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 2024-10-01
Last Updated 2024-11-20 5:20 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 16.295589117208800
1990-02-01 16.368112911200498
1990-03-01 16.557318128042000
1990-04-01 16.945097680521300
1990-05-01 16.937097702192098
1990-06-01 17.257881586699000
1990-07-01 17.401630663950100
1990-08-01 17.718276113891500
1990-09-01 17.527443103775898
1990-10-01 17.413443902097800
1990-11-01 17.461936361102800
1990-12-01 17.386693734109700
1991-01-01 17.472309846546600
1991-02-01 17.503747279965400
1991-03-01 17.470707245857000
1991-04-01 17.425492827834102
1991-05-01 17.572383802266500
1991-06-01 17.638517536000300
1991-07-01 17.528079363611000
1991-08-01 17.590242311376702
1991-09-01 17.653692630944400
1991-10-01 17.736700719446300
1991-11-01 17.795048513423500
1991-12-01 17.721206628928897
1992-01-01 18.248211062438603
1992-02-01 18.378094764694100
1992-03-01 18.471093679070300
1992-04-01 18.376224564405803
1992-05-01 18.490286369067900
1992-06-01 18.256391484043200
1992-07-01 18.398451528829803
1992-08-01 18.340052732733200
1992-09-01 18.392288440097200
1992-10-01 18.430974348497700
1992-11-01 18.465663528523500
1992-12-01 18.413786150766600
1993-01-01 18.207275545271198
1993-02-01 18.194544921542400
1993-03-01 18.178545366273600
1993-04-01 18.398301585420200
1993-05-01 18.320312057831398
1993-06-01 18.487397365426396
1993-07-01 19.020692570852603
1993-08-01 18.681692618258700
1993-09-01 18.632422400485100
1993-10-01 18.874342324715300
1993-11-01 19.074111335546103
1993-12-01 18.953779063683502
1994-01-01 18.219932572720400
1994-02-01 18.467207315440500
1994-03-01 18.638659283031600
1994-04-01 18.588834012271800
1994-05-01 18.719430165783397
1994-06-01 18.816543803305898
1994-07-01 18.767491156290898
1994-08-01 18.873763375363700
1994-09-01 19.032547193240500
1994-10-01 18.941999500693800
1994-11-01 19.172407990921100
1994-12-01 19.224288296261697
1995-01-01 19.295081237061602
1995-02-01 19.664120700623600
1995-03-01 19.650477809575400
1995-04-01 19.499831790468100
1995-05-01 19.679769510910898
1995-06-01 19.613949877964100
1995-07-01 19.624375193774398
1995-08-01 19.709945455092896
1995-09-01 19.645914341041802
1995-10-01 19.965795638494900
1995-11-01 20.093785709544000
1995-12-01 20.235551798490500
1996-01-01 20.623802224287502
1996-02-01 20.629603891030100
1996-03-01 20.502472126099000
1996-04-01 20.864822928815897
1996-05-01 20.766700779953197
1996-06-01 20.639092705223803
1996-07-01 21.058463127719600
1996-08-01 21.159512988456600
1996-09-01 21.350122142408100
1996-10-01 20.901720008140604
1996-11-01 20.890284746148800
1996-12-01 21.129045106245900
1997-01-01 20.731261330992602
1997-02-01 20.894666494577300
1997-03-01 21.164582954629400
1997-04-01 21.264461422674398
1997-05-01 21.310844084886500
1997-06-01 20.829288789201800
1997-07-01 20.946430837415000
1997-08-01 20.957714474647698
1997-09-01 21.267114249182000
1997-10-01 21.560480283456800
1997-11-01 21.549297105553396
1997-12-01 21.462495710470100
1998-01-01 21.970249711676900
1998-02-01 21.925350408689603
1998-03-01 22.040710139108800
1998-04-01 22.218929117085800
1998-05-01 22.274013605995800
1998-06-01 23.252303737687697
