |
| 2003-01-01 | 18.2565541711405 |
| 2003-02-01 | 18.3069355558469 |
| 2003-03-01 | 18.3037197820599 |
| 2003-04-01 | 18.3465436422850 |
| 2003-05-01 | 18.4918365507767 |
| 2003-06-01 | 18.5484792735178 |
| 2003-07-01 | 18.4618445309399 |
| 2003-08-01 | 18.5151008194002 |
| 2003-09-01 | 18.5154344092523 |
| 2003-10-01 | 18.3737687824398 |
| 2003-11-01 | 18.6305168876242 |
| 2003-12-01 | 18.9057521921861 |
| 2004-01-01 | 19.3526955892433 |
| 2004-02-01 | 19.3841839270342 |
| 2004-03-01 | 19.4700778751555 |
| 2004-04-01 | 19.5143650993031 |
| 2004-05-01 | 19.2794848352185 |
| 2004-06-01 | 19.5465556726382 |
| 2004-07-01 | 19.9949327911020 |
| 2004-08-01 | 19.7481923021418 |
| 2004-09-01 | 19.6934091336008 |
| 2004-10-01 | 19.4065854167070 |
| 2004-11-01 | 19.4689787292563 |
| 2004-12-01 | 19.4813698373977 |
| 2005-01-01 | 19.6398137163333 |
| 2005-02-01 | 19.7736386905818 |
| 2005-03-01 | 19.9501484103981 |
| 2005-04-01 | 19.8996257801683 |
| 2005-05-01 | 19.9850418587050 |
| 2005-06-01 | 19.9674354127783 |
| 2005-07-01 | 19.8949004632160 |
| 2005-08-01 | 19.9579226572673 |
| 2005-09-01 | 20.2704669441959 |
| 2005-10-01 | 20.1135697813081 |
| 2005-11-01 | 20.1856711525305 |
| 2005-12-01 | 20.2487711094463 |
| 2006-01-01 | 19.8305888205314 |
| 2006-02-01 | 19.8635223312382 |
| 2006-03-01 | 19.8544420389456 |
| 2006-04-01 | 19.9985018887688 |
| 2006-05-01 | 20.0113496329204 |
| 2006-06-01 | 20.1022582306045 |
| 2006-07-01 | 20.1905790227300 |
| 2006-08-01 | 20.1730743447163 |
| 2006-09-01 | 20.2713080819785 |
| 2006-10-01 | 20.2803762976587 |
| 2006-11-01 | 20.2699367518737 |
| 2006-12-01 | 20.3118039659724 |
| 2007-01-01 | 20.4156383498403 |
| 2007-02-01 | 20.4691270710901 |
| 2007-03-01 | 20.4870133330645 |
| 2007-04-01 | 20.4042261766910 |
| 2007-05-01 | 20.3408305312943 |
| 2007-06-01 | 20.3257859171091 |
| 2007-07-01 | 20.3836626575538 |
| 2007-08-01 | 20.3853376344155 |
| 2007-09-01 | 20.2955491278883 |
| 2007-10-01 | 20.5272018895799 |
| 2007-11-01 | 20.3305474915946 |
| 2007-12-01 | 20.3767381775397 |
| 2008-01-01 | 20.3978422907344 |
| 2008-02-01 | 20.4819213588141 |
| 2008-03-01 | 20.5331383201111 |
| 2008-04-01 | 20.6243431922495 |
| 2008-05-01 | 20.7698041281297 |
| 2008-06-01 | 20.7328126927373 |
| 2008-07-01 | 20.8843890532548 |
| 2008-08-01 | 20.8922663192312 |
| 2008-09-01 | 20.9240223047717 |
| 2008-10-01 | 20.9747816288696 |
| 2008-11-01 | 20.9850949623030 |
| 2008-12-01 | 21.0430870404982 |
| 2009-01-01 | 21.0829779183947 |
| 2009-02-01 | 21.0967112615952 |
| 2009-03-01 | 21.0848428459025 |
| 2009-04-01 | 21.0400060353591 |
| 2009-05-01 | 20.9884806194720 |
| 2009-06-01 | 21.0364555131808 |
| 2009-07-01 | 20.9783855494636 |
| 2009-08-01 | 20.9806092810445 |
| 2009-09-01 | 20.9390853968868 |
| 2009-10-01 | 21.3387419415840 |
| 2009-11-01 | 21.1611443030736 |
| 2009-12-01 | 21.1372216372501 |
| 2010-01-01 | 21.2731208791997 |
| 2010-02-01 | 21.1051374573971 |
| 2010-03-01 | 21.0155324725024 |
| 2010-04-01 | 21.0516608388248 |
| 2010-05-01 | 20.9994545882039 |
| 2010-06-01 | 21.0366531075038 |
| 2010-07-01 | 20.9775753086648 |
| 2010-08-01 | 20.9694001699562 |
| 2010-09-01 | 20.9441014890812 |
| 2010-10-01 | 21.1139256185476 |
