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 2024-09-01 |
| Last Updated | 2024-10-23 6:20 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 | 1.6401096044351500 |
| 1990-02-01 | 1.5677862192341700 |
| 1990-03-01 | 1.6082635106445700 |
| 1990-04-01 | 1.5952942373172199 |
| 1990-05-01 | 1.5677705015459100 |
| 1990-06-01 | 1.5079688121161200 |
| 1990-07-01 | 1.5141010417574998 |
| 1990-08-01 | 1.5606801382354500 |
| 1990-09-01 | 1.7409190787887900 |
| 1990-10-01 | 1.6324735787943900 |
| 1990-11-01 | 1.6773689685336800 |
| 1990-12-01 | 1.7849786995735500 |
| 1991-01-01 | 1.6330670314770900 |
| 1991-02-01 | 1.6606672052894598 |
| 1991-03-01 | 1.7116284441750202 |
| 1991-04-01 | 1.6930304007621700 |
| 1991-05-01 | 1.6654360106730100 |
| 1991-06-01 | 1.7113174880283502 |
| 1991-07-01 | 1.7256823330052000 |
| 1991-08-01 | 1.6629239595347100 |
| 1991-09-01 | 1.6300120268429599 |
| 1991-10-01 | 1.6338700678822500 |
| 1991-11-01 | 1.6859584288204301 |
| 1991-12-01 | 1.6918807042666400 |
| 1992-01-01 | 1.6229887277898503 |
| 1992-02-01 | 1.6489509223593500 |
| 1992-03-01 | 1.6325356291431101 |
| 1992-04-01 | 1.5112549948502099 |
| 1992-05-01 | 1.6629117906459498 |
| 1992-06-01 | 1.7113495326610300 |
| 1992-07-01 | 1.6099207758724499 |
| 1992-08-01 | 1.5387177297515300 |
| 1992-09-01 | 1.6274193526863603 |
| 1992-10-01 | 1.6354007174134901 |
| 1992-11-01 | 1.6062128908163602 |
| 1992-12-01 | 1.6029465701236600 |
| 1993-01-01 | 1.6071673489934497 |
| 1993-02-01 | 1.6395196377329600 |
| 1993-03-01 | 1.6542490033204400 |
| 1993-04-01 | 1.6114349564471200 |
| 1993-05-01 | 1.5552357989317802 |
| 1993-06-01 | 1.6095744177811800 |
| 1993-07-01 | 1.6069037149866100 |
| 1993-08-01 | 1.6343156537531600 |
| 1993-09-01 | 1.6224130839628000 |
| 1993-10-01 | 1.6363873706023002 |
| 1993-11-01 | 1.6244302085199100 |
| 1993-12-01 | 1.6134896565284198 |
| 1994-01-01 | 1.6881785372176499 |
| 1994-02-01 | 1.6324296110045100 |
| 1994-03-01 | 1.5717365847083100 |
| 1994-04-01 | 1.6199835443335000 |
| 1994-05-01 | 1.6436866792365800 |
| 1994-06-01 | 1.6114133857612700 |
| 1994-07-01 | 1.7126680261890301 |
| 1994-08-01 | 1.7308013383832800 |
| 1994-09-01 | 1.8305551861990600 |
| 1994-10-01 | 1.6347734846708000 |
| 1994-11-01 | 1.6401030257384500 |
| 1994-12-01 | 1.6184102971108703 |
| 1995-01-01 | 1.7676086230119898 |
| 1995-02-01 | 1.7289835969954100 |
| 1995-03-01 | 1.6830748081607800 |
| 1995-04-01 | 1.7258879425086000 |
| 1995-05-01 | 1.7274777977550900 |
| 1995-06-01 | 1.7155298515434099 |
| 1995-07-01 | 1.7180746582189899 |
| 1995-08-01 | 1.7272484787033000 |
| 1995-09-01 | 1.7124604517405400 |
| 1995-10-01 | 1.7282180044525701 |
| 1995-11-01 | 1.7462717422191700 |
| 1995-12-01 | 1.7148161221633202 |
| 1996-01-01 | 1.7573793916370801 |
| 1996-02-01 | 1.7312469315755100 |
| 1996-03-01 | 1.7838080127222800 |
| 1996-04-01 | 1.8345594676982800 |
| 1996-05-01 | 1.8180247343072500 |
| 1996-06-01 | 1.8160518849746600 |
| 1996-07-01 | 1.7293374685833400 |
| 1996-08-01 | 1.7370048429290899 |
