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 2024-10-01
Last Updated 2024-11-20 5:20 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 12.898053002817700
1990-02-01 13.022521632324100
1990-03-01 12.998188141495400
1990-04-01 13.137948660365698
1990-05-01 13.249415006520400
1990-06-01 13.333474403354400
1990-07-01 13.346546620666098
1990-08-01 13.359665130547700
1990-09-01 13.439493939937000
1990-10-01 13.742183474433599
1990-11-01 13.613943221541500
1990-12-01 13.648608372550900
1991-01-01 13.305881045716200
1991-02-01 13.426347806833599
1991-03-01 13.390993549546199
1991-04-01 13.440636853080099
1991-05-01 13.345378986462300
1991-06-01 13.328936729112101
1991-07-01 13.237582586878000
1991-08-01 13.365500934222801
1991-09-01 13.447106727860800
1991-10-01 13.347169526777598
1991-11-01 13.223123388272901
1991-12-01 13.247450538038200
1992-01-01 13.410937256517400
1992-02-01 13.439400126203498
1992-03-01 13.467921744529200
1992-04-01 13.545021796463699
1992-05-01 13.542615179470902
1992-06-01 13.625786619847000
1992-07-01 13.818855325309698
1992-08-01 13.866827505822101
1992-09-01 13.945913762965699
1992-10-01 13.855995651091002
1992-11-01 14.030920568827300
1992-12-01 13.950567455680700
1993-01-01 14.324605403154600
1993-02-01 14.254672168828900
1993-03-01 14.350401451008400
1993-04-01 14.252373050512700
1993-05-01 14.441204035959000
1993-06-01 14.414000174378600
1993-07-01 14.385783858756900
1993-08-01 14.464408317676401
1993-09-01 14.442451264535197
1993-10-01 14.774300369001000
1993-11-01 14.836943072798700
1993-12-01 14.948241497236900
1994-01-01 14.954232701995801
1994-02-01 15.076794929292399
1994-03-01 15.136868917038500
1994-04-01 15.263835587362001
1994-05-01 15.233179524115200
1994-06-01 15.287977463849100
1994-07-01 15.360498626447502
1994-08-01 15.250060271227698
1994-09-01 15.234805217224100
1994-10-01 15.287173364379498
1994-11-01 15.243850467436600
1994-12-01 15.537900218878699
1995-01-01 15.408732814798999
1995-02-01 15.194539731315599
1995-03-01 15.349176624446300
1995-04-01 15.163156666438802
1995-05-01 15.117234850993302
1995-06-01 15.053276027482800
1995-07-01 15.137309057970299
1995-08-01 15.032409801792701
1995-09-01 15.136458034131902
1995-10-01 14.897639896430302
1995-11-01 15.053211797563698
1995-12-01 14.920737775785800
1996-01-01 15.056059071644402
1996-02-01 15.118180669312999
1996-03-01 15.067188305711800
1996-04-01 15.054814100816300
1996-05-01 15.101274536559998
1996-06-01 15.132075736341600
1996-07-01 15.027359919631000
1996-08-01 15.012231080537902
1996-09-01 14.936553955954000
1996-10-01 14.894894004655900
1996-11-01 14.853663077518199
1996-12-01 14.799326340748301
1997-01-01 14.699363522576500
1997-02-01 14.734055708627600
1997-03-01 14.687044718184600
1997-04-01 14.748218002889700
1997-05-01 14.692214546280901
1997-06-01 14.829757429171100
1997-07-01 14.718106544538000
1997-08-01 14.894071909001800
1997-09-01 14.836644013929998
1997-10-01 14.790672089781700
1997-11-01 14.745023994011700
1997-12-01 14.771519304400899
1998-01-01 14.633008731923600
1998-02-01 14.544445910711000
1998-03-01 14.600311638639100
1998-04-01 14.952191673716600
1998-05-01 14.893131267836099
1998-06-01 14.844929889383700
