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 2026-06-01 |
| Last Updated | 2026-07-22 9:43 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 | 13.5611272150102 |
| 1990-02-01 | 13.6426810207844 |
| 1990-03-01 | 13.6532857160742 |
| 1990-04-01 | 13.8258329877173 |
| 1990-05-01 | 13.8203852498857 |
| 1990-06-01 | 13.8197050867362 |
| 1990-07-01 | 13.8117903707592 |
| 1990-08-01 | 13.8356287314633 |
| 1990-09-01 | 14.1021997242723 |
| 1990-10-01 | 14.3838789714134 |
| 1990-11-01 | 14.2799257300296 |
| 1990-12-01 | 14.4510685478296 |
| 1991-01-01 | 13.9626472104095 |
| 1991-02-01 | 14.1450364865506 |
| 1991-03-01 | 14.1539350655822 |
| 1991-04-01 | 14.3249585710197 |
| 1991-05-01 | 14.1176193069862 |
| 1991-06-01 | 14.1137751088550 |
| 1991-07-01 | 14.0060793862601 |
| 1991-08-01 | 14.0406166414398 |
| 1991-09-01 | 14.0089519977473 |
| 1991-10-01 | 13.9973078226187 |
| 1991-11-01 | 13.8967213290782 |
| 1991-12-01 | 13.9498865877132 |
| 1992-01-01 | 14.0551625219868 |
| 1992-02-01 | 14.1455636805154 |
| 1992-03-01 | 14.1499845194262 |
| 1992-04-01 | 14.1282497765771 |
| 1992-05-01 | 14.2124656437774 |
| 1992-06-01 | 14.3043890638539 |
| 1992-07-01 | 14.4865272770162 |
| 1992-08-01 | 14.4454386592842 |
| 1992-09-01 | 14.5175435832710 |
| 1992-10-01 | 14.5136980771616 |
| 1992-11-01 | 14.6113929948367 |
| 1992-12-01 | 14.5447004034077 |
| 1993-01-01 | 15.0540132037919 |
| 1993-02-01 | 15.0440927521039 |
| 1993-03-01 | 15.1548214211382 |
| 1993-04-01 | 15.0309161544006 |
| 1993-05-01 | 15.1029803827999 |
| 1993-06-01 | 15.0902502745228 |
| 1993-07-01 | 15.0584968753221 |
| 1993-08-01 | 15.1484813875842 |
| 1993-09-01 | 15.1232480697757 |
| 1993-10-01 | 15.3379230234795 |
| 1993-11-01 | 15.3278080744450 |
| 1993-12-01 | 15.4319595371314 |
| 1994-01-01 | 15.5621013081510 |
| 1994-02-01 | 15.6553087148563 |
| 1994-03-01 | 15.6630944733405 |
| 1994-04-01 | 15.8303667958930 |
| 1994-05-01 | 15.7834688722499 |
| 1994-06-01 | 15.8681377728230 |
| 1994-07-01 | 16.0443229189613 |
| 1994-08-01 | 15.8343150930151 |
| 1994-09-01 | 15.9272041123615 |
| 1994-10-01 | 15.8448981288482 |
| 1994-11-01 | 15.7590224663764 |
| 1994-12-01 | 16.0158145100886 |
| 1995-01-01 | 16.0908803351142 |
| 1995-02-01 | 15.9752572134764 |
| 1995-03-01 | 16.0905632617651 |
| 1995-04-01 | 15.8110329434162 |
| 1995-05-01 | 15.7585823209718 |
| 1995-06-01 | 15.6447013996401 |
| 1995-07-01 | 15.7334526843965 |
| 1995-08-01 | 15.6196241390108 |
| 1995-09-01 | 15.6246278007829 |
| 1995-10-01 | 15.4437692295670 |
