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 2024-11-01
Last Updated 2024-12-21 6:25 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 29.320394878380300
1990-02-01 29.353134745551300
1990-03-01 29.317202649065900
1990-04-01 29.215262544080602
1990-05-01 29.343380111528695
1990-06-01 29.560681138290300
1990-07-01 29.521467777788500
1990-08-01 29.760072361912698
1990-09-01 29.877067750774604
1990-10-01 29.989259443381400
1990-11-01 30.172147599709900
1990-12-01 30.272722203012400
1991-01-01 30.209953091373702
1991-02-01 30.340764939390800
1991-03-01 30.504233862986197
1991-04-01 30.712717265540103
1991-05-01 30.840532859009400
1991-06-01 31.180465950040800
1991-07-01 31.251727478284998
1991-08-01 31.397024679892898
1991-09-01 31.583065707846497
1991-10-01 31.573119943350800
1991-11-01 31.664603511566700
1991-12-01 31.755868775078802
1992-01-01 31.894477349429103
1992-02-01 32.013213363828000
1992-03-01 31.989110697544398
1992-04-01 32.604949559342195
1992-05-01 32.832364896819100
1992-06-01 32.912877964035300
1992-07-01 33.192172334103400
1992-08-01 33.243944180291900
1992-09-01 33.200233926932100
1992-10-01 33.358423192152300
1992-11-01 33.457164627641696
1992-12-01 33.537298935484100
1993-01-01 33.775545588480300
1993-02-01 34.069120474063894
1993-03-01 33.875058719825000
1993-04-01 33.491689871535900
1993-05-01 33.317833688477300
1993-06-01 33.444862992684400
1993-07-01 33.717303464601600
1993-08-01 33.765920117221896
1993-09-01 34.025865994735796
1993-10-01 34.259616965412400
1993-11-01 34.567019949325600
1993-12-01 34.529509049522000
1994-01-01 34.659932224261900
1994-02-01 34.704286829043600
1994-03-01 34.871005189331100
1994-04-01 34.377875115105000
1994-05-01 34.895396373823700
1994-06-01 34.966421050208900
1994-07-01 35.053419774356605
1994-08-01 35.187892826163896
1994-09-01 35.455499201662796
1994-10-01 35.561251540402495
1994-11-01 35.585776134561600
1994-12-01 35.717777648146200
1995-01-01 35.763531133638600
1995-02-01 35.951715842684200
1995-03-01 35.971116995044500
1995-04-01 36.055116837173800
1995-05-01 36.183648290787900
1995-06-01 36.263872480422600
1995-07-01 36.077392791705996
1995-08-01 36.293248049168504
1995-09-01 36.276287834451200
1995-10-01 36.363538570532604
1995-11-01 36.605885003892105
1995-12-01 36.600206024610000
1996-01-01 36.697555001088600
1996-02-01 36.722162395301300
1996-03-01 36.688908726682700
1996-04-01 36.732168463598704
1996-05-01 36.875763079936110
1996-06-01 36.839485227293500
1996-07-01 36.986857399621210
1996-08-01 37.185225877974794
1996-09-01 36.980100331491100
1996-10-01 36.868085431211206
1996-11-01 36.721791448304600
1996-12-01 36.592077438895295
1997-01-01 36.934980077356900
1997-02-01 37.135545155406300
1997-03-01 37.111665327770600
1997-04-01 37.213786767180200
1997-05-01 37.277331861267600
1997-06-01 37.330455937560500
1997-07-01 37.255694010299000
1997-08-01 37.354048320079900
1997-09-01 37.171547663680290
1997-10-01 37.270412826081500
1997-11-01 37.220028571331600
1997-12-01 37.174932115748604
1998-01-01 37.676725248804004
1998-02-01 37.770755496092704
1998-03-01 37.938972009889600
1998-04-01 37.114063183320496
1998-05-01 36.984790116852700
1998-06-01 37.230102855888205
