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Table Data - All Employees: Education and Health Services: Private Education and Health 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 Education and Health Services in Kalamazoo-Portage, MI (MSA)
Series ID KALA026EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2024-05-01
Last Updated 2024-06-26 5:09 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 14.507072351784000
1990-02-01 14.590399513208000
1990-03-01 14.610839759679502
1990-04-01 14.782624367144498
1990-05-01 14.826204958056300
1990-06-01 14.835081418097700
1990-07-01 14.871236927627699
1990-08-01 14.941749087242501
1990-09-01 15.084269784233500
1990-10-01 15.388074492392600
1990-11-01 15.305263074378700
1990-12-01 15.448384856025800
1991-01-01 14.907814136596300
1991-02-01 15.089913932723801
1991-03-01 15.110690535822199
1991-04-01 15.183610807890599
1991-05-01 15.022942705326700
1991-06-01 15.036005529746600
1991-07-01 14.960815052892098
1991-08-01 15.040996616867700
1991-09-01 14.989759109124200
1991-10-01 15.000827828731001
1991-11-01 14.917403426678200
1991-12-01 14.944160330014400
1992-01-01 15.008855911172098
1992-02-01 15.095741999512300
1992-03-01 15.103671514264200
1992-04-01 15.091063828102900
1992-05-01 15.218368434581000
1992-06-01 15.335356616631700
1992-07-01 15.438645103408899
1992-08-01 15.434069214614999
1992-09-01 15.494059846763100
1992-10-01 15.519407907601400
1992-11-01 15.626988071541800
1992-12-01 15.536552927367001
1993-01-01 15.918368552462999
1993-02-01 15.901904718564598
1993-03-01 16.004232847201100
1993-04-01 15.898184864771900
1993-05-01 16.003925377759302
1993-06-01 16.023695160259500
1993-07-01 16.006516602069000
1993-08-01 16.124319846356400
1993-09-01 16.004035113240600
1993-10-01 16.445643808613500
1993-11-01 16.439069908293300
1993-12-01 16.522701811840000
1994-01-01 16.639364552748198
1994-02-01 16.715772254950398
1994-03-01 16.704050639052700
1994-04-01 16.903991647859400
1994-05-01 16.883197358047100
1994-06-01 16.903848117531098
1994-07-01 17.088267932052300
1994-08-01 17.004407235341002
1994-09-01 17.011299670927400
1994-10-01 16.960190613101400
1994-11-01 16.861682943153300
1994-12-01 17.106408156538900
1995-01-01 17.182106321119900
1995-02-01 16.940015254617200
1995-03-01 17.016290867280300
1995-04-01 16.887896506190200
1995-05-01 16.855119888483700
1995-06-01 16.775802884213700
1995-07-01 16.874517964004000
1995-08-01 16.784798014141902
1995-09-01 16.822822001398600
1995-10-01 16.661292919275600
1995-11-01 16.782255766504200
1995-12-01 16.596311946386400
1996-01-01 16.827331549092698
1996-02-01 16.864764230433700
1996-03-01 16.817723040723900
1996-04-01 16.864106238623000
1996-05-01 16.934090769434000
1996-06-01 16.957676536577402
1996-07-01 16.779222903194200
1996-08-01 16.779009956822800
1996-09-01 16.636831483557300
1996-10-01 16.631410632239400
1996-11-01 16.590291209326598
1996-12-01 16.585222486668698
1997-01-01 16.571337129940400
1997-02-01 16.584859533772498
1997-03-01 16.512608554728300
1997-04-01 16.550914166923302
1997-05-01 16.620495834568600
1997-06-01 16.748450395827803
1997-07-01 16.794395242549200
1997-08-01 16.986382479181000
1997-09-01 16.951123723736100
