Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)
Series ID DULU227EDUH
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 7:13 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 13.967552076854000
1990-02-01 13.986779214906900
1990-03-01 14.080824088581000
1990-04-01 14.076790323052500
1990-05-01 14.141418605682200
1990-06-01 14.280519179875200
1990-07-01 14.498238609679301
1990-08-01 14.612098914177999
1990-09-01 14.670118984221098
1990-10-01 14.717875941221399
1990-11-01 14.801449291138900
1990-12-01 14.861696141736902
1991-01-01 15.162277646571601
1991-02-01 15.182540362755999
1991-03-01 15.276689473339400
1991-04-01 15.170459546573200
1991-05-01 15.239893597485900
1991-06-01 15.189299895844801
1991-07-01 15.206395202656200
1991-08-01 15.441283928382800
1991-09-01 15.370884417510700
1991-10-01 15.406944278607100
1991-11-01 15.577282039396200
1991-12-01 15.644583839421198
1992-01-01 15.581310568677800
1992-02-01 15.690160346147401
1992-03-01 15.587832204780500
1992-04-01 15.757660516189402
1992-05-01 15.939016210551500
1992-06-01 15.890459737423600
1992-07-01 15.811330140944300
1992-08-01 15.862137261631801
1992-09-01 15.869503252567402
1992-10-01 15.994304350083000
1992-11-01 15.844647160953500
1992-12-01 15.933909338399301
1993-01-01 15.911564299945100
1993-02-01 15.809096791712700
1993-03-01 16.010343450025402
1993-04-01 16.243071641188700
1993-05-01 16.234784957521697
1993-06-01 16.277653835991398
1993-07-01 16.417823179626300
1993-08-01 16.281993924833802
1993-09-01 16.462344567191803
1993-10-01 16.376323476305700
1993-11-01 16.414153098100700
1993-12-01 16.319986466300600
1994-01-01 16.547369129010598
1994-02-01 16.531769738540900
1994-03-01 16.531871358378000
1994-04-01 16.427699822774300
1994-05-01 16.436292710291100
1994-06-01 16.560980854640800
1994-07-01 16.512129343937700
1994-08-01 16.485841012414900
1994-09-01 16.537257135811500
1994-10-01 16.775118528470800
1994-11-01 16.890412484832600
1994-12-01 17.019960353634500
1995-01-01 16.869218028566100
1995-02-01 17.048744748823303
1995-03-01 17.148689636961200
1995-04-01 17.223963990706903
1995-05-01 17.230390922364200
1995-06-01 17.238026960122200
1995-07-01 17.534114238922300
1995-08-01 17.705208153624500
1995-09-01 17.622779660749200
1995-10-01 17.671219297010600
1995-11-01 17.874913851768998
1995-12-01 17.811838908843300
1996-01-01 17.382177046383198
1996-02-01 17.359466134340700
1996-03-01 17.357212686499900
1996-04-01 17.727176235404800
1996-05-01 17.731934071211800
1996-06-01 17.620750305094898
1996-07-01 17.636306296744300
1996-08-01 17.680475657372700
1996-09-01 17.811561634030300
1996-10-01 17.780448267886800
1996-11-01 17.685925564010603
1996-12-01 17.819121461260900
1997-01-01 17.783996893013100
1997-02-01 17.870195376259900
1997-03-01 18.165555897947100
1997-04-01 17.934652368308000
1997-05-01 17.923432429831000
1997-06-01 18.307972587662398
1997-07-01 18.145333272785400
1997-08-01 18.273949377214700
1997-09-01 18.411551929369200
1997-10-01 18.269171151982000
1997-11-01 18.396015517031103
1997-12-01 18.313445622119602
1998-01-01 18.584850710617896
1998-02-01 18.685709330903400
1998-03-01 18.670257850038200
1998-04-01 19.332269636313500
1998-05-01 19.521142367404500