1998-07-01 37.214769127486600
1998-08-01 37.210585916162710
1998-09-01 37.252284214121000
1998-10-01 37.774627534477500
1998-11-01 37.899017689546500
1998-12-01 38.052491815614400
1999-01-01 37.899762033574500
1999-02-01 37.822410464148700
1999-03-01 38.057084690578000
1999-04-01 38.427473390006110
1999-05-01 38.406023663205700
1999-06-01 38.347605075431500
1999-07-01 38.380603943263800
1999-08-01 38.380625189710300
1999-09-01 38.624060690591200
1999-10-01 38.580252318818395
1999-11-01 38.561957601069700
1999-12-01 38.531358143687300
2000-01-01 38.623299121633900
2000-02-01 38.665208265375206
2000-03-01 38.883068846311005
2000-04-01 38.059921413854500
2000-05-01 38.226096834282200
2000-06-01 38.358980573645300
2000-07-01 38.746525147681600
2000-08-01 38.941159798401300
2000-09-01 38.892040923165600
2000-10-01 38.997095384049800
2000-11-01 39.123026241650500
2000-12-01 39.218790905055200
2001-01-01 39.330562035301400
2001-02-01 39.402195982276600
2001-03-01 39.612579927331794
2001-04-01 39.790587280644395
2001-05-01 39.941020366144706
2001-06-01 40.073108245270205
2001-07-01 39.817513237688900
2001-08-01 40.198697959318295
2001-09-01 40.276992947947996
2001-10-01 40.309338677796300
2001-11-01 40.487591529892000
2001-12-01 40.802158284861800
2002-01-01 40.636428159243700
2002-02-01 40.734465771132200
2002-03-01 40.846533155190290
2002-04-01 40.609396608355496
2002-05-01 40.650693562029204
2002-06-01 40.660615285970800
2002-07-01 40.796911564090200
2002-08-01 40.861154744973700
2002-09-01 40.978960507131300
2002-10-01 40.918399763123300
2002-11-01 41.079740799770300
2002-12-01 41.105193553546290
2003-01-01 41.531419751356900
2003-02-01 41.365077580460800
2003-03-01 41.275943610303900
2003-04-01 41.212153083350600
2003-05-01 41.257062990835294
2003-06-01 41.329935717641400
2003-07-01 41.477749574769504
2003-08-01 41.546891779880205
2003-09-01 41.993841910188100
2003-10-01 41.812269005590600
2003-11-01 41.877729150393500
2003-12-01 42.009859716637800
2004-01-01 42.115396904776794
2004-02-01 42.294553818766000
2004-03-01 42.405738235828295
2004-04-01 42.815513119902896
2004-05-01 42.954002293910900
2004-06-01 43.095553986622600
2004-07-01 43.060765372462100
2004-08-01 43.255639755730900
2004-09-01 43.104604664425710
2004-10-01 43.295679853637400
2004-11-01 43.376004032818610
2004-12-01 43.525964020982200
2005-01-01 43.593026475602800
2005-02-01 43.624809446955500
2005-03-01 43.830681252674890
2005-04-01 43.923984633001900
2005-05-01 43.947181071022904
2005-06-01 43.860670589255100
2005-07-01 44.338324190758600
2005-08-01 44.452728345011394
2005-09-01 44.620520466007800
2005-10-01 44.986332600523900
2005-11-01 44.875252337784300
2005-12-01 45.057870089453710
2006-01-01 44.858556767140100
2006-02-01 44.952113518866100
2006-03-01 45.031219656208705
2006-04-01 45.243732991369804
2006-05-01 45.340108124115890
2006-06-01 45.338966731369894
2006-07-01 45.014129714945300
2006-08-01 45.136917113699205
2006-09-01 45.430119973647100
2006-10-01 45.595952811484790
2006-11-01 45.688094611338210
2006-12-01 45.806570793497706
2007-01-01 46.127789337089600
2007-02-01 46.263983441571206
2007-03-01 46.414655712503400
2007-04-01 46.557767101383500
