Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Health Care and Social Assistance in Kalamazoo-Portage, MI (MSA)

Title All Employees: Education and Health Services: Health Care and Social Assistance in Kalamazoo-Portage, MI (MSA)
Series ID SMU26280206562000001SA
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 2024-12-01
Last Updated 2025-01-29 5:44 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 12.898052256752601
1990-02-01 13.022520936161401
1990-03-01 12.998187354840901
1990-04-01 13.137947772945699
1990-05-01 13.249414051664400
1990-06-01 13.333473454163402
1990-07-01 13.346545117757302
1990-08-01 13.359664365603699
1990-09-01 13.439496947976501
1990-10-01 13.742184121382301
1990-11-01 13.613942809389900
1990-12-01 13.648612682685402
1991-01-01 13.305880359720799
1991-02-01 13.426347088706901
1991-03-01 13.390992655322900
1991-04-01 13.440635787563000
1991-05-01 13.345377850845802
1991-06-01 13.328935641564500
1991-07-01 13.237581112039500
1991-08-01 13.365500217261200
1991-09-01 13.447109974539302
1991-10-01 13.347170207737300
1991-11-01 13.223123112808000
1991-12-01 13.247455007362499
1992-01-01 13.410937122456698
1992-02-01 13.439399326688900
1992-03-01 13.467920067659499
1992-04-01 13.545020482010601
1992-05-01 13.542613729530500
1992-06-01 13.625785093230000
1992-07-01 13.818853248651301
1992-08-01 13.866825998264899
1992-09-01 13.945919421935900
1992-10-01 13.855997730602300
1992-11-01 14.030919475063900
1992-12-01 13.950573036047900
1993-01-01 14.324605418808200
1993-02-01 14.254670736779198
1993-03-01 14.350398289950700
1993-04-01 14.252370918178100
1993-05-01 14.441201760332598
1993-06-01 14.413997985760000
1993-07-01 14.385781548955100
1993-08-01 14.464406657802401
1993-09-01 14.442459534044400
1993-10-01 14.774305172844400
1993-11-01 14.836941895231600
1993-12-01 14.948249163216000
1994-01-01 14.954232670324199
1994-02-01 15.076791849029801
1994-03-01 15.136862538775500
1994-04-01 15.263830648040900
1994-05-01 15.233174872483302
1994-06-01 15.287973956565300
1994-07-01 15.360496587331099
1994-08-01 15.250060156374301
1994-09-01 15.234819110638500
1994-10-01 15.287183319789500
1994-11-01 15.243851143147900
1994-12-01 15.537909606207599
1995-01-01 15.408731658610302
1995-02-01 15.194532934803000
1995-03-01 15.349167932202500
1995-04-01 15.163144430872100
1995-05-01 15.117227002171800
1995-06-01 15.053258691314499
1995-07-01 15.137317258948901
1995-08-01 15.032418562141900
1995-09-01 15.136478104256700
1995-10-01 14.897655355642800
1995-11-01 15.053216906706700
1995-12-01 14.920747865554200
1996-01-01 15.056057231111800
1996-02-01 15.118169764240700
1996-03-01 15.067176009187100
1996-04-01 15.054790807246599
1996-05-01 15.101255660760900
1996-06-01 15.132031279352901
1996-07-01 15.027392882195000
1996-08-01 15.012257789271400
1996-09-01 14.936580674380501
1996-10-01 14.894916314989200
1996-11-01 14.853672666206100
1996-12-01 14.799335412662199
1997-01-01 14.699358879263900
1997-02-01 14.734039964861500
1997-03-01 14.687028902342501
1997-04-01 14.748183759531100
1997-05-01 14.692185417228300
1997-06-01 14.829687872628000
1997-07-01 14.718164064043801
1997-08-01 14.894117318844800
1997-09-01 14.836675233640802
1997-10-01 14.790699211515700
1997-11-01 14.745038306752301
