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 2026-09-01 |
| Last Updated | 2026-10-20 9:47 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 | 13.5612366338 |
| 1990-02-01 | 13.6427520742 |
| 1990-03-01 | 13.6533445786 |
| 1990-04-01 | 13.8258781995 |
| 1990-05-01 | 13.8204141416 |
| 1990-06-01 | 13.8197169979 |
| 1990-07-01 | 13.8117739863 |
| 1990-08-01 | 13.8356094231 |
| 1990-09-01 | 14.1021618841 |
| 1990-10-01 | 14.3838156259 |
| 1990-11-01 | 14.2798507518 |
| 1990-12-01 | 14.4509377516 |
| 1991-01-01 | 13.9627638453 |
| 1991-02-01 | 14.1451142739 |
| 1991-03-01 | 14.1539974656 |
| 1991-04-01 | 14.3250055223 |
| 1991-05-01 | 14.1176488976 |
| 1991-06-01 | 14.1137874206 |
| 1991-07-01 | 14.0060487076 |
| 1991-08-01 | 14.0405976050 |
| 1991-09-01 | 14.0089160296 |
| 1991-10-01 | 13.9972457594 |
| 1991-11-01 | 13.8966499397 |
| 1991-12-01 | 13.9497746889 |
| 1992-01-01 | 14.0552777639 |
| 1992-02-01 | 14.1456415085 |
| 1992-03-01 | 14.1500487014 |
| 1992-04-01 | 14.1282940042 |
| 1992-05-01 | 14.2124939247 |
| 1992-06-01 | 14.3044008134 |
| 1992-07-01 | 14.4864794461 |
| 1992-08-01 | 14.4454207077 |
| 1992-09-01 | 14.5175096431 |
| 1992-10-01 | 14.5136352484 |
| 1992-11-01 | 14.6113203021 |
| 1992-12-01 | 14.5446090836 |
| 1993-01-01 | 15.0541148700 |
| 1993-02-01 | 15.0441705196 |
| 1993-03-01 | 15.1548941053 |
| 1993-04-01 | 15.0309666262 |
| 1993-05-01 | 15.1030145933 |
| 1993-06-01 | 15.0902656755 |
| 1993-07-01 | 15.0584301715 |
| 1993-08-01 | 15.1484613659 |
| 1993-09-01 | 15.1232116654 |
| 1993-10-01 | 15.3378526695 |
| 1993-11-01 | 15.3277288186 |
| 1993-12-01 | 15.4318810183 |
| 1994-01-01 | 15.5621940130 |
| 1994-02-01 | 15.6553920786 |
| 1994-03-01 | 15.6631820733 |
| 1994-04-01 | 15.8304315223 |
| 1994-05-01 | 15.7835136314 |
| 1994-06-01 | 15.8681548310 |
| 1994-07-01 | 16.0442465048 |
| 1994-08-01 | 15.8342753647 |
| 1994-09-01 | 15.9271461040 |
| 1994-10-01 | 15.8448087675 |
| 1994-11-01 | 15.7589304375 |
| 1994-12-01 | 16.0157736187 |
| 1995-01-01 | 16.0909346175 |
| 1995-02-01 | 15.9753566520 |
| 1995-03-01 | 16.0906665247 |
| 1995-04-01 | 15.8111232941 |
| 1995-05-01 | 15.7586820077 |
| 1995-06-01 | 15.6448045808 |
| 1995-07-01 | 15.7332887373 |
| 1995-08-01 | 15.6195181650 |
| 1995-09-01 | 15.6245308155 |
| 1995-10-01 | 15.4436613006 |
| 1995-11-01 | 15.5835768844 |
| 1995-12-01 | 15.4062074200 |
| 1996-01-01 | 15.6229988768 |
| 1996-02-01 | 15.6955774055 |
| 1996-03-01 | 15.7064195121 |
| 1996-04-01 | 15.6927164588 |
| 1996-05-01 | 15.7438984853 |
| 1996-06-01 | 15.7353034622 |
| 1996-07-01 | 15.6352499047 |
| 1996-08-01 | 15.6028178276 |
| 1996-09-01 | 15.5286205705 |
| 1996-10-01 | 15.4108534530 |
| 1996-11-01 | 15.3922205541 |
| 1996-12-01 | 15.3992063283 |
| 1997-01-01 | 15.3613788734 |
