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 2025-11-01
Last Updated 2026-01-07 10:08 PM 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 29.3204230293678
1990-02-01 29.3531771347904
1990-03-01 29.3172407606534
1990-04-01 29.2151039876519
1990-05-01 29.3433972861143
1990-06-01 29.5606707060359
1990-07-01 29.5214773763570
1990-08-01 29.7600804368515
1990-09-01 29.8770758193767
1990-10-01 29.9892701004997
1990-11-01 30.1721486306770
1990-12-01 30.2727323223083
1991-01-01 30.2099825159241
1991-02-01 30.3408124145664
1991-03-01 30.5042829557021
1991-04-01 30.7125103474545
1991-05-01 30.8405619113653
1991-06-01 31.1804644095729
1991-07-01 31.2517395663509
1991-08-01 31.3970346349095
1991-09-01 31.5830775420659
1991-10-01 31.5731338782820
1991-11-01 31.6646039798032
1991-12-01 31.7558819523594
1992-01-01 31.8945079348694
1992-02-01 32.0132618593568
1992-03-01 31.9891626045188
1992-04-01 32.6047028054743
1992-05-01 32.8323971278105
1992-06-01 32.9128854975990
1992-07-01 33.1921952389592
1992-08-01 33.2439572042897
1992-09-01 33.2002504286016
1992-10-01 33.3584416632090
1992-11-01 33.4571651586386
1992-12-01 33.5373155918014
1993-01-01 33.7755722747319
1993-02-01 34.0691610393646
1993-03-01 33.8751107043489
1993-04-01 33.4914250014822
1993-05-01 33.3178660982818
1993-06-01 33.4448806677315
1993-07-01 33.7173404447229
1993-08-01 33.7659366920097
1993-09-01 34.0258873654847
1993-10-01 34.2596368656557
1993-11-01 34.5670218073346
1993-12-01 34.5295222408308
1994-01-01 34.6599450902710
1994-02-01 34.7043102626783
1994-03-01 34.8710448456643
1994-04-01 34.3776279409507
1994-05-01 34.8954301151526
1994-06-01 34.9664498614191
1994-07-01 35.0534733755256
1994-08-01 35.1879141035811
1994-09-01 35.4555262757896
1994-10-01 35.5612717950617
1994-11-01 35.5857725912813
1994-12-01 35.7177825705420
1995-01-01 35.7635191304596
1995-02-01 35.9517089511678
1995-03-01 35.9711244978993
1995-04-01 36.0549250210018
1995-05-01 36.1837038706329
1995-06-01 36.2639172914948
1995-07-01 36.0774572073632
1995-08-01 36.2932737981403
1995-09-01 36.2763211482490
1995-10-01 36.3635503947475
1995-11-01 36.6058703363369
1995-12-01 36.6001918970739
1996-01-01 36.6975084022119
1996-02-01 36.7221082014710
1996-03-01 36.6888549542416
1996-04-01 36.7321356070334
1996-05-01 36.8758245968409
1996-06-01 36.8395384104813
1996-07-01 36.9869324626880
1996-08-01 37.1852568833468
1996-09-01 36.9801338342130
1996-10-01 36.8680872248886
1996-11-01 36.7217630002234
1996-12-01 36.5920422161890
1997-01-01 36.9348974584890
1997-02-01 37.1354322465696
1997-03-01 37.1115262432779
1997-04-01 37.2139490328905
1997-05-01 37.2774121643070
1997-06-01 37.3305213115247
1997-07-01 37.2557690384459
1997-08-01 37.3540827021633
1997-09-01 37.1715745223559
1997-10-01 37.2703998067533
1997-11-01 37.2199887516246
1997-12-01 37.1748748652724
1998-01-01 37.6766113945639
1998-02-01 37.7705975403361
1998-03-01 37.9387752010011
1998-04-01 37.1143643699888
1998-05-01 36.9848840233274
1998-06-01 37.2301797471848
1998-07-01 37.2148415847036
1998-08-01 37.2106204229194
