Federal Reserve Economic Data: Your trusted data source since 1991

Table Data - All Employees: Education and Health Services: Private Educational Services in Kalamazoo-Portage, MI (MSA)

NOTE: To improve accessibility of data for all users, this file was converted from a text format to an html table.

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 2024-05-01
Last Updated 2024-06-26 6:22 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 1.6401096046267098
1990-02-01 1.5677862194273302
1990-03-01 1.6082635107999400
1990-04-01 1.5952942372211798
1990-05-01 1.5677705024039100
1990-06-01 1.5079688120114600
1990-07-01 1.5141010414840599
1990-08-01 1.5606801376546500
1990-09-01 1.7409190782312900
1990-10-01 1.6324735785234499
1990-11-01 1.6773689684278401
1990-12-01 1.7849786994501697
1991-01-01 1.6330670326504901
1991-02-01 1.6606672053158800
1991-03-01 1.7116284443589300
1991-04-01 1.6930304004418000
1991-05-01 1.6654360115536397
1991-06-01 1.7113174882473001
1991-07-01 1.7256823323804298
1991-08-01 1.6629239585980902
1991-09-01 1.6300120259612300
1991-10-01 1.6338700677909800
1991-11-01 1.6859584281530702
1991-12-01 1.6918807044824800
1992-01-01 1.6229887310983997
1992-02-01 1.6489509218078000
1992-03-01 1.6325356290795400
1992-04-01 1.5112549942220401
1992-05-01 1.6629117913709600
1992-06-01 1.7113495330667499
1992-07-01 1.6099207748872600
1992-08-01 1.5387177284796598
1992-09-01 1.6274193513733200
1992-10-01 1.6354007174805700
1992-11-01 1.6062128897355000
1992-12-01 1.6029465708637100
1993-01-01 1.6071673545262501
1993-02-01 1.6395196367743399
1993-03-01 1.6542490031233898
1993-04-01 1.6114349554541600
1993-05-01 1.5552357991546700
1993-06-01 1.6095744182631102
1993-07-01 1.6069037134434598
1993-08-01 1.6343156517286000
1993-09-01 1.6224130820012700
1993-10-01 1.6363873707994199
1993-11-01 1.6244302071915702
1993-12-01 1.6134896582855298
1994-01-01 1.6881785448806297
1994-02-01 1.6324296102000800
1994-03-01 1.5717365845327800
1994-04-01 1.6199835432093400
1994-05-01 1.6436866791645401
1994-06-01 1.6114133857399300
1994-07-01 1.7126680238856298
1994-08-01 1.7308013353833702
1994-09-01 1.8305551829356599
1994-10-01 1.6347734839125903
1994-11-01 1.6401030235861900
1994-12-01 1.6184103005934098
1995-01-01 1.7676086360920400
1995-02-01 1.7289835957372100
1995-03-01 1.6830748075963602
1995-04-01 1.7258879409474400
1995-05-01 1.7274777968288600
1995-06-01 1.7155298512583999
1995-07-01 1.7180746550420298
1995-08-01 1.7272484749758301
1995-09-01 1.7124604477135800
1995-10-01 1.7282180021285098
1995-11-01 1.7462717377347600
1995-12-01 1.7148161189779199
1996-01-01 1.7573794236621000
1996-02-01 1.7312469287680803
1996-03-01 1.7838080116597501
1996-04-01 1.8345594669895100
1996-05-01 1.8180247336608100
1996-06-01 1.8160518839564699
1996-07-01 1.7293374608669200
1996-08-01 1.7370048353430100
1996-09-01 1.7021483164081397
1996-10-01 1.7243738887548000
1996-11-01 1.7416934259144898
1996-12-01 1.8040843288317700
1997-01-01 1.8512154215501900
1997-02-01 1.8345418586776100
1997-03-01 1.8760007477162701
1997-04-01 1.8481103927772298
1997-05-01 1.9102507404585098
1997-06-01 1.9120913112596003
1997-07-01 2.0784492420934098
1997-08-01 2.0831898207950500
1997-09-01 2.1133179599573800