| 1997-02-01 | 15.3098670441 |
| 1997-03-01 | 15.3023490782 |
| 1997-04-01 | 15.3887081429 |
| 1997-05-01 | 15.4393212486 |
| 1997-06-01 | 15.5371769324 |
| 1997-07-01 | 15.4468964877 |
| 1997-08-01 | 15.7027927133 |
| 1997-09-01 | 15.6289619108 |
| 1997-10-01 | 15.6725267519 |
| 1997-11-01 | 15.4717733736 |
| 1997-12-01 | 15.5945764782 |
| 1998-01-01 | 15.1924781260 |
| 1998-02-01 | 15.2110051992 |
| 1998-03-01 | 15.2827706370 |
| 1998-04-01 | 15.5930043558 |
| 1998-05-01 | 15.6488839715 |
| 1998-06-01 | 15.6590688974 |
| 1998-07-01 | 15.0668395372 |
| 1998-08-01 | 14.9130408008 |
| 1998-09-01 | 14.9346103567 |
| 1998-10-01 | 14.9343975389 |
| 1998-11-01 | 14.9421271050 |
| 1998-12-01 | 15.0025132742 |
| 1999-01-01 | 15.1060859379 |
| 1999-02-01 | 15.3081145030 |
| 1999-03-01 | 15.3564672796 |
| 1999-04-01 | 15.3955273976 |
| 1999-05-01 | 15.3549329450 |
| 1999-06-01 | 15.3750496241 |
| 1999-07-01 | 15.9006857060 |
| 1999-08-01 | 15.7538743815 |
| 1999-09-01 | 15.7456906742 |
| 1999-10-01 | 16.1041295253 |
| 1999-11-01 | 16.1848167952 |
| 1999-12-01 | 16.2014553896 |
| 2000-01-01 | 16.2159008123 |
| 2000-02-01 | 16.1890937259 |
| 2000-03-01 | 16.4247858924 |
| 2000-04-01 | 16.1954682710 |
| 2000-05-01 | 16.3552404955 |
| 2000-06-01 | 16.3876020786 |
| 2000-07-01 | 16.3334077161 |
| 2000-08-01 | 16.5025348364 |
| 2000-09-01 | 16.6643977577 |
| 2000-10-01 | 16.5083811087 |
| 2000-11-01 | 16.5553106339 |
| 2000-12-01 | 16.8097539260 |
| 2001-01-01 | 16.3929611810 |
| 2001-02-01 | 16.4624608102 |
| 2001-03-01 | 16.2808373966 |
| 2001-04-01 | 16.3937572260 |
| 2001-05-01 | 16.3425327117 |
| 2001-06-01 | 16.3807737120 |
| 2001-07-01 | 16.7773125968 |
| 2001-08-01 | 16.7431428832 |
| 2001-09-01 | 16.8605712213 |
| 2001-10-01 | 17.0550561576 |
| 2001-11-01 | 17.1558789396 |
| 2001-12-01 | 17.1199726080 |
| 2002-01-01 | 17.3756186843 |
| 2002-02-01 | 17.3263889179 |
| 2002-03-01 | 17.4382573844 |
| 2002-04-01 | 18.1760071935 |
| 2002-05-01 | 18.2174980788 |
| 2002-06-01 | 18.3674522385 |
| 2002-07-01 | 18.0274679788 |
| 2002-08-01 | 17.8820031194 |
| 2002-09-01 | 17.9446352459 |
| 2002-10-01 | 18.3096694653 |
| 2002-11-01 | 18.4806180775 |
| 2002-12-01 | 18.4163323135 |
| 2003-01-01 | 18.2566499783 |
| 2003-02-01 | 18.3070610434 |
| 2003-03-01 | 18.3038743581 |
| 2003-04-01 | 18.3464085530 |
| 2003-05-01 | 18.4916839772 |
| 2003-06-01 | 18.5485717249 |
| 2003-07-01 | 18.4617659969 |
| 2003-08-01 | 18.5150273365 |
| 2003-09-01 | 18.5153784139 |
| 2003-10-01 | 18.3738115097 |
| 2003-11-01 | 18.6304844793 |
| 2003-12-01 | 18.9058156132 |
| 2004-01-01 | 19.3527762073 |
| 2004-02-01 | 19.3842711251 |
| 2004-03-01 | 19.4701815312 |
| 2004-04-01 | 19.5142625041 |
| 2004-05-01 | 19.2793591304 |
| 2004-06-01 | 19.5466063183 |
