Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Private Educational Services in Minneapolis-St. Paul-Bloomington, MN-WI (MSA)

Title All Employees: Education and Health Services: Private Educational Services in Minneapolis-St. Paul-Bloomington, MN-WI (MSA)
Series ID SMU27334606561000001SA
Source U.S. Bureau of Labor Statistics, Federal Reserve Bank of St. Louis
Release State and Metro Area Employment, Hours, and Earnings (Not a Press Release)
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2024-12-01
Last Updated 2025-01-29 5:42 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 16.295589117318400
1990-02-01 16.368112911187400
1990-03-01 16.557318127838800
1990-04-01 16.945097679937200
1990-05-01 16.937097701626598
1990-06-01 17.257881586076200
1990-07-01 17.401630663384700
1990-08-01 17.718276113246600
1990-09-01 17.527443103664800
1990-10-01 17.413443902288400
1990-11-01 17.461936361517200
1990-12-01 17.386693736155600
1991-01-01 17.472309846846900
1991-02-01 17.503747280116500
1991-03-01 17.470707245719900
1991-04-01 17.425492827310000
1991-05-01 17.572383801632200
1991-06-01 17.638517535120197
1991-07-01 17.528079362031600
1991-08-01 17.590242309966400
1991-09-01 17.653692631826697
1991-10-01 17.736700718468200
1991-11-01 17.795048514271800
1991-12-01 17.721206632506500
1992-01-01 18.248211064856400
1992-02-01 18.378094765385900
1992-03-01 18.471093679094500
1992-04-01 18.376224563264397
1992-05-01 18.490286366697700
1992-06-01 18.256391480526400
1992-07-01 18.398451523645200
1992-08-01 18.340052728500100
1992-09-01 18.392288441290898
1992-10-01 18.430974347506698
1992-11-01 18.465663533237603
1992-12-01 18.413786160491398
1993-01-01 18.207275554352897
1993-02-01 18.194544928194700
1993-03-01 18.178545364805398
1993-04-01 18.398301578067700
1993-05-01 18.320312045749800
1993-06-01 18.487397351087697
1993-07-01 19.020692555980002
1993-08-01 18.681692609353700
1993-09-01 18.632422404090500
1993-10-01 18.874342329023800
1993-11-01 19.074111351545600
1993-12-01 18.953779088976898
1994-01-01 18.219932594838800
1994-02-01 18.467207333108302
1994-03-01 18.638659281286400
1994-04-01 18.588833997796500
1994-05-01 18.719430143404800
1994-06-01 18.816543704470700
1994-07-01 18.767491137852300
1994-08-01 18.873763367210300
1994-09-01 19.032547219463197
1994-10-01 18.941999514646300
1994-11-01 19.172408024197100
1994-12-01 19.224288346158897
1995-01-01 19.295081289803900
1995-02-01 19.664120762859200
1995-03-01 19.650477854803500
1995-04-01 19.499831695179400
1995-05-01 19.679769404303396
1995-06-01 19.613949654764500
1995-07-01 19.624375213922000
1995-08-01 19.709945477842602
1995-09-01 19.645914412670200
1995-10-01 19.965795675634100
1995-11-01 20.093785763367600
1995-12-01 20.235551875484198
1996-01-01 20.623802302899100
1996-02-01 20.629603987151500
1996-03-01 20.502472221670400
1996-04-01 20.864822750870303
1996-05-01 20.766700599444302
1996-06-01 20.639092278321800
1996-07-01 21.058463223186603
1996-08-01 21.159513074017198
1996-09-01 21.350122287183500
1996-10-01 20.901720077157500
1996-11-01 20.890284817107002
1996-12-01 21.129045194943200
1997-01-01 20.731261407710400
1997-02-01 20.894666590887300
1997-03-01 21.164583072303397
1997-04-01 21.264461138733700
1997-05-01 21.310843813231198
1997-06-01 20.829288330214200
1997-07-01 20.946431018917803
