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: Professional and Business Services: Computer Systems Design and Related Services in Minnesota Series ID: SMU27000006054150001SA 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/SMU27000006054150001). 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 9.481874690414589 1990-02-01 9.523174201061020 1990-03-01 9.529616745999071 1990-04-01 9.520476805374251 1990-05-01 9.529680022989698 1990-06-01 9.521024107432279 1990-07-01 9.639138208050610 1990-08-01 9.578635758184221 1990-09-01 9.659329476829631 1990-10-01 9.396219870662131 1990-11-01 9.404024944364500 1990-12-01 9.515505920464580 1991-01-01 9.988768298826681 1991-02-01 9.825849051755600 1991-03-01 9.932091034046689 1991-04-01 9.915672996246140 1991-05-01 9.917785855374390 1991-06-01 9.910218591327160 1991-07-01 9.841454225663020 1991-08-01 9.781114984309800 1991-09-01 9.861918646512711 1991-10-01 9.999337720757110 1991-11-01 10.013115498548700 1991-12-01 10.028916672373600 1992-01-01 9.894924589970300 1992-02-01 9.827328771968899 1992-03-01 9.833922592225210 1992-04-01 9.902791700203690 1992-05-01 9.887209656684561 1992-06-01 9.983372120483390 1992-07-01 10.652781100927600 1992-08-01 11.891976091415200 1992-09-01 12.080873449332499 1992-10-01 12.202079838710699 1992-11-01 12.523323166744099 1992-12-01 12.544540901623100 1993-01-01 12.700803093125200 1993-02-01 12.829560404351100 1993-03-01 12.933792054584500 1993-04-01 13.083365387635698 1993-05-01 13.150855066568301 1993-06-01 13.142765482045698 1993-07-01 13.263883372526500 1993-08-01 13.410316821927800 1993-09-01 13.514555496132300 1993-10-01 13.606916973182098 1993-11-01 13.739720221893500 1993-12-01 13.969665436524998 1994-01-01 13.794692311061500 1994-02-01 13.925364046936801 1994-03-01 14.034337296735000 1994-04-01 15.055052118146401 1994-05-01 15.201501557387000 1994-06-01 15.401740146950200 1994-07-01 15.584943508266900 1994-08-01 15.740030907543499 1994-09-01 15.965618034669301 1994-10-01 16.010936112912600 1994-11-01 16.143257638430700 1994-12-01 16.386134932708000 1995-01-01 16.986842043969400 1995-02-01 17.213779507147500 1995-03-01 17.528724900095902 1995-04-01 17.836127491904700 1995-05-01 18.262327624502000 1995-06-01 18.662842515896300 1995-07-01 18.311194883525502 1995-08-01 18.771118552525500 1995-09-01 18.916355428078898 1995-10-01 19.211550496317700 1995-11-01 19.450039350347303 1995-12-01 19.687407741301698 1996-01-01 19.873483072861300 1996-02-01 19.999545237701103 1996-03-01 20.226007635316698 1996-04-01 20.417041580376600 1996-05-01 20.523850902001700 1996-06-01 21.040904983802896 1996-07-01 21.145380862945600 1996-08-01 21.312575505632104 1996-09-01 21.470840546222600 1996-10-01 21.896577599770303 1996-11-01 22.139726474279300 1996-12-01 22.359879098819700 1997-01-01 22.761729184298200 1997-02-01 22.996632052610803 1997-03-01 23.221564161143700 1997-04-01 23.603888431247896 1997-05-01 23.921391417562400 1997-06-01 24.128111008811803 1997-07-01 25.476088548582396 1997-08-01 25.752514913214302 1997-09-01 26.014239450165400 1997-10-01 26.174381772147104 1997-11-01 26.520783070012698 1997-12-01 26.600486661530600 