| 2004-07-01 | 19.9948741732 |
| 2004-08-01 | 19.7481466744 |
| 2004-09-01 | 19.6933759213 |
| 2004-10-01 | 19.4066346956 |
| 2004-11-01 | 19.4689574901 |
| 2004-12-01 | 19.4814119440 |
| 2005-01-01 | 19.6398742745 |
| 2005-02-01 | 19.7736866421 |
| 2005-03-01 | 19.9502035490 |
| 2005-04-01 | 19.8995751205 |
| 2005-05-01 | 19.9849561655 |
| 2005-06-01 | 19.9674440435 |
| 2005-07-01 | 19.8948661122 |
| 2005-08-01 | 19.9579018774 |
| 2005-09-01 | 20.2704511993 |
| 2005-10-01 | 20.1136123886 |
| 2005-11-01 | 20.1856611459 |
| 2005-12-01 | 20.2487973991 |
| 2006-01-01 | 19.8306273156 |
| 2006-02-01 | 19.8635335543 |
| 2006-03-01 | 19.8544464080 |
| 2006-04-01 | 19.9984998487 |
| 2006-05-01 | 20.0113130706 |
| 2006-06-01 | 20.1022481479 |
| 2006-07-01 | 20.1905605663 |
| 2006-08-01 | 20.1730680252 |
| 2006-09-01 | 20.2713013265 |
| 2006-10-01 | 20.2803963867 |
| 2006-11-01 | 20.2699365699 |
| 2006-12-01 | 20.3118156750 |
| 2007-01-01 | 20.4156662529 |
| 2007-02-01 | 20.4691265859 |
| 2007-03-01 | 20.4870112465 |
| 2007-04-01 | 20.4042228660 |
| 2007-05-01 | 20.3408115717 |
| 2007-06-01 | 20.3257816559 |
| 2007-07-01 | 20.3836549450 |
| 2007-08-01 | 20.3853363518 |
| 2007-09-01 | 20.2955469707 |
| 2007-10-01 | 20.5272104638 |
| 2007-11-01 | 20.3305471645 |
| 2007-12-01 | 20.3767442074 |
| 2008-01-01 | 20.3978605100 |
| 2008-02-01 | 20.4819177864 |
| 2008-03-01 | 20.5331340660 |
| 2008-04-01 | 20.6243387466 |
| 2008-05-01 | 20.7697999951 |
| 2008-06-01 | 20.7328091671 |
| 2008-07-01 | 20.8843869753 |
| 2008-08-01 | 20.8922657423 |
| 2008-09-01 | 20.9240217840 |
| 2008-10-01 | 20.9747829746 |
| 2008-11-01 | 20.9850953229 |
| 2008-12-01 | 21.0430905864 |
| 2009-01-01 | 21.0829877536 |
| 2009-02-01 | 21.0967094208 |
| 2009-03-01 | 21.0848406536 |
| 2009-04-01 | 21.0400035892 |
| 2009-05-01 | 20.9884783440 |
| 2009-06-01 | 21.0364536425 |
| 2009-07-01 | 20.9783845325 |
| 2009-08-01 | 20.9806090739 |
| 2009-09-01 | 20.9390860425 |
| 2009-10-01 | 21.3387430347 |
| 2009-11-01 | 21.1611451885 |
| 2009-12-01 | 21.1372225077 |
| 2010-01-01 | 21.2731218920 |
| 2010-02-01 | 21.1051375893 |
| 2010-03-01 | 21.0155322969 |
| 2010-04-01 | 21.0516601579 |
| 2010-05-01 | 20.9994538743 |
| 2010-06-01 | 21.0366525919 |
| 2010-07-01 | 20.9775751009 |
| 2010-08-01 | 20.9694002567 |
| 2010-09-01 | 20.9441021943 |
| 2010-10-01 | 21.1139259453 |
| 2010-11-01 | 20.9461215193 |
| 2010-12-01 | 20.9461326142 |
| 2011-01-01 | 20.8766599586 |
| 2011-02-01 | 20.8139732301 |
| 2011-03-01 | 20.7358954544 |
| 2011-04-01 | 20.9539007514 |
| 2011-05-01 | 20.8979071309 |
| 2011-06-01 | 21.2301283006 |
| 2011-07-01 | 21.4822631123 |
| 2011-08-01 | 21.3667614279 |
| 2011-09-01 | 21.4409030264 |
| 2011-10-01 | 21.3015868185 |
| 2011-11-01 | 21.3400080828 |