| 1996-09-01 | 1.7021483279767200 |
| 1996-10-01 | 1.7243738969012499 |
| 1996-11-01 | 1.7416934313776800 |
| 1996-12-01 | 1.8040843345575401 |
| 1997-01-01 | 1.8512153610446900 |
| 1997-02-01 | 1.8345418550271002 |
| 1997-03-01 | 1.8760007428558303 |
| 1997-04-01 | 1.8481103903397098 |
| 1997-05-01 | 1.9102507427719000 |
| 1997-06-01 | 1.9120913185520300 |
| 1997-07-01 | 2.0784492675666697 |
| 1997-08-01 | 2.0831898484497700 |
| 1997-09-01 | 2.1133179967321400 |
| 1997-10-01 | 2.1031178789806204 |
| 1997-11-01 | 2.0225195258510200 |
| 1997-12-01 | 2.0853221777874897 |
| 1998-01-01 | 1.8539791256521698 |
| 1998-02-01 | 1.9346564193407600 |
| 1998-03-01 | 1.8597005146716399 |
| 1998-04-01 | 1.8591794765531697 |
| 1998-05-01 | 1.9166074113357400 |
| 1998-06-01 | 1.9112221283627200 |
| 1998-07-01 | 1.9962717369264900 |
| 1998-08-01 | 1.8813137432051101 |
| 1998-09-01 | 1.8859138654817000 |
| 1998-10-01 | 1.9078198837598201 |
| 1998-11-01 | 1.9129959347658500 |
| 1998-12-01 | 1.9732249929760000 |
| 1999-01-01 | 1.7614534229220700 |
| 1999-02-01 | 1.9352270602372101 |
| 1999-03-01 | 1.9452757753824500 |
| 1999-04-01 | 1.9653050847026003 |
| 1999-05-01 | 1.9212048176856797 |
| 1999-06-01 | 2.0116980251405200 |
| 1999-07-01 | 1.9068595180737600 |
| 1999-08-01 | 1.8920655497350702 |
| 1999-09-01 | 1.9764954999322600 |
| 1999-10-01 | 2.0033365008487600 |
| 1999-11-01 | 2.0946274536148200 |
| 1999-12-01 | 2.0616891340555000 |
| 2000-01-01 | 2.1653787420076798 |
| 2000-02-01 | 2.1250035133145704 |
| 2000-03-01 | 2.2271871762806100 |
| 2000-04-01 | 2.1607432455156800 |
| 2000-05-01 | 2.2129918236715300 |
| 2000-06-01 | 2.2148916801949200 |
| 2000-07-01 | 2.2610924118407300 |
| 2000-08-01 | 2.3471809198427300 |
| 2000-09-01 | 2.3767041593475700 |
| 2000-10-01 | 2.3892820134964903 |
| 2000-11-01 | 2.3707366417674702 |
| 2000-12-01 | 2.4497581094851900 |
| 2001-01-01 | 2.3781467693219502 |
| 2001-02-01 | 2.4129459737808503 |
| 2001-03-01 | 2.4137112821836600 |
| 2001-04-01 | 2.4470748730213400 |
| 2001-05-01 | 2.4039161898746600 |
| 2001-06-01 | 2.4245109409743100 |
| 2001-07-01 | 2.3813070719807300 |
| 2001-08-01 | 2.4606307234725700 |
| 2001-09-01 | 2.3601408053885900 |
| 2001-10-01 | 2.4936575563123700 |
| 2001-11-01 | 2.5637512354599700 |
| 2001-12-01 | 2.5382899195480400 |
| 2002-01-01 | 2.7005571343359800 |
| 2002-02-01 | 2.6973192968910498 |
| 2002-03-01 | 2.6970749650291700 |
| 2002-04-01 | 2.7280970276041700 |
| 2002-05-01 | 2.7869762776801200 |
| 2002-06-01 | 2.8497862271923196 |
| 2002-07-01 | 2.8275402587463600 |
| 2002-08-01 | 2.7979458132093797 |
| 2002-09-01 | 2.7459082025031000 |
| 2002-10-01 | 2.7883793287489302 |
| 2002-11-01 | 2.7591829918089300 |
| 2002-12-01 | 2.7244619857289702 |
| 2003-01-01 | 2.7269776711527300 |
| 2003-02-01 | 2.6946853858010000 |
| 2003-03-01 | 2.6990819156149100 |
| 2003-04-01 | 2.7162081189386800 |
| 2003-05-01 | 2.7885512180882800 |
| 2003-06-01 | 2.7665803133263400 |
| 2003-07-01 | 2.8105847973832800 |
| 2003-08-01 | 2.7992751420570200 |
