Table Data - All Employees: Education and Health Services: Private Educational Services in Kalamazoo-Portage, MI (MSA)
| Title | All Employees: Education and Health Services: Private Educational Services in Kalamazoo-Portage, MI (MSA) |
|---|---|
| Series ID | SMU26280206561000001SA |
| 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 2024-10-01 |
| Last Updated | 2024-11-20 6:36 AM CST |
| 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 | 1.6401096039092400 |
| 1990-02-01 | 1.5677862187038702 |
| 1990-03-01 | 1.6082635102180098 |
| 1990-04-01 | 1.5952942375809300 |
| 1990-05-01 | 1.5677704991902102 |
| 1990-06-01 | 1.5079688124034099 |
| 1990-07-01 | 1.5141010425082100 |
| 1990-08-01 | 1.5606801398299899 |
| 1990-09-01 | 1.7409190803194299 |
| 1990-10-01 | 1.6324735795382500 |
| 1990-11-01 | 1.6773689688242799 |
| 1990-12-01 | 1.7849786999122900 |
| 1991-01-01 | 1.6330670282555801 |
| 1991-02-01 | 1.6606672052169498 |
| 1991-03-01 | 1.7116284436701203 |
| 1991-04-01 | 1.6930304016417800 |
| 1991-05-01 | 1.6654360082552000 |
| 1991-06-01 | 1.7113174874270800 |
| 1991-07-01 | 1.7256823347205100 |
| 1991-08-01 | 1.6629239621061900 |
| 1991-09-01 | 1.6300120292637600 |
| 1991-10-01 | 1.6338700681327900 |
| 1991-11-01 | 1.6859584306527000 |
| 1991-12-01 | 1.6918807036741400 |
| 1992-01-01 | 1.6229887187062800 |
| 1992-02-01 | 1.6489509238736800 |
| 1992-03-01 | 1.6325356293176600 |
| 1992-04-01 | 1.5112549965748900 |
| 1992-05-01 | 1.6629117886553900 |
| 1992-06-01 | 1.7113495315469000 |
| 1992-07-01 | 1.6099207785773200 |
| 1992-08-01 | 1.5387177332434600 |
| 1992-09-01 | 1.6274193562913200 |
| 1992-10-01 | 1.6354007172292600 |
| 1992-11-01 | 1.6062128937838798 |
| 1992-12-01 | 1.6029465680919600 |
| 1993-01-01 | 1.6071673338031998 |
| 1993-02-01 | 1.6395196403648897 |
| 1993-03-01 | 1.6542490038614700 |
| 1993-04-01 | 1.6114349591733000 |
| 1993-05-01 | 1.5552357983197800 |
| 1993-06-01 | 1.6095744164576900 |
| 1993-07-01 | 1.6069037192234100 |
| 1993-08-01 | 1.6343156593116799 |
| 1993-09-01 | 1.6224130893483200 |
| 1993-10-01 | 1.6363873700610603 |
| 1993-11-01 | 1.6244302121668899 |
| 1993-12-01 | 1.6134896517044200 |
| 1994-01-01 | 1.6881785161788898 |
| 1994-02-01 | 1.6324296132130200 |
| 1994-03-01 | 1.5717365851901400 |
| 1994-04-01 | 1.6199835474198400 |
| 1994-05-01 | 1.6436866794342900 |
| 1994-06-01 | 1.6114133858191500 |
| 1994-07-01 | 1.7126680325132901 |
| 1994-08-01 | 1.7308013466199899 |
| 1994-09-01 | 1.8305551951592800 |
| 1994-10-01 | 1.6347734867527601 |
| 1994-11-01 | 1.6401030316477400 |