1998-07-01 14.318885774883801
1998-08-01 14.288352926086700
1998-09-01 14.235555547588199
1998-10-01 14.272183318257198
1998-11-01 14.123817491120200
1998-12-01 14.056349692116001
1999-01-01 14.453645185207100
1999-02-01 14.461120242977500
1999-03-01 14.517034692341099
1999-04-01 14.556365146282700
1999-05-01 14.487887853584600
1999-06-01 14.356257089214099
1999-07-01 15.113323609103501
1999-08-01 14.988999027720700
1999-09-01 14.939781342224600
1999-10-01 15.346198429639400
1999-11-01 15.190199027283500
1999-12-01 15.236098798342600
2000-01-01 15.163907480544400
2000-02-01 15.189942859058199
2000-03-01 15.329993568016802
2000-04-01 15.265964706186300
2000-05-01 15.285668299499000
2000-06-01 15.355012978040000
2000-07-01 15.515186694791600
2000-08-01 15.600075667740400
2000-09-01 15.640586575573199
2000-10-01 15.527972551660499
2000-11-01 15.556231041548600
2000-12-01 15.652818987547400
2001-01-01 15.458040103286200
2001-02-01 15.505148965949301
2001-03-01 15.330041927951200
2001-04-01 15.274524476721801
2001-05-01 15.283371068273402
2001-06-01 15.338816627674800
2001-07-01 15.820457615878901
2001-08-01 15.702485435594700
2001-09-01 15.839399890255999
2001-10-01 15.930134883139601
2001-11-01 15.940342056359000
2001-12-01 15.879439592756802
2002-01-01 16.056619687172500
2002-02-01 16.013166306385700
2002-03-01 16.133641888989700
2002-04-01 16.681712822418000
2002-05-01 16.587169051708802
2002-06-01 16.700545846319600
2002-07-01 16.430867178189000
2002-08-01 16.387205128377700
2002-09-01 16.427078455691000
2002-10-01 16.745522857509600
2002-11-01 16.838149933460000
2002-12-01 16.812640893253100
2003-01-01 16.859647872673400
2003-02-01 16.818757206048602
2003-03-01 16.934034852163200
2003-04-01 16.880302132276900
2003-05-01 16.880897211929100
2003-06-01 16.960740715120200
2003-07-01 16.837492393018803
2003-08-01 16.870520025685803
2003-09-01 16.919276167524700
2003-10-01 16.979867268009900
2003-11-01 16.867871906186100
2003-12-01 17.138259175253000
2004-01-01 17.756659486283397
2004-02-01 17.712385289969898
2004-03-01 17.720028001614303
2004-04-01 17.779740933563700
2004-05-01 17.783707428911900
2004-06-01 17.830049705428898
2004-07-01 18.334835368003603
2004-08-01 18.160171849060898
2004-09-01 18.108299880283898
2004-10-01 17.907395908616800
2004-11-01 17.900815732407500
2004-12-01 17.953106711172400
2005-01-01 17.828855303922800
2005-02-01 17.783221801599396
2005-03-01 17.895692798216200
2005-04-01 18.087076299620602
2005-05-01 18.095981924298698
2005-06-01 18.236830075583104
2005-07-01 18.127914586119600
2005-08-01 18.255534962450000
2005-09-01 18.594084817263898
2005-10-01 18.329488990146700
2005-11-01 18.444399595011700
2005-12-01 18.452828984581803
2006-01-01 18.396373531513000
2006-02-01 18.463050370856102
2006-03-01 18.480330207286400
2006-04-01 18.393421841306502
2006-05-01 18.513856566172800
2006-06-01 18.558185557190498
2006-07-01 18.623030862235400
2006-08-01 18.664971582334600
2006-09-01 18.688817774162600
2006-10-01 18.612255596893700
2006-11-01 18.672640955749603
2006-12-01 18.761144959848700
2007-01-01 18.748860302333700
2007-02-01 18.856439299683500
2007-03-01 18.787199670391200
2007-04-01 18.694433152261396