| 2003-09-01 | 2.8208858757987003 |
| 2003-10-01 | 2.5981597730835500 |
| 2003-11-01 | 2.8638416670601803 |
| 2003-12-01 | 2.9087482401907905 |
| 2004-01-01 | 2.8522980446276005 |
| 2004-02-01 | 2.8917327523984104 |
| 2004-03-01 | 2.9902126573345202 |
| 2004-04-01 | 2.8983558212598997 |
| 2004-05-01 | 2.6976860361012407 |
| 2004-06-01 | 2.7813168686853302 |
| 2004-07-01 | 2.7964419953475694 |
| 2004-08-01 | 2.8056758228387304 |
| 2004-09-01 | 2.7952934280850500 |
| 2004-10-01 | 2.6914148199898196 |
| 2004-11-01 | 2.6731007702519802 |
| 2004-12-01 | 2.7083562704862603 |
| 2005-01-01 | 3.1743427399780697 |
| 2005-02-01 | 3.2912567858542205 |
| 2005-03-01 | 3.2859216928516000 |
| 2005-04-01 | 3.1750996260195100 |
| 2005-05-01 | 3.1947909429608000 |
| 2005-06-01 | 3.1019028680521500 |
| 2005-07-01 | 3.1184549283854100 |
| 2005-08-01 | 3.0326825392895400 |
| 2005-09-01 | 3.0770349561499195 |
| 2005-10-01 | 3.0685458639124500 |
| 2005-11-01 | 3.0506404581141697 |
| 2005-12-01 | 3.1801724649971800 |
| 2006-01-01 | 2.8763609328945900 |
| 2006-02-01 | 2.9134288919877500 |
| 2006-03-01 | 2.9064739025128103 |
| 2006-04-01 | 2.9799609301004497 |
| 2006-05-01 | 2.9237310605653595 |
| 2006-06-01 | 2.9996936030928800 |
| 2006-07-01 | 3.0010015490598000 |
| 2006-08-01 | 3.0352243955748905 |
| 2006-09-01 | 3.0768367072636003 |
| 2006-10-01 | 3.0540309358104905 |
| 2006-11-01 | 3.0343337389451300 |
| 2006-12-01 | 3.0727536500330297 |
| 2007-01-01 | 3.1846291168741100 |
| 2007-02-01 | 3.1106296179178500 |
| 2007-03-01 | 3.2107919794322903 |
| 2007-04-01 | 3.1815592736845600 |
| 2007-05-01 | 3.2498937105075300 |
| 2007-06-01 | 3.1943963147863705 |
| 2007-07-01 | 3.2132171032131600 |
| 2007-08-01 | 3.3714631499300896 |
| 2007-09-01 | 3.2904412586009504 |
| 2007-10-01 | 3.2290261795717400 |
| 2007-11-01 | 3.2063600649944504 |
| 2007-12-01 | 3.1599317035731804 |
| 2008-01-01 | 3.1769233893457800 |
| 2008-02-01 | 3.1963162086107200 |
| 2008-03-01 | 3.2185746186995097 |
| 2008-04-01 | 3.4016323117698100 |
| 2008-05-01 | 3.3898324762508100 |
| 2008-06-01 | 3.3870894571483396 |
| 2008-07-01 | 3.4214407942407696 |
| 2008-08-01 | 3.3669845259406697 |
| 2008-09-01 | 3.3056147298665400 |
| 2008-10-01 | 3.4070805170998200 |
| 2008-11-01 | 3.4694637952295600 |
| 2008-12-01 | 3.5354516156703800 |
| 2009-01-01 | 3.3779054699234106 |
| 2009-02-01 | 3.3720573494573100 |
| 2009-03-01 | 3.3206790840249996 |
| 2009-04-01 | 3.3333733559313800 |
| 2009-05-01 | 3.3292262103647100 |
| 2009-06-01 | 3.3767642293009400 |
| 2009-07-01 | 3.2905375707731803 |
| 2009-08-01 | 3.3582542690706400 |
| 2009-09-01 | 3.2194278314629900 |
| 2009-10-01 | 3.4026359205552796 |
| 2009-11-01 | 3.3625683158387800 |
| 2009-12-01 | 3.6273291727260695 |
| 2010-01-01 | 3.3798181263702100 |
| 2010-02-01 | 3.3509521596358502 |
| 2010-03-01 | 3.3151918771567200 |
| 2010-04-01 | 3.1680408116811700 |
| 2010-05-01 | 3.1589817993696900 |
| 2010-06-01 | 3.1641451420567900 |
| 2010-07-01 | 3.1654263079878504 |
| 2010-08-01 | 3.1234624385758902 |
| 2010-09-01 | 3.1221649232656800 |