| 1994-12-01 | 1.6184102875493600 |
| 1995-01-01 | 1.7676085870999500 |
| 1995-02-01 | 1.7289836004497200 |
| 1995-03-01 | 1.6830748097102401 |
| 1995-04-01 | 1.7258879467946100 |
| 1995-05-01 | 1.7274778002978999 |
| 1995-06-01 | 1.7155298523246300 |
| 1995-07-01 | 1.7180746669418800 |
| 1995-08-01 | 1.7272484889379298 |
| 1995-09-01 | 1.7124604627975801 |
| 1995-10-01 | 1.7282180108342702 |
| 1995-11-01 | 1.7462717545322900 |
| 1995-12-01 | 1.7148161309119800 |
| 1996-01-01 | 1.7573793037040400 |
| 1996-02-01 | 1.7312469392842200 |
| 1996-03-01 | 1.7838080156400702 |
| 1996-04-01 | 1.8345594696445900 |
| 1996-05-01 | 1.8180247360824702 |
| 1996-06-01 | 1.8160518877643401 |
| 1996-07-01 | 1.7293374897706100 |
| 1996-08-01 | 1.7370048637610600 |
| 1996-09-01 | 1.7021483597409100 |
| 1996-10-01 | 1.7243739192696201 |
| 1996-11-01 | 1.7416934463786700 |
| 1996-12-01 | 1.8040843502832902 |
| 1997-01-01 | 1.8512151949085400 |
| 1997-02-01 | 1.8345418450051800 |
| 1997-03-01 | 1.8760007295118002 |
| 1997-04-01 | 1.8481103836480701 |
| 1997-05-01 | 1.9102507491246399 |
| 1997-06-01 | 1.9120913385640700 |
| 1997-07-01 | 2.0784493375091500 |
| 1997-08-01 | 2.0831899243876500 |
| 1997-09-01 | 2.1133180977047803 |
| 1997-10-01 | 2.1031179403901800 |
| 1997-11-01 | 2.0225195325178000 |
| 1997-12-01 | 2.0853221699957600 |
| 1998-01-01 | 1.8539788565801498 |
| 1998-02-01 | 1.9346563492276200 |
| 1998-03-01 | 1.8597004635102100 |
| 1998-04-01 | 1.8591794570736102 |
| 1998-05-01 | 1.9166074251938900 |
| 1998-06-01 | 1.9112221588700200 |
| 1998-07-01 | 1.9962718483859199 |
| 1998-08-01 | 1.8813138759563202 |
| 1998-09-01 | 1.8859141594517201 |
| 1998-10-01 | 1.9078200469405300 |
| 1998-11-01 | 1.9129960850456500 |
| 1998-12-01 | 1.9732251615484500 |
| 1999-01-01 | 1.7614521590491000 |
| 1999-02-01 | 1.9352271455481800 |
| 1999-03-01 | 1.9452758238230300 |
| 1999-04-01 | 1.9653051074519800 |
| 1999-05-01 | 1.9212048301695002 |
| 1999-06-01 | 2.0116980431764700 |
| 1999-07-01 | 1.9068596463283700 |
| 1999-08-01 | 1.8920657762742799 |
| 1999-09-01 | 1.9764961212817200 |
| 1999-10-01 | 2.0033369309973900 |
| 1999-11-01 | 2.0946279152992800 |
| 1999-12-01 | 2.0616895625124800 |
| 2000-01-01 | 2.1653759094000000 |
| 2000-02-01 | 2.1250036368299800 |
| 2000-03-01 | 2.2271871321287300 |
| 2000-04-01 | 2.1607430934338300 |
| 2000-05-01 | 2.2129916432018900 |
| 2000-06-01 | 2.2148915675723500 |
| 2000-07-01 | 2.2610926039227800 |
| 2000-08-01 | 2.3471815072014000 |
| 2000-09-01 | 2.3767056502315300 |
| 2000-10-01 | 2.3892831687898703 |
| 2000-11-01 | 2.3707378699101400 |