1998-09-01 37.2523005962125
1998-10-01 37.7746070651174
1998-11-01 37.8989681050089
1998-12-01 38.0524209450240
1999-01-01 37.8996397473878
1999-02-01 37.8222419349482
1999-03-01 38.0568408816174
1999-04-01 38.4278348819390
1999-05-01 38.4061514354152
1999-06-01 38.3476972118012
1999-07-01 38.3806703204982
1999-08-01 38.3806573049867
1999-09-01 38.6240680419837
1999-10-01 38.5802242904648
1999-11-01 38.5619055431794
1999-12-01 38.5312847867451
2000-01-01 38.6231854463955
2000-02-01 38.6650537002035
2000-03-01 38.8828234527351
2000-04-01 38.0602601870811
2000-05-01 38.2262152109103
2000-06-01 38.3590683006223
2000-07-01 38.7465881655583
2000-08-01 38.9411870620305
2000-09-01 38.8920384499972
2000-10-01 38.9970700319861
2000-11-01 39.1229825713512
2000-12-01 39.2187265910773
2001-01-01 39.3304747675842
2001-02-01 39.4020790187531
2001-03-01 39.6123467508027
2001-04-01 39.7908642936776
2001-05-01 39.9411321831149
2001-06-01 40.0731875279247
2001-07-01 39.8175673118977
2001-08-01 40.1987197834895
2001-09-01 40.2769820877546
2001-10-01 40.3093164157567
2001-11-01 40.4875617274543
2001-12-01 40.8021092846249
2002-01-01 40.6363690481354
2002-02-01 40.7343952526119
2002-03-01 40.8463640596637
2002-04-01 40.6095577081622
2002-05-01 40.6507741925868
2002-06-01 40.6606767277943
2002-07-01 40.7969542998604
2002-08-01 40.8611706336522
2002-09-01 40.9789470020219
2002-10-01 40.9183875239967
2002-11-01 41.0797254113324
2002-12-01 41.1051649790779
2003-01-01 41.5313896494075
2003-02-01 41.3650502335819
2003-03-01 41.2758223490190
2003-04-01 41.2122204311100
2003-05-01 41.2571205412493
2003-06-01 41.3299788505107
2003-07-01 41.4777778825642
2003-08-01 41.5469038034575
2003-09-01 41.9938300831011
2003-10-01 41.8122625298132
2003-11-01 41.8777227935502
2003-12-01 42.0098474745145
2004-01-01 42.1153836009078
2004-02-01 42.2945473469969
2004-03-01 42.4056734326294
2004-04-01 42.8155312785742
2004-05-01 42.9540260695182
2004-06-01 43.0955785227613
2004-07-01 43.0607832492755
2004-08-01 43.2556497637554
2004-09-01 43.1045956800655
2004-10-01 43.2956795289406
2004-11-01 43.3760030621362
2004-12-01 43.5259611497787
2005-01-01 43.5930221662905
2005-02-01 43.6248084340197
2005-03-01 43.8306419213707
2005-04-01 43.9239920351712
2005-05-01 43.9471899697429
2005-06-01 43.8606822183947
2005-07-01 44.3383333665213
2005-08-01 44.4527368779748
2005-09-01 44.6205119601569
2005-10-01 44.9863334320598
2005-11-01 44.8752528684885
2005-12-01 45.0578709162685
2006-01-01 44.8585538149459
2006-02-01 44.9521109503524
2006-03-01 45.0312095538041
2006-04-01 45.2437325778792
2006-05-01 45.3401090793707
2006-06-01 45.3389720361994
2006-07-01 45.0141342144422
2006-08-01 45.1369220452520
2006-09-01 45.4301139827028
2006-10-01 45.5959539325828
2006-11-01 45.6880947942741
2006-12-01 45.8065708688698
2007-01-01 46.1277881209139
2007-02-01 46.2639837874355
2007-03-01 46.4146503617298
2007-04-01 46.5577667742010
2007-05-01 46.8356855289675
2007-06-01 47.1206567900759
2007-07-01 47.4135721348046
2007-08-01 47.5266092303028
2007-09-01 47.6260953411935
2007-10-01 47.7102569550851