2007-05-01 46.835685481440200
2007-06-01 47.120653488070204
2007-07-01 47.413568671999600
2007-08-01 47.526604339459000
2007-09-01 47.626098029640500
2007-10-01 47.710257998328710
2007-11-01 47.896289414704400
2007-12-01 47.961582893399296
2008-01-01 48.306572753106300
2008-02-01 48.350380346877700
2008-03-01 48.385323943619700
2008-04-01 48.359702602695900
2008-05-01 48.535431813102704
2008-06-01 48.716104795297696
2008-07-01 48.916399343925110
2008-08-01 49.003395545179900
2008-09-01 49.119712495247100
2008-10-01 49.231344318112200
2008-11-01 49.428933380594300
2008-12-01 49.527489371211700
2009-01-01 49.192553213761500
2009-02-01 49.306191751734400
2009-03-01 49.450925946686300
2009-04-01 49.337070811039200
2009-05-01 49.434927231258110
2009-06-01 49.210396577506100
2009-07-01 49.236376546987294
2009-08-01 49.374203607984600
2009-09-01 49.323994554134600
2009-10-01 49.462005228583900
2009-11-01 49.465977614996700
2009-12-01 49.586788031769800
2010-01-01 49.700784747978400
2010-02-01 49.649901476018490
2010-03-01 49.915334321477500
2010-04-01 50.097255440339100
2010-05-01 50.023000541707200
2010-06-01 50.314244315490505
2010-07-01 50.274729726168395
2010-08-01 50.364746084206296
2010-09-01 50.530412680724400
2010-10-01 50.379360658167705
2010-11-01 50.392636069017900
2010-12-01 50.322863566282905
2011-01-01 50.418059023016600
2011-02-01 50.600410421819000
2011-03-01 50.484707191648596
2011-04-01 50.648277673314700
2011-05-01 50.604177364731704
2011-06-01 50.610587671717994
2011-07-01 50.731182423484110
2011-08-01 50.679352617104705
2011-09-01 50.638196000772105
2011-10-01 50.689760068138504
2011-11-01 50.500163423756504
2011-12-01 50.441729572096500
2012-01-01 50.933653078393710
2012-02-01 51.060238424110790
2012-03-01 51.075853938250596
2012-04-01 50.898367597453095
2012-05-01 50.965545779499400
2012-06-01 51.022795353286400
2012-07-01 51.085799852055000
2012-08-01 51.208332965150600
2012-09-01 51.054498918148500
2012-10-01 51.187925079023100
2012-11-01 51.390668429417890
2012-12-01 51.547035926425510
2013-01-01 51.232461088517596
2013-02-01 51.539392843243100
2013-03-01 51.069845536242300
2013-04-01 51.362018005809205
2013-05-01 51.420936955966400
2013-06-01 51.547079684256900
2013-07-01 51.526471257473204
2013-08-01 51.534117530447595
2013-09-01 51.878854274464395
2013-10-01 51.789076793509100
2013-11-01 51.869471082511794
2013-12-01 51.940625947431200
2014-01-01 52.436770829061295
2014-02-01 52.239429736620700
2014-03-01 52.477744183351200
2014-04-01 52.527405545461995
2014-05-01 52.653686536254700
2014-06-01 52.879731641786800
2014-07-01 52.856289230384505
2014-08-01 53.160823025991604
2014-09-01 53.298776434228294
2014-10-01 53.589797179100294
2014-11-01 53.754154095575500
2014-12-01 53.936615942568700
2015-01-01 53.938909212913710
2015-02-01 53.947776515743100
2015-03-01 54.091675454155290
2015-04-01 54.386812500256504
2015-05-01 54.490302429183600
2015-06-01 54.395411134724900
2015-07-01 54.474911983806900
2015-08-01 54.362354003484200
2015-09-01 54.727264418849400
2015-10-01 55.007012546608706
2015-11-01 55.155329265250300
2015-12-01 55.142931556803000
2016-01-01 55.232258096464900
2016-02-01 55.251803814971000