1997-10-01 2.1031178566152002
1997-11-01 2.0225195234234900
1997-12-01 2.0853221806281400
1998-01-01 1.8539792236460600
1998-02-01 1.9346564448773900
1998-03-01 1.8597005333057999
1998-04-01 1.8591794836484000
1998-05-01 1.9166074062888998
1998-06-01 1.9112221172460901
1998-07-01 1.9962716963324199
1998-08-01 1.8813136948593998
1998-09-01 1.8859137584155000
1998-10-01 1.9078198243292401
1998-11-01 1.9129958800340000
1998-12-01 1.9732249315833699
1999-01-01 1.7614538832318300
1999-02-01 1.9352270291662000
1999-03-01 1.9452757577398400
1999-04-01 1.9653050764170700
1999-05-01 1.9212048131391000
1999-06-01 2.0116980185659200
1999-07-01 1.9068594713627300
1999-08-01 1.8920654672302901
1999-09-01 1.9764952736300099
1999-10-01 2.0033363441856700
1999-11-01 2.0946272854675200
1999-12-01 2.0616889780126400
2000-01-01 2.1653797736679300
2000-02-01 2.1250034683325000
2000-03-01 2.2271871923648000
2000-04-01 2.1607433009083900
2000-05-01 2.2129918894013500
2000-06-01 2.2148917212040400
2000-07-01 2.2610923418726703
2000-08-01 2.3471807059057403
2000-09-01 2.3767036163322300
2000-10-01 2.3892815927182998
2000-11-01 2.3707361944751604
2000-12-01 2.4497577562878100
2001-01-01 2.3781484254912595
2001-02-01 2.4129460298775696
2001-03-01 2.4137114633791000
2001-04-01 2.4470751979045002
2001-05-01 2.4039163882901002
2001-06-01 2.4245111879821900
2001-07-01 2.3813070877103000
2001-08-01 2.4606304052666204
2001-09-01 2.3601399818718396
2001-10-01 2.4936566106839700
2001-11-01 2.5637498915776600
2001-12-01 2.5382883283748500
2002-01-01 2.7005605026274900
2002-02-01 2.6973197628478600
2002-03-01 2.6970759357374800
2002-04-01 2.7280979349838300
2002-05-01 2.7869767076445000
2002-06-01 2.8497866808134003
2002-07-01 2.8275402540231800
2002-08-01 2.7979452121282407
2002-09-01 2.7459067927807403
2002-10-01 2.7883775631626500
2002-11-01 2.7591804441869600
2002-12-01 2.7244584961873100
2003-01-01 2.7269835493453800
2003-02-01 2.6946861365363300
2003-03-01 2.6990835983658600
2003-04-01 2.7162095457612003
2003-05-01 2.7885518365440400
2003-06-01 2.7665808669536400
2003-07-01 2.8105847420865797
2003-08-01 2.7992743300831697
2003-09-01 2.8208840993469800
2003-10-01 2.5981575354552100
2003-11-01 2.8638380336026206
2003-12-01 2.9087427808229305
2004-01-01 2.8523062657315297
2004-02-01 2.8917339183244700
2004-03-01 2.9902153326450200
2004-04-01 2.8983577791307400
2004-05-01 2.6976867767025200
2004-06-01 2.7813173217297997
2004-07-01 2.7964417025204000
2004-08-01 2.8056748707150900
2004-09-01 2.7952914445772900
2004-10-01 2.6914122482412500
2004-11-01 2.6730971892642400
2004-12-01 2.7083508138265400
2005-01-01 3.1743524473828297
2005-02-01 3.2912582184981902
2005-03-01 3.2859247705677794
2005-04-01 3.1751019692071900
2005-05-01 3.1947918104827004
2005-06-01 3.1019032836070300
2005-07-01 3.1184545431980800
2005-08-01 3.0326817056261600
2005-09-01 3.0770327444492596
2005-10-01 3.0685431740300695
2005-11-01 3.0506367283097497
2005-12-01 3.1801657987118800
2006-01-01 2.8763692284980698
2006-02-01 2.9134302143908900
2006-03-01 2.9064765904774506
2006-04-01 2.9799630249756803
2006-05-01 2.9237317347299200
2006-06-01 2.9996937421775000
2006-07-01 3.0010010561254500
2006-08-01 3.0352238307600100