1998-07-01 22.507597948958400
1998-08-01 22.548983033708897
1998-09-01 22.499306860081600
1998-10-01 22.369071101924400
1998-11-01 22.561009718629700
1998-12-01 22.660456178848200
1999-01-01 22.533114217171400
1999-02-01 22.435237986283603
1999-03-01 22.436271252793198
1999-04-01 22.614363349787197
1999-05-01 22.773714455307500
1999-06-01 22.886800375413298
1999-07-01 23.178142174050603
1999-08-01 23.211293308885900
1999-09-01 23.240395047401300
1999-10-01 23.689475657539500
1999-11-01 23.692653319527100
1999-12-01 23.727479061775900
2000-01-01 24.022576105459198
2000-02-01 25.120225168752302
2000-03-01 24.944556085300498
2000-04-01 25.004072927136500
2000-05-01 25.078368233262896
2000-06-01 25.066553763017396
2000-07-01 25.095266861104000
2000-08-01 25.376365889491000
2000-09-01 25.781538324004000
2000-10-01 25.695078258061105
2000-11-01 25.940529535434898
2000-12-01 26.409628590002800
2001-01-01 25.990920728489300
2001-02-01 26.171628093960700
2001-03-01 26.307342214752600
2001-04-01 25.942928799000500
2001-05-01 26.157911423559000
2001-06-01 25.425223153262400
2001-07-01 25.988678135650602
2001-08-01 26.587068537463196
2001-09-01 27.810624236048300
2001-10-01 27.264457800134100
2001-11-01 27.345575930747600
2001-12-01 27.212649035531896
2002-01-01 26.914105123368802
2002-02-01 26.632835318132300
2002-03-01 26.376223287811900
2002-04-01 26.576478544135604
2002-05-01 27.307279144005605
2002-06-01 26.501486532509304
2002-07-01 28.466869270852900
2002-08-01 28.417122853390303
2002-09-01 28.669444866000700
2002-10-01 28.659940878824397
2002-11-01 28.554899832494396
2002-12-01 27.922598122787400
2003-01-01 29.442673240396104
2003-02-01 29.800740154397896
2003-03-01 29.922476186825400
2003-04-01 30.308380183572996
2003-05-01 30.210477451648200
2003-06-01 30.731346866652800
2003-07-01 30.771277626192497
2003-08-01 30.390498920615700
2003-09-01 30.005114914318700
2003-10-01 29.900035394861302
2003-11-01 30.214679053087398
2003-12-01 29.229144064941803
2004-01-01 31.356475894825500
2004-02-01 30.658653095732998
2004-03-01 30.771112999711104
2004-04-01 30.461126646476000
2004-05-01 30.611291174743000
2004-06-01 31.796329850231000
2004-07-01 30.521202578079702
2004-08-01 30.423719845763700
2004-09-01 30.448811206207700
2004-10-01 30.647633523103600
2004-11-01 30.794816264004897
2004-12-01 31.004674309906100
2005-01-01 31.442694301593900
2005-02-01 31.831116253493800
2005-03-01 31.752056102551798
2005-04-01 31.184367886229300
2005-05-01 31.120058417629900
2005-06-01 31.420556676964400
2005-07-01 32.166527822110100
2005-08-01 32.140931362825306
2005-09-01 32.210625191575900
2005-10-01 31.930839757038400
2005-11-01 31.967350593764895
2005-12-01 32.287267581271100
2006-01-01 32.309689132512496
2006-02-01 32.194455374995300
2006-03-01 32.440607136162804
2006-04-01 33.306084667586400
2006-05-01 33.538263601577000
2006-06-01 34.897914949052700
2006-07-01 33.940783412995200
2006-08-01 34.261103057760100
2006-09-01 33.868317888740100
2006-10-01 34.800516305317196
2006-11-01 35.060583798527900
2006-12-01 35.326758788591796
2007-01-01 35.376313821433900
2007-02-01 35.434709043630500
2007-03-01 35.821974742108104
2007-04-01 36.505504781229000
