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: Information: Software Publishers in Massachusetts Series ID: SMU25000005051120001SA 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 2022-12-01 Last Updated: 2023-01-25 3:19 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 (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/SMU25000005051120001). 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 9.227630460054670 1990-02-01 9.410188916772858 1990-03-01 9.596136835432821 1990-04-01 9.754682804037410 1990-05-01 9.934049770438260 1990-06-01 9.802842064767350 1990-07-01 9.832207216015439 1990-08-01 9.898362448847130 1990-09-01 10.028467568988098 1990-10-01 10.075886936280000 1990-11-01 10.196282028895900 1990-12-01 10.136315012029302 1991-01-01 9.637727481759900 1991-02-01 9.715911860690039 1991-03-01 9.704133936850830 1991-04-01 9.550466082990740 1991-05-01 9.632785671005770 1991-06-01 9.596186251515450 1991-07-01 9.514458151614020 1991-08-01 9.584618056439270 1991-09-01 9.624080806307110 1991-10-01 9.683110060409211 1991-11-01 9.910244660190720 1991-12-01 10.051738336814500 1992-01-01 10.251609315757900 1992-02-01 10.327322950530501 1992-03-01 10.406822060779500 1992-04-01 10.541077885833000 1992-05-01 10.536340339975200 1992-06-01 10.683097888251900 1992-07-01 10.674534144000100 1992-08-01 10.653428546558300 1992-09-01 10.819717099260302 1992-10-01 11.000555501127698 1992-11-01 11.037483538660199 1992-12-01 11.179067905513100 1993-01-01 11.275657613854900 1993-02-01 11.442642650470100 1993-03-01 11.513956967279801 1993-04-01 11.619833460445800 1993-05-01 11.734336386511100 1993-06-01 11.855475554688500 1993-07-01 12.230101565742302 1993-08-01 12.420353152903900 1993-09-01 12.617088103897900 1993-10-01 13.617705342181099 1993-11-01 14.672490939868501 1993-12-01 14.817328134937000 1994-01-01 14.906929682756800 1994-02-01 15.058784267193800 1994-03-01 15.207500594986902 1994-04-01 15.506338125220699 1994-05-01 15.724541178159600 1994-06-01 15.825465532182700 1994-07-01 15.886364730588800 1994-08-01 15.979538742515200 1994-09-01 16.315483619236698 1994-10-01 16.241195940156500 1994-11-01 16.407762535379700 1994-12-01 16.660496644381900 1995-01-01 17.140578005020200 1995-02-01 17.273233236510600 1995-03-01 17.592606881415900 1995-04-01 17.700699908618000 1995-05-01 17.803311463926700 1995-06-01 17.990517534673103 1995-07-01 18.457245179088300 1995-08-01 18.649073965358802 1995-09-01 18.809439087642100 1995-10-01 18.966669923179300 1995-11-01 19.137046685886800 1995-12-01 19.600953142465700 1996-01-01 19.372834141314602 1996-02-01 19.580253007346500 1996-03-01 19.665474188412400 1996-04-01 20.110982357780102 1996-05-01 20.280927558690000 1996-06-01 20.560556574886600 1996-07-01 20.632316649133198 1996-08-01 20.820033959126200 1996-09-01 20.911513899893800 1996-10-01 21.499155667028000 1996-11-01 21.659615547984400 1996-12-01 21.820146787113103 1997-01-01 22.002775808025397 1997-02-01 22.178162796704502 1997-03-01 22.444310229955896 1997-04-01 22.523027346543103 1997-05-01 22.764758121255700 1997-06-01 22.825143134242100 1997-07-01 22.819691567699000 1997-08-01 23.014305486732898 1997-09-01 23.019770176081300 1997-10-01 23.125318272939200 1997-11-01 23.169337658252395 1997-12-01 23.216755360404300 1998-01-01 23.530338288055898 1998-02-01 23.569245987908698 1998-03-01 23.721575065839897 1998-04-01 23.530758660626397 1998-05-01 23.557852191199900 1998-06-01 23.407994557381897 1998-07-01 23.916932650120696 1998-08-01 24.021044948658500 1998-09-01 24.239787882973200 1998-10-01 24.135229647743500 1998-11-01 24.272487569856500 1998-12-01 24.290776998454200 1999-01-01 23.649112675133100 1999-02-01 23.853871636761800 1999-03-01 23.802749808036800 1999-04-01 24.127734592579102 1999-05-01 24.366634519441000 1999-06-01 24.509725626453300 1999-07-01 24.628466357037603 1999-08-01 24.651284804157000 