1997-08-01 20.957714655292900
1997-09-01 21.267114474157200
1997-10-01 21.560480451018200
1997-11-01 21.549297239973400
1997-12-01 21.462495828183900
1998-01-01 21.970249743467000
1998-02-01 21.925350247575600
1998-03-01 22.040710035106603
1998-04-01 22.218928723760900
1998-05-01 22.274013287320800
1998-06-01 23.252303274340402
1998-07-01 22.507598277199897
1998-08-01 22.548983504144100
1998-09-01 22.499307431358400
1998-10-01 22.369071638579804
1998-11-01 22.561010144490698
1998-12-01 22.660455995566696
1999-01-01 22.533114209332500
1999-02-01 22.435237389949602
1999-03-01 22.436270647836800
1999-04-01 22.614362539988700
1999-05-01 22.773713819127497
1999-06-01 22.886798945259198
1999-07-01 23.178144614228600
1999-08-01 23.211294192603003
1999-09-01 23.240396100339100
1999-10-01 23.689476897895698
1999-11-01 23.692654323742104
1999-12-01 23.727478745771197
2000-01-01 24.022576176320100
2000-02-01 25.120223864871896
2000-03-01 24.944554262120700
2000-04-01 25.004070239858397
2000-05-01 25.078367856759100
2000-06-01 25.066547173961002
2000-07-01 25.095274893822303
2000-08-01 25.376369081778304
2000-09-01 25.781540764873600
2000-10-01 25.695080386659400
2000-11-01 25.940531025833202
2000-12-01 26.409627893490000
2001-01-01 25.990920480376600
2001-02-01 26.171626094430700
2001-03-01 26.307338972723798
2001-04-01 25.942923892200998
2001-05-01 26.157911083263100
2001-06-01 25.425211140287600
2001-07-01 25.988693523100900
2001-08-01 26.587073740483397
2001-09-01 27.810627782794200
2001-10-01 27.264460417815698
2001-11-01 27.345577438306698
2001-12-01 27.212648628582603
2002-01-01 26.914104354907800
2002-02-01 26.632832784176898
2002-03-01 26.376219113224202
2002-04-01 26.576471987820500
2002-05-01 27.307279599005398
2002-06-01 26.501470327254600
2002-07-01 28.466889311664602
2002-08-01 28.417130447464600
2002-09-01 28.669449457752400
2002-10-01 28.659943447729700
2002-11-01 28.554900751941200
2002-12-01 27.922597553432002
2003-01-01 29.442671530395398
2003-02-01 29.800736845419603
2003-03-01 29.922471879986000
2003-04-01 30.308374176378997
2003-05-01 30.210477028600398
2003-06-01 30.731332695195800
2003-07-01 30.771296907248804
2003-08-01 30.390504535601000
2003-09-01 30.005118531328300
2003-10-01 29.900037379775895
2003-11-01 30.214679575372100
2003-12-01 29.229143590051198
2004-01-01 31.356474205034900
2004-02-01 30.658650054575500
2004-03-01 30.771109995271100
2004-04-01 30.461123109176500
2004-05-01 30.611290797560200
2004-06-01 31.796320146203605
2004-07-01 30.521215474332500
2004-08-01 30.423723152914900
2004-09-01 30.448813996018600
2004-10-01 30.647634674133396
2004-11-01 30.794816404143802
2004-12-01 31.004673713775002
2005-01-01 31.442693100717000
2005-02-01 31.831113850973000
2005-03-01 31.752054705208500
2005-04-01 31.184366707031003
2005-05-01 31.120057283973697
2005-06-01 31.420552026269498
2005-07-01 32.166536681983800
2005-08-01 32.140931732509400
2005-09-01 32.210626676951000
2005-10-01 31.930840082224897
2005-11-01 31.967350598031803
2005-12-01 32.287267199436300
2006-01-01 32.309688730062200
2006-02-01 32.194454318049800
2006-03-01 32.440606778512000
2006-04-01 33.306084435426996
2006-05-01 33.538263046904800
2006-06-01 34.897910754726200
2006-07-01 33.940788046374300
2006-08-01 34.261103162941600
2006-09-01 33.868319531761500