| 2011-12-01 | 21.2593922306 |
| 2012-01-01 | 20.8920319254 |
| 2012-02-01 | 21.1167116804 |
| 2012-03-01 | 21.0322625729 |
| 2012-04-01 | 21.0494222869 |
| 2012-05-01 | 20.9949572654 |
| 2012-06-01 | 20.8274460130 |
| 2012-07-01 | 20.7659666029 |
| 2012-08-01 | 20.7460081187 |
| 2012-09-01 | 20.7328848954 |
| 2012-10-01 | 20.8072795797 |
| 2012-11-01 | 20.7572687941 |
| 2012-12-01 | 20.8913327343 |
| 2013-01-01 | 21.0124544060 |
| 2013-02-01 | 21.1170872973 |
| 2013-03-01 | 21.1173549435 |
| 2013-04-01 | 21.1310740271 |
| 2013-05-01 | 20.8804097368 |
| 2013-06-01 | 21.1255066625 |
| 2013-07-01 | 21.2664381216 |
| 2013-08-01 | 21.2473193816 |
| 2013-09-01 | 21.1280085950 |
| 2013-10-01 | 21.3153182565 |
| 2013-11-01 | 21.4699565218 |
| 2013-12-01 | 21.1203856536 |
| 2014-01-01 | 21.1265100219 |
| 2014-02-01 | 21.1082797949 |
| 2014-03-01 | 21.0953363330 |
| 2014-04-01 | 20.9101705639 |
| 2014-05-01 | 20.9660151348 |
| 2014-06-01 | 21.0229956980 |
| 2014-07-01 | 20.8599011788 |
| 2014-08-01 | 20.8402949089 |
| 2014-09-01 | 20.9255302762 |
| 2014-10-01 | 20.8369451682 |
| 2014-11-01 | 20.9929388461 |
| 2014-12-01 | 21.0598122906 |
| 2015-01-01 | 20.9235404198 |
| 2015-02-01 | 20.9935180836 |
| 2015-03-01 | 21.0748307662 |
| 2015-04-01 | 21.2910780141 |
| 2015-05-01 | 21.1494925700 |
| 2015-06-01 | 21.1102588647 |
| 2015-07-01 | 21.2755192975 |
| 2015-08-01 | 21.3566784499 |
| 2015-09-01 | 21.3236849104 |
| 2015-10-01 | 21.3597468488 |
| 2015-11-01 | 21.3000044074 |
| 2015-12-01 | 21.3822721276 |
| 2016-01-01 | 21.4155470695 |
| 2016-02-01 | 21.3786962669 |
| 2016-03-01 | 21.4529504274 |
| 2016-04-01 | 21.5816607426 |
| 2016-05-01 | 21.5374150624 |
| 2016-06-01 | 21.6088641983 |
| 2016-07-01 | 21.6894378880 |
| 2016-08-01 | 21.6697104613 |
| 2016-09-01 | 21.7265340570 |
| 2016-10-01 | 21.7735511076 |
| 2016-11-01 | 21.8014671930 |
| 2016-12-01 | 21.8034631349 |
| 2017-01-01 | 21.8909692708 |
| 2017-02-01 | 22.1533417303 |
| 2017-03-01 | 22.0386615565 |
| 2017-04-01 | 22.1860324380 |
| 2017-05-01 | 22.3379092928 |
| 2017-06-01 | 22.4182339495 |
| 2017-07-01 | 22.3949995089 |
| 2017-08-01 | 22.5946939856 |
| 2017-09-01 | 22.7301648232 |
| 2017-10-01 | 22.6700548951 |
| 2017-11-01 | 22.7994809124 |
| 2017-12-01 | 22.8102459026 |
| 2018-01-01 | 22.9658595950 |
| 2018-02-01 | 23.0232591618 |
| 2018-03-01 | 23.0308046584 |
| 2018-04-01 | 23.0012549797 |
| 2018-05-01 | 23.0549681570 |
| 2018-06-01 | 23.0424933841 |
| 2018-07-01 | 22.8778683917 |
| 2018-08-01 | 22.8972758277 |
| 2018-09-01 | 22.9446955963 |
| 2018-10-01 | 22.9538450435 |
| 2018-11-01 | 23.0986498966 |
| 2018-12-01 | 23.2125570290 |
| 2019-01-01 | 23.2419876660 |
| 2019-02-01 | 23.2986581826 |
| 2019-03-01 | 23.5349697279 |
| 2019-04-01 | 23.5327436415 |
