Federal Reserve Economic Data

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

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 2024-09-01
Last Updated 2024-10-23 5:07 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 14.507076732300101
1990-02-01 14.590398983077600
1990-03-01 14.610838867772902
1990-04-01 14.782622209088500
1990-05-01 14.826203385842700
1990-06-01 14.835079557603800
1990-07-01 14.871234867914500
1990-08-01 14.941746945639999
1990-09-01 15.084267965306600
1990-10-01 15.388077173853800
1990-11-01 15.305261074767700
1990-12-01 15.448392384455198
1991-01-01 14.907819686105402
1991-02-01 15.089913398094302
1991-03-01 15.110689608802800
1991-04-01 15.183608613117200
1991-05-01 15.022940914575500
1991-06-01 15.036003350935700
1991-07-01 14.960812495393501
1991-08-01 15.040993892926900
1991-09-01 14.989756946923300
1991-10-01 15.000830874809400
1991-11-01 14.917402048397800
1991-12-01 14.944166646771200
1992-01-01 15.008865401600700
1992-02-01 15.095740903109501
1992-03-01 15.103670014295100
1992-04-01 15.091061266145198
1992-05-01 15.218366281814600
1992-06-01 15.335353861829699
1992-07-01 15.438641650019902
1992-08-01 15.434065461680100
1992-09-01 15.494056424334600
1992-10-01 15.519410001158800
1992-11-01 15.626985840989699
1992-12-01 15.536566968454402
1993-01-01 15.918380448114600
1993-02-01 15.901902574238100
1993-03-01 16.004230214055802
1993-04-01 15.898181223131301
1993-05-01 16.003921649649800
1993-06-01 16.023690660828600
1993-07-01 16.006511463053200
1993-08-01 16.124314709560600
1993-09-01 16.004030929115200
1993-10-01 16.445645431890900
1993-11-01 16.439069213822000
1993-12-01 16.522728125469300
1994-01-01 16.639381469322600
1994-02-01 16.715768589360700
1994-03-01 16.704043600612400
1994-04-01 16.903981439799600
1994-05-01 16.883186148829300
1994-06-01 16.903837291040500
1994-07-01 17.088259145772902
1994-08-01 17.004410454581198
1994-09-01 17.011297910521300
1994-10-01 16.960196108277400
1994-11-01 16.861686230211400
1994-12-01 17.106451813235400
1995-01-01 17.182127520870498
1995-02-01 16.940012381135500
1995-03-01 17.016276451476900
1995-04-01 16.887872795043300
1995-05-01 16.855088694317402
1995-06-01 16.775763595335800
1995-07-01 16.874514261484900
1995-08-01 16.784821271039400
1995-09-01 16.822835705180400
1995-10-01 16.661312832301500
1995-11-01 16.782273465513303
1995-12-01 16.596368898584302
1996-01-01 16.827362180100500
1996-02-01 16.864763084107000
1996-03-01 16.817696031636800
1996-04-01 16.864051324024903
1996-05-01 16.934002280672700
1996-06-01 16.957544619353800
1996-07-01 16.779288641656800
1996-08-01 16.779091166689200
1996-09-01 16.636878177335000
1996-10-01 16.631450554546000
1996-11-01 16.590320812832697
1996-12-01 16.585286858571400
1997-01-01 16.571364461829500
1997-02-01 16.584852943668302
1997-03-01 16.512563588422402
1997-04-01 16.550825550082000
1997-05-01 16.620351557214100
1997-06-01 16.748231589293000
1997-07-01 16.794536629592198
1997-08-01 16.986522815039400
1997-09-01 16.951213346227200
1997-10-01 16.892234426709700
1997-11-01 16.781038721926300
1997-12-01 16.867503109730198
1998-01-01 16.505331610340300
1998-02-01 16.486914796574400
1998-03-01 16.401918138224700