| 1995-11-01 | 15.5836733776177 |
| 1995-12-01 | 15.4062079974939 |
| 1996-01-01 | 15.6229680418847 |
| 1996-02-01 | 15.6954574905868 |
| 1996-03-01 | 15.7063002694212 |
| 1996-04-01 | 15.6925980278066 |
| 1996-05-01 | 15.7437432717212 |
| 1996-06-01 | 15.7350864355254 |
| 1996-07-01 | 15.6355266814368 |
| 1996-08-01 | 15.6029972817526 |
| 1996-09-01 | 15.5287641058930 |
| 1996-10-01 | 15.4109823223070 |
| 1996-11-01 | 15.3923183233497 |
| 1996-12-01 | 15.3991664899120 |
| 1997-01-01 | 15.3613655595103 |
| 1997-02-01 | 15.3097266153593 |
| 1997-03-01 | 15.3022194299465 |
| 1997-04-01 | 15.3885670078485 |
| 1997-05-01 | 15.4391182911766 |
| 1997-06-01 | 15.5368521622105 |
| 1997-07-01 | 15.4472861795865 |
| 1997-08-01 | 15.7030401674107 |
| 1997-09-01 | 15.6291457780951 |
| 1997-10-01 | 15.6726686429720 |
| 1997-11-01 | 15.4718652710579 |
| 1997-12-01 | 15.5945183069710 |
| 1998-01-01 | 15.1924434872274 |
| 1998-02-01 | 15.2108486219067 |
| 1998-03-01 | 15.2826336076225 |
| 1998-04-01 | 15.5928579415206 |
| 1998-05-01 | 15.6486834170842 |
| 1998-06-01 | 15.6586995749100 |
| 1998-07-01 | 15.0672570783774 |
| 1998-08-01 | 14.9132942870425 |
| 1998-09-01 | 14.9348019260580 |
| 1998-10-01 | 14.9345349919637 |
| 1998-11-01 | 14.9422086283101 |
| 1998-12-01 | 15.0024442156580 |
| 1999-01-01 | 15.1060340232794 |
| 1999-02-01 | 15.3079375734211 |
| 1999-03-01 | 15.3563093705635 |
| 1999-04-01 | 15.3954372918757 |
| 1999-05-01 | 15.3547791561959 |
| 1999-06-01 | 15.3746600736338 |
| 1999-07-01 | 15.9011392186634 |
| 1999-08-01 | 15.7541440739913 |
| 1999-09-01 | 15.7458842797386 |
| 1999-10-01 | 16.1042479034087 |
| 1999-11-01 | 16.1848846683126 |
| 1999-12-01 | 16.2013674616181 |
| 2000-01-01 | 16.2158147764739 |
| 2000-02-01 | 16.1889114177033 |
| 2000-03-01 | 16.4246069706616 |
| 2000-04-01 | 16.1954539060839 |
| 2000-05-01 | 16.3551762907970 |
| 2000-06-01 | 16.3872490431395 |
| 2000-07-01 | 16.3337930435536 |
| 2000-08-01 | 16.5027607084538 |
| 2000-09-01 | 16.6645633276734 |
| 2000-10-01 | 16.5084578437090 |
| 2000-11-01 | 16.5553621048292 |
| 2000-12-01 | 16.8096633722973 |
| 2001-01-01 | 16.3928606212309 |
| 2001-02-01 | 16.4622914664448 |
| 2001-03-01 | 16.2806558506314 |
| 2001-04-01 | 16.3938237668478 |
| 2001-05-01 | 16.3425741279718 |
| 2001-06-01 | 16.3805309327553 |
| 2001-07-01 | 16.7775767977842 |
| 2001-08-01 | 16.7433029974782 |
| 2001-09-01 | 16.8606892800523 |
| 2001-10-01 | 17.0550781066325 |
| 2001-11-01 | 17.1559149439793 |