| 2000-12-01 | 2.4497590793358800 |
| 2001-01-01 | 2.3781422221290800 |
| 2001-02-01 | 2.4129458198891300 |
| 2001-03-01 | 2.4137107845950200 |
| 2001-04-01 | 2.4470739810795000 |
| 2001-05-01 | 2.4039156450629000 |
| 2001-06-01 | 2.4245102627274100 |
| 2001-07-01 | 2.3813070286875200 |
| 2001-08-01 | 2.4606315969777404 |
| 2001-09-01 | 2.3601430662825500 |
| 2001-10-01 | 2.4936601525616000 |
| 2001-11-01 | 2.5637549253188703 |
| 2001-12-01 | 2.5382942885176900 |
| 2002-01-01 | 2.7005478863303800 |
| 2002-02-01 | 2.6973180186250800 |
| 2002-03-01 | 2.6970722995947796 |
| 2002-04-01 | 2.7280945364029600 |
| 2002-05-01 | 2.7869750970296203 |
| 2002-06-01 | 2.8497849815460800 |
| 2002-07-01 | 2.8275402712954000 |
| 2002-08-01 | 2.7979474629408103 |
| 2002-09-01 | 2.7459120724389800 |
| 2002-10-01 | 2.7883841758639503 |
| 2002-11-01 | 2.7591899863115197 |
| 2002-12-01 | 2.7244715667427900 |
| 2003-01-01 | 2.7269615345930900 |
| 2003-02-01 | 2.6946833262207800 |
| 2003-03-01 | 2.6990772948659303 |
| 2003-04-01 | 2.7162042015240600 |
| 2003-05-01 | 2.7885495197268506 |
| 2003-06-01 | 2.7665787927261900 |
| 2003-07-01 | 2.8105849481165700 |
| 2003-08-01 | 2.7992773700161600 |
| 2003-09-01 | 2.8208907519048703 |
| 2003-10-01 | 2.5981659159604800 |
| 2003-11-01 | 2.8638516429069000 |
| 2003-12-01 | 2.9087632301016200 |
| 2004-01-01 | 2.8522754788532900 |
| 2004-02-01 | 2.8917295538553400 |
| 2004-03-01 | 2.9902053108386100 |
| 2004-04-01 | 2.8983504447660100 |
| 2004-05-01 | 2.6976840014965497 |
| 2004-06-01 | 2.7813156239131405 |
| 2004-07-01 | 2.7964427988857400 |
| 2004-08-01 | 2.8056784278299904 |
| 2004-09-01 | 2.7952988749233800 |
| 2004-10-01 | 2.6914218824270804 |
| 2004-11-01 | 2.6731106038262795 |
| 2004-12-01 | 2.7083712540598300 |
| 2005-01-01 | 3.1743160982426500 |
| 2005-02-01 | 3.2912528558856200 |
| 2005-03-01 | 3.2859132421833200 |
| 2005-04-01 | 3.1750931889168500 |
| 2005-05-01 | 3.1947885613950495 |
| 2005-06-01 | 3.1019017272732300 |
| 2005-07-01 | 3.1184559842488198 |
| 2005-08-01 | 3.0326848022898103 |
| 2005-09-01 | 3.0770410165537000 |
| 2005-10-01 | 3.0685532438565897 |
| 2005-11-01 | 3.0506507010765200 |
| 2005-12-01 | 3.1801907822710604 |
| 2006-01-01 | 2.8763381866415094 |
| 2006-02-01 | 2.9134252888673600 |
| 2006-03-01 | 2.9064665399592400 |
| 2006-04-01 | 2.9799551768557997 |
| 2006-05-01 | 2.9237292027584200 |
| 2006-06-01 | 2.9996931968392495 |
| 2006-07-01 | 3.0010028608822594 |
| 2006-08-01 | 3.0352258540089796 |
| 2006-09-01 | 3.0768426184954400 |
| 2006-10-01 | 3.0540362900849503 |
| 2006-11-01 | 3.0343407577476900 |