1997-10-01 16.892166896091002
1997-11-01 16.780992034068300
1997-12-01 16.867445071946200
1998-01-01 16.505310470256500
1998-02-01 16.486932732600000
1998-03-01 16.401983982076302
1998-04-01 16.755816643284600
1998-05-01 16.821013043117700
1998-06-01 16.763048175093502
1998-07-01 16.305855686955700
1998-08-01 16.194842311396400
1998-09-01 16.154369830523400
1998-10-01 16.151468565630100
1998-11-01 16.058951686004697
1998-12-01 16.063155652092600
1999-01-01 16.223958658396700
1999-02-01 16.401473070729303
1999-03-01 16.398526456235200
1999-04-01 16.452516535725902
1999-05-01 16.419459086310898
1999-06-01 16.377782545867400
1999-07-01 17.027546410435400
1999-08-01 16.925670634539700
1999-09-01 16.964109288685100
1999-10-01 17.309779026397100
1999-11-01 17.307334347968000
1999-12-01 17.348653301033100
2000-01-01 17.345563970824802
2000-02-01 17.312920866100400
2000-03-01 17.495874487933200
2000-04-01 17.351627315024200
2000-05-01 17.508002659677200
2000-06-01 17.584849595182900
2000-07-01 17.744392146744600
2000-08-01 17.963029226585600
2000-09-01 18.068414099986800
2000-10-01 17.904767151551700
2000-11-01 17.968390903112603
2000-12-01 18.153117778522603
2001-01-01 17.832417072453300
2001-02-01 17.921811472314800
2001-03-01 17.687920847177300
2001-04-01 17.650002276473500
2001-05-01 17.700095916712800
2001-06-01 17.777039782001800
2001-07-01 18.169441474998500
2001-08-01 18.172462669159900
2001-09-01 18.248555559803200
2001-10-01 18.442211218410400
2001-11-01 18.563576984022102
2001-12-01 18.470986408997900
2002-01-01 18.714765426770700
2002-02-01 18.704462478121000
2002-03-01 18.777961113283700
2002-04-01 19.345520323894700
2002-05-01 19.389254437902500
2002-06-01 19.559085225571998
2002-07-01 19.198030600315100
2002-08-01 19.177465118301303
2002-09-01 19.214531442015700
2002-10-01 19.595121901741802
2002-11-01 19.680145705070800
2002-12-01 19.585221160490200
2003-01-01 19.488811050786897
2003-02-01 19.496126740851500
2003-03-01 19.563034313147500
2003-04-01 19.529823030942303
2003-05-01 19.687206405363103
2003-06-01 19.737234530339197
2003-07-01 19.626481051544800
2003-08-01 19.677922169763000
2003-09-01 19.773420833818500
2003-10-01 19.650702824984800
2003-11-01 19.822982299597400
2003-12-01 20.096606335197100
2004-01-01 20.474820667382200
2004-02-01 20.571377304648603
2004-03-01 20.642559320657000
2004-04-01 20.623036274707400
2004-05-01 20.488950121978900
2004-06-01 20.624874485183497
2004-07-01 21.156760777541603
2004-08-01 20.993590513761300
2004-09-01 20.940802075803700
2004-10-01 20.682301726115398
2004-11-01 20.653323258187900
2004-12-01 20.687494119299604
2005-01-01 20.849884375663898
2005-02-01 21.051393280667103
2005-03-01 21.129652188566500
2005-04-01 21.230535221925603
2005-05-01 21.309679256194100
2005-06-01 21.340216003731300
2005-07-01 21.257128530013897
2005-08-01 21.289602894389500
2005-09-01 21.712298790892900
2005-10-01 21.486412184440102
2005-11-01 21.565636375202900
2005-12-01 21.659925416937497
2006-01-01 21.141849387447397
2006-02-01 21.329492826855000
2006-03-01 21.335144206328800
2006-04-01 21.350054862430802
2006-05-01 21.439435333775900
2006-06-01 21.563725463364700
2006-07-01 21.653669415888000
2006-08-01 21.704493457417602
2006-09-01 21.810780503848000