| 2001-12-01 | 17.1198893187529 |
| 2002-01-01 | 17.3755121758088 |
| 2002-02-01 | 17.3262492876286 |
| 2002-03-01 | 17.4380922643035 |
| 2002-04-01 | 18.1761194096538 |
| 2002-05-01 | 18.2176256861325 |
| 2002-06-01 | 18.3673172052900 |
| 2002-07-01 | 18.0276022813089 |
| 2002-08-01 | 17.8820976499315 |
| 2002-09-01 | 17.9447134390923 |
| 2002-10-01 | 18.3096561031333 |
| 2002-11-01 | 18.4806533234993 |
| 2002-12-01 | 18.4162605213721 |
| 2003-01-01 | 18.2565586563331 |
| 2003-02-01 | 18.3069417282133 |
| 2003-03-01 | 18.3037269148157 |
| 2003-04-01 | 18.3465391533496 |
| 2003-05-01 | 18.4918316640075 |
| 2003-06-01 | 18.5484905802215 |
| 2003-07-01 | 18.4618403189275 |
| 2003-08-01 | 18.5150946750410 |
| 2003-09-01 | 18.5154284731660 |
| 2003-10-01 | 18.3737688900481 |
| 2003-11-01 | 18.6305140420123 |
| 2003-12-01 | 18.9057560339503 |
| 2004-01-01 | 19.3526987829358 |
| 2004-02-01 | 19.3841877526122 |
| 2004-03-01 | 19.4700821166663 |
| 2004-04-01 | 19.5143611975017 |
| 2004-05-01 | 19.2794808319302 |
| 2004-06-01 | 19.5465624267771 |
| 2004-07-01 | 19.9949300911289 |
| 2004-08-01 | 19.7481888381485 |
| 2004-09-01 | 19.6934057097167 |
| 2004-10-01 | 19.4065864065485 |
| 2004-11-01 | 19.4689770476967 |
| 2004-12-01 | 19.4813717551074 |
| 2005-01-01 | 19.6398159824997 |
| 2005-02-01 | 19.7736408907287 |
| 2005-03-01 | 19.9501508028817 |
| 2005-04-01 | 19.8996240553088 |
| 2005-05-01 | 19.9850397615702 |
| 2005-06-01 | 19.9674372319677 |
| 2005-07-01 | 19.8948990160627 |
| 2005-08-01 | 19.9579211087832 |
| 2005-09-01 | 20.2704651448318 |
| 2005-10-01 | 20.1135709067713 |
| 2005-11-01 | 20.1856702638428 |
| 2005-12-01 | 20.2487722705857 |
| 2006-01-01 | 19.8305902513470 |
| 2006-02-01 | 19.8635230372811 |
| 2006-03-01 | 19.8544424536891 |
| 2006-04-01 | 19.9985020257715 |
| 2006-05-01 | 20.0113490654176 |
| 2006-06-01 | 20.1022579293436 |
| 2006-07-01 | 20.1905781330658 |
| 2006-08-01 | 20.1730739712031 |
| 2006-09-01 | 20.2713074181675 |
| 2006-10-01 | 20.2803767278411 |
| 2006-11-01 | 20.2699366193692 |
| 2006-12-01 | 20.3118044254306 |
| 2007-01-01 | 20.4156393821206 |
| 2007-02-01 | 20.4691271869820 |
| 2007-03-01 | 20.4870133876508 |
| 2007-04-01 | 20.4042261475464 |
| 2007-05-01 | 20.3408301941853 |
| 2007-06-01 | 20.3257857566014 |
| 2007-07-01 | 20.3836622313412 |
| 2007-08-01 | 20.3853374926810 |
| 2007-09-01 | 20.2955487892111 |
| 2007-10-01 | 20.5272022839751 |
| 2007-11-01 | 20.3305474031399 |
| 2007-12-01 | 20.3767383930160 |
| 2008-01-01 | 20.3978430340576 |