1999-09-01 24.555273751592804 1999-10-01 24.624997939204900 1999-11-01 24.759004058854103 1999-12-01 25.059275268517798 2000-01-01 24.354753803512896 2000-02-01 24.537453919999700 2000-03-01 24.790437212554604 2000-04-01 25.018169457484700 2000-05-01 25.379165450367800 2000-06-01 25.733986736988800 2000-07-01 26.846766990965300 2000-08-01 26.988597645036602 2000-09-01 27.176253397130900 2000-10-01 27.095271066521600 2000-11-01 27.442137123009100 2000-12-01 27.417051176183700 2001-01-01 27.248639074671400 2001-02-01 27.129603726131002 2001-03-01 26.986431572926197 2001-04-01 26.807535386343400 2001-05-01 26.391421246616698 2001-06-01 26.061965382325300 2001-07-01 25.473491868382200 2001-08-01 25.437460149026500 2001-09-01 25.087157782408600 2001-10-01 24.857238955980602 2001-11-01 24.412220069841600 2001-12-01 24.285641544315800 2002-01-01 23.736333504536600 2002-02-01 23.531195117787398 2002-03-01 23.391238971178100 2002-04-01 22.901401693141900 2002-05-01 22.488485650995496 2002-06-01 22.186366044008302 2002-07-01 22.100785003645000 2002-08-01 21.973409226064300 2002-09-01 21.900193023645300 2002-10-01 21.815153480305400 2002-11-01 21.695902449858398 2002-12-01 21.466458567045000 2003-01-01 21.517818077354498 2003-02-01 21.338660696736000 2003-03-01 21.198580574285103 2003-04-01 21.001840970504700 2003-05-01 21.088494772332800 2003-06-01 20.804377029892603 2003-07-01 20.518252204191100 2003-08-01 20.587005204300300 2003-09-01 20.496837192006500 2003-10-01 20.389835808079200 2003-11-01 20.283779807205600 2003-12-01 20.264101017903200 2004-01-01 20.100377523626500 2004-02-01 19.948497868958900 2004-03-01 20.019785627004303 2004-04-01 20.012830048944398 2004-05-01 20.081273948992000 2004-06-01 20.111721859599100 2004-07-01 20.218656863045100 2004-08-01 20.272404426804800 2004-09-01 20.497380816697900 2004-10-01 20.578263258363602 2004-11-01 20.782038421907900 2004-12-01 20.858094012603700 2005-01-01 20.988375666041602 2005-02-01 21.168416719778800 2005-03-01 21.241952576628197 2005-04-01 21.629530269039800 2005-05-01 21.581448780635700 2005-06-01 21.609045850760303 2005-07-01 21.514941697599300 2005-08-01 21.444635186759200 2005-09-01 21.385574047192897 2005-10-01 21.581973238087002 2005-11-01 21.481520515265302 2005-12-01 21.555855648260200 2006-01-01 21.675653198477500 2006-02-01 21.783263726885700 2006-03-01 21.860892763828897 2006-04-01 21.947869223073603 2006-05-01 21.883736625297400 2006-06-01 22.011949601446800 2006-07-01 22.110330723948700 2006-08-01 22.321161667220697 2006-09-01 22.375673781557698 2006-10-01 22.379451770093100 2006-11-01 22.485667166556503 2006-12-01 22.651993437292000 2007-01-01 22.763567160573896 2007-02-01 22.885788389504000 2007-03-01 22.975916156126200 2007-04-01 23.060057579699300 2007-05-01 23.197099751173300 2007-06-01 23.319784391949600 2007-07-01 23.510066674407398 2007-08-01 23.606922023157100 2007-09-01 23.459229293880600 2007-10-01 23.675049403376900 2007-11-01 23.792556253257800 2007-12-01 23.851247797954800 2008-01-01 23.544082216543200 2008-02-01 23.579434156955198 2008-03-01 23.688585520235897 2008-04-01 23.774743568975502 2008-05-01 23.913618168960298 2008-06-01 24.034591925453896 2008-07-01 23.998860218253398 2008-08-01 24.104710755720898 2008-09-01 24.143194773119003 2008-10-01 23.766259036432400 2008-11-01 23.891596611815800 2008-12-01 23.843624121245700 2009-01-01 23.838107674978600 2009-02-01 23.683252916679500 2009-03-01 23.609356112168100 2009-04-01 23.380176284102802 2009-05-01 23.331414883729600 2009-06-01 23.139538472510300 2009-07-01 23.176846572543997 2009-08-01 23.200922010049800 2009-09-01 23.425846755489100 2009-10-01 23.565418011263100 2009-11-01 23.689656713446304 2009-12-01 23.738926849962503 2010-01-01 24.245265268441500 2010-02-01 24.292090236452196 2010-03-01 24.334297385171500 2010-04-01 24.482428358294800 2010-05-01 24.540103763343200 2010-06-01 