2006-10-01 21.751902068731700
2006-11-01 21.744093053158398
2006-12-01 21.827294572662897
2007-01-01 21.832480773291000
2007-02-01 21.933923845474702
2007-03-01 21.968456888481000
2007-04-01 21.862108281817303
2007-05-01 21.868246478022800
2007-06-01 21.777952249930100
2007-07-01 21.853336360763198
2007-08-01 21.821906461703602
2007-09-01 21.731546002875298
2007-10-01 21.991124207923400
2007-11-01 21.799422872614603
2007-12-01 21.797584680699000
2008-01-01 21.825741598479300
2008-02-01 21.843753023422398
2008-03-01 21.914937312657800
2008-04-01 22.079956776778100
2008-05-01 22.191551705088898
2008-06-01 22.178031327398600
2008-07-01 22.362305096952000
2008-08-01 22.342232408861900
2008-09-01 22.347355041441700
2008-10-01 22.439360999662500
2008-11-01 22.448528093301600
2008-12-01 22.463612414040604
2009-01-01 22.515070747284398
2009-02-01 22.557715663521600
2009-03-01 22.567401470529600
2009-04-01 22.491090048256503
2009-05-01 22.416067749964103
2009-06-01 22.482953326082303
2009-07-01 22.364784972653000
2009-08-01 22.341061856051603
2009-09-01 22.247547568992800
2009-10-01 22.700841514238500
2009-11-01 22.516527035444900
2009-12-01 22.557905550310500
2010-01-01 22.609217123858600
2010-02-01 22.563944083001598
2010-03-01 22.504766164686200
2010-04-01 22.492676467236198
2010-05-01 22.430350324897000
2010-06-01 22.487740545446897
2010-07-01 22.369000241207498
2010-08-01 22.443841304893304
2010-09-01 22.341566943417600
2010-10-01 22.575435918143200
2010-11-01 22.393474953155398
2010-12-01 22.364637695852800
2011-01-01 22.310292432656897
2011-02-01 22.271639035067302
2011-03-01 22.223216754120700
2011-04-01 22.388596302823300
2011-05-01 22.335813725594697
2011-06-01 22.692382396883502
2011-07-01 22.975198500493804
2011-08-01 22.843995539449000
2011-09-01 22.933004719685197
2011-10-01 22.757740260037398
2011-11-01 22.779837383302603
2011-12-01 22.780623507144398
2012-01-01 22.323109523413898
2012-02-01 22.579428712813300
2012-03-01 22.524358035300605
2012-04-01 22.472337257527400
2012-05-01 22.630535096288400
2012-06-01 22.306898809221000
2012-07-01 22.248063361166600
2012-08-01 22.226122784139300
2012-09-01 22.335058928749700
2012-10-01 22.361246804982700
2012-11-01 22.396630203777200
2012-12-01 22.417841343656303
2013-01-01 22.538594141849103
2013-02-01 22.583292874927803
2013-03-01 22.610748167172300
2013-04-01 22.643925416814200
2013-05-01 22.404344203139300
2013-06-01 22.618842550288100
2013-07-01 22.733592554262800
2013-08-01 22.726278214351800
2013-09-01 22.545444917933196
2013-10-01 22.765760455310602
2013-11-01 23.011722094299998
2013-12-01 22.662445683354804
2014-01-01 22.650087695956696
2014-02-01 22.675509163855900
2014-03-01 22.683096801225700
2014-04-01 22.316134839868802
2014-05-01 22.474466822092400
2014-06-01 22.626713030547500
2014-07-01 22.409797571394000
2014-08-01 22.420085317767896
2014-09-01 22.462519963600602
2014-10-01 22.491543841120702
2014-11-01 22.543288600968400
2014-12-01 22.610878676802603
2015-01-01 22.552695823122697
2015-02-01 22.556649458106800
2015-03-01 22.653325300529104
2015-04-01 22.792375277314600
2015-05-01 22.740100029310900
2015-06-01 22.714227205395304
2015-07-01 22.911938179994200
2015-08-01 22.933890167938600