| 2008-02-01 | 20.4819212554053 |
| 2008-03-01 | 20.5331382171112 |
| 2008-04-01 | 20.6243430577675 |
| 2008-05-01 | 20.7698040016883 |
| 2008-06-01 | 20.7328125725246 |
| 2008-07-01 | 20.8843889730806 |
| 2008-08-01 | 20.8922662908599 |
| 2008-09-01 | 20.9240221882772 |
| 2008-10-01 | 20.9747816627490 |
| 2008-11-01 | 20.9850949595162 |
| 2008-12-01 | 21.0430871727898 |
| 2009-01-01 | 21.0829782983759 |
| 2009-02-01 | 21.0967112066692 |
| 2009-03-01 | 21.0848428239969 |
| 2009-04-01 | 21.0400059564529 |
| 2009-05-01 | 20.9884805501935 |
| 2009-06-01 | 21.0364554520600 |
| 2009-07-01 | 20.9783855095783 |
| 2009-08-01 | 20.9806092688325 |
| 2009-09-01 | 20.9390853841469 |
| 2009-10-01 | 21.3387419193581 |
| 2009-11-01 | 21.1611442662955 |
| 2009-12-01 | 21.1372216321230 |
| 2010-01-01 | 21.2731209140376 |
| 2010-02-01 | 21.1051375571643 |
| 2010-03-01 | 21.0155326401509 |
| 2010-04-01 | 21.0516608878907 |
| 2010-05-01 | 20.9994545541564 |
| 2010-06-01 | 21.0366530436911 |
| 2010-07-01 | 20.9775751990513 |
| 2010-08-01 | 20.9694000580153 |
| 2010-09-01 | 20.9441017443377 |
| 2010-10-01 | 21.1139254442750 |
| 2010-11-01 | 20.9461213577868 |
| 2010-12-01 | 20.9461327819973 |
| 2011-01-01 | 20.8766600332358 |
| 2011-02-01 | 20.8139738157873 |
| 2011-03-01 | 20.7358956256501 |
| 2011-04-01 | 20.9539028699233 |
| 2011-05-01 | 20.8979062182427 |
| 2011-06-01 | 21.2301264060148 |
| 2011-07-01 | 21.4822619672287 |
| 2011-08-01 | 21.3667607752672 |
| 2011-09-01 | 21.4409032262396 |
| 2011-10-01 | 21.3015871811953 |
| 2011-11-01 | 21.3400084613400 |
| 2011-12-01 | 21.2593934895994 |
| 2012-01-01 | 20.8920325821549 |
| 2012-02-01 | 21.1167124116118 |
| 2012-03-01 | 21.0322629492544 |
| 2012-04-01 | 21.0494275802522 |
| 2012-05-01 | 20.9949575124713 |
| 2012-06-01 | 20.8274300158293 |
| 2012-07-01 | 20.7659676380758 |
| 2012-08-01 | 20.7460100406266 |
| 2012-09-01 | 20.7328881022518 |
| 2012-10-01 | 20.8072821866948 |
| 2012-11-01 | 20.7572705050892 |
| 2012-12-01 | 20.8913345893126 |
| 2013-01-01 | 21.0124541660682 |
| 2013-02-01 | 21.1170865185195 |
| 2013-03-01 | 21.1173542793553 |
| 2013-04-01 | 21.1310818765234 |
| 2013-05-01 | 20.8804109981872 |
| 2013-06-01 | 21.1254757659989 |
| 2013-07-01 | 21.2664403078970 |
| 2013-08-01 | 21.2473233156705 |
| 2013-09-01 | 21.1280151741354 |
| 2013-10-01 | 21.3153249198177 |
| 2013-11-01 | 21.4699648811292 |
| 2013-12-01 | 21.1203970631208 |
| 2014-01-01 | 21.1265202587259 |
| 2014-02-01 | 21.1082427138837 |
| 2014-03-01 | 21.0953434683684 |