| 2010-11-01 | 20.9461214915458 |
| 2010-12-01 | 20.9461329053923 |
| 2011-01-01 | 20.8766600844914 |
| 2011-02-01 | 20.8139738239388 |
| 2011-03-01 | 20.7358956607251 |
| 2011-04-01 | 20.9539013133693 |
| 2011-05-01 | 20.8979066661468 |
| 2011-06-01 | 21.2301277159625 |
| 2011-07-01 | 21.4822621919347 |
| 2011-08-01 | 21.3667606334907 |
| 2011-09-01 | 21.4409020097281 |
| 2011-10-01 | 21.3015867467026 |
| 2011-11-01 | 21.3400081628084 |
| 2011-12-01 | 21.2593945078075 |
| 2012-01-01 | 20.8920330599569 |
| 2012-02-01 | 21.1167131702666 |
| 2012-03-01 | 21.0322637806914 |
| 2012-04-01 | 21.0494242414871 |
| 2012-05-01 | 20.9949581370689 |
| 2012-06-01 | 20.8274344990304 |
| 2012-07-01 | 20.7659670441045 |
| 2012-08-01 | 20.7460084466661 |
| 2012-09-01 | 20.7328847017306 |
| 2012-10-01 | 20.8072800268804 |
| 2012-11-01 | 20.7572692704252 |
| 2012-12-01 | 20.8913368706187 |
| 2013-01-01 | 21.0124563133485 |
| 2013-02-01 | 21.1170896031582 |
| 2013-03-01 | 21.1173572759162 |
| 2013-04-01 | 21.1310774502614 |
| 2013-05-01 | 20.8804118147489 |
| 2013-06-01 | 21.1254833223046 |
| 2013-07-01 | 21.2664388981242 |
| 2013-08-01 | 21.2473195990299 |
| 2013-09-01 | 21.1280083133381 |
| 2013-10-01 | 21.3153189125042 |
| 2013-11-01 | 21.4699587235775 |
| 2013-12-01 | 21.1203943408669 |
| 2014-01-01 | 21.1265158507987 |
| 2014-02-01 | 21.1082861272857 |
| 2014-03-01 | 21.0953415029221 |
| 2014-04-01 | 20.9101748509643 |
| 2014-05-01 | 20.9660164456424 |
| 2014-06-01 | 21.0229567565568 |
| 2014-07-01 | 20.8598954701102 |
| 2014-08-01 | 20.8402872648980 |
| 2014-09-01 | 20.9255250787765 |
| 2014-10-01 | 20.8369474844630 |
| 2014-11-01 | 20.9929519786324 |
| 2014-12-01 | 21.0598377021890 |
| 2015-01-01 | 20.9235610474168 |
| 2015-02-01 | 20.9935318729834 |
| 2015-03-01 | 21.0748335726527 |
| 2015-04-01 | 21.2910722710481 |
| 2015-05-01 | 21.1494819116694 |
| 2015-06-01 | 21.1102107393815 |
| 2015-07-01 | 21.2755033268328 |
| 2015-08-01 | 21.3566588057917 |
| 2015-09-01 | 21.3236691348851 |
| 2015-10-01 | 21.3597449412946 |
| 2015-11-01 | 21.3000308534779 |
| 2015-12-01 | 21.3823267404929 |
| 2016-01-01 | 21.4155964127120 |
| 2016-02-01 | 21.3787349081026 |
| 2016-03-01 | 21.4529765460461 |
| 2016-04-01 | 21.5816829012803 |
| 2016-05-01 | 21.5371934562996 |
| 2016-06-01 | 21.6088782012578 |
| 2016-07-01 | 21.6894712385741 |
| 2016-08-01 | 21.6697066037590 |
| 2016-09-01 | 21.7265066734131 |
| 2016-10-01 | 21.7734928787220 |
| 2016-11-01 | 21.8013928184660 |
| 2016-12-01 | 21.8033845907194 |
| 2017-01-01 | 21.8916833292230 |
| 2017-02-01 | 22.1532069145777 |
| 2017-03-01 | 22.0385376123915 |
| 2017-04-01 | 22.1860158269206 |
| 2017-05-01 | 22.3373507208130 |
| 2017-06-01 | 22.4182844234965 |
| 2017-07-01 | 22.3955899318262 |
| 2017-08-01 | 22.5945902099394 |
| 2017-09-01 | 22.7300308668279 |
| 2017-10-01 | 22.6701579769788 |
| 2017-11-01 | 22.7988797440313 |
| 2017-12-01 | 22.8100271995543 |
| 2018-01-01 | 22.9673270246552 |
| 2018-02-01 | 23.0229683668164 |
| 2018-03-01 | 23.0305428997723 |
| 2018-04-01 | 23.0012361112722 |
| 2018-05-01 | 23.0540949471346 |
| 2018-06-01 | 23.0426141585158 |
| 2018-07-01 | 22.8790603584606 |
