Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Private Education and Health Services in Akron, OH (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Akron, OH (MSA)
Series ID AKRO439EDUH
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 4:48 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 29.320396462621000
1990-02-01 29.353137135492300
1990-03-01 29.317204795673700
1990-04-01 29.215253629519502
1990-05-01 29.343381077322103
1990-06-01 29.560680550762000
1990-07-01 29.521468317095500
1990-08-01 29.760072815279198
1990-09-01 29.877068203665104
1990-10-01 29.989260041911802
1990-11-01 30.172147649372896
1990-12-01 30.272722770957000
1991-01-01 30.209954747454900
1991-02-01 30.340767615989300
1991-03-01 30.504236628116000
1991-04-01 30.712705629888600
1991-05-01 30.840534492966300
1991-06-01 31.180465863010696
1991-07-01 31.251728156869500
1991-08-01 31.397025238478303
1991-09-01 31.583066372637100
1991-10-01 31.573120726872100
1991-11-01 31.664603528265700
1991-12-01 31.755869515614500
1992-01-01 31.894479071181998
1992-02-01 32.013216098943400
1992-03-01 31.989113621983105
1992-04-01 32.604935682748106
1992-05-01 32.832366710355700
1992-06-01 32.912878389448800
1992-07-01 33.192173613113300
1992-08-01 33.243944910573600
1992-09-01 33.200234852953100
1992-10-01 33.358424230133700
1992-11-01 33.457164646672500
1992-12-01 33.537299876337400
1993-01-01 33.775547097895796
1993-02-01 34.069122770016996
1993-03-01 33.875061653760200
1993-04-01 33.491674972939300
1993-05-01 33.317835508276800
1993-06-01 33.444863983121100
1993-07-01 33.717305520682395
1993-08-01 33.765921039113100
1993-09-01 34.025867189401800
1993-10-01 34.259618082025696
1993-11-01 34.567020051978200
1993-12-01 34.529509810356195
1994-01-01 34.659932979964296
1994-02-01 34.704288181098200
1994-03-01 34.871007436181700
1994-04-01 34.377861201979500
1994-05-01 34.895398247100000
1994-06-01 34.966422645548604
1994-07-01 35.053422738185200
1994-08-01 35.187893994251300
1994-09-01 35.455500701137000
1994-10-01 35.561252674115295
1994-11-01 35.585775957420500
1994-12-01 35.717777970768900
1995-01-01 35.763530551073200
1995-02-01 35.951715555324604
1995-03-01 35.971117507838600
1995-04-01 36.055105938280100
1995-05-01 36.183651317214000
1995-06-01 36.263874922112300
1995-07-01 36.077396328784000
1995-08-01 36.293249441392400
1995-09-01 36.276289657373300
1995-10-01 36.363539240315000
1995-11-01 36.605884252950794
1995-12-01 36.600205327770900
1996-01-01 36.697552574566200
1996-02-01 36.722159577319600
1996-03-01 36.688905929520500
1996-04-01 36.732166211658200
1996-05-01 36.875766379890790
1996-06-01 36.839488077213600
1996-07-01 36.986861481170390
1996-08-01 37.185227528756600
1996-09-01 36.980102145417500
1996-10-01 36.868085547770500
1996-11-01 36.721789978848000
1996-12-01 36.592075619409200
1997-01-01 36.934975743774790
1997-02-01 37.135539222352210
1997-03-01 37.111658006497900
1997-04-01 37.213795042583605
1997-05-01 37.277336092937600
1997-06-01 37.330459391322606
1997-07-01 37.255698042119896
1997-08-01 37.354050128982800
1997-09-01 37.171549106915300
1997-10-01 37.270412140455800
1997-11-01 37.220026518824604
1997-12-01 37.174929131427000
1998-01-01 37.676719271939400