| 2010-10-01 | 3.1144383591526004 |
| 2010-11-01 | 3.0723915231086900 |
| 2010-12-01 | 3.0586481786712700 |
| 2011-01-01 | 3.2826308202903904 |
| 2011-02-01 | 3.1562413646486096 |
| 2011-03-01 | 3.0171919441803100 |
| 2011-04-01 | 2.9944323264135200 |
| 2011-05-01 | 2.8673920361165600 |
| 2011-06-01 | 2.7472896861718600 |
| 2011-07-01 | 2.9327907022405600 |
| 2011-08-01 | 2.8847035199833595 |
| 2011-09-01 | 2.9170708927556097 |
| 2011-10-01 | 2.8328169255837796 |
| 2011-11-01 | 2.8847751421132500 |
| 2011-12-01 | 2.8795301350847597 |
| 2012-01-01 | 2.8741576863103900 |
| 2012-02-01 | 2.8775692416695900 |
| 2012-03-01 | 2.9166634070895294 |
| 2012-04-01 | 2.9040166177320800 |
| 2012-05-01 | 2.9725405750937597 |
| 2012-06-01 | 2.6376236673827402 |
| 2012-07-01 | 2.9257623449559502 |
| 2012-08-01 | 2.8653384287711696 |
| 2012-09-01 | 2.8064352289439100 |
| 2012-10-01 | 2.8358660580007897 |
| 2012-11-01 | 2.7937315675672300 |
| 2012-12-01 | 2.8004342640287800 |
| 2013-01-01 | 2.7741885026260300 |
| 2013-02-01 | 2.8053683772066700 |
| 2013-03-01 | 2.8231120545116700 |
| 2013-04-01 | 2.7988530717106300 |
| 2013-05-01 | 2.6478903330983900 |
| 2013-06-01 | 2.8298453717288400 |
| 2013-07-01 | 2.8108324808575000 |
| 2013-08-01 | 2.8469462171341100 |
| 2013-09-01 | 2.7050637797968800 |
| 2013-10-01 | 3.1280740185387400 |
| 2013-11-01 | 3.1748915593668996 |
| 2013-12-01 | 2.8168043928173800 |
| 2014-01-01 | 2.7763808352364100 |
| 2014-02-01 | 2.7285127770829702 |
| 2014-03-01 | 2.7314071596416200 |
| 2014-04-01 | 2.6836352436820100 |
| 2014-05-01 | 2.7278927483139300 |
| 2014-06-01 | 2.8198267470926295 |
| 2014-07-01 | 2.7044036350023104 |
| 2014-08-01 | 2.7246167007763100 |
| 2014-09-01 | 2.7040416481825797 |
| 2014-10-01 | 2.6607825165639100 |
| 2014-11-01 | 2.7159095955562096 |
| 2014-12-01 | 2.7370119068607300 |
| 2015-01-01 | 2.7783308140390400 |
| 2015-02-01 | 2.7443387010200797 |
| 2015-03-01 | 2.7369238492445100 |
| 2015-04-01 | 2.7650763273553900 |
| 2015-05-01 | 2.7034413737499796 |
| 2015-06-01 | 2.7093364642651800 |
| 2015-07-01 | 2.7065584770124103 |
| 2015-08-01 | 2.7164005284198100 |
| 2015-09-01 | 2.7073435881109202 |
| 2015-10-01 | 2.7665421573862004 |
| 2015-11-01 | 2.7283668260123100 |
| 2015-12-01 | 2.7523770883902503 |
| 2016-01-01 | 2.8792054129481400 |
| 2016-02-01 | 2.7482296019607206 |
| 2016-03-01 | 2.7379542283750100 |
| 2016-04-01 | 2.8415899501275900 |
| 2016-05-01 | 2.8889008578225100 |
| 2016-06-01 | 2.9071436575040095 |
| 2016-07-01 | 2.9262779275367900 |
| 2016-08-01 | 2.9325154992033897 |
| 2016-09-01 | 2.9073041988341600 |
| 2016-10-01 | 2.8710456152566004 |
| 2016-11-01 | 2.9293405310940100 |
| 2016-12-01 | 2.9609263129526204 |
| 2017-01-01 | 2.9779729435937100 |
| 2017-02-01 | 3.0430614225319700 |
| 2017-03-01 | 3.0262751149525400 |
| 2017-04-01 | 3.0216966662307203 |
| 2017-05-01 | 3.0812799773011297 |
| 2017-06-01 | 3.0075941385839395 |
| 2017-07-01 | 3.0354969218292600 |
| 2017-08-01 | 3.0349486527112104 |
| 2017-09-01 | 3.1137692078486903 |