2016-03-01 55.321240305113400
2016-04-01 55.251602380704300
2016-05-01 55.238423968065500
2016-06-01 55.191707196250300
2016-07-01 55.470891736579000
2016-08-01 55.354547813563900
2016-09-01 55.471504093806800
2016-10-01 55.329461670825700
2016-11-01 55.270235967370700
2016-12-01 55.352277464066700
2017-01-01 55.417445017141000
2017-02-01 55.435392370757796
2017-03-01 55.449202376260790
2017-04-01 55.344152013048706
2017-05-01 55.417101880127710
2017-06-01 55.269800213606200
2017-07-01 55.663911218779106
2017-08-01 55.240490424916900
2017-09-01 55.205746061667010
2017-10-01 55.041993277743500
2017-11-01 54.981432920227796
2017-12-01 54.961396191156700
2018-01-01 54.781566491414200
2018-02-01 55.120489716238700
2018-03-01 55.078717461787400
2018-04-01 55.359387003380000
2018-05-01 55.322025954482500
2018-06-01 55.356537512410500
2018-07-01 55.255258320395200
2018-08-01 55.428128312207100
2018-09-01 55.230199148447800
2018-10-01 55.229989234470200
2018-11-01 54.966973884783790
2018-12-01 55.143426833874905
2019-01-01 55.767764473016500
2019-02-01 55.716742686911790
2019-03-01 55.915866427376900
2019-04-01 55.986325989115600
2019-05-01 56.139507091881796
2019-06-01 56.469461542814400
2019-07-01 56.468850107246200
2019-08-01 56.407580754577800
2019-09-01 56.129931614004605
2019-10-01 56.084729104261896
2019-11-01 56.732243637255100
2019-12-01 56.809974151284900
2020-01-01 56.656880501524300
2020-02-01 56.744208131299295
2020-03-01 56.555340913464896
2020-04-01 49.951284781620700
2020-05-01 51.494794455465005
2020-06-01 53.500404727222794
2020-07-01 53.127546507829706
2020-08-01 53.250839829277300
2020-09-01 53.806915473234100
2020-10-01 53.849264305387200
2020-11-01 53.827162422794500
2020-12-01 53.767366948410206
2021-01-01 54.365005915203000
2021-02-01 54.277193513821790
2021-03-01 54.398285707175205
2021-04-01 54.394971982882794
2021-05-01 54.305129731718395
2021-06-01 54.236073790108390
2021-07-01 54.408407632027600
2021-08-01 54.386495915687110
2021-09-01 53.966659430696710
2021-10-01 54.318207395769996
2021-11-01 54.524082717643296
2021-12-01 54.534022752057000
2022-01-01 54.071359956711900
2022-02-01 54.119512709278710
2022-03-01 54.237713871634206
2022-04-01 54.351451194952300
2022-05-01 54.430407904335205
2022-06-01 54.259577644881496
2022-07-01 54.553293083489706
2022-08-01 54.699297045543600
2022-09-01 55.143353816895200
2022-10-01 55.217038123372100
2022-11-01 55.136291803021095
2022-12-01 55.094804084070000
2023-01-01 55.101985840437500
2023-02-01 55.357233122504400
2023-03-01 55.584118721135400
2023-04-01 55.688373703707110
2023-05-01 55.938773563932400
2023-06-01 56.067677695186504
2023-07-01 56.210653575413396
2023-08-01 56.416077227624100
2023-09-01 56.522894557688500
2023-10-01 56.530338572417605
2023-11-01 56.655716011884000
2023-12-01 57.076316451758300
2024-01-01 57.626642985972700
2024-02-01 57.188227655915900
2024-03-01 57.111150724883700
2024-04-01 56.914188074666400
2024-05-01 56.846955538200290
2024-06-01 57.654190243356396
2024-07-01 58.272710089650600
2024-08-01 57.956287791051800
2024-09-01 57.419908323160000
2024-10-01 57.356677462488100
2024-11-01 57.479824393109290

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