| 2006-12-01 | 3.0727689400344600 |
| 2007-01-01 | 3.1846086554465400 |
| 2007-02-01 | 3.1106268297589903 |
| 2007-03-01 | 3.2107861862547900 |
| 2007-04-01 | 3.1815544003231000 |
| 2007-05-01 | 3.2498921520841604 |
| 2007-06-01 | 3.1943962179466500 |
| 2007-07-01 | 3.2132181675745400 |
| 2007-08-01 | 3.3714636201319395 |
| 2007-09-01 | 3.2904467995491600 |
| 2007-10-01 | 3.2290291768584000 |
| 2007-11-01 | 3.2063635690001697 |
| 2007-12-01 | 3.1599434901105900 |
| 2008-01-01 | 3.1769108210382404 |
| 2008-02-01 | 3.1963142479908297 |
| 2008-03-01 | 3.2185709697682500 |
| 2008-04-01 | 3.4016287349865600 |
| 2008-05-01 | 3.3898313403139197 |
| 2008-06-01 | 3.3870894381170897 |
| 2008-07-01 | 3.4214416559156900 |
| 2008-08-01 | 3.3669841136779000 |
| 2008-09-01 | 3.3056190986034600 |
| 2008-10-01 | 3.4070812810632100 |
| 2008-11-01 | 3.4694640046417997 |
| 2008-12-01 | 3.5354591349438700 |
| 2009-01-01 | 3.3779008035204905 |
| 2009-02-01 | 3.3720564018656200 |
| 2009-03-01 | 3.3206776566619802 |
| 2009-04-01 | 3.3333711796205403 |
| 2009-05-01 | 3.3292255870322700 |
| 2009-06-01 | 3.3767634367656500 |
| 2009-07-01 | 3.2905375415391500 |
| 2009-08-01 | 3.3582531266355002 |
| 2009-09-01 | 3.2194306979423400 |
| 2009-10-01 | 3.4026352653464900 |
| 2009-11-01 | 3.3625673813197796 |
| 2009-12-01 | 3.6273352098004400 |
| 2010-01-01 | 3.3798173676414000 |
| 2010-02-01 | 3.3509519258369203 |
| 2010-03-01 | 3.3151909829763700 |
| 2010-04-01 | 3.1680393566409800 |
| 2010-05-01 | 3.1589820964944400 |
| 2010-06-01 | 3.1641434129314500 |
| 2010-07-01 | 3.1654257652422200 |
| 2010-08-01 | 3.1234616718666100 |
| 2010-09-01 | 3.1221679663460900 |
| 2010-10-01 | 3.1144341597800100 |
| 2010-11-01 | 3.0723922111656803 |
| 2010-12-01 | 3.0586524681518500 |
| 2011-01-01 | 3.2826307834652100 |
| 2011-02-01 | 3.1562415729225400 |
| 2011-03-01 | 3.0171917048090100 |
| 2011-04-01 | 2.9944325269856100 |
| 2011-05-01 | 2.8673952280116097 |
| 2011-06-01 | 2.7472821395938200 |
| 2011-07-01 | 2.9327922066834400 |
| 2011-08-01 | 2.8847045222148995 |
| 2011-09-01 | 2.9170741999021700 |
| 2011-10-01 | 2.8328097356591000 |
| 2011-11-01 | 2.8847770790288300 |
| 2011-12-01 | 2.8795327697167200 |
| 2012-01-01 | 2.8741577909813500 |
| 2012-02-01 | 2.8775693488728500 |
| 2012-03-01 | 2.9166633134801800 |
| 2012-04-01 | 2.9040187284143197 |
| 2012-05-01 | 2.9725482746771004 |
| 2012-06-01 | 2.6376124064684400 |
| 2012-07-01 | 2.9257667860273795 |
| 2012-08-01 | 2.8653398843617897 |
| 2012-09-01 | 2.8064371921730400 |
| 2012-10-01 | 2.8358538763569703 |
| 2012-11-01 | 2.7937340740453305 |