1998-04-01 16.755691752640600
1998-05-01 16.820814383264402
1998-06-01 16.762756986210597
1998-07-01 16.306086977922998
1998-08-01 16.195019645301900
1998-09-01 16.154484095418400
1998-10-01 16.151549860335900
1998-11-01 16.059001561088700
1998-12-01 16.063192658405200
1999-01-01 16.223966162058000
1999-02-01 16.401445037505200
1999-03-01 16.398440410840500
1999-04-01 16.452387878096303
1999-05-01 16.419263968119100
1999-06-01 16.377470416525200
1999-07-01 17.027830833364998
1999-08-01 16.925859518199900
1999-09-01 16.964243660979600
1999-10-01 17.309873562565500
1999-11-01 17.307390744091400
1999-12-01 17.348672492734600
2000-01-01 17.345563170681697
2000-02-01 17.312886083139600
2000-03-01 17.495773682306400
2000-04-01 17.351502140335500
2000-05-01 17.507813710237200
2000-06-01 17.584510703435400
2000-07-01 17.744721041083200
2000-08-01 17.963212964949800
2000-09-01 18.068548581351300
2000-10-01 17.904852013169900
2000-11-01 17.968435259561800
2000-12-01 18.153119723788700
2001-01-01 17.832402469276400
2001-02-01 17.921774484342800
2001-03-01 17.687823121507400
2001-04-01 17.649912812104300
2001-05-01 17.699968247202400
2001-06-01 17.776767834458300
2001-07-01 18.169715230811200
2001-08-01 18.172592304107003
2001-09-01 18.248662664105400
2001-10-01 18.442278252832900
2001-11-01 18.563610196959697
2001-12-01 18.470979013779200
2002-01-01 18.714746068676398
2002-02-01 18.704430034919000
2002-03-01 18.777878226306104
2002-04-01 19.345462518887600
2002-05-01 19.389177098545698
2002-06-01 19.558889872970700
2002-07-01 19.198238675245100
2002-08-01 19.177538015971198
2002-09-01 19.214599608125700
2002-10-01 19.595164275606603
2002-11-01 19.680163518090602
2002-12-01 19.585211312928603
2003-01-01 19.488795000485602
2003-02-01 19.496107289965700
2003-03-01 19.562974217507200
2003-04-01 19.529806863199300
2003-05-01 19.687186977348897
2003-06-01 19.737124195713300
2003-07-01 19.626586691415700
2003-08-01 19.677945784530000
2003-09-01 19.773457385058000
2003-10-01 19.650725109763300
2003-11-01 19.822992206684198
2003-12-01 20.096604146360303
2004-01-01 20.474814483611100
2004-02-01 20.571370631893000
2004-03-01 20.642526141354800
2004-04-01 20.623034575214500
2004-05-01 20.488940331746600
2004-06-01 20.624801416891998
2004-07-01 21.156826199959898
2004-08-01 20.993601624809500
2004-09-01 20.940820783402398
2004-10-01 20.682311412852698
2004-11-01 20.653325817995000
2004-12-01 20.687495353812200
2005-01-01 20.849881554722200
2005-02-01 21.051391886653800
2005-03-01 21.129638233966800
2005-04-01 21.230538135098600
2005-05-01 21.309671572308897
2005-06-01 21.340181570640400
2005-07-01 21.257150034959302
2005-08-01 21.289609838268000
2005-09-01 21.712309483340600
2005-10-01 21.486417722155500
2005-11-01 21.565637959958600
2005-12-01 21.659927837535400
2006-01-01 21.141847504269396
2006-02-01 21.329490557731700
2006-03-01 21.335141603644000
2006-04-01 21.350052123906900
2006-05-01 21.439423975256300
2006-06-01 21.563723500087900
2006-07-01 21.653678150934400
2006-08-01 21.704493866935300
2006-09-01 21.810783097713200
2006-10-01 21.751904522602500
2006-11-01 21.744093694492000
2006-12-01 21.827297357987600
2007-01-01 21.832480119843503
2007-02-01 21.933922560430100