1998-01-01 26.861013638297898 1998-02-01 27.199635258695900 1998-03-01 27.220802102924600 1998-04-01 27.192186509814000 1998-05-01 27.439592375624900 1998-06-01 27.634226499450303 1998-07-01 28.808166672669600 1998-08-01 29.187204446797400 1998-09-01 29.339804945534300 1998-10-01 29.537960404123602 1998-11-01 29.692496208042500 1998-12-01 30.026506214205200 1999-01-01 30.168952416527300 1999-02-01 30.410410477743300 1999-03-01 30.629900455701698 1999-04-01 30.991708267565304 1999-05-01 31.278186122050800 1999-06-01 31.254034706644696 1999-07-01 31.429811849570500 1999-08-01 31.408792126986400 1999-09-01 31.542541398589100 1999-10-01 31.986233183142600 1999-11-01 31.762015698154997 1999-12-01 31.745931844052300 2000-01-01 32.091493528031400 2000-02-01 32.127312131125805 2000-03-01 32.453722286870800 2000-04-01 32.706288506059700 2000-05-01 32.717473834790500 2000-06-01 33.294096438675000 2000-07-01 33.533694559049900 2000-08-01 33.518260457727800 2000-09-01 33.123719059898400 2000-10-01 33.618774073406400 2000-11-01 33.816663511899600 2000-12-01 33.871196595716800 2001-01-01 33.425388034831700 2001-02-01 33.268134242260295 2001-03-01 32.898803903428900 2001-04-01 32.221380178061000 2001-05-01 31.569167760327602 2001-06-01 31.139327600324396 2001-07-01 30.415794887862702 2001-08-01 30.011943648110500 2001-09-01 29.492834539251398 2001-10-01 29.049293009760200 2001-11-01 28.448512161454897 2001-12-01 28.197152545925800 2002-01-01 28.091989419389300 2002-02-01 27.814182372575100 2002-03-01 27.552340933333202 2002-04-01 27.650527056621900 2002-05-01 27.610675998395400 2002-06-01 27.278055583049003 2002-07-01 27.192045792639398 2002-08-01 26.994349567027896 2002-09-01 26.845623794917802 2002-10-01 26.792217585038700 2002-11-01 26.575730675473600 2002-12-01 26.345853962294303 2003-01-01 26.367325749153103 2003-02-01 26.260047025231298 2003-03-01 26.106548129538602 2003-04-01 25.782076036326900 2003-05-01 25.828372479476300 2003-06-01 25.808521058287397 2003-07-01 25.965627478805700 2003-08-01 25.962099911135503 2003-09-01 26.019133433144003 2003-10-01 25.957102726069900 2003-11-01 26.011551819795102 2003-12-01 26.206809717272602 2004-01-01 25.945529895680900 2004-02-01 25.882958854062900 2004-03-01 26.044797663731497 2004-04-01 26.413903740828800 2004-05-01 26.324170503238000 2004-06-01 26.529075997433400 2004-07-01 27.139250129345797 2004-08-01 26.636157865741200 2004-09-01 27.122977727326300 2004-10-01 27.338040595628602 2004-11-01 27.468983849133100 2004-12-01 27.485323549811397 2005-01-01 27.293086703900400 2005-02-01 27.091173557799898 2005-03-01 27.566829567017997 2005-04-01 27.720408258783900 2005-05-01 27.923570701880603 2005-06-01 28.245863391318000 2005-07-01 27.818325356369400 2005-08-01 28.109426201152600 2005-09-01 28.361878382517702 2005-10-01 28.142586850013103 2005-11-01 28.236005685577698 2005-12-01 28.170209676827103 2006-01-01 29.110593262117200 2006-02-01 29.174931472412702 2006-03-01 29.371941325448297 2006-04-01 28.920302844091300 2006-05-01 29.031399500240504 2006-06-01 28.959173954848500 2006-07-01 28.914106378820602 2006-08-01 28.987770439729600 2006-09-01 28.805574756621102 2006-10-01 