| 2012-12-01 | 2.8004375149952000 |
| 2013-01-01 | 2.7741943745699900 |
| 2013-02-01 | 2.8053753817487697 |
| 2013-03-01 | 2.8230820995788104 |
| 2013-04-01 | 2.7988642205310500 |
| 2013-05-01 | 2.6479073203703196 |
| 2013-06-01 | 2.8298356000186606 |
| 2013-07-01 | 2.8108481055173398 |
| 2013-08-01 | 2.8469616115549000 |
| 2013-09-01 | 2.7050802973440100 |
| 2013-10-01 | 3.1279704960285400 |
| 2013-11-01 | 3.1749128514359900 |
| 2013-12-01 | 2.8168230240306800 |
| 2014-01-01 | 2.7764013861865100 |
| 2014-02-01 | 2.7285327496537595 |
| 2014-03-01 | 2.7313553370494503 |
| 2014-04-01 | 2.6836586843388600 |
| 2014-05-01 | 2.7278947971520195 |
| 2014-06-01 | 2.8198292050590300 |
| 2014-07-01 | 2.7044297547411205 |
| 2014-08-01 | 2.7246429798216005 |
| 2014-09-01 | 2.7040700184769797 |
| 2014-10-01 | 2.6606145414954800 |
| 2014-11-01 | 2.7159417982116200 |
| 2014-12-01 | 2.7370467059942203 |
| 2015-01-01 | 2.7783722534198400 |
| 2015-02-01 | 2.7443809863433200 |
| 2015-03-01 | 2.7368566203314900 |
| 2015-04-01 | 2.7651160811583100 |
| 2015-05-01 | 2.7034234287108303 |
| 2015-06-01 | 2.7093415435695900 |
| 2015-07-01 | 2.7065854875217700 |
| 2015-08-01 | 2.7164299252238800 |
| 2015-09-01 | 2.7073783962858100 |
| 2015-10-01 | 2.7662853416151200 |
| 2015-11-01 | 2.7284136252329300 |
| 2015-12-01 | 2.7524316812497900 |
| 2016-01-01 | 2.8792755774983703 |
| 2016-02-01 | 2.7483043785439700 |
| 2016-03-01 | 2.7379203816491800 |
| 2016-04-01 | 2.8416578656966096 |
| 2016-05-01 | 2.8888140745855497 |
| 2016-06-01 | 2.9071633285755600 |
| 2016-07-01 | 2.9262143649485695 |
| 2016-08-01 | 2.9325424306243600 |
| 2016-09-01 | 2.9073388318539304 |
| 2016-10-01 | 2.8707831667548596 |
| 2016-11-01 | 2.9293931226333396 |
| 2016-12-01 | 2.9609963200453400 |
| 2017-01-01 | 2.9780679932947405 |
| 2017-02-01 | 3.0431729714818000 |
| 2017-03-01 | 3.0262685509467500 |
| 2017-04-01 | 3.0219140972378000 |
| 2017-05-01 | 3.0811731881719400 |
| 2017-06-01 | 3.0075084678068300 |
| 2017-07-01 | 3.0351623994466000 |
| 2017-08-01 | 3.0349986869748600 |
| 2017-09-01 | 3.1138489675846297 |
| 2017-10-01 | 3.0697525545839603 |
| 2017-11-01 | 3.1346701955915900 |
| 2017-12-01 | 3.0674719004702600 |
| 2018-01-01 | 3.0716080244142900 |
| 2018-02-01 | 3.1365915033078800 |
| 2018-03-01 | 3.1109654693697704 |
| 2018-04-01 | 3.2083853412487900 |
| 2018-05-01 | 3.1856984075663500 |
| 2018-06-01 | 3.2155242394376600 |
| 2018-07-01 | 3.1452917366704500 |
| 2018-08-01 | 3.1320667768960400 |
| 2018-09-01 | 3.1163171003209595 |
| 2018-10-01 | 3.1731855894408000 |