2007-03-01 21.968455473751500
2007-04-01 21.862106979379803
2007-05-01 21.868240937864400
2007-06-01 21.777951532251800
2007-07-01 21.853340913632900
2007-08-01 21.821906599754800
2007-09-01 21.731547307835900
2007-10-01 21.991124452227897
2007-11-01 21.799422892502605
2007-12-01 21.797586342534398
2008-01-01 21.825741198262200
2008-02-01 21.843752214619002
2008-03-01 21.914936489879800
2008-04-01 22.079956075006400
2008-05-01 22.191551244246398
2008-06-01 22.178031230690700
2008-07-01 22.362305287189397
2008-08-01 22.342232699228898
2008-09-01 22.347355786063400
2008-10-01 22.439360907176000
2008-11-01 22.448527942569700
2008-12-01 22.463613284678500
2009-01-01 22.515070661487698
2009-02-01 22.557715422101400
2009-03-01 22.567401330038198
2009-04-01 22.491089899545300
2009-05-01 22.416067152382300
2009-06-01 22.482953298082500
2009-07-01 22.364785027576104
2009-08-01 22.341061922217600
2009-09-01 22.247547713138300
2009-10-01 22.700841538110900
2009-11-01 22.516527117950000
2009-12-01 22.557905660389000
2010-01-01 22.609217248895398
2010-02-01 22.563944241917895
2010-03-01 22.504766473104400
2010-04-01 22.492676706927100
2010-05-01 22.430349361787300
2010-06-01 22.487740666887102
2010-07-01 22.369000238082000
2010-08-01 22.443841160993700
2010-09-01 22.341565871933300
2010-10-01 22.575435900481896
2010-11-01 22.393475373216100
2010-12-01 22.364638108384000
2011-01-01 22.310292986801800
2011-02-01 22.271639689845600
2011-03-01 22.223217549925604
2011-04-01 22.388596804651197
2011-05-01 22.335812343105400
2011-06-01 22.692382453036604
2011-07-01 22.975198081899800
2011-08-01 22.843994622841200
2011-09-01 22.933001739248000
2011-10-01 22.757739862479100
2011-11-01 22.779838336450897
2011-12-01 22.780624976872100
2012-01-01 22.323111571605200
2012-02-01 22.579430865118700
2012-03-01 22.524359842403303
2012-04-01 22.472337796101197
2012-05-01 22.630532940781800
2012-06-01 22.306898013803202
2012-07-01 22.248061708914300
2012-08-01 22.226120305509895
2012-09-01 22.335053608358198
2012-10-01 22.361244942674197
2012-11-01 22.396629822693000
2012-12-01 22.417841141692602
2013-01-01 22.538615031579800
2013-02-01 22.583293289881702
2013-03-01 22.610748165801200
2013-04-01 22.643923562388200
2013-05-01 22.404339341821300
2013-06-01 22.618838701893500
2013-07-01 22.733588398871003
2013-08-01 22.726273818901400
2013-09-01 22.545438519887900
2013-10-01 22.765758271296300
2013-11-01 23.011721416179000
2013-12-01 22.662444273393604
2014-01-01 22.650126806320600
2014-02-01 22.675522917328000
2014-03-01 22.683092544374900
2014-04-01 22.316127448257102
2014-05-01 22.474455174420600
2014-06-01 22.626700594428100
2014-07-01 22.409781804816500
2014-08-01 22.420065985787800
2014-09-01 22.462497947781500
2014-10-01 22.491573900307802
2014-11-01 22.543283712480697
2014-12-01 22.610884540950302
2015-01-01 22.552772241831000
2015-02-01 22.556697645890104
2015-03-01 22.653328262509103
2015-04-01 22.792356193146800
2015-05-01 22.740057626972103
2015-06-01 22.714170303369700
2015-07-01 22.911884752703000
2015-08-01 22.933828333216700
2015-09-01 22.883192030909400
2015-10-01 22.913941610204898
2015-11-01 22.861009520428300
2015-12-01 22.941385132264000