| 2014-04-01 | 20.9101830446869 |
| 2014-05-01 | 20.9660177754566 |
| 2014-06-01 | 21.0229488041263 |
| 2014-07-01 | 20.8599010580729 |
| 2014-08-01 | 20.8402979135751 |
| 2014-09-01 | 20.9255408669575 |
| 2014-10-01 | 20.8369619250508 |
| 2014-11-01 | 20.9929638149388 |
| 2014-12-01 | 21.0598407792013 |
| 2015-01-01 | 20.9235590915903 |
| 2015-02-01 | 20.9934326271657 |
| 2015-03-01 | 21.0748279963615 |
| 2015-04-01 | 21.2910802426182 |
| 2015-05-01 | 21.1494924444837 |
| 2015-06-01 | 21.1102207965161 |
| 2015-07-01 | 21.2755337206801 |
| 2015-08-01 | 21.3566958800040 |
| 2015-09-01 | 21.3237059887429 |
| 2015-10-01 | 21.3597697996961 |
| 2015-11-01 | 21.3000385901266 |
| 2015-12-01 | 21.3823096426234 |
| 2016-01-01 | 21.4155590888548 |
| 2016-02-01 | 21.3785494337984 |
| 2016-03-01 | 21.4529493221349 |
| 2016-04-01 | 21.5816963231043 |
| 2016-05-01 | 21.5372118998449 |
| 2016-06-01 | 21.6089465421381 |
| 2016-07-01 | 21.6895669825772 |
| 2016-08-01 | 21.6697994192333 |
| 2016-09-01 | 21.7265782684994 |
| 2016-10-01 | 21.7735338583219 |
| 2016-11-01 | 21.8013994610337 |
| 2016-12-01 | 21.8033463863751 |
| 2017-01-01 | 21.8914865270433 |
| 2017-02-01 | 22.1529354999319 |
| 2017-03-01 | 22.0384196250069 |
| 2017-04-01 | 22.1859293952873 |
| 2017-05-01 | 22.3373757842234 |
| 2017-06-01 | 22.4186255048812 |
| 2017-07-01 | 22.3961631597559 |
| 2017-08-01 | 22.5945173763503 |
| 2017-09-01 | 22.7299525675249 |
| 2017-10-01 | 22.6702608609254 |
| 2017-11-01 | 22.7988377043148 |
| 2017-12-01 | 22.8099089449065 |
| 2018-01-01 | 22.9669440417884 |
| 2018-02-01 | 23.0226195189561 |
| 2018-03-01 | 23.0303526065975 |
| 2018-04-01 | 23.0010841977825 |
| 2018-05-01 | 23.0541747388420 |
| 2018-06-01 | 23.0432852821418 |
| 2018-07-01 | 22.8801584812935 |
| 2018-08-01 | 22.8968375796620 |
| 2018-09-01 | 22.9440021344366 |
| 2018-10-01 | 22.9542401255733 |
| 2018-11-01 | 23.0973747125584 |
| 2018-12-01 | 23.2119556843734 |
| 2019-01-01 | 23.2436027427449 |
| 2019-02-01 | 23.2978032969485 |
| 2019-03-01 | 23.5342640262631 |
| 2019-04-01 | 23.5325428506909 |
| 2019-05-01 | 23.7856789110474 |
| 2019-06-01 | 23.5594149581281 |
| 2019-07-01 | 23.6558059888656 |
| 2019-08-01 | 23.6950056787441 |
| 2019-09-01 | 23.7519482457018 |
| 2019-10-01 | 24.0363640083130 |
| 2019-11-01 | 24.0830917756314 |
| 2019-12-01 | 24.0905040890194 |
| 2020-01-01 | 24.4464124448478 |
| 2020-02-01 | 24.4924176421615 |
| 2020-03-01 | 24.4485693810107 |
| 2020-04-01 | 21.9621129154547 |