2007-05-01 37.308999386731600
2007-06-01 37.964082509079795
2007-07-01 36.665676700312900
2007-08-01 36.860463122163900
2007-09-01 36.683428287922700
2007-10-01 36.753808880533900
2007-11-01 36.975569114143000
2007-12-01 36.741453844228204
2008-01-01 37.225921536646700
2008-02-01 37.070385227943000
2008-03-01 37.314615576010105
2008-04-01 36.969756431553100
2008-05-01 36.428809780833300
2008-06-01 37.278198595503300
2008-07-01 37.341256912115000
2008-08-01 36.365827421192000
2008-09-01 37.404282738031400
2008-10-01 37.794648550701794
2008-11-01 37.580080421109294
2008-12-01 37.811429306976600
2009-01-01 37.909000866933900
2009-02-01 38.299554797160200
2009-03-01 38.194701246676800
2009-04-01 37.911054654001000
2009-05-01 38.106963843361000
2009-06-01 36.922041828182800
2009-07-01 37.822873861767100
2009-08-01 37.417783071135900
2009-09-01 37.613171725110995
2009-10-01 37.419166442669294
2009-11-01 37.819646242642800
2009-12-01 38.512630222071500
2010-01-01 37.511951707940000
2010-02-01 37.887483957537796
2010-03-01 38.289338393210800
2010-04-01 39.050120270869400
2010-05-01 39.247759667820600
2010-06-01 39.430775119540500
2010-07-01 39.522708431208000
2010-08-01 40.510704687807100
2010-09-01 40.341794956027000
2010-10-01 41.188551252599500
2010-11-01 41.227575305098700
2010-12-01 41.177625737759900
2011-01-01 41.712984468501500
2011-02-01 41.168667475434106
2011-03-01 41.394840981635400
2011-04-01 42.485355698850100
2011-05-01 41.686201783202500
2011-06-01 42.150848987919105
2011-07-01 42.565318486187400
2011-08-01 42.449727791360004
2011-09-01 42.379547966561000
2011-10-01 41.665323476700394
2011-11-01 41.705929604699000
2011-12-01 41.937685294798996
2012-01-01 41.884246304647200
2012-02-01 42.540369380435000
2012-03-01 42.150565221099400
2012-04-01 41.930809881868800
2012-05-01 41.797537908213210
2012-06-01 41.545377775945300
2012-07-01 41.239337832840290
2012-08-01 41.028325496497800
2012-09-01 42.107564243081400
2012-10-01 41.584821656549200
2012-11-01 41.642903927061000
2012-12-01 41.472811561547900
2013-01-01 42.123631641299504
2013-02-01 42.388454611621000
2013-03-01 42.045928545082100
2013-04-01 41.966691183433795
2013-05-01 42.419822336578100
2013-06-01 42.219413650860000
2013-07-01 42.179804860555210
2013-08-01 42.145511469018600
2013-09-01 42.412530274683300
2013-10-01 42.109482736184100
2013-11-01 42.021408386984895
2013-12-01 41.975767054302004
2014-01-01 41.552657386086600
2014-02-01 41.554254022322000
2014-03-01 41.260104028638900
2014-04-01 41.287636029382700
2014-05-01 41.320283189439200
2014-06-01 41.339528290178200
2014-07-01 41.318478424388104
2014-08-01 41.649162223154796
2014-09-01 41.915275055523100
2014-10-01 41.951417932545205
2014-11-01 41.916400985531600
2014-12-01 42.002822934632200
2015-01-01 41.670179492587900
2015-02-01 41.984544523419100
2015-03-01 42.376875234461700
2015-04-01 41.642692927641500
2015-05-01 42.433310826669896
2015-06-01 42.583461659125900
2015-07-01 42.823033365064000
2015-08-01 42.904132502926700
2015-09-01 42.957456785232400
2015-10-01 43.254789427624700
2015-11-01 43.383582684793396
2015-12-01 43.419446102250205
2016-01-01 44.138873213669400
2016-02-01 43.902475082885800