| 2018-08-01 | 22.8970725303159 |
| 2018-09-01 | 22.9444521266620 |
| 2018-10-01 | 22.9540831261679 |
| 2018-11-01 | 23.0974707003786 |
| 2018-12-01 | 23.2121468907192 |
| 2019-01-01 | 23.2441461640825 |
| 2019-02-01 | 23.2981494312877 |
| 2019-03-01 | 23.5344924695644 |
| 2019-04-01 | 23.5327555517049 |
| 2019-05-01 | 23.7854577860089 |
| 2019-06-01 | 23.5584518875914 |
| 2019-07-01 | 23.6540147173618 |
| 2019-08-01 | 23.6952396421182 |
| 2019-09-01 | 23.7536506854375 |
| 2019-10-01 | 24.0359579906079 |
| 2019-11-01 | 24.0831088461963 |
| 2019-12-01 | 24.0906965462089 |
| 2020-01-01 | 24.4469965837547 |
| 2020-02-01 | 24.4927500480408 |
| 2020-03-01 | 24.4488185327148 |
| 2020-04-01 | 21.9623046335616 |
| 2020-05-01 | 21.5154769117768 |
| 2020-06-01 | 22.2636638484402 |
| 2020-07-01 | 22.8016317300193 |
| 2020-08-01 | 22.8589910824035 |
| 2020-09-01 | 23.1630869085803 |
| 2020-10-01 | 23.4279548123173 |
| 2020-11-01 | 23.1847607265408 |
| 2020-12-01 | 23.3711526239337 |
| 2021-01-01 | 23.4577205670579 |
| 2021-02-01 | 23.5127610237565 |
| 2021-03-01 | 23.5765583599998 |
| 2021-04-01 | 23.6855740095278 |
| 2021-05-01 | 23.6487325854427 |
| 2021-06-01 | 23.6535084676106 |
| 2021-07-01 | 23.7672804468674 |
| 2021-08-01 | 23.7357764435490 |
| 2021-09-01 | 23.5653128024805 |
| 2021-10-01 | 23.7175601525042 |
| 2021-11-01 | 23.7830551384922 |
| 2021-12-01 | 23.8490205899011 |
| 2022-01-01 | 23.8827986753674 |
| 2022-02-01 | 23.9369008477628 |
| 2022-03-01 | 23.9995886439115 |
| 2022-04-01 | 23.7986335090477 |
| 2022-05-01 | 24.0698137578275 |
| 2022-06-01 | 24.3249507538707 |
| 2022-07-01 | 24.0344966361297 |
| 2022-08-01 | 24.1080112335740 |
| 2022-09-01 | 24.2743933927981 |
| 2022-10-01 | 24.0166950515897 |
| 2022-11-01 | 24.0939738873191 |
| 2022-12-01 | 24.0358791489392 |
| 2023-01-01 | 23.9994061359224 |
| 2023-02-01 | 24.0591920526113 |
| 2023-03-01 | 24.0108397401106 |
| 2023-04-01 | 24.1036557826115 |
| 2023-05-01 | 24.1779581725695 |
| 2023-06-01 | 24.1895757629073 |
| 2023-07-01 | 24.2261451418588 |
| 2023-08-01 | 24.1890592311250 |
| 2023-09-01 | 24.2757055013161 |
| 2023-10-01 | 24.2219483022602 |
| 2023-11-01 | 24.3081630592631 |
| 2023-12-01 | 24.3283049868403 |
| 2024-01-01 | 24.2121325744222 |
| 2024-02-01 | 24.1767045510537 |
| 2024-03-01 | 24.3107739123033 |
| 2024-04-01 | 24.2972472583121 |
| 2024-05-01 | 24.3744471459991 |
| 2024-06-01 | 24.5669006418969 |
| 2024-07-01 | 24.5243887475133 |
| 2024-08-01 | 24.6898601356728 |
| 2024-09-01 | 24.6827100244269 |
| 2024-10-01 | 24.9207878839578 |
| 2024-11-01 | 24.9176144667403 |
| 2024-12-01 | 25.0218680327467 |
| 2025-01-01 | 25.4178881360669 |
| 2025-02-01 | 25.2848022606215 |
| 2025-03-01 | 25.3055163739492 |
| 2025-04-01 | 25.2924203004020 |
| 2025-05-01 | 25.2737134801674 |
| 2025-06-01 | 25.3545403163806 |
| 2025-07-01 | 25.5349664676355 |
| 2025-08-01 | 25.6991916944757 |
| 2025-09-01 | 25.1827863061180 |
| 2025-10-01 | 25.1173067355892 |
| 2025-11-01 | 25.2290278689629 |
| 2025-12-01 | 25.3242990845406 |
| 2026-01-01 | 25.4154531929434 |
| 2026-02-01 | 25.3863102106783 |
| 2026-03-01 | 25.4002933213701 |
| 2026-04-01 | 25.4858780943929 |
| 2026-05-01 | 25.4723867690046 |