| 2020-05-01 | 21.5158042610023 |
| 2020-06-01 | 22.2646635407833 |
| 2020-07-01 | 22.8036226984321 |
| 2020-08-01 | 22.8590288691076 |
| 2020-09-01 | 23.1603921154139 |
| 2020-10-01 | 23.4284742219659 |
| 2020-11-01 | 23.1847875424367 |
| 2020-12-01 | 23.3709866284116 |
| 2021-01-01 | 23.4571834142947 |
| 2021-02-01 | 23.5125392459713 |
| 2021-03-01 | 23.5763816669488 |
| 2021-04-01 | 23.6854179068293 |
| 2021-05-01 | 23.6492633365801 |
| 2021-06-01 | 23.6546135918378 |
| 2021-07-01 | 23.7695333109139 |
| 2021-08-01 | 23.7359507889211 |
| 2021-09-01 | 23.5615713876764 |
| 2021-10-01 | 23.7180459994197 |
| 2021-11-01 | 23.7830274724002 |
| 2021-12-01 | 23.8489675049195 |
| 2022-01-01 | 23.8823856806756 |
| 2022-02-01 | 23.9370719014668 |
| 2022-03-01 | 23.9998187322855 |
| 2022-04-01 | 23.7985733384349 |
| 2022-05-01 | 24.0698127561088 |
| 2022-06-01 | 24.3246408132577 |
| 2022-07-01 | 24.0398456876634 |
| 2022-08-01 | 24.1073918570990 |
| 2022-09-01 | 24.2697535863899 |
| 2022-10-01 | 24.0168016393698 |
| 2022-11-01 | 24.0928931846021 |
| 2022-12-01 | 24.0353297648930 |
| 2023-01-01 | 23.9989822415215 |
| 2023-02-01 | 24.0600524440727 |
| 2023-03-01 | 24.0123967938734 |
| 2023-04-01 | 24.1056835060909 |
| 2023-05-01 | 24.1808067874851 |
| 2023-06-01 | 24.1836533410431 |
| 2023-07-01 | 24.2330780909328 |
| 2023-08-01 | 24.1870037459178 |
| 2023-09-01 | 24.2703772899030 |
| 2023-10-01 | 24.2217334442373 |
| 2023-11-01 | 24.3063251518962 |
| 2023-12-01 | 24.3275535072670 |
| 2024-01-01 | 24.2117243107386 |
| 2024-02-01 | 24.1782776114029 |
| 2024-03-01 | 24.3136539850018 |
| 2024-04-01 | 24.3011917774568 |
| 2024-05-01 | 24.3797694126562 |
| 2024-06-01 | 24.5577057674840 |
| 2024-07-01 | 24.5330303941588 |
| 2024-08-01 | 24.6854712942645 |
| 2024-09-01 | 24.6770483112150 |
| 2024-10-01 | 24.9198247661058 |
| 2024-11-01 | 24.9143678456682 |
| 2024-12-01 | 25.0204691058752 |
| 2025-01-01 | 25.4173459981379 |
| 2025-02-01 | 25.2870654197422 |
| 2025-03-01 | 25.3099148897783 |
| 2025-04-01 | 25.2990112251147 |
| 2025-05-01 | 25.2831349539604 |
| 2025-06-01 | 25.3423158626634 |
| 2025-07-01 | 25.5428106009153 |
| 2025-08-01 | 25.6924696166612 |
| 2025-09-01 | 25.1770589828415 |
| 2025-10-01 | 25.1156769835944 |
| 2025-11-01 | 25.2250777773552 |
| 2025-12-01 | 25.3225681319344 |
| 2026-01-01 | 25.4145233877812 |
| 2026-02-01 | 25.3886847882024 |
| 2026-03-01 | 25.4050640761062 |
| 2026-04-01 | 25.4929675332306 |
| 2026-05-01 | 25.4824360219651 |
| 2026-06-01 | 25.5432115471390 |