2016-01-01 23.154163686988802
2016-02-01 23.039420285789000
2016-03-01 23.025917723355604
2016-04-01 23.186214994766900
2016-05-01 23.307143551440000
2016-06-01 23.302913644326600
2016-07-01 23.314930865759200
2016-08-01 23.343335017364000
2016-09-01 23.390581713174000
2016-10-01 23.441386630721603
2016-11-01 23.478251283038700
2016-12-01 23.463186368961300
2017-01-01 23.539265818173900
2017-02-01 23.814960232569103
2017-03-01 23.808802591665000
2017-04-01 23.803883597187200
2017-05-01 23.887678576131000
2017-06-01 23.984103548688697
2017-07-01 24.121871105013600
2017-08-01 24.259851693920500
2017-09-01 24.389419392185600
2017-10-01 24.354208702763200
2017-11-01 24.593247774208898
2017-12-01 24.570316167680200
2018-01-01 24.623767751930000
2018-02-01 24.694593907270900
2018-03-01 24.691478901371497
2018-04-01 24.836101532033200
2018-05-01 24.792673463909000
2018-06-01 24.773290330319400
2018-07-01 24.512512706005698
2018-08-01 24.550077695311200
2018-09-01 24.591817785060396
2018-10-01 24.762318369282998
2018-11-01 24.807810471936303
2018-12-01 24.970142410156104
2019-01-01 25.007180723096500
2019-02-01 25.073467295992998
2019-03-01 25.289888437312500
2019-04-01 25.181114665746900
2019-05-01 25.420491078927103
2019-06-01 25.248852031016803
2019-07-01 25.195020476320200
2019-08-01 25.342272993511400
2019-09-01 25.494920791187702
2019-10-01 25.461698926601702
2019-11-01 25.518354163497300
2019-12-01 25.555545683859500
2020-01-01 25.901337527146396
2020-02-01 25.961655427041997
2020-03-01 25.995463665324300
2020-04-01 23.219231724895803
2020-05-01 22.759069731062898
2020-06-01 23.540667697972600
2020-07-01 24.156080966421500
2020-08-01 24.302160388813000
2020-09-01 24.499458590816197
2020-10-01 24.969737663876600
2020-11-01 24.636735776962300
2020-12-01 24.846951743115600
2021-01-01 24.894380215456800
2021-02-01 24.852509490454500
2021-03-01 25.017719226572400
2021-04-01 25.148429496290900
2021-05-01 25.078491320027300
2021-06-01 25.120320704375402
2021-07-01 25.129921555847800
2021-08-01 25.188241443218303
2021-09-01 25.005945945682395
2021-10-01 25.171260811885400
2021-11-01 25.240685996132400
2021-12-01 25.233310025505098
2022-01-01 25.208422109818002
2022-02-01 25.355226698665200
2022-03-01 25.332287108231500
2022-04-01 25.249018018748900
2022-05-01 25.383548093476000
2022-06-01 25.611459872518200
2022-07-01 25.517327032513800
2022-08-01 25.475255930877800
2022-09-01 25.617474366028800
2022-10-01 25.477087614615197
2022-11-01 25.531619289244198
2022-12-01 25.521874692849497
2023-01-01 25.632915401021105
2023-02-01 25.658367614384602
2023-03-01 25.544110902705604
2023-04-01 25.537031282290200
2023-05-01 25.573649032978803
2023-06-01 25.600465179020900
2023-07-01 25.719126659156604
2023-08-01 25.785386997926103
2023-09-01 25.523363090524803
2023-10-01 25.781245032959000
2023-11-01 25.822524660229100
2023-12-01 25.909964976283497
2024-01-01 25.649901863731500
2024-02-01 25.965413199911900
2024-03-01 26.046040066386400
2024-04-01 26.122201699557500
2024-05-01 26.154560284149397
2024-06-01 26.098478095605397
2024-07-01 26.032179432907900
2024-08-01 25.994680664167800
2024-09-01 26.024362054219400

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