1997-12-01 14.771526604339499
1998-01-01 14.633001761946700
1998-02-01 14.544426812125499
1998-03-01 14.600291090148499
1998-04-01 14.952148771770801
1998-05-01 14.893090484482100
1998-06-01 14.844845506018900
1998-07-01 14.318963164852600
1998-08-01 14.288407463029499
1998-09-01 14.235585936087300
1998-10-01 14.272211272954500
1998-11-01 14.123833554668500
1998-12-01 14.056354140170400
1999-01-01 14.453636497332301
1999-02-01 14.461100275437500
1999-03-01 14.517012717217600
1999-04-01 14.556320694233000
1999-05-01 14.487849168497900
1999-06-01 14.356167392952301
1999-07-01 15.113414429807800
1999-08-01 14.989057928835600
1999-09-01 14.939811147541098
1999-10-01 15.346226134105600
1999-11-01 15.190216167612200
1999-12-01 15.236101528858600
2000-01-01 15.163899291449802
2000-02-01 15.189925061471401
2000-03-01 15.329970392257000
2000-04-01 15.265922458125301
2000-05-01 15.285631175683598
2000-06-01 15.354921760637800
2000-07-01 15.515278330978100
2000-08-01 15.600129177546501
2000-09-01 15.640611094375698
2000-10-01 15.527995129194698
2000-11-01 15.556246631408000
2000-12-01 15.652819550860000
2001-01-01 15.458032408347199
2001-02-01 15.505135786833801
2001-03-01 15.330021833447600
2001-04-01 15.274492219776700
2001-05-01 15.283347264369600
2001-06-01 15.338745037096300
2001-07-01 15.820528931529500
2001-08-01 15.702522029753500
2001-09-01 15.839417479934198
2001-10-01 15.930150926590700
2001-11-01 15.940355827981800
2001-12-01 15.879439254364400
2002-01-01 16.056613812798300
2002-02-01 16.013158336836400
2002-03-01 16.133625421017800
2002-04-01 16.681690224080697
2002-05-01 16.587155090259400
2002-06-01 16.700497244641300
2002-07-01 16.430915411242800
2002-08-01 16.387223193965700
2002-09-01 16.427088202490700
2002-10-01 16.745532137663500
2002-11-01 16.838162543689300
2002-12-01 16.812640186231302
2003-01-01 16.859644016376500
2003-02-01 16.818753701568400
2003-03-01 16.934024484460302
2003-04-01 16.880289011806600
2003-05-01 16.880896243292400
2003-06-01 16.960708555769200
2003-07-01 16.837518801284002
2003-08-01 16.870525654202600
2003-09-01 16.919282087519200
2003-10-01 16.979871500768100
2003-11-01 16.867881926782697
2003-12-01 17.138258877563000
2004-01-01 17.756657767586600
2004-02-01 17.712384643486200
2004-03-01 17.720022590669200
2004-04-01 17.779733516590603
2004-05-01 17.783707974683600
2004-06-01 17.830027457910800
2004-07-01 18.334852985665300
2004-08-01 18.160174203470604
2004-09-01 18.108302287902102
2004-10-01 17.907397052721000
2004-11-01 17.900824431413300
2004-12-01 17.953105871225000
2005-01-01 17.828853982919103
2005-02-01 17.783221881976200
2005-03-01 17.895690072126600
2005-04-01 18.087072560908002
2005-05-01 18.095982308531300
2005-06-01 18.236818816834000
2005-07-01 18.127922256336998
2005-08-01 18.255536107124698
2005-09-01 18.594086171365603
2005-10-01 18.329489436818200
2005-11-01 18.444405431407300
2005-12-01 18.452828338012400
2006-01-01 18.396372314024000
2006-02-01 18.463049775293300
2006-03-01 18.480328649875100
2006-04-01 18.393420076201200
2006-05-01 18.513854881663800
2006-06-01 18.558184203593500
2006-07-01 18.623034408227100
2006-08-01 18.664971114372200
2006-09-01 18.688818090935897
2006-10-01 18.612255598594200
2006-11-01 18.672643772370602
2006-12-01 18.761144531783200