1998-06-01 19.512564194583500
1998-07-01 19.240741990351104
1998-08-01 19.373460963082500
1998-09-01 19.309704360417700
1998-10-01 19.456408358202600
1998-11-01 19.509050797317800
1998-12-01 19.615367314674000
1999-01-01 19.573402480662500
1999-02-01 19.594760545695397
1999-03-01 19.571474054465600
1999-04-01 19.632052543599100
1999-05-01 19.618297662259000
1999-06-01 19.702812339335600
1999-07-01 19.928954085848900
1999-08-01 19.970594816482300
1999-09-01 19.929888993899300
1999-10-01 20.335559645688600
1999-11-01 20.420509355908898
1999-12-01 20.618061295974100
2000-01-01 20.575905608634397
2000-02-01 20.592412035521300
2000-03-01 20.765614125991800
2000-04-01 20.721521614594500
2000-05-01 20.722109036379898
2000-06-01 20.711250454531502
2000-07-01 20.815166880029498
2000-08-01 20.769108031112700
2000-09-01 20.741377709492000
2000-10-01 20.723287551069898
2000-11-01 20.743849158909100
2000-12-01 20.647319517766800
2001-01-01 20.785078534528100
2001-02-01 20.786992718716200
2001-03-01 20.757274215068100
2001-04-01 21.200349853233302
2001-05-01 21.413743679384000
2001-06-01 21.405564431816700
2001-07-01 21.821991467321897
2001-08-01 21.985616937805300
2001-09-01 22.045679370884700
2001-10-01 22.106645259445700
2001-11-01 22.156194689654104
2001-12-01 22.357456144885200
2002-01-01 22.610845838040500
2002-02-01 22.568606297754197
2002-03-01 22.538076673649100
2002-04-01 22.676453384815996
2002-05-01 22.705954325300002
2002-06-01 22.897595868272900
2002-07-01 22.632922193751900
2002-08-01 22.891225263070000
2002-09-01 22.924128542418998
2002-10-01 23.215000886011897
2002-11-01 23.386936191840500
2002-12-01 23.370457520900600
2003-01-01 23.436102584778600
2003-02-01 23.644167664810800
2003-03-01 23.627031881000600
2003-04-01 23.556999668049396
2003-05-01 23.598282415928500
2003-06-01 23.675720312700502
2003-07-01 23.657183193729896
2003-08-01 23.684600147132100
2003-09-01 23.909245955000700
2003-10-01 23.934578732624196
2003-11-01 23.907253636223600
2003-12-01 23.868070998132897
2004-01-01 24.170598191380602
2004-02-01 24.220206200964498
2004-03-01 24.423124588359500
2004-04-01 24.650662113642900
2004-05-01 24.605003302978396
2004-06-01 24.778047214386600
2004-07-01 24.568923756738400
2004-08-01 24.560639903169900
2004-09-01 24.479738216506600
2004-10-01 24.746795929798400
2004-11-01 24.817773090978104
2004-12-01 24.947526905181302
2005-01-01 24.903355917044802
2005-02-01 25.122350835557498
2005-03-01 25.233605464489800
2005-04-01 25.251798845392500
2005-05-01 25.408426343687700
2005-06-01 25.490624365890300
2005-07-01 25.575905023804500
2005-08-01 25.616274577249500
2005-09-01 25.761372876674105
2005-10-01 25.655086828995800
2005-11-01 25.801594338769398
2005-12-01 26.125102584230900
2006-01-01 26.242923937184000
2006-02-01 26.338951185314002
2006-03-01 26.449644476828798
2006-04-01 26.662068253780102
2006-05-01 26.596790972169800
2006-06-01 26.926922197224602
2006-07-01 27.179220545857300
2006-08-01 27.365649629339200
2006-09-01 27.345516456517803
2006-10-01 27.354464390229000
2006-11-01 27.489200811963602
2006-12-01 27.512089132722696
2007-01-01 27.563658481064300
2007-02-01 27.659362751251700
2007-03-01 27.673039143196203