28.850693311233300 2006-11-01 28.924619732547600 2006-12-01 29.173655174596800 2007-01-01 29.277140314103697 2007-02-01 29.553675493874604 2007-03-01 29.580668841797200 2007-04-01 29.817435555335300 2007-05-01 29.940759632043300 2007-06-01 29.883695324765600 2007-07-01 29.910086741313700 2007-08-01 29.854316560880300 2007-09-01 29.857531338301800 2007-10-01 30.253603957574500 2007-11-01 30.118973896251802 2007-12-01 29.897872963507400 2008-01-01 30.413478178064200 2008-02-01 30.230972201153500 2008-03-01 30.199150886187000 2008-04-01 30.123316184618800 2008-05-01 29.952167468777297 2008-06-01 29.904158497826800 2008-07-01 29.901303538624102 2008-08-01 29.828733382995100 2008-09-01 29.699096617513000 2008-10-01 29.339873206021800 2008-11-01 29.316300687118897 2008-12-01 29.232521839967000 2009-01-01 28.744339364416000 2009-02-01 28.423978550314803 2009-03-01 28.225328842848000 2009-04-01 28.029993321721600 2009-05-01 27.659697384907798 2009-06-01 27.524217565596800 2009-07-01 27.381874977721300 2009-08-01 27.396921182786798 2009-09-01 27.431603183196604 2009-10-01 27.331003457584600 2009-11-01 27.310600601172800 2009-12-01 27.384247199445802 2010-01-01 27.383306279362603 2010-02-01 27.320601896706600 2010-03-01 27.354097484006300 2010-04-01 27.430322593102304 2010-05-01 27.353743003720304 2010-06-01 27.731651497809200 2010-07-01 27.860655242018800 2010-08-01 27.977378517385100 2010-09-01 27.954505876738896 2010-10-01 28.127270915394803 2010-11-01 28.214278227856397 2010-12-01 28.348998397548197 2011-01-01 28.638643680501698 2011-02-01 28.914080442280003 2011-03-01 28.768506765353198 2011-04-01 29.226501932039800 2011-05-01 29.523201823468998 2011-06-01 29.833618225831600 2011-07-01 29.930174206941900 2011-08-01 30.060439820561600 2011-09-01 30.497747331935397 2011-10-01 30.537429697477304 2011-11-01 30.628074528472300 2011-12-01 31.020365829074700 2012-01-01 30.704884209279300 2012-02-01 30.796373687334103 2012-03-01 30.877725878507900 2012-04-01 30.898361593250197 2012-05-01 31.073852088073302 2012-06-01 31.030977486670800 2012-07-01 31.204409720900397 2012-08-01 31.364924405430300 2012-09-01 31.456813646875200 2012-10-01 31.547391271945100 2012-11-01 31.744798357517300 2012-12-01 31.879093384789400 2013-01-01 32.185789633571800 2013-02-01 32.273979471622800 2013-03-01 32.280611445582300 2013-04-01 32.354476814251300 2013-05-01 32.219273940127600 2013-06-01 32.442855627719496 2013-07-01 32.575596843757500 2013-08-01 32.765347763109600 2013-09-01 32.926605732232800 2013-10-01 32.969889573242000 2013-11-01 33.055609793904500 2013-12-01 33.128713679861605 2014-01-01 33.262156626506100 2014-02-01 33.449554308859800 2014-03-01 33.690769790631100 2014-04-01 33.803793826224606 2014-05-01 33.973733437350200 2014-06-01 34.157919003489200 2014-07-01 34.250687018612000 2014-08-01 34.261943322158295 2014-09-01 34.398919112471700 2014-10-01 34.586038366889504 2014-11-01 34.763449200936800 2014-12-01 34.972584150594390 2015-01-01 35.132808600000900 2015-02-01 35.323534231806995 2015-03-01 35.405314812048395 2015-04-01 36.062329526501600 2015-05-01 36.135411797015706 2015-06-01 36.183020541789800 2015-07-01 