| 2019-05-01 | 23.7864936299 |
| 2019-06-01 | 23.5578399316 |
| 2019-07-01 | 23.6521944372 |
| 2019-08-01 | 23.6954829672 |
| 2019-09-01 | 23.7547627844 |
| 2019-10-01 | 24.0354323980 |
| 2019-11-01 | 24.0847995235 |
| 2019-12-01 | 24.0911838279 |
| 2020-01-01 | 24.4447776002 |
| 2020-02-01 | 24.4932945175 |
| 2020-03-01 | 24.4492474790 |
| 2020-04-01 | 21.9620126701 |
| 2020-05-01 | 21.5161978882 |
| 2020-06-01 | 22.2624056892 |
| 2020-07-01 | 22.7997587516 |
| 2020-08-01 | 22.8592058368 |
| 2020-09-01 | 23.1650703718 |
| 2020-10-01 | 23.4275960893 |
| 2020-11-01 | 23.1866189319 |
| 2020-12-01 | 23.3719462606 |
| 2021-01-01 | 23.4560022641 |
| 2021-02-01 | 23.5137243362 |
| 2021-03-01 | 23.5771547781 |
| 2021-04-01 | 23.6847725665 |
| 2021-05-01 | 23.6483385232 |
| 2021-06-01 | 23.6505148649 |
| 2021-07-01 | 23.7643334001 |
| 2021-08-01 | 23.7354468303 |
| 2021-09-01 | 23.5682123903 |
| 2021-10-01 | 23.7187587429 |
| 2021-11-01 | 23.7858725804 |
| 2021-12-01 | 23.8509883806 |
| 2022-01-01 | 23.8825757289 |
| 2022-02-01 | 23.9394198212 |
| 2022-03-01 | 24.0009613056 |
| 2022-04-01 | 23.7970216620 |
| 2022-05-01 | 24.0665063071 |
| 2022-06-01 | 24.3178593540 |
| 2022-07-01 | 24.0265755845 |
| 2022-08-01 | 24.1024402158 |
| 2022-09-01 | 24.2855558053 |
| 2022-10-01 | 24.0229702214 |
| 2022-11-01 | 24.0961986645 |
| 2022-12-01 | 24.0389043954 |
| 2023-01-01 | 24.0015985230 |
| 2023-02-01 | 24.0649364910 |
| 2023-03-01 | 24.0151013367 |
| 2023-04-01 | 24.1040583016 |
| 2023-05-01 | 24.1755699768 |
| 2023-06-01 | 24.1738007697 |
| 2023-07-01 | 24.1970847898 |
| 2023-08-01 | 24.1673750261 |
| 2023-09-01 | 24.3079458884 |
| 2023-10-01 | 24.2390072039 |
| 2023-11-01 | 24.3137138277 |
| 2023-12-01 | 24.3346217581 |
| 2024-01-01 | 24.2170968867 |
| 2024-02-01 | 24.1850982909 |
| 2024-03-01 | 24.3171184372 |
| 2024-04-01 | 24.2983922139 |
| 2024-05-01 | 24.3732355930 |
| 2024-06-01 | 24.5416732729 |
| 2024-07-01 | 24.4721300372 |
| 2024-08-01 | 24.6446630975 |
| 2024-09-01 | 24.7419764217 |
| 2024-10-01 | 24.9508949939 |
| 2024-11-01 | 24.9270833786 |
| 2024-12-01 | 25.0317670920 |
| 2025-01-01 | 25.4255185597 |
| 2025-02-01 | 25.2961161116 |
| 2025-03-01 | 25.3142986230 |
| 2025-04-01 | 25.2951197580 |
| 2025-05-01 | 25.2758707083 |
| 2025-06-01 | 25.3192026429 |
| 2025-07-01 | 25.4552739193 |
| 2025-08-01 | 25.6265268133 |
| 2025-09-01 | 25.2694350059 |
| 2025-10-01 | 25.1594709339 |
| 2025-11-01 | 25.2450593166 |
| 2025-12-01 | 25.3384449650 |
| 2026-01-01 | 25.4245318969 |
| 2026-02-01 | 25.3985065318 |
| 2026-03-01 | 25.4092183216 |
| 2026-04-01 | 25.4876669517 |
| 2026-05-01 | 25.4752277688 |
| 2026-06-01 | 25.5137395777 |
| 2026-07-01 | 25.6394547912 |
| 2026-08-01 | 25.6098546434 |
| 2026-09-01 | 25.4942529702 |