2007-01-01 18.748859673194300
2007-02-01 18.856438963467397
2007-03-01 18.787198884528100
2007-04-01 18.694432343882500
2007-05-01 18.615015315836000
2007-06-01 18.581792409694298
2007-07-01 18.631269849262700
2007-08-01 18.482370750417896
2007-09-01 18.401162585443497
2007-10-01 18.670535483595298
2007-11-01 18.577359015913900
2007-12-01 18.666291856591500
2008-01-01 18.710174104212300
2008-02-01 18.666880411786900
2008-03-01 18.709555719395300
2008-04-01 18.681276065574600
2008-05-01 18.818756548548100
2008-06-01 18.783076665217898
2008-07-01 18.939229188319600
2008-08-01 19.003956691722102
2008-09-01 19.013094928175498
2008-10-01 18.920024457124900
2008-11-01 18.966128849140198
2008-12-01 18.970090389968500
2009-01-01 19.188101339184000
2009-02-01 19.191227935837702
2009-03-01 19.254231930132800
2009-04-01 19.166528577346803
2009-05-01 19.112322337815200
2009-06-01 19.078884583958400
2009-07-01 19.046290951274802
2009-08-01 19.017693472975100
2009-09-01 19.016462279483800
2009-10-01 19.191971295397000
2009-11-01 19.148331111191897
2009-12-01 18.969705373224400
2010-01-01 19.281800902712700
2010-02-01 19.216250972559400
2010-03-01 19.193779285944900
2010-04-01 19.336659333014698
2010-05-01 19.306468093776697
2010-06-01 19.268833897000700
2010-07-01 19.149512885833800
2010-08-01 19.335114142024600
2010-09-01 19.219629178431500
2010-10-01 19.380848099433397
2010-11-01 19.330597848805300
2010-12-01 19.365201200770198
2011-01-01 19.082448052392603
2011-02-01 19.122167480617400
2011-03-01 19.219385439734800
2011-04-01 19.414878452485897
2011-05-01 19.491318711919700
2011-06-01 19.864992933136300
2011-07-01 19.957015074365300
2011-08-01 19.950239040692400
2011-09-01 20.019714111468698
2011-10-01 19.884271778337702
2011-11-01 19.916132193370200
2011-12-01 19.955664178555400
2012-01-01 19.496135536296002
2012-02-01 19.718866297546600
2012-03-01 19.623197687756200
2012-04-01 19.592807258319300
2012-05-01 19.685422488527600
2012-06-01 19.581620969264602
2012-07-01 19.254056527924398
2012-08-01 19.369116172459500
2012-09-01 19.527884221820000
2012-10-01 19.505056414995398
2012-11-01 19.623297194697198
2012-12-01 19.653859013745700
2013-01-01 19.800491149571200
2013-02-01 19.790634258369000
2013-03-01 19.802763999837900
2013-04-01 19.879540149272200
2013-05-01 19.764761675121200
2013-06-01 19.709061570536400
2013-07-01 19.858183510207397
2013-08-01 19.887719121233500
2013-09-01 19.835087913222100
2013-10-01 19.624191004455400
2013-11-01 19.833300894738898
2013-12-01 19.866542857224000
2014-01-01 19.897846036949300
2014-02-01 19.950532910442200
2014-03-01 19.962483002680500
2014-04-01 19.666475022316998
2014-05-01 19.755030140987100
2014-06-01 19.744980901678200
2014-07-01 19.662114961509500
2014-08-01 19.696670689988803
2014-09-01 19.750573011538800
2014-10-01 19.842743054155400
2014-11-01 19.847840424676303
2014-12-01 19.886836837353900
2015-01-01 19.785776749291200
2015-02-01 19.804786240543603
2015-03-01 19.921134137356397
2015-04-01 20.062031579406298
2015-05-01 20.037817772712103
2015-06-01 19.968461290666802
2015-07-01 20.178289428015700
2015-08-01 20.211101246329400
2015-09-01 20.170209777672200
2015-10-01 20.149322858382998
2015-11-01 20.150065923261900
2015-12-01 20.195575247095398
2016-01-01 20.281986244547700