36.220559717304400 2015-08-01 36.355376892132604 2015-09-01 36.568931753247600 2015-10-01 36.702817621055395 2015-11-01 36.865787080205000 2015-12-01 37.015663022628600 2016-01-01 36.989727008060896 2016-02-01 37.085627701142900 2016-03-01 37.122654282445296 2016-04-01 37.433726131484300 2016-05-01 37.109812592093704 2016-06-01 37.120060090075400 2016-07-01 37.393362077247710 2016-08-01 37.354439718744200 2016-09-01 37.131832009872000 2016-10-01 37.313307980474300 2016-11-01 37.262470878624300 2016-12-01 37.259679274607210 2017-01-01 37.135565333911600 2017-02-01 37.027648596224500 2017-03-01 36.922116909599104 2017-04-01 36.915633372824004 2017-05-01 37.006616687566600 2017-06-01 37.087022940729500 2017-07-01 36.977602507384795 2017-08-01 36.953859830724100 2017-09-01 36.774079954181000 2017-10-01 36.925830748294800 2017-11-01 36.852935029228400 2017-12-01 36.800054200198900 2018-01-01 36.973399575151895 2018-02-01 36.960625658480900 2018-03-01 36.709031300730400 2018-04-01 37.103725803553400 2018-05-01 37.121503013509205 2018-06-01 37.063902020076796 2018-07-01 36.968415286124600 2018-08-01 36.857548845223400 2018-09-01 36.900868660439290 2018-10-01 36.632787510644100 2018-11-01 36.647988164947800 2018-12-01 36.531694806339500 2019-01-01 36.424480220384496 2019-02-01 36.398050913765500 2019-03-01 36.081300945739606 2019-04-01 36.394507982208000 2019-05-01 36.437067383972200 2019-06-01 36.439479144286400 2019-07-01 36.571350397055400 2019-08-01 36.461068746241004 2019-09-01 36.292493219675400 2019-10-01 36.349221610204395 2019-11-01 36.457032377542100 2019-12-01 36.043610735532900 2020-01-01 36.100921536118996 2020-02-01 35.954330084410400 2020-03-01 35.755863844449700 2020-04-01 35.288620752663500 2020-05-01 34.941345006208700 2020-06-01 34.788519109175300 2020-07-01 34.774745396833400 2020-08-01 34.966878058596390 2020-09-01 35.169186419550700 2020-10-01 35.658964309093705 2020-11-01 35.685763298796800 2020-12-01 35.736627271971900 2021-01-01 36.012198393394100 2021-02-01 36.130278713583710 2021-03-01 36.333935908563900 2021-04-01 36.477250958536400 2021-05-01 36.541793131839796 2021-06-01 36.611963581277706 2021-07-01 36.783842889361400 2021-08-01 36.766291806925100 2021-09-01 36.824312117961200 2021-10-01 36.968089009565200 2021-11-01 37.122764075445396 2021-12-01 37.324322711681496 2022-01-01 37.342205411907294 2022-02-01 37.534137984534500 2022-03-01 37.427518060738000 2022-04-01 38.263165596408100 2022-05-01 38.334042906598796 2022-06-01 38.403464332464000 2022-07-01 38.581018315735300 2022-08-01 38.766924795964400 2022-09-01 38.687750327931106 2022-10-01 38.469420839663100 2022-11-01 38.362484032076200 2022-12-01 38.110589855493394 2023-01-01 38.382326228418000 2023-02-01 38.251259205781295 2023-03-01 38.031382029651600 2023-04-01 37.745394567392800 2023-05-01 37.620331818423900 2023-06-01 37.485333156329600 2023-07-01 37.178511872302100 2023-08-01 36.963807476599400 2023-09-01 37.250313813908500 2023-10-01 36.877709347326395 2023-11-01 36.693954710762796 2023-12-01 36.705757194766200 2024-01-01 36.410153953057700 2024-02-01 36.268779879362300 2024-03-01 36.539512613265600 2024-04-01 36.632150552310600