1998-02-01 37.770747198370900
1998-03-01 37.938961665439800
1998-04-01 37.114078910936500
1998-05-01 36.984795021931400
1998-06-01 37.230106885011004
1998-07-01 37.214772971614900
1998-08-01 37.210587717528796
1998-09-01 37.252285090160896
1998-10-01 37.774626451801500
1998-11-01 37.899015117204100
1998-12-01 38.052488118132500
1999-01-01 37.899755627130700
1999-02-01 37.822401637238800
1999-03-01 38.057071945383210
1999-04-01 38.427492268655210
1999-05-01 38.406030338716995
1999-06-01 38.347609893642300
1999-07-01 38.380607423089300
1999-08-01 38.380626857893795
1999-09-01 38.624061087236000
1999-10-01 38.580250841286500
1999-11-01 38.561954890419900
1999-12-01 38.531354318537800
2000-01-01 38.623293183633300
2000-02-01 38.665200190858400
2000-03-01 38.883056065684000
2000-04-01 38.059939086278206
2000-05-01 38.226103002835800
2000-06-01 38.358985144540604
2000-07-01 38.746528438017500
2000-08-01 38.941161209996900
2000-09-01 38.892040799370500
2000-10-01 38.997094052195900
2000-11-01 39.123023961837700
2000-12-01 39.218787551862400
2001-01-01 39.330557490449500
2001-02-01 39.402189889883900
2001-03-01 39.612567826857400
2001-04-01 39.790601700138204
2001-05-01 39.941026174450400
2001-06-01 40.073112364236100
2001-07-01 39.817516055445400
2001-08-01 40.198699085146100
2001-09-01 40.276992383611706
2001-10-01 40.309337511842300
2001-11-01 40.487589976857800
2001-12-01 40.802155729323395
2002-01-01 40.636425088260204
2002-02-01 40.734462111323400
2002-03-01 40.846524411873105
2002-04-01 40.609404969661700
2002-05-01 40.650697737774000
2002-06-01 40.660618470333100
2002-07-01 40.796913788962200
2002-08-01 40.861155562788504
2002-09-01 40.978959803161004
2002-10-01 40.918399124628500
2002-11-01 41.079740000132900
2002-12-01 41.105192063205400
2003-01-01 41.531418191606996
2003-02-01 41.365076167033000
2003-03-01 41.275937346437700
2003-04-01 41.212156567940700
2003-05-01 41.257065970380296
2003-06-01 41.329937949915700
2003-07-01 41.477751045942505
2003-08-01 41.546892398748900
2003-09-01 41.993841294994700
2003-10-01 41.812268669393000
2003-11-01 41.877728820892600
2003-12-01 42.009859077484400
2004-01-01 42.115396217204800
2004-02-01 42.294553485801500
2004-03-01 42.405734887147496
2004-04-01 42.815514059474296
2004-05-01 42.954003523559100
2004-06-01 43.095555255205404
2004-07-01 43.060766300637894
2004-08-01 43.255640272791204
2004-09-01 43.104604198661000
2004-10-01 43.295679837411800
2004-11-01 43.376003982566100
2004-12-01 43.525963868556500
2005-01-01 43.593026251768100
2005-02-01 43.624809394556706
2005-03-01 43.830679219670294
2005-04-01 43.923985014278095
2005-05-01 43.947181532180300
2005-06-01 43.860671192290200
2005-07-01 44.338324666967104
2005-08-01 44.452728787980500
2005-09-01 44.620520026908100
2005-10-01 44.986332645586394
2005-11-01 44.875252366694000
2005-12-01 45.057870125881200
2006-01-01 44.858556608660400
2006-02-01 44.952113387176600
2006-03-01 45.031219135873200
2006-04-01 45.243732968543400
2006-05-01 45.340108175938504
2006-06-01 45.338967007833396
2006-07-01 45.014129947987900
2006-08-01 45.136917367297290
2006-09-01 45.430119660778296
2006-10-01 45.595952864518100
2006-11-01 45.688094610422200
2006-12-01 45.806570771146600
