NOTE: THIS DATA FILE WILL CHANGE! To improve accessibility of data for all users, we will convert this file from a text format to an html table by the end of June 2024. 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 2024-04-01 Last Updated: 2024-05-18 4:57 AM CDT 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 (https://www.statsmodels.org/dev/generated/statsmodels.tsa.x13.x13_arima_analysis.html). More information on X-13ARIMA-SEATS can be found here (https://www.census.gov/data/software/x13as.html). 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 (https://fred.stlouisfed.org/series/SMU27334606561000001). 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 16.295589108982302 1990-02-01 16.368112912187500 1990-03-01 16.557318143298200 1990-04-01 16.945097724288100 1990-05-01 16.937097744647300 1990-06-01 17.257881633455998 1990-07-01 17.401630706408300 1990-08-01 17.718276162322898 1990-09-01 17.527443112140400 1990-10-01 17.413443887819500 1990-11-01 17.461936330007802 1990-12-01 17.386693580525900 1991-01-01 17.472309824000500 1991-02-01 17.503747268611600 1991-03-01 17.470707256124697 1991-04-01 17.425492867101000 1991-05-01 17.572383849863300 1991-06-01 17.638517602056698 1991-07-01 17.528079482203502 1991-08-01 17.590242417299300 1991-09-01 17.653692564917500 1991-10-01 17.736700792928602 1991-11-01 17.795048449771100 1991-12-01 17.721206360307900 1992-01-01 18.248210880730300 1992-02-01 18.378094712606500 1992-03-01 18.471093677113398 1992-04-01 18.376224649991200 1992-05-01 18.490286547015103 1992-06-01 18.256391748164603 1992-07-01 18.398451918268500 1992-08-01 18.340053050810500 1992-09-01 18.392288351080600 1992-10-01 18.430974423117800 1992-11-01 18.465663174711800 1992-12-01 18.413785420440604 1993-01-01 18.207274862745000 1993-02-01 18.194544421283396 1993-03-01 18.178545475941700 1993-04-01 18.398302137200400 1993-05-01 18.320312965097500 1993-06-01 18.487398442548300 1993-07-01 19.020693688385800 1993-08-01 18.681693287855698 1993-09-01 18.632422131164898 1993-10-01 18.874342001896700 1993-11-01 19.074110134822400 1993-12-01 18.953777164396800 1994-01-01 18.219930909310100 1994-02-01 18.467205987056698 1994-03-01 18.638659412255500 1994-04-01 18.588835097492100 1994-05-01 18.719431845009698 1994-06-01 18.816551231986700 1994-07-01 18.767492540783900 1994-08-01 18.873763987804500 1994-09-01 19.032545229521100 1994-10-01 18.941998453196800 1994-11-01 19.172405492902502 1994-12-01 19.224284549524697 1995-01-01 19.295077272483900 1995-02-01 19.664116025607000 1995-03-01 19.650474411445302 1995-04-01 19.499838935528800 1995-05-01 19.679777507079500 1995-06-01 19.613966667042398 1995-07-01 19.624373679174400 1995-08-01 19.709943745866198 1995-09-01 19.645908972459900 1995-10-01 19.965792850234500 1995-11-01 20.093781668995500 1995-12-01 20.235546015289500 1996-01-01 20.623796314571898 1996-02-01 20.629596670016100 1996-03-01 20.502464945467697 1996-04-01 20.864836269348398 1996-05-01 20.766714316558602 1996-06-01 20.639124817958600 1996-07-01 21.058455960739800 1996-08-01 21.159506567310900 1996-09-01 21.350111290925103 1996-10-01 20.901714826658100 1996-11-01 20.890279414953397 1996-12-01 21.129038435159800 1997-01-01 20.731255557049900 1997-02-01 20.894659252294200 