2007-04-01 27.458436709690200
2007-05-01 27.582424037422400
2007-06-01 27.854743235764104
2007-07-01 28.279850452372800
2007-08-01 28.213713328429602
2007-09-01 28.359916179740100
2007-10-01 28.549224417596400
2007-11-01 28.573789831922200
2007-12-01 28.521899175420398
2008-01-01 28.475698961392197
2008-02-01 28.456950637713998
2008-03-01 28.481526308977298
2008-04-01 28.546753334970997
2008-05-01 28.760110379401198
2008-06-01 28.684701071375500
2008-07-01 28.584087434972400
2008-08-01 28.701287450560304
2008-09-01 28.569082658352297
2008-10-01 28.533142455353303
2008-11-01 28.679356843848602
2008-12-01 28.651770087148200
2009-01-01 28.574293869157800
2009-02-01 28.545923115283500
2009-03-01 28.680427705474400
2009-04-01 28.612172070879698
2009-05-01 28.835826508642697
2009-06-01 28.798750269098200
2009-07-01 29.207343922330400
2009-08-01 29.333304162452198
2009-09-01 29.089499520675100
2009-10-01 29.218003515655305
2009-11-01 29.279737654113397
2009-12-01 29.476231042811800
2010-01-01 29.775229465320500
2010-02-01 29.901506717942098
2010-03-01 30.052928958769197
2010-04-01 30.254280714147200
2010-05-01 30.093886443299798
2010-06-01 30.457126549832600
2010-07-01 30.363458987496300
2010-08-01 30.426857219920397
2010-09-01 30.287569194247500
2010-10-01 30.393455754275497
2010-11-01 30.369266271242200
2010-12-01 30.397566205212100
2011-01-01 30.470979377094604
2011-02-01 30.429895824706800
2011-03-01 30.298076565244497
2011-04-01 30.287661487100802
2011-05-01 30.381039110874700
2011-06-01 30.621496945603900
2011-07-01 30.333419391422897
2011-08-01 30.348041348399500
2011-09-01 30.379136425584697
2011-10-01 30.274366726925898
2011-11-01 30.140600292914400
2011-12-01 30.216769005209397
2012-01-01 29.955050957528897
2012-02-01 29.831977810588800
2012-03-01 29.822080307049397
2012-04-01 29.933973754460300
2012-05-01 29.991311981301300
2012-06-01 30.222176881644500
2012-07-01 30.331030958946500
2012-08-01 30.288159012521200
2012-09-01 30.146390701770200
2012-10-01 30.234688887642697
2012-11-01 30.288895170367798
2012-12-01 30.324774453354998
2013-01-01 30.855709513427000
2013-02-01 30.615208068444700
2013-03-01 30.725724376587600
2013-04-01 31.358829242179400
2013-05-01 31.204613783275200
2013-06-01 31.053318152782804
2013-07-01 31.153188443600100
2013-08-01 31.247361130963500
2013-09-01 31.720969868424397
2013-10-01 31.584337672364803
2013-11-01 31.716663433822397
2013-12-01 31.514222091459400
2014-01-01 31.444782368985700
2014-02-01 31.496588095697604
2014-03-01 31.535897435010902
2014-04-01 31.304852680788102
2014-05-01 31.222138701709000
2014-06-01 31.182222128342400
2014-07-01 30.943977149542604
2014-08-01 30.965613082078800
2014-09-01 31.193556253721500
2014-10-01 31.247360246302200
2014-11-01 31.966139389345603
2014-12-01 31.806633281854600
2015-01-01 31.432061011403302
2015-02-01 31.511800372138800
2015-03-01 31.480934016032200
2015-04-01 31.339962752584700
2015-05-01 31.248849922036100
2015-06-01 31.378392750668397
2015-07-01 31.638660606069998
2015-08-01 31.789832626422600
2015-09-01 31.783514394761500
2015-10-01 31.811590518066300
2015-11-01 31.730794783264700
2015-12-01 31.682468030883197
2016-01-01 32.114470445951100
2016-02-01 31.950699164881897