2006-10-01 34.800516279103604
2006-11-01 35.060583700544000
2006-12-01 35.326758664757800
2007-01-01 35.376313795179400
2007-02-01 35.434708780082500
2007-03-01 35.821974905227606
2007-04-01 36.505505011003606
2007-05-01 37.308998919563706
2007-06-01 37.964078091455100
2007-07-01 36.665679252835800
2007-08-01 36.860463160435500
2007-09-01 36.683429432600400
2007-10-01 36.753808892151500
2007-11-01 36.975569140679000
2007-12-01 36.741454860066600
2008-01-01 37.225921668665900
2008-02-01 37.070385397029700
2008-03-01 37.314615734286000
2008-04-01 36.969756637500204
2008-05-01 36.428809865040800
2008-06-01 37.278193833379300
2008-07-01 37.341257233138705
2008-08-01 36.365827663885700
2008-09-01 37.404283497095200
2008-10-01 37.794648793112100
2008-11-01 37.580080793954200
2008-12-01 37.811431776453300
2009-01-01 37.909001459230600
2009-02-01 38.299555425645300
2009-03-01 38.194701864315000
2009-04-01 37.911052442192900
2009-05-01 38.106964410873395
2009-06-01 36.922036699786400
2009-07-01 37.822874230280600
2009-08-01 37.417783237556705
2009-09-01 37.613171790673900
2009-10-01 37.419166698874800
2009-11-01 37.819646826319800
2009-12-01 38.512634071403400
2010-01-01 37.511952604687900
2010-02-01 37.887486502887200
2010-03-01 38.289338891099300
2010-04-01 39.050114636230600
2010-05-01 39.247759720379290
2010-06-01 39.430770999413000
2010-07-01 39.522707799838294
2010-08-01 40.510706147339796
2010-09-01 40.341795367855600
2010-10-01 41.188550293145900
2010-11-01 41.227574334710000
2010-12-01 41.177634061196300
2011-01-01 41.712983106097500
2011-02-01 41.168676199929706
2011-03-01 41.394839748462000
2011-04-01 42.485345106381800
2011-05-01 41.686200629046700
2011-06-01 42.150845388511900
2011-07-01 42.565316408737500
2011-08-01 42.449730285143794
2011-09-01 42.379548769477000
2011-10-01 41.665321879832796
2011-11-01 41.705928632221800
2011-12-01 41.937700434975000
2012-01-01 41.884244093120800
2012-02-01 42.540383953599900
2012-03-01 42.150559345033900
2012-04-01 41.930796892579400
2012-05-01 41.797530959240300
2012-06-01 41.545370738121210
2012-07-01 41.239331546727904
2012-08-01 41.028327670645600
2012-09-01 42.107565710279495
2012-10-01 41.584824257120600
2012-11-01 41.642914464643900
2012-12-01 41.472850304544600
2013-01-01 42.123604563650300
2013-02-01 42.388487441627205
2013-03-01 42.045927276551500
2013-04-01 41.966646436644204
2013-05-01 42.419803614490796
2013-06-01 42.219397099459100
2013-07-01 42.179793368601700
2013-08-01 42.145512407599895
2013-09-01 42.412538571696400
2013-10-01 42.109495656025200
2013-11-01 42.021432093619396
2013-12-01 41.975814465008700
2014-01-01 41.552710541235400
2014-02-01 41.554284055896794
2014-03-01 41.260104718695200
2014-04-01 41.287560102396100
2014-05-01 41.320120962173300
2014-06-01 41.339473460293000
2014-07-01 41.318546931800500
2014-08-01 41.649193120554600
2014-09-01 41.915297676522200
2014-10-01 41.951453723676200
2014-11-01 41.916444816108600
2014-12-01 42.002875915757100
2015-01-01 41.670342872535900
2015-02-01 41.984566560488794
2015-03-01 42.376878574933706
2015-04-01 41.642579337746206
2015-05-01 42.432984029402110
2015-06-01 42.583263385865400
2015-07-01 42.823140297034705
2015-08-01 42.904197594392600
2015-09-01 42.957384506607895
2015-10-01 43.255275817744100
2015-11-01 43.383540052651500