2007-01-01 46.127789265067100
2007-02-01 46.263983494889600
2007-03-01 46.414655535081700
2007-04-01 46.557767219332290
2007-05-01 46.835685602717200
2007-06-01 47.120653608048000
2007-07-01 47.413568559184100
2007-08-01 47.526604115849600
2007-09-01 47.626097500172800
2007-10-01 47.710257761130510
2007-11-01 47.896289718575000
2007-12-01 47.961583657950705
2008-01-01 48.306573450809900
2008-02-01 48.350380709070700
2008-03-01 48.385323678603200
2008-04-01 48.359702105034800
2008-05-01 48.535431397526800
2008-06-01 48.716104505534105
2008-07-01 48.916398870825205
2008-08-01 49.003394641607900
2008-09-01 49.119711794629600
2008-10-01 49.231343920609504
2008-11-01 49.428934784788105
2008-12-01 49.527492489700390
2009-01-01 49.192555784366895
2009-02-01 49.306192322482204
2009-03-01 49.450923949227600
2009-04-01 49.337067857986500
2009-05-01 49.434924989551500
2009-06-01 49.210395936038500
2009-07-01 49.236377173211295
2009-08-01 49.374202870117294
2009-09-01 49.323991865840100
2009-10-01 49.462006692238290
2009-11-01 49.465978832441905
2009-12-01 49.586795506828200
2010-01-01 49.700785060701400
2010-02-01 49.649931401073210
2010-03-01 49.915294872053500
2010-04-01 50.097252497318900
2010-05-01 50.022998975297500
2010-06-01 50.314244431526205
2010-07-01 50.274730938804800
2010-08-01 50.364745889706500
2010-09-01 50.530419341706704
2010-10-01 50.379360853075200
2010-11-01 50.392635606097200
2010-12-01 50.322876253878796
2011-01-01 50.418054470437205
2011-02-01 50.600469355163000
2011-03-01 50.484628181446500
2011-04-01 50.648272595127494
2011-05-01 50.604172754259200
2011-06-01 50.610584452986500
2011-07-01 50.731202148990100
2011-08-01 50.679351219839404
2011-09-01 50.638211905681400
2011-10-01 50.689759053681300
2011-11-01 50.500159863528600
2011-12-01 50.441744233914300
2012-01-01 50.933641935716200
2012-02-01 51.060325991693200
2012-03-01 51.075734429611394
2012-04-01 50.898362636178290
2012-05-01 50.965540082496100
2012-06-01 51.022786953556995
2012-07-01 51.085831300499706
2012-08-01 51.208350303120300
2012-09-01 51.054515970140294
2012-10-01 51.187913958987500
2012-11-01 51.390662128756894
2012-12-01 51.547053909753195
2013-01-01 51.232448855886100
2013-02-01 51.539475735506400
2013-03-01 51.069714888575604
2013-04-01 51.362003693492696
2013-05-01 51.420931046336800
2013-06-01 51.547081817571600
2013-07-01 51.526545871212300
2013-08-01 51.534180883345900
2013-09-01 51.878857859545406
2013-10-01 51.789023046093504
2013-11-01 51.869417419925696
2013-12-01 51.940618384799606
2014-01-01 52.436763649031604
2014-02-01 52.239531564344000
2014-03-01 52.477613382218100
2014-04-01 52.527378019363006
2014-05-01 52.653674628334600
2014-06-01 52.879760824643500
2014-07-01 52.856426606515996
2014-08-01 53.161005422796900
2014-09-01 53.298817546949610
2014-10-01 53.589668366221396
2014-11-01 53.753937590667300
2014-12-01 53.936429041828006
2015-01-01 53.939129495565005
2015-02-01 53.947813106955100
2015-03-01 54.091555028882400
2015-04-01 54.386709671498500
2015-05-01 54.490221182005605
2015-06-01 54.395460760006900
2015-07-01 54.475151357354896
2015-08-01 54.362778680977200
2015-09-01 54.727667210922796
2015-10-01 55.007312675812600
2015-11-01 55.153896061759006
2015-12-01 55.142503868810200