1997-03-01 21.164574110323898 1997-04-01 21.264482714435300 1997-05-01 21.310864463861300 1997-06-01 20.829323332322800 1997-07-01 20.946417227264103 1997-08-01 20.957700932609500 1997-09-01 21.267097385048200 1997-10-01 21.560467707381395 1997-11-01 21.549287003419200 1997-12-01 21.462486848577896 1998-01-01 21.970247302776700 1998-02-01 21.925362423120800 1998-03-01 22.040717938948998 1998-04-01 22.218958633453802 1998-05-01 22.274037528829100 1998-06-01 23.252338614577305 1998-07-01 22.507573363436900 1998-08-01 22.548947781572200 1998-09-01 22.499264044372300 1998-10-01 22.369030873103103 1998-11-01 22.560977796597500 1998-12-01 22.660469596010200 1999-01-01 22.533114837957600 1999-02-01 22.435282647533604 1999-03-01 22.436316691926397 1999-04-01 22.614424164094500 1999-05-01 22.773762246784200 1999-06-01 22.886907779312896 1999-07-01 23.177959118279702 1999-08-01 23.211227078713797 1999-09-01 23.240316119965000 1999-10-01 23.689382669178900 1999-11-01 23.692578050166100 1999-12-01 23.727502098550600 2000-01-01 24.022570881543400 2000-02-01 25.120322901210198 2000-03-01 24.944692991819895 2000-04-01 25.004274670196800 2000-05-01 25.078396696255805 2000-06-01 25.067048265704397 2000-07-01 25.094664115810900 2000-08-01 25.376126431953303 2000-09-01 25.781355271117200 2000-10-01 25.694918663395400 2000-11-01 25.940417850914503 2000-12-01 26.409679743701700 2001-01-01 25.990939506370100 2001-02-01 26.171778139858400 2001-03-01 26.307585624875300 2001-04-01 25.943297121368698 2001-05-01 26.157937339050500 2001-06-01 25.426124667487503 2001-07-01 25.987523384301400 2001-08-01 26.586678171235900 2001-09-01 27.810358160404000 2001-10-01 27.264261446467100 2001-11-01 27.345462883735200 2001-12-01 27.212678764797896 2002-01-01 26.914162869593802 2002-02-01 26.633025474597503 2002-03-01 26.376536629608697 2002-04-01 26.576970616890000 2002-05-01 27.307245505203700 2002-06-01 26.502702638770103 2002-07-01 28.465365238091900 2002-08-01 28.416553015252500 2002-09-01 28.669100317503500 2002-10-01 28.659748124885397 2002-11-01 28.554830867215400 2002-12-01 27.922640421043702 2003-01-01 29.442801608124398 2003-02-01 29.800988523312697 2003-03-01 29.922799420786900 2003-04-01 30.308831010546600 2003-05-01 30.210509545340400 2003-06-01 30.732410301763803 2003-07-01 30.769830589406500 2003-08-01 30.390077548579804 2003-09-01 30.004843475959802 2003-10-01 29.899886435364700 2003-11-01 30.214639882289400 2003-12-01 29.229179741647396 2004-01-01 31.356602761182800 2004-02-01 30.658881366385700 2004-03-01 30.771338448670000 2004-04-01 30.461392030734200 2004-05-01 30.611319541093998 2004-06-01 31.797057836534800 2004-07-01 30.520234721968603 2004-08-01 30.423471495838700 2004-09-01 30.448601753983496 2004-10-01 30.647547039235896 2004-11-01 30.794805833862902 2004-12-01 31.004719457233897 2005-01-01 31.442785114072198 2005-02-01 31.831297360594696 2005-03-01 31.752161595361000 2005-04-01 31.184456630109300 2005-05-01 31.120141461166700 2005-06-01 31.420904561239600 2005-07-01 32.165861965897700 2005-08-01 32.140902387237304 2005-09-01 32.210513146141100 2005-10-01 31.930815517542100 2005-11-01 31.967351455521400 2005-12-01 32.287298564125200 2006-01-01 32.309722422264000 2006-02-01 32.194537608429100 2006-03-01 32.440635714476700 