2016-02-01 20.275118813265397
2016-03-01 20.293043364212398
2016-04-01 20.368455152807400
2016-05-01 20.432857242410300
2016-06-01 20.377142347762803
2016-07-01 20.381433877971400
2016-08-01 20.416340269015800
2016-09-01 20.481820909505900
2016-10-01 20.565026322491800
2016-11-01 20.553255890606900
2016-12-01 20.501276918807000
2017-01-01 20.570396408405200
2017-02-01 20.745517343858303
2017-03-01 20.778270332797803
2017-04-01 20.794319517209100
2017-05-01 20.828725388911398
2017-06-01 20.976530950950803
2017-07-01 21.079532267110300
2017-08-01 21.231104311733700
2017-09-01 21.281119252312397
2017-10-01 21.271505130874800
2017-11-01 21.449289850894800
2017-12-01 21.499789587269202
2018-01-01 21.562441513533102
2018-02-01 21.526263769211198
2018-03-01 21.575793481096202
2018-04-01 21.625658998444500
2018-05-01 21.641144508915000
2018-06-01 21.573422244558100
2018-07-01 21.364978213192500
2018-08-01 21.428220297328302
2018-09-01 21.481507691801802
2018-10-01 21.574547408182200
2018-11-01 21.646850378141604
2018-12-01 21.793198139180397
2019-01-01 21.854813572071900
2019-02-01 21.915735175563000
2019-03-01 22.086955033376302
2019-04-01 21.963823085489000
2019-05-01 22.051388983925300
2019-06-01 22.057390065320100
2019-07-01 22.047307001834200
2019-08-01 22.127830148658106
2019-09-01 22.180859302677700
2019-10-01 22.170303800659500
2019-11-01 22.239967451039000
2019-12-01 22.280288631176894
2020-01-01 22.656271634306503
2020-02-01 22.719354238957500
2020-03-01 22.809371985514100
2020-04-01 20.286066937427100
2020-05-01 19.768047352309300
2020-06-01 20.642308164198102
2020-07-01 21.032700376552900
2020-08-01 21.208043323911700
2020-09-01 21.484030131329900
2020-10-01 21.870025386281700
2020-11-01 21.538313270709600
2020-12-01 21.775496678116102
2021-01-01 21.758247463997396
2021-02-01 21.726646741638497
2021-03-01 21.827390281310898
2021-04-01 21.911308012034397
2021-05-01 21.866435605355200
2021-06-01 21.916866204523302
2021-07-01 21.916933051178304
2021-08-01 21.895080231338397
2021-09-01 21.786935072913800
2021-10-01 21.970530357131000
2021-11-01 21.933740167368400
2021-12-01 21.967630762540400
2022-01-01 21.969742917787900
2022-02-01 22.042731823009600
2022-03-01 22.042396383640398
2022-04-01 22.111584283495800
2022-05-01 22.267367551527600
2022-06-01 22.296395186089200
2022-07-01 22.211990099467698
2022-08-01 22.179668734988000
2022-09-01 22.197981717667900
2022-10-01 22.073279627168397
2022-11-01 22.131030639340100
2022-12-01 22.059219399592800
2023-01-01 22.182171060438400
2023-02-01 22.159328076229000
2023-03-01 22.050742052120000
2023-04-01 22.002091043634400
2023-05-01 21.957135140129200
2023-06-01 21.979817241427003
2023-07-01 22.215662448944602
2023-08-01 22.179400806421103
2023-09-01 22.006921861932696
2023-10-01 22.183246581564998
2023-11-01 22.231756292466102
2023-12-01 22.248739090704900
2024-01-01 21.985242013249103
2024-02-01 22.269185578780200
2024-03-01 22.351246079844604
2024-04-01 22.392398604188198
2024-05-01 22.450811606108400
2024-06-01 22.471972828989300
2024-07-01 22.423642167507200
2024-08-01 22.376920231660600
2024-09-01 22.411785401714603
2024-10-01 22.490399566407103
2024-11-01 22.533603703147897
2024-12-01 22.643727316325500

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