2006-09-01 3.0768345673555500
2006-10-01 3.0540289649561600
2006-11-01 3.0343311755955100
2006-12-01 3.0727481080752500
2007-01-01 3.1846366008172200
2007-02-01 3.1106306667182600
2007-03-01 3.2107941134808300
2007-04-01 3.1815610505076100
2007-05-01 3.2498942674567300
2007-06-01 3.1943963268130000
2007-07-01 3.2132166852480300
2007-08-01 3.3714629187036800
2007-09-01 3.2904392676388197
2007-10-01 3.2290250266657900
2007-11-01 3.2063587154068602
2007-12-01 3.1599273665096800
2008-01-01 3.1769280095176295
2008-02-01 3.1963171955863303
2008-03-01 3.2185759392853397
2008-04-01 3.4016336600801496
2008-05-01 3.3898329812414802
2008-06-01 3.3870893705946600
2008-07-01 3.4214405005508400
2008-08-01 3.3669845608140800
2008-09-01 3.3056130603261695
2008-10-01 3.4070799706934100
2008-11-01 3.4694634285679700
2008-12-01 3.5354487237392496
2009-01-01 3.3779073332699197
2009-02-01 3.3720584194005000
2009-03-01 3.3206797408732600
2009-04-01 3.3333743702517498
2009-05-01 3.3292266900134395
2009-06-01 3.3767642941050600
2009-07-01 3.2905375247710897
2009-08-01 3.3582543202350200
2009-09-01 3.2194263683819200
2009-10-01 3.4026355564762203
2009-11-01 3.3625681453501097
2009-12-01 3.6273268481872796
2010-01-01 3.3798189718529903
2010-02-01 3.3509536240829503
2010-03-01 3.3151923698634200
2010-04-01 3.1680413517980700
2010-05-01 3.1589831262737595
2010-06-01 3.1641448150485900
2010-07-01 3.1654261968561900
2010-08-01 3.1234626941857004
2010-09-01 3.1221652009713200
2010-10-01 3.1144333967054100
2010-11-01 3.0723926706388600
2010-12-01 3.0586471871935297
2011-01-01 3.2826317371803300
2011-02-01 3.1562426303117900
2011-03-01 3.0171926275668900
2011-04-01 2.9944339526863300
2011-05-01 2.8673965631771700
2011-06-01 2.7472841783728796
2011-07-01 2.9327927566335696
2011-08-01 2.8847047829312900
2011-09-01 2.9170723048921800
2011-10-01 2.8328070551216094
2011-11-01 2.8847764055282004
2011-12-01 2.8795295509384102
2012-01-01 2.8741583157394000
2012-02-01 2.8775705080240200
2012-03-01 2.9166648202764702
2012-04-01 2.9040205815998594
2012-05-01 2.9725506929650303
2012-06-01 2.6376151391371097
2012-07-01 2.9257673305630300
2012-08-01 2.8653396328824400
2012-09-01 2.8064353075074906
2012-10-01 2.8358481938378706
2012-11-01 2.7937314012961700
2012-12-01 2.8004349128949797
2013-01-01 2.7741930436540200
2013-02-01 2.8053746157207002
2013-03-01 2.8230944117884100
2013-04-01 2.7988648857431600
2013-05-01 2.6479090827766100
2013-06-01 2.8298388782632897
2013-07-01 2.8108492810932200
2013-08-01 2.8469623699402500
2013-09-01 2.7050798741422300
2013-10-01 3.1279514104811300
2013-11-01 3.1749102828749400
2013-12-01 2.8168204789902900
2014-01-01 2.7763990149489506
2014-02-01 2.7285303791257296
2014-03-01 2.7313779043194600
2014-04-01 2.6836581898573800
2014-05-01 2.7278995535569197
2014-06-01 2.8198324189942903
2014-07-01 2.7044316689914196
2014-08-01 2.7246447106736600
2014-09-01 2.7040705315274303
2014-10-01 2.6605869359330403
2014-11-01 2.7159393134360497
2014-12-01 2.7370432677778500
2015-01-01 2.7783682778342005
2015-02-01 2.7443765887295000
2015-03-01 2.7368899100658304
2015-04-01 2.7651148000199504
2015-05-01 2.7034315949664802
2015-06-01 2.7093455014476002
2015-07-01 2.7065889304844397
2015-08-01 2.7164329794632000