2006-04-01 33.306101856676804 2006-05-01 33.538299214670000 2006-06-01 34.898224089704600 2006-07-01 33.940429962010200 2006-08-01 34.261090837587500 2006-09-01 33.868192728506610 2006-10-01 34.800520710355100 2006-11-01 35.060597546664000 2006-12-01 35.326777519889795 2007-01-01 35.376325726456300 2007-02-01 35.434735905998800 2007-03-01 35.821965762137204 2007-04-01 36.505487182148600 2007-05-01 37.309025973365200 2007-06-01 37.964369752662705 2007-07-01 36.665476794736500 2007-08-01 36.860455198087200 2007-09-01 36.683339315965206 2007-10-01 36.753811191017000 2007-11-01 36.975575692776395 2007-12-01 36.741451741012000 2008-01-01 37.225920489826606 2008-02-01 37.070373302156700 2008-03-01 37.314595992833000 2008-04-01 36.969727833606000 2008-05-01 36.428786948826500 2008-06-01 37.278468867343705 2008-07-01 37.341220138324500 2008-08-01 36.365803150686700 2008-09-01 37.404221152782895 2008-10-01 37.794640070089400 2008-11-01 37.580076634306100 2008-12-01 37.811404327030700 2009-01-01 37.908988846120800 2009-02-01 38.299533262399000 2009-03-01 38.194669888543600 2009-04-01 37.911014875364790 2009-05-01 38.106923421162900 2009-06-01 36.922317871230200 2009-07-01 37.822843814681500 2009-08-01 37.417770008565704 2009-09-01 37.613169500262500 2009-10-01 37.419169539212604 2009-11-01 37.819648866140795 2009-12-01 38.512601255713600 2010-01-01 37.511949500768600 2010-02-01 37.887372022777000 2010-03-01 38.289317270819296 2010-04-01 39.050093692404104 2010-05-01 39.247723948627500 2010-06-01 39.430947946912400 2010-07-01 39.522690492267100 2010-08-01 40.510806010369800 2010-09-01 40.341846823280300 2010-10-01 41.188563040120900 2010-11-01 41.227589230510700 2010-12-01 41.177643473798106 2011-01-01 41.712998997538100 2011-02-01 41.168349385308396 2011-03-01 41.394832859500400 2011-04-01 42.485337077221600 2011-05-01 41.686184110338395 2011-06-01 42.150933497711800 2011-07-01 42.565304764163706 2011-08-01 42.449950852897000 2011-09-01 42.379658539436704 2011-10-01 41.665348292171700 2011-11-01 41.705962495016200 2011-12-01 41.937761887714200 2012-01-01 41.884282822468600 2012-02-01 42.539840221974200 2012-03-01 42.150568886867900 2012-04-01 41.930797789289800 2012-05-01 41.797517733350300 2012-06-01 41.545348891630000 2012-07-01 41.239321149095105 2012-08-01 41.028647434376204 2012-09-01 42.107715486141400 2012-10-01 41.584873949032500 2012-11-01 41.643007135304300 2012-12-01 41.473020129714300 2013-01-01 42.123429009570600 2013-02-01 42.388064393721400 2013-03-01 42.046057883428600 2013-04-01 41.966266992144604 2013-05-01 42.419850684189896 2013-06-01 42.219409031221296 2013-07-01 42.179805301353300 2013-08-01 42.145748783831000 2013-09-01 42.412660462203200 2013-10-01 42.109586659379794 2013-11-01 42.021609446271000 2013-12-01 41.976109689197800 2014-01-01 41.552266029483600 2014-02-01 41.554377693270396 2014-03-01 41.260515382966204 2014-04-01 41.286907231474900 2014-05-01 41.320020197250900 2014-06-01 41.339229382739700 2014-07-01 41.318203154897900 2014-08-01 41.649072668488200 2014-09-01 41.915402950796796 2014-10-01 41.951720890977896 2014-11-01 41.916905893863700 2014-12-01 42.003473709973200 2015-01-01 41.670089753994600 2015-02-01 41.985273458094200 2015-03-01 42.377624977041900 2015-04-01 