2016-03-01 31.960919433950600
2016-04-01 31.872624682317200
2016-05-01 31.872213857651300
2016-06-01 31.760822403335900
2016-07-01 31.792675678485104
2016-08-01 31.755078013490700
2016-09-01 31.771958043873200
2016-10-01 31.880741137852700
2016-11-01 31.889504218601605
2016-12-01 32.059914532602500
2017-01-01 32.401831894666400
2017-02-01 32.123819421689100
2017-03-01 32.172938889448200
2017-04-01 32.317526741687600
2017-05-01 32.398783577047200
2017-06-01 32.424129544935600
2017-07-01 32.444421152245400
2017-08-01 32.420987979234496
2017-09-01 32.563677350142200
2017-10-01 32.548990272051000
2017-11-01 32.526057243534600
2017-12-01 32.635347451088000
2018-01-01 32.688134965356000
2018-02-01 32.707950037652395
2018-03-01 32.694367955520300
2018-04-01 32.972115105876400
2018-05-01 33.022309547056800
2018-06-01 33.193805744740800
2018-07-01 33.087622616239500
2018-08-01 33.078079632985000
2018-09-01 32.851523980666200
2018-10-01 32.916719108970604
2018-11-01 32.942555109368100
2018-12-01 33.032835475548800
2019-01-01 32.882143567336000
2019-02-01 32.795738229704800
2019-03-01 32.900778569492395
2019-04-01 32.971224802024600
2019-05-01 32.957643746033696
2019-06-01 33.131932029157800
2019-07-01 32.905706865490195
2019-08-01 32.899947877504300
2019-09-01 32.932365577515200
2019-10-01 32.996703976580704
2019-11-01 32.962595918542300
2019-12-01 32.829032774083096
2020-01-01 32.878883230149700
2020-02-01 32.888434818503100
2020-03-01 32.782044659716100
2020-04-01 30.454676474876900
2020-05-01 29.594991736120500
2020-06-01 30.171623271217500
2020-07-01 30.537073648767400
2020-08-01 30.736992624747700
2020-09-01 30.917737847219800
2020-10-01 31.207883926593600
2020-11-01 31.053691239400500
2020-12-01 31.049646359870100
2021-01-01 31.064915884715802
2021-02-01 31.113099097008400
2021-03-01 31.076968824712200
2021-04-01 31.194507511017605
2021-05-01 31.112002829259400
2021-06-01 31.035507784257900
2021-07-01 31.165246460770803
2021-08-01 31.050843308374400
2021-09-01 30.887543485910200
2021-10-01 31.007828550444200
2021-11-01 31.034806420110800
2021-12-01 30.845203835761800
2022-01-01 30.848200562423300
2022-02-01 30.926293388500200
2022-03-01 30.860252639182896
2022-04-01 30.368623472323800
2022-05-01 30.601623702339100
2022-06-01 30.635479342767500
2022-07-01 30.640557256275898
2022-08-01 30.631125857424700
2022-09-01 30.769650936340298
2022-10-01 30.716182720516300
2022-11-01 30.749564729425202
2022-12-01 30.739893072408800
2023-01-01 30.727971929565700
2023-02-01 30.740787457423895
2023-03-01 30.952733839639800
2023-04-01 30.618408476107803
2023-05-01 30.880513386501697
2023-06-01 31.151471041511897
2023-07-01 30.838770315309400
2023-08-01 30.825172210827304
2023-09-01 30.952256348297200
2023-10-01 30.924764062607200
2023-11-01 30.966567971551900
2023-12-01 31.422792240182600
2024-01-01 31.713292312417103
2024-02-01 31.157255069012297
2024-03-01 31.440927574323200
2024-04-01 31.638473553218898
2024-05-01 32.053372136773000
2024-06-01 33.421881353072900
2024-07-01 33.624588397510700
2024-08-01 33.824753941724800
2024-09-01 32.432568342073495
2024-10-01 32.509359040418800
2024-11-01 32.553519109397300

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