2015-09-01 2.7073801420300700
2015-10-01 2.7662461579772097
2015-11-01 2.7284107930093398
2015-12-01 2.7524274975597205
2016-01-01 2.8792703168678900
2016-02-01 2.7482978652350400
2016-03-01 2.7379503877012796
2016-04-01 2.8416511950921600
2016-05-01 2.8888453059867600
2016-06-01 2.9071601135298500
2016-07-01 2.9262384365876604
2016-08-01 2.9325410720854100
2016-09-01 2.9073374187551897
2016-10-01 2.8707392547162000
2016-11-01 2.9293835003189200
2016-12-01 2.9609860952019900
2017-01-01 2.9780567823368100
2017-02-01 3.0431585491282998
2017-03-01 3.0262949889118302
2017-04-01 3.0219376538285796
2017-05-01 3.0812284606456900
2017-06-01 3.0074262599586800
2017-07-01 3.0352728778175700
2017-08-01 3.0349944469988595
2017-09-01 3.1138439440997300
2017-10-01 3.0697008695779100
2017-11-01 3.1346501694219200
2017-12-01 3.0674491596115500
2018-01-01 3.0715851282079800
2018-02-01 3.1365700723055396
2018-03-01 3.1109768596118794
2018-04-01 3.2084504554737300
2018-05-01 3.1857871102438300
2018-06-01 3.2153599981066500
2018-07-01 3.1455014407140296
2018-08-01 3.1320640407084400
2018-09-01 3.1163114038390500
2018-10-01 3.1731349137146500
2018-11-01 3.1445326934663000
2018-12-01 3.1710077342873504
2019-01-01 3.1652774010204000
2019-02-01 3.1288822193719197
2019-03-01 3.1949342629426200
2019-04-01 3.2115664046962300
2019-05-01 3.3990538379669704
2019-06-01 3.2176053104689504
2019-07-01 3.1440465302510203
2019-08-01 3.2240886899850802
2019-09-01 3.3216168062188800
2019-10-01 3.2784806672926403
2019-11-01 3.2530643519620095
2019-12-01 3.2685259421594900
2020-01-01 3.2557520698193803
2020-02-01 3.2195685002569996
2020-03-01 3.1856115193295100
2020-04-01 2.9258879082732796
2020-05-01 3.0086299731275000
2020-06-01 2.9173741825454402
2020-07-01 3.1414238669520000
2020-08-01 3.1018319395565600
2020-09-01 3.0235007380692593
2020-10-01 3.0949284710080898
2020-11-01 3.0756436567371600
2020-12-01 3.0653364612589504
2021-01-01 3.1466496547887200
2021-02-01 3.1122217290566003
2021-03-01 3.1811627337965300
2021-04-01 3.2264452243474597
2021-05-01 3.2145738016379600
2021-06-01 3.2157745624263400
2021-07-01 3.2459490306278505
2021-08-01 3.3047964809999600
2021-09-01 3.2341595997180000
2021-10-01 3.1974238677660900
2021-11-01 3.2819471696631894
2021-12-01 3.2580431776793200
2022-01-01 3.2444885417733698
2022-02-01 3.2988830147236000
2022-03-01 3.2796709945163100
2022-04-01 3.1312648700733400
2022-05-01 3.1061089305814504
2022-06-01 3.3134360468820603
2022-07-01 3.3525561228388603
2022-08-01 3.2997914415410700
2022-09-01 3.4452503771170400
2022-10-01 3.4002783779076600
2022-11-01 3.3855814969034400
2022-12-01 3.4510633170372500
2023-01-01 3.4504255049762795
2023-02-01 3.4828440665437900
2023-03-01 3.4781138344995600
2023-04-01 3.5219941260244703
2023-05-01 3.5956023586007797
2023-06-01 3.6086753855807700
2023-07-01 3.5681305115573700
2023-08-01 3.6252371131595700
2023-09-01 3.5533896022244003
2023-10-01 3.5968626212084707
2023-11-01 3.5839515990656503
2023-12-01 3.6435822494356300
2024-01-01 3.6570481352086700
2024-02-01 3.6733553484274600
2024-03-01 3.6788827887021100
2024-04-01 3.7148311792622297
2024-05-01 3.6811854831174506

Subscribe to the FRED newsletter


Follow us

Back to Top