41.641520224799100 2015-05-01 42.432442522472800 2015-06-01 42.582439469374400 2015-07-01 42.822043783565100 2015-08-01 42.903028728792100 2015-09-01 42.957368899266210 2015-10-01 43.257222010422900 2015-11-01 43.384248853803996 2015-12-01 43.420061776786206 2016-01-01 44.139406039527100 2016-02-01 43.903341805987610 2016-03-01 43.928795328343700 2016-04-01 44.259527294520396 2016-05-01 44.186477579030196 2016-06-01 44.846601636808700 2016-07-01 45.091561598233400 2016-08-01 45.386105850972700 2016-09-01 44.734069473902295 2016-10-01 44.545319710101700 2016-11-01 44.609070714217700 2016-12-01 44.826714288822004 2017-01-01 44.370724143355595 2017-02-01 44.778110017142800 2017-03-01 44.962909980700395 2017-04-01 45.303915365519100 2017-05-01 45.683621540508500 2017-06-01 46.837701782789004 2017-07-01 46.311724316948300 2017-08-01 46.601941103623890 2017-09-01 46.240372211712000 2017-10-01 46.203631433920500 2017-11-01 46.432126523894100 2017-12-01 46.652973250154200 2018-01-01 46.965079581288606 2018-02-01 46.744461777911000 2018-03-01 47.144873592375205 2018-04-01 46.905047614433094 2018-05-01 46.754536380930990 2018-06-01 46.365935985946890 2018-07-01 45.903040616911300 2018-08-01 45.962247055185790 2018-09-01 46.295918358018106 2018-10-01 46.104144458841300 2018-11-01 46.169134106293790 2018-12-01 46.046809906126300 2019-01-01 45.993128047914496 2019-02-01 45.844768723123890 2019-03-01 45.767728934773100 2019-04-01 46.477923945281105 2019-05-01 46.565640719031800 2019-06-01 46.869172959831400 2019-07-01 46.874495851908996 2019-08-01 47.084891103363600 2019-09-01 47.400813179079100 2019-10-01 47.880189622420000 2019-11-01 47.706109786821500 2019-12-01 47.741599975175504 2020-01-01 47.699364100446700 2020-02-01 48.058967910520710 2020-03-01 47.699716988366900 2020-04-01 40.619060167436500 2020-05-01 40.885187275217500 2020-06-01 41.008723708804600 2020-07-01 41.497421482493200 2020-08-01 41.875471047868600 2020-09-01 42.260069677565106 2020-10-01 43.343092230636210 2020-11-01 43.616808628056710 2020-12-01 41.966756733787896 2021-01-01 43.304229647422700 2021-02-01 43.866866238705704 2021-03-01 44.127753794715100 2021-04-01 44.242830423232100 2021-05-01 44.282772661765000 2021-06-01 43.861558164196396 2021-07-01 44.831840236286205 2021-08-01 44.814487501572800 2021-09-01 44.437407510764000 2021-10-01 45.402266531230400 2021-11-01 45.641777509097610 2021-12-01 45.599776744619206 2022-01-01 46.029791284786900 2022-02-01 45.786788963478700 2022-03-01 46.095876603823700 2022-04-01 45.948318739111390 2022-05-01 46.021246509479894 2022-06-01 45.353698267927000 2022-07-01 46.115005438786600 2022-08-01 46.078969418715600 2022-09-01 45.848725951446200 2022-10-01 45.882502852362500 2022-11-01 46.319844432995900 2022-12-01 46.275011979233206 2023-01-01 46.519093661950706 2023-02-01 47.024479448816390 2023-03-01 47.020199834620000 2023-04-01 46.783421122243990 2023-05-01 46.913721941868495 2023-06-01 47.001360315161200 2023-07-01 46.884156289093895 2023-08-01 47.051307933708706 2023-09-01 47.024741360061000 2023-10-01 46.775495640901100 2023-11-01 46.299093375342906 2023-12-01 46.423642306580000 2024-01-01 46.116287963350000 2024-02-01 45.755639263479004 2024-03-01 45.803687939790900 2024-04-01 46.203729491072000