2015-12-01 43.419426988703200
2016-01-01 44.139205393874100
2016-02-01 43.902467251377790
2016-03-01 43.928038949200300
2016-04-01 44.259872005886706
2016-05-01 44.186460123699700
2016-06-01 44.846270267774490
2016-07-01 45.102931663404400
2016-08-01 45.386198763859400
2016-09-01 44.732356693037900
2016-10-01 44.540247079399100
2016-11-01 44.607304781094506
2016-12-01 44.825286266920390
2017-01-01 44.368918057974300
2017-02-01 44.776260505791800
2017-03-01 44.971112573853000
2017-04-01 45.302085485624600
2017-05-01 45.681378982131996
2017-06-01 46.834758115021100
2017-07-01 46.332747640484900
2017-08-01 46.599942449579004
2017-09-01 46.236577790021100
2017-10-01 46.192936396899796
2017-11-01 46.429792477681104
2017-12-01 46.651968266002290
2018-01-01 46.964502140974204
2018-02-01 46.742047091963700
2018-03-01 47.167029036265200
2018-04-01 46.898629914737210
2018-05-01 46.747840258782000
2018-06-01 46.358636885279700
2018-07-01 45.931787100746100
2018-08-01 45.956727995501700
2018-09-01 46.290661512124300
2018-10-01 46.088187826230710
2018-11-01 46.164906696005000
2018-12-01 46.047652158801100
2019-01-01 45.995911399534500
2019-02-01 45.843543311801700
2019-03-01 45.804237494129800
2019-04-01 46.470732156479210
2019-05-01 46.559305044823500
2019-06-01 46.848656945075900
2019-07-01 46.894451372043600
2019-08-01 47.081730124525500
2019-09-01 47.389206185100406
2019-10-01 47.861137189238400
2019-11-01 47.701392396578600
2019-12-01 47.747065122696110
2020-01-01 47.711075452600000
2020-02-01 48.067080073138100
2020-03-01 47.742469728004295
2020-04-01 40.621462566974294
2020-05-01 40.887558227515896
2020-06-01 40.962214228393500
2020-07-01 41.506173622209700
2020-08-01 41.870395860441400
2020-09-01 42.237078829426000
2020-10-01 43.320732340875500
2020-11-01 43.607406671698210
2020-12-01 41.974865794930295
2021-01-01 43.326145066218700
2021-02-01 43.895337430224900
2021-03-01 44.179557958632600
2021-04-01 44.271782950350506
2021-05-01 44.302813954852200
2021-06-01 43.779738496429100
2021-07-01 44.820240312239290
2021-08-01 44.787657262486704
2021-09-01 44.377062242442800
2021-10-01 45.358082911168395
2021-11-01 45.614118641317994
2021-12-01 45.604377897278600
2022-01-01 46.072211743398400
2022-02-01 45.864459792435400
2022-03-01 46.178186564084800
2022-04-01 46.062459993087394
2022-05-01 46.107686899647206
2022-06-01 45.208698721143600
2022-07-01 46.051234105702600
2022-08-01 45.969855145049000
2022-09-01 45.693785561119500
2022-10-01 45.816632506402600
2022-11-01 46.284049302593790
2022-12-01 46.251107458660500
2023-01-01 46.587021806217300
2023-02-01 47.177906082488896
2023-03-01 47.185940900505200
2023-04-01 47.037707819812100
2023-05-01 47.097360015325900
2023-06-01 46.788204332907895
2023-07-01 46.741188433728600
2023-08-01 46.767348879550504
2023-09-01 46.729138473186700
2023-10-01 46.691349456257600
2023-11-01 46.281272537149604
2023-12-01 46.363896374952710
2024-01-01 46.214721998831100
2024-02-01 45.982959421694710
2024-03-01 46.050593023625300
2024-04-01 46.803357863261600
2024-05-01 47.274237212830705
2024-06-01 49.532359154788400
2024-07-01 48.568008784062500
2024-08-01 49.618187454166100
2024-09-01 45.549808680343700
2024-10-01 45.448254718908395
2024-11-01 45.521839468596795
2024-12-01 45.729044222259700

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