2007-05-01 18.615015974721400
2007-06-01 18.581792857127300
2007-07-01 18.631267907740700
2007-08-01 18.482370869699100
2007-09-01 18.401162265680398
2007-10-01 18.670535383726000
2007-11-01 18.577358959653600
2007-12-01 18.666291978640302
2008-01-01 18.710174256397604
2008-02-01 18.666880596377700
2008-03-01 18.709555946014400
2008-04-01 18.681276219534400
2008-05-01 18.818756573901698
2008-06-01 18.783076571558897
2008-07-01 18.939229033285800
2008-08-01 19.003956541991100
2008-09-01 19.013094680285302
2008-10-01 18.920024439752800
2008-11-01 18.966128904918000
2008-12-01 18.970090575513300
2009-01-01 19.188101421731100
2009-02-01 19.191228007707200
2009-03-01 19.254231995615600
2009-04-01 19.166528604479900
2009-05-01 19.112322290531000
2009-06-01 19.078884540607900
2009-07-01 19.046290874051800
2009-08-01 19.017693385959300
2009-09-01 19.016462181041200
2009-10-01 19.191971231372000
2009-11-01 19.148331101847898
2009-12-01 18.969705552080500
2010-01-01 19.281800999936200
2010-02-01 19.216251089247397
2010-03-01 19.193779391382100
2010-04-01 19.336659377392000
2010-05-01 19.306468006838802
2010-06-01 19.268833779640698
2010-07-01 19.149512790965200
2010-08-01 19.335114041099697
2010-09-01 19.219629013930700
2010-10-01 19.380847954079897
2010-11-01 19.330597772979900
2010-12-01 19.365201342883200
2011-01-01 19.082448137502800
2011-02-01 19.122167619276300
2011-03-01 19.219387491242603
2011-04-01 19.414877076055202
2011-05-01 19.491318520591100
2011-06-01 19.864992642348800
2011-07-01 19.957014872357103
2011-08-01 19.950238855640100
2011-09-01 20.019713907328400
2011-10-01 19.884271586980800
2011-11-01 19.916131964412700
2011-12-01 19.955664137721100
2012-01-01 19.496135483382500
2012-02-01 19.718866336172603
2012-03-01 19.623201831232200
2012-04-01 19.592805814248802
2012-05-01 19.685423083478000
2012-06-01 19.581618349006000
2012-07-01 19.254056991260300
2012-08-01 19.369116284472200
2012-09-01 19.527883943448600
2012-10-01 19.505055877416602
2012-11-01 19.623296427703900
2012-12-01 19.653858311739000
2013-01-01 19.800490337156000
2013-02-01 19.790633589855100
2013-03-01 19.802769884622897
2013-04-01 19.879538983551303
2013-05-01 19.764764218615802
2013-06-01 19.709058246071700
2013-07-01 19.858186076717000
2013-08-01 19.887720134956400
2013-09-01 19.835087212235802
2013-10-01 19.624189003107200
2013-11-01 19.833298121671700
2013-12-01 19.866540270905400
2014-01-01 19.897843572014100
2014-02-01 19.950530985212700
2014-03-01 19.962488299476700
2014-04-01 19.666476523181103
2014-05-01 19.755036947718100
2014-06-01 19.744978910078700
2014-07-01 19.662121691986698
2014-08-01 19.696675764156000
2014-09-01 19.750577205495500
2014-10-01 19.842703409241000
2014-11-01 19.847845860657900
2014-12-01 19.886844083018800
2015-01-01 19.785782307918100
2015-02-01 19.804788409030000
2015-03-01 19.921139568934397
2015-04-01 20.062028056800603
2015-05-01 20.037814763588898
2015-06-01 19.968444405460800
2015-07-01 20.178345896860500
2015-08-01 20.211089182741603
2015-09-01 20.170204293860397
2015-10-01 20.149239370794803
2015-11-01 20.150084058392500
2015-12-01 20.195604475516397
2016-01-01 20.282017107027100
2016-02-01 20.275141603435000