2015-09-01 22.883238740641500
2015-10-01 22.913867912627698
2015-11-01 22.860990706330900
2015-12-01 22.941325628892603
2016-01-01 23.154008862175104
2016-02-01 23.039273324205000
2016-03-01 23.025911920761300
2016-04-01 23.186218649257000
2016-05-01 23.307340814685700
2016-06-01 23.303037832588600
2016-07-01 23.315116284408997
2016-08-01 23.343468958256400
2016-09-01 23.390666019071396
2016-10-01 23.441263582304900
2016-11-01 23.478203104947700
2016-12-01 23.463046082126198
2017-01-01 23.538761129921700
2017-02-01 23.814662836263103
2017-03-01 23.808713690273300
2017-04-01 23.803778801374396
2017-05-01 23.887907255164500
2017-06-01 23.985090298560100
2017-07-01 24.122513629071900
2017-08-01 24.259916712573105
2017-09-01 24.389438272901900
2017-10-01 24.353764522508396
2017-11-01 24.592994854978800
2017-12-01 24.569990506896700
2018-01-01 24.622821179239804
2018-02-01 24.694086548393397
2018-03-01 24.691323503968200
2018-04-01 24.835991243229603
2018-05-01 24.793118955535803
2018-06-01 24.775395216386700
2018-07-01 24.513782405523500
2018-08-01 24.550114340105100
2018-09-01 24.591703990547600
2018-10-01 24.761370390041900
2018-11-01 24.807127830112600
2018-12-01 24.969349401911202
2019-01-01 25.005483097199000
2019-02-01 25.072529823194700
2019-03-01 25.289374905649500
2019-04-01 25.181857402448898
2019-05-01 25.420622226598200
2019-06-01 25.255533804669700
2019-07-01 25.196257012276100
2019-08-01 25.341620241931300
2019-09-01 25.493738759351896
2019-10-01 25.459609145253403
2019-11-01 25.516513676816000
2019-12-01 25.553689600557000
2020-01-01 25.898770729563900
2020-02-01 25.960348298563105
2020-03-01 25.995206851771100
2020-04-01 23.221704681594897
2020-05-01 22.760083541139604
2020-06-01 23.551229850277600
2020-07-01 24.157255957393100
2020-08-01 24.300771366177397
2020-09-01 24.496778296389298
2020-10-01 24.965845731643200
2020-11-01 24.632815774204396
2020-12-01 24.842940590095200
2021-01-01 24.890605191305000
2021-02-01 24.850222927835700
2021-03-01 25.017749987224803
2021-04-01 25.154359333530200
2021-05-01 25.083608154209102
2021-06-01 25.140385833408700
2021-07-01 25.132957129720396
2021-08-01 25.182859704556100
2021-09-01 24.997310935564000
2021-10-01 25.163896355989600
2021-11-01 25.233911284446503
2021-12-01 25.226989196981300
2022-01-01 25.204017013025500
2022-02-01 25.352888428243197
2022-03-01 25.334247663528700
2022-04-01 25.259306817445400
2022-05-01 25.395651444064900
2022-06-01 25.636217060208400
2022-07-01 25.518338961015000
2022-08-01 25.464533184490300
2022-09-01 25.607579859531196
2022-10-01 25.466296673218398
2022-11-01 25.522320653961600
2022-12-01 25.513408247633000
2023-01-01 25.627797368741300
2023-02-01 25.655552360775200
2023-03-01 25.547655841693896
2023-04-01 25.551900825583896
2023-05-01 25.592968298512200
2023-06-01 25.630311184604400
2023-07-01 25.716833590677000
2023-08-01 25.766923911923104
2023-09-01 25.514117911879897
2023-10-01 25.767251045796900
2023-11-01 25.811397812507000
2023-12-01 25.900382598626600
2024-01-01 25.645071461845200
2024-02-01 25.963318409166700
2024-03-01 26.052332376303000
2024-04-01 26.141678775053503
2024-05-01 26.181051647519100

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