2007-11-01 47.8962855503116
2007-12-01 47.9615786015561
2008-01-01 48.3065695534213
2008-02-01 48.3503828052073
2008-03-01 48.3853261784722
2008-04-01 48.3597052953717
2008-05-01 48.5354340531972
2008-06-01 48.7161087913137
2008-07-01 48.9164032736106
2008-08-01 49.0034002616379
2008-09-01 49.1197108288152
2008-10-01 49.2313365260015
2008-11-01 49.4289135931324
2008-12-01 49.5274738332371
2009-01-01 49.1925500617276
2009-02-01 49.3062071831730
2009-03-01 49.4509498719517
2009-04-01 49.3370925541725
2009-05-01 49.4349357014404
2009-06-01 49.2103924962094
2009-07-01 49.2363651183370
2009-08-01 49.3741932221055
2009-09-01 49.3239920978072
2009-10-01 49.4619867068539
2009-11-01 49.4659542872032
2009-12-01 49.5867307500918
2010-01-01 49.7007935686174
2010-02-01 49.6499001386221
2010-03-01 49.9155047799712
2010-04-01 50.0972878216500
2010-05-01 50.0230003391692
2010-06-01 50.3142106440314
2010-07-01 50.2746787709707
2010-08-01 50.3647035542570
2010-09-01 50.5303583563724
2010-10-01 50.3793536822464
2010-11-01 50.3926201239533
2010-12-01 50.3227532780166
2011-01-01 50.4181238140739
2011-02-01 50.6004120705711
2011-03-01 50.4850303163704
2011-04-01 50.6483329695792
2011-05-01 50.6042248922964
2011-06-01 50.6106300055438
2011-07-01 50.7306891695689
2011-08-01 50.6793848072248
2011-09-01 50.6381414016904
2011-10-01 50.6897703982602
2011-11-01 50.5001592443731
2011-12-01 50.4415935342281
2012-01-01 50.9337942590412
2012-02-01 51.0602514318602
2012-03-01 51.0763613814445
2012-04-01 50.8984774185660
2012-05-01 50.9656459248278
2012-06-01 51.0228743002937
2012-07-01 51.0847811874419
2012-08-01 51.2084160975614
2012-09-01 51.0543623758553
2012-10-01 51.1879246216708
2012-11-01 51.3906905936662
2012-12-01 51.5469771600038
2013-01-01 51.2327747233460
2013-02-01 51.5395620460742
2013-03-01 51.0705155303373
2013-04-01 51.3622545885949
2013-05-01 51.4210783535904
2013-06-01 51.5470882250244
2013-07-01 51.5247157625493
2013-08-01 51.5340017961728
2013-09-01 51.8784862629496
2013-10-01 51.7890409487754
2013-11-01 51.8697132385472
2013-12-01 51.9409322327501
2014-01-01 52.4374842006005
2014-02-01 52.2399007771534
2014-03-01 52.4786017715454
2014-04-01 52.5277788956343
2014-05-01 52.6540443442944
2014-06-01 52.8799097277943
2014-07-01 52.8529496660481
2014-08-01 53.1600909396959
2014-09-01 53.2977692458124
2014-10-01 53.5895744269950
2014-11-01 53.7546664288854
2014-12-01 53.9373522469770
2015-01-01 53.9423884825694
2015-02-01 53.9480176039857
2015-03-01 54.0921101732164
2015-04-01 54.3872204144615
2015-05-01 54.4912344541795
2015-06-01 54.3959307560626
2015-07-01 54.4697803090249
2015-08-01 54.3606550923354
2015-09-01 54.7246755293525
2015-10-01 55.0048134204019
2015-11-01 55.1558874269529
2015-12-01 55.1492733066414
2016-01-01 55.2371059999814
2016-02-01 55.2507944226361
2016-03-01 55.3210121771796
2016-04-01 55.2522244455237
2016-05-01 55.2398269876831
2016-06-01 55.1930512793815
2016-07-01 55.4660386917997
2016-08-01 55.3541290111638
2016-09-01 55.4585194331827
2016-10-01 55.3261683426231
2016-11-01 55.2729709485972