2016-03-01 43.928055901381505
2016-04-01 44.259996531695606
2016-05-01 44.187007244704300
2016-06-01 44.846693007452790
2016-07-01 45.102840917716600
2016-08-01 45.386121959778200
2016-09-01 44.732519778234604
2016-10-01 44.539220894753200
2016-11-01 44.607341335484600
2016-12-01 44.825275252060900
2017-01-01 44.368585163877400
2017-02-01 44.776261898768400
2017-03-01 44.971180888557300
2017-04-01 45.302297642649500
2017-05-01 45.681969478387790
2017-06-01 46.835460294468100
2017-07-01 46.332920245703110
2017-08-01 46.599912181370500
2017-09-01 46.236792321652004
2017-10-01 46.191269510116996
2017-11-01 46.429756634901196
2017-12-01 46.651901445991200
2018-01-01 46.964227611028605
2018-02-01 46.741947654666300
2018-03-01 47.166850413984000
2018-04-01 46.899344561820094
2018-05-01 46.748618197313796
2018-06-01 46.359388255139100
2018-07-01 45.932135660617110
2018-08-01 45.956887443005290
2018-09-01 46.291004927279500
2018-10-01 46.085926854820800
2018-11-01 46.164220826316100
2018-12-01 46.047292664663900
2019-01-01 45.996233363379204
2019-02-01 45.843743473226900
2019-03-01 45.804158177205200
2019-04-01 46.472263466525500
2019-05-01 46.560493974663400
2019-06-01 46.847703239314605
2019-07-01 46.895219608075800
2019-08-01 47.082310148739204
2019-09-01 47.388566759008505
2019-10-01 47.858159978701900
2019-11-01 47.699922275498800
2019-12-01 47.746503929367200
2020-01-01 47.712438585949900
2020-02-01 48.068651277992710
2020-03-01 47.744055208610106
2020-04-01 40.625092432887400
2020-05-01 40.890565450244700
2020-06-01 40.954597445126600
2020-07-01 41.506851824291104
2020-08-01 41.869976753548800
2020-09-01 42.233853938795210
2020-10-01 43.315978705882394
2020-11-01 43.605073320308600
2020-12-01 41.975291945398000
2021-01-01 43.330646874150894
2021-02-01 43.901398444776710
2021-03-01 44.186212675785000
2021-04-01 44.279487371984900
2021-05-01 44.308213786165200
2021-06-01 43.762594425095100
2021-07-01 44.817160673398600
2021-08-01 44.781003904062500
2021-09-01 44.365614043397100
2021-10-01 45.348877047897900
2021-11-01 45.610676332533600
2021-12-01 45.607966583429004
2022-01-01 46.082717490788795
2022-02-01 45.878222438372500
2022-03-01 46.203734738849110
2022-04-01 46.077203419560390
2022-05-01 46.120073496772700
2022-06-01 45.171069047869800
2022-07-01 46.049861478104700
2022-08-01 45.936439319421000
2022-09-01 45.673042008089894
2022-10-01 45.783256384955500
2022-11-01 46.263916350755700
2022-12-01 46.289033042712000
2023-01-01 46.615471641580000
2023-02-01 47.205545468305000
2023-03-01 47.236481509863100
2023-04-01 47.068056921605900
2023-05-01 47.128212246525706
2023-06-01 46.671982237455900
2023-07-01 46.753701715727700
2023-08-01 46.717578479558700
2023-09-01 46.704735640410796
2023-10-01 46.627671142295100
2023-11-01 46.230629250073500
2023-12-01 46.452394932703290
2024-01-01 46.259763738466400
2024-02-01 46.020178920853300
2024-03-01 46.125815480357200
2024-04-01 46.851255702463100
2024-05-01 47.329396452983000
2024-06-01 49.301981840295600
2024-07-01 48.609318164152896
2024-08-01 49.554721451313604
2024-09-01 45.531864033711100
2024-10-01 45.448006225865605

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