| 2017-10-01 | 3.0699949082293600 |
| 2017-11-01 | 3.1345840530701400 |
| 2017-12-01 | 3.0673712843012100 |
| 2018-01-01 | 3.0714861698549600 |
| 2018-02-01 | 3.1364576895657500 |
| 2018-03-01 | 3.1109123954457700 |
| 2018-04-01 | 3.2080165039298400 |
| 2018-05-01 | 3.1858406112753905 |
| 2018-06-01 | 3.2157501972933598 |
| 2018-07-01 | 3.1459439281728603 |
| 2018-08-01 | 3.1320275770611300 |
| 2018-09-01 | 3.1162317686606300 |
| 2018-10-01 | 3.1733154196793802 |
| 2018-11-01 | 3.1444662857657004 |
| 2018-12-01 | 3.1709107868664700 |
| 2019-01-01 | 3.1651412250753600 |
| 2019-02-01 | 3.1287261288132298 |
| 2019-03-01 | 3.1947935199901100 |
| 2019-04-01 | 3.2110309808572100 |
| 2019-05-01 | 3.3990263283027500 |
| 2019-06-01 | 3.2182586659631403 |
| 2019-07-01 | 3.1446966029685597 |
| 2019-08-01 | 3.2241331284253700 |
| 2019-09-01 | 3.3216578229540100 |
| 2019-10-01 | 3.2785436654845297 |
| 2019-11-01 | 3.2529528960126800 |
| 2019-12-01 | 3.2683167169840100 |
| 2020-01-01 | 3.2554623763508400 |
| 2020-02-01 | 3.2192490135468703 |
| 2020-03-01 | 3.1853284781772704 |
| 2020-04-01 | 2.9254522329589396 |
| 2020-05-01 | 3.0086106331737000 |
| 2020-06-01 | 2.9181214200936300 |
| 2020-07-01 | 3.1423177507501800 |
| 2020-08-01 | 3.1021366019633700 |
| 2020-09-01 | 3.0238088572571202 |
| 2020-10-01 | 3.0949561470528800 |
| 2020-11-01 | 3.0755207731162800 |
| 2020-12-01 | 3.0649368530802500 |
| 2021-01-01 | 3.1460303016834400 |
| 2021-02-01 | 3.1115541824474400 |
| 2021-03-01 | 3.1804640329620000 |
| 2021-04-01 | 3.2255700758745802 |
| 2021-05-01 | 3.2139085709121202 |
| 2021-06-01 | 3.2194065493975494 |
| 2021-07-01 | 3.2459787759026804 |
| 2021-08-01 | 3.3055828133759700 |
| 2021-09-01 | 3.2351776706483704 |
| 2021-10-01 | 3.1975226106420800 |
| 2021-11-01 | 3.2815849124923200 |
| 2021-12-01 | 3.2571864507185200 |
| 2022-01-01 | 3.2432656297436200 |
| 2022-02-01 | 3.2975107078070200 |
| 2022-03-01 | 3.2780809696308797 |
| 2022-04-01 | 3.1294990152214996 |
| 2022-05-01 | 3.1041330129268396 |
| 2022-06-01 | 3.3214140587150403 |
| 2022-07-01 | 3.3510727106860200 |
| 2022-08-01 | 3.3042175052792500 |
| 2022-09-01 | 3.4465294475827903 |
| 2022-10-01 | 3.4002575231251697 |
| 2022-11-01 | 3.3846823572812200 |
| 2022-12-01 | 3.4494334149499704 |
| 2023-01-01 | 3.4482711022177200 |
| 2023-02-01 | 3.4805330219018704 |
| 2023-03-01 | 3.4753168475558596 |
| 2023-04-01 | 3.5186669415453196 |
| 2023-05-01 | 3.5912894372362407 |
| 2023-06-01 | 3.6224241370996800 |
| 2023-07-01 | 3.5643324355042600 |
| 2023-08-01 | 3.6359732512154800 |
| 2023-09-01 | 3.5548121531739000 |
| 2023-10-01 | 3.5965378653938200 |
| 2023-11-01 | 3.5822524618287600 |
| 2023-12-01 | 3.6409859631429904 |
| 2024-01-01 | 3.6537263750302005 |
| 2024-02-01 | 3.6699715852540398 |
| 2024-03-01 | 3.6747277780216496 |
| 2024-04-01 | 3.7096806006839800 |
| 2024-05-01 | 3.6746994634601005 |
| 2024-06-01 | 3.6212733532593298 |
| 2024-07-01 | 3.6717778426097800 |
| 2024-08-01 | 3.6485018422509600 |
| 2024-09-01 | 3.6605958917602000 |