2016-03-01 20.293034170198200
2016-04-01 20.368450213609100
2016-05-01 20.432842785697200
2016-06-01 20.377104562805100
2016-07-01 20.381530779288400
2016-08-01 20.416298473819100
2016-09-01 20.481785409622300
2016-10-01 20.564861020825102
2016-11-01 20.553235060485400
2016-12-01 20.501479795791800
2017-01-01 20.570507888928700
2017-02-01 20.745523024891000
2017-03-01 20.778227580488900
2017-04-01 20.794348058587197
2017-05-01 20.828698080083900
2017-06-01 20.976253734156302
2017-07-01 21.079741543160500
2017-08-01 21.231097284015500
2017-09-01 21.281113358513800
2017-10-01 21.271255795849800
2017-11-01 21.449190664848100
2017-12-01 21.500212041891800
2018-01-01 21.562644740233697
2018-02-01 21.526234717903400
2018-03-01 21.575675204978800
2018-04-01 21.625675180705800
2018-05-01 21.641067148078900
2018-06-01 21.572891977621900
2018-07-01 21.365278822532197
2018-08-01 21.428338221578700
2018-09-01 21.481627602168103
2018-10-01 21.574279940668696
2018-11-01 21.646683606924700
2018-12-01 21.793800144075800
2019-01-01 21.855044202568603
2019-02-01 21.915623864111800
2019-03-01 22.086767133852700
2019-04-01 21.963831310260700
2019-05-01 22.051260083415500
2019-06-01 22.056554266109800
2019-07-01 22.047630016348200
2019-08-01 22.127990597960700
2019-09-01 22.181049281718103
2019-10-01 22.170115403844300
2019-11-01 22.239972846512000
2019-12-01 22.281309784018198
2020-01-01 22.655920635717397
2020-02-01 22.719575766249700
2020-03-01 22.809562867840200
2020-04-01 20.286155997207900
2020-05-01 19.767747414891400
2020-06-01 20.640964239848103
2020-07-01 21.032568106589103
2020-08-01 21.206849442778100
2020-09-01 21.486450637459000
2020-10-01 21.869154477047400
2020-11-01 21.538154304442200
2020-12-01 21.776916744809700
2021-01-01 21.757553629452400
2021-02-01 21.727624658707700
2021-03-01 21.828429024289303
2021-04-01 21.911953397539897
2021-05-01 21.866250056610200
2021-06-01 21.914958093878800
2021-07-01 21.916121633736400
2021-08-01 21.891754289600897
2021-09-01 21.790101354443898
2021-10-01 21.966119745091700
2021-11-01 21.933462753406400
2021-12-01 21.972912784467002
2022-01-01 21.970028871308000
2022-02-01 22.045214007416500
2022-03-01 22.044494761487400
2022-04-01 22.112539077919300
2022-05-01 22.266830953017102
2022-06-01 22.293693880374800
2022-07-01 22.209916748488304
2022-08-01 22.173858668009800
2022-09-01 22.201844235664602
2022-10-01 22.065430584295000
2022-11-01 22.128563680219102
2022-12-01 22.069137960605197
2023-01-01 22.184481242953000
2023-02-01 22.163522638851198
2023-03-01 22.053922481330400
2023-04-01 22.003512609424100
2023-05-01 21.956480454621100
2023-06-01 21.976705979093598
2023-07-01 22.212423054991700
2023-08-01 22.171849870859297
2023-09-01 22.009179417019897
2023-10-01 22.171838130166200
2023-11-01 22.226915438269300
2023-12-01 22.264572173939100
2024-01-01 21.989694510454804
2024-02-01 22.275123987018000
2024-03-01 22.355420489246400
2024-04-01 22.394032805175100
2024-05-01 22.449622947652998
2024-06-01 22.467829986402897
2024-07-01 22.418856761717600
2024-08-01 22.367401925705300
2024-09-01 22.413970362604605
2024-10-01 22.476938334286700

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