2016-01-01 55.232945369167700
2016-02-01 55.251818217100900
2016-03-01 55.321045900199900
2016-04-01 55.251336036315095
2016-05-01 55.238222287191500
2016-06-01 55.191754732683400
2016-07-01 55.471232447611900
2016-08-01 55.355181738895205
2016-09-01 55.473410312557000
2016-10-01 55.330156077133600
2016-11-01 55.267095372474000
2016-12-01 55.351242950294000
2017-01-01 55.418427090728100
2017-02-01 55.435357347895696
2017-03-01 55.448926581866296
2017-04-01 55.343669938487610
2017-05-01 55.416754974005100
2017-06-01 55.269819248264504
2017-07-01 55.664478487960300
2017-08-01 55.241278517885400
2017-09-01 55.210949571756800
2017-10-01 55.042575450021204
2017-11-01 54.976030782386395
2017-12-01 54.959013805877200
2018-01-01 54.782735401925000
2018-02-01 55.120352660141000
2018-03-01 55.078388863566600
2018-04-01 55.358713783484200
2018-05-01 55.321586702962600
2018-06-01 55.356730143689600
2018-07-01 55.256154860186500
2018-08-01 55.429198633664210
2018-09-01 55.240168331073210
2018-10-01 55.231683642989594
2018-11-01 54.956323901005895
2018-12-01 55.138274753558996
2019-01-01 55.769884748896295
2019-02-01 55.716633679160790
2019-03-01 55.915433241825596
2019-04-01 55.985781511974400
2019-05-01 56.139599446782000
2019-06-01 56.470337392222400
2019-07-01 56.470365711494395
2019-08-01 56.408752869543200
2019-09-01 56.146546720630596
2019-10-01 56.086233133918110
2019-11-01 56.714923193732500
2019-12-01 56.801053513731100
2020-01-01 56.659077073359500
2020-02-01 56.743826659004796
2020-03-01 56.555014348588100
2020-04-01 49.951597091979800
2020-05-01 51.496271021700004
2020-06-01 53.503045006410700
2020-07-01 53.130591719614400
2020-08-01 53.252780639784500
2020-09-01 53.827091954979000
2020-10-01 53.849592253629300
2020-11-01 53.804634253513605
2020-12-01 53.754484128235000
2021-01-01 54.366536736154200
2021-02-01 54.275716027125700
2021-03-01 54.397346235960000
2021-04-01 54.398292595657900
2021-05-01 54.309235366054494
2021-06-01 54.241607522682900
2021-07-01 54.415925436270800
2021-08-01 54.389222098827600
2021-09-01 53.991898898347600
2021-10-01 54.310554746840710
2021-11-01 54.496875122057894
2021-12-01 54.516749765996400
2022-01-01 54.070754825937500
2022-02-01 54.116518282609604
2022-03-01 54.236864089744394
2022-04-01 54.358922668053104
2022-05-01 54.438342084343300
2022-06-01 54.269989451825400
2022-07-01 54.567862966612900
2022-08-01 54.705190855140800
2022-09-01 55.168537464446100
2022-10-01 55.197959978581100
2022-11-01 55.099761743181894
2022-12-01 55.074467734881296
2023-01-01 55.100848156995000
2023-02-01 55.353787672001104
2023-03-01 55.584018029717210
2023-04-01 55.701318245274800
2023-05-01 55.951366131310800
2023-06-01 56.083708820331005
2023-07-01 56.233666547697710
2023-08-01 56.425348852884206
2023-09-01 56.548086461599700
2023-10-01 56.495867292230390
2023-11-01 56.607593787712100
2023-12-01 57.054693472802896
2024-01-01 57.624743536001990
2024-02-01 57.185355592551495
2024-03-01 57.113228722816900
2024-04-01 56.932404738640700
2024-05-01 56.864929958335600
2024-06-01 57.676966680025300
2024-07-01 58.304735723266404
2024-08-01 57.971182956072504
2024-09-01 57.542253459128396

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