2016-12-01 55.3657299917995
2017-01-01 55.4243405980853
2017-02-01 55.4331667879973
2017-03-01 55.4473211937243
2017-04-01 55.3446490978983
2017-05-01 55.4179674067943
2017-06-01 55.2720356506063
2017-07-01 55.6620749112722
2017-08-01 55.2434306664896
2017-09-01 55.1787102953549
2017-10-01 55.0359417009028
2017-11-01 54.9854677164128
2017-12-01 54.9830220578503
2018-01-01 54.7919413193631
2018-02-01 55.1166603765889
2018-03-01 55.0755254236341
2018-04-01 55.3603830438709
2018-05-01 55.3224735511838
2018-06-01 55.3602768839799
2018-07-01 55.2588018866609
2018-08-01 55.4386064970007
2018-09-01 55.1753871353205
2018-10-01 55.2234588826563
2018-11-01 54.9723749239192
2018-12-01 55.1777931754360
2019-01-01 55.7807132638926
2019-02-01 55.7111264767081
2019-03-01 55.9105609351701
2019-04-01 55.9857846875308
2019-05-01 56.1426876323831
2019-06-01 56.4747072032117
2019-07-01 56.4803070107742
2019-08-01 56.4275666381262
2019-09-01 56.0496082759622
2019-10-01 56.0722191046538
2019-11-01 56.7382783905064
2019-12-01 56.8551311339470
2020-01-01 56.6681614768387
2020-02-01 56.7359440913142
2020-03-01 56.5519691702830
2020-04-01 49.9491848787247
2020-05-01 51.5025801665035
2020-06-01 53.5101656178861
2020-07-01 53.1470633372680
2020-08-01 53.2775133177401
2020-09-01 53.7118699066824
2020-10-01 53.8228187790443
2020-11-01 53.8319346708574
2020-12-01 53.8257379388316
2021-01-01 54.3780082955126
2021-02-01 54.2654387275342
2021-03-01 54.3743225092313
2021-04-01 54.3910107248671
2021-05-01 54.3167345654051
2021-06-01 54.2695768520578
2021-07-01 54.4331420280051
2021-08-01 54.4331940890064
2021-09-01 53.8535267075910
2021-10-01 54.2678464354679
2021-11-01 54.5326600465995
2021-12-01 54.6140990600510
2022-01-01 54.0896819559364
2022-02-01 54.0948266803621
2022-03-01 54.1777632663311
2022-04-01 54.3472221086271
2022-05-01 54.3480181258615
2022-06-01 54.2146233436766
2022-07-01 54.3947123985130
2022-08-01 54.4554074715048
2022-09-01 54.7050604895310
2022-10-01 54.8464178338459
2022-11-01 54.7687142693507
2022-12-01 54.8148482950574
2023-01-01 54.6220338369124
2023-02-01 54.7097847861744
2023-03-01 54.7628079075699
2023-04-01 55.0777341024520
2023-05-01 55.4650312696451
2023-06-01 55.7415233938189
2023-07-01 55.9719984426556
2023-08-01 56.2847864390925
2023-09-01 56.2633625077417
2023-10-01 56.6426922205533
2023-11-01 56.8205659502760
2023-12-01 57.1327201232126
2024-01-01 57.2449614701438
2024-02-01 57.4153892920926
2024-03-01 57.8420715698684
2024-04-01 57.5968713641240
2024-05-01 57.7757729649167
2024-06-01 57.7323786655842
2024-07-01 58.1620241147537
2024-08-01 58.2201281716617
2024-09-01 58.5498274635178
2024-10-01 58.5602395076818
2024-11-01 58.3823714282328
2024-12-01 58.9456073847757
2025-01-01 59.4627567968058
2025-02-01 59.7057612680877
2025-03-01 59.9110332463181
2025-04-01 59.9042886960234
2025-05-01 59.7774611308832
2025-06-01 60.3183896166063
2025-07-01 60.0622953870248
2025-08-01 60.2950625671970
2025-09-01 60.2347243076367
2025-10-01 59.8812461484722
2025-11-01 60.0283899370132

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