| 2018-11-01 | 3.1445866136040300 |
| 2018-12-01 | 3.1710806384159302 |
| 2019-01-01 | 3.1653600583799500 |
| 2019-02-01 | 3.1289659545999600 |
| 2019-03-01 | 3.1950000134528196 |
| 2019-04-01 | 3.2113237385932200 |
| 2019-05-01 | 3.3987487004239200 |
| 2019-06-01 | 3.2177934865221900 |
| 2019-07-01 | 3.1437437207768900 |
| 2019-08-01 | 3.2241292800578902 |
| 2019-09-01 | 3.3214526186299600 |
| 2019-10-01 | 3.2787117074074104 |
| 2019-11-01 | 3.2533506713738705 |
| 2019-12-01 | 3.2688143429873198 |
| 2020-01-01 | 3.2559850127538104 |
| 2020-02-01 | 3.2197214224525400 |
| 2020-03-01 | 3.1856880273150700 |
| 2020-04-01 | 2.9253971580438196 |
| 2020-05-01 | 3.0079447350855500 |
| 2020-06-01 | 2.9172466025628300 |
| 2020-07-01 | 3.1409029997026200 |
| 2020-08-01 | 3.1018807136420000 |
| 2020-09-01 | 3.0233550403339600 |
| 2020-10-01 | 3.0956421578662900 |
| 2020-11-01 | 3.0765275598466000 |
| 2020-12-01 | 3.0660871723723100 |
| 2021-01-01 | 3.1471079601782800 |
| 2021-02-01 | 3.1123798735598400 |
| 2021-03-01 | 3.1810320577406603 |
| 2021-04-01 | 3.2250886266488800 |
| 2021-05-01 | 3.2125037913710500 |
| 2021-06-01 | 3.2174489126980900 |
| 2021-07-01 | 3.2432215605517600 |
| 2021-08-01 | 3.3034341808844103 |
| 2021-09-01 | 3.2320047068500500 |
| 2021-10-01 | 3.2035241122827705 |
| 2021-11-01 | 3.2845900103369300 |
| 2021-12-01 | 3.2592207925934600 |
| 2022-01-01 | 3.2447908560429300 |
| 2022-02-01 | 3.2983817264046698 |
| 2022-03-01 | 3.2781816375296198 |
| 2022-04-01 | 3.1281567705382400 |
| 2022-05-01 | 3.1018498364164704 |
| 2022-06-01 | 3.3181199068934600 |
| 2022-07-01 | 3.3469639662372597 |
| 2022-08-01 | 3.3004267758830500 |
| 2022-09-01 | 3.4415009154805000 |
| 2022-10-01 | 3.4106968362019700 |
| 2022-11-01 | 3.3901859327740100 |
| 2022-12-01 | 3.4525269018409900 |
| 2023-01-01 | 3.4503577699648500 |
| 2023-02-01 | 3.4814809562039000 |
| 2023-03-01 | 3.4750170030530500 |
| 2023-04-01 | 3.5162467658768200 |
| 2023-05-01 | 3.5876757098545200 |
| 2023-06-01 | 3.6175674642790003 |
| 2023-07-01 | 3.5586685347703300 |
| 2023-08-01 | 3.6298394226291200 |
| 2023-09-01 | 3.5474730674182005 |
| 2023-10-01 | 3.6121218859008700 |
| 2023-11-01 | 3.5907805696455000 |
| 2023-12-01 | 3.6450412215476398 |
| 2024-01-01 | 3.6562149182075800 |
| 2024-02-01 | 3.6708088738592100 |
| 2024-03-01 | 3.6737241982243996 |
| 2024-04-01 | 3.7062651032960896 |
| 2024-05-01 | 3.6702119132815100 |
| 2024-06-01 | 3.6154784402398996 |
| 2024-07-01 | 3.6652700025744505 |
| 2024-08-01 | 3.6418060196518500 |
| 2024-09-01 | 3.6534484721485300 |
| 2024-10-01 | 3.6136483411308800 |