24.530609367476398 2010-07-01 24.445353889084203 2010-08-01 24.397816925793500 2010-09-01 24.318416702542100 2010-10-01 24.564685100429300 2010-11-01 24.583648956964197 2010-12-01 24.637281072697803 2011-01-01 25.073532324049200 2011-02-01 25.207039801128000 2011-03-01 25.359906334656900 2011-04-01 25.477464374498700 2011-05-01 25.550664323176800 2011-06-01 25.797989834900400 2011-07-01 26.110562881834504 2011-08-01 26.274771211527800 2011-09-01 26.518540152390102 2011-10-01 26.581204206295700 2011-11-01 26.690874600100397 2011-12-01 26.741231555004397 2012-01-01 26.602041454536700 2012-02-01 26.727060177717800 2012-03-01 26.771738041622896 2012-04-01 26.975967635200500 2012-05-01 27.063760792814197 2012-06-01 27.149882043069000 2012-07-01 27.377715528923698 2012-08-01 27.438637590104500 2012-09-01 27.425678973770300 2012-10-01 27.400888909527602 2012-11-01 27.501535495925600 2012-12-01 27.448354684447400 2013-01-01 27.337004276564002 2013-02-01 27.455464524639800 2013-03-01 27.478531805959100 2013-04-01 27.573024211415500 2013-05-01 27.774184084500497 2013-06-01 27.893509079339104 2013-07-01 27.544360225866300 2013-08-01 27.586326467323698 2013-09-01 27.737934382447200 2013-10-01 27.929312838341303 2013-11-01 28.024719335479897 2013-12-01 28.068503696391396 2014-01-01 28.060103545260800 2014-02-01 28.181420414874800 2014-03-01 28.278419233798700 2014-04-01 28.271845492996697 2014-05-01 28.271114959863800 2014-06-01 28.438057316596400 2014-07-01 28.520347988251600 2014-08-01 28.645351531790700 2014-09-01 28.751029392871597 2014-10-01 28.750538568069500 2014-11-01 28.950397614937000 2014-12-01 28.994473846277700 2015-01-01 29.575767620593200 2015-02-01 29.892594891540700 2015-03-01 29.878006678911400 2015-04-01 29.873843148236900 2015-05-01 29.867641031656103 2015-06-01 29.996062812973598 2015-07-01 29.894668172991100 2015-08-01 30.011254473497100 2015-09-01 29.963960519544898 2015-10-01 30.070726394979600 2015-11-01 29.975874316266400 2015-12-01 30.030204210020000 2016-01-01 29.968061420250200 2016-02-01 29.987125283942397 2016-03-01 30.078137458866000 2016-04-01 30.282298505081897 2016-05-01 30.269707347472100 2016-06-01 30.375654106910500 2016-07-01 30.773420346787702 2016-08-01 30.985680405737800 2016-09-01 30.775018588207500 2016-10-01 30.875946366015896 2016-11-01 30.985873138765200 2016-12-01 31.066465521590300 2017-01-01 31.159277203821997 2017-02-01 31.269071371348100 2017-03-01 31.477874427147697 2017-04-01 31.798598382817396 2017-05-01 31.971883064669700 2017-06-01 32.089838367140800 2017-07-01 32.045865963109500 2017-08-01 32.069517726398900 2017-09-01 32.179093830738300 2017-10-01 32.166290475141900 2017-11-01 32.281259245168800 2017-12-01 32.409931844020600 2018-01-01 32.448767655582100 2018-02-01 32.548769519275600 2018-03-01 32.584792787312500 2018-04-01 32.609730457352400 2018-05-01 32.770734466229900 2018-06-01 32.920419741756895 2018-07-01 33.021852948366400 2018-08-01 33.161544599216500 2018-09-01 33.378040320422900 2018-10-01 33.336486431009400 2018-11-01 33.774286239057200 2018-12-01 33.946863555567000 2019-01-01 34.250686613401300 2019-02-01 34.438259185573700 2019-03-01 34.587839595732500 2019-04-01 34.517566557132200 2019-05-01 35.070093066964400 2019-06-01 35.455086276681100 2019-07-01 35.803318439524800 2019-08-01 36.155117312838100 2019-09-01 36.257628768338500 2019-10-01 36.502922362153300 2019-11-01 36.771173842334600 2019-12-01 36.880712039983390 2020-01-01 37.059619280024900 2020-02-01 37.246840448813710 2020-03-01 37.297152018257500 2020-04-01 37.113833600557896 2020-05-01 36.072822340019500 2020-06-01 35.874607562286100 2020-07-01 35.891228410723600 2020-08-01 35.837752680399000 2020-09-01 36.033362710776200 2020-10-01 36.272496912619400 2020-11-01 36.374207947046100 2020-12-01 36.501392911677100 2021-01-01 36.983115450958100 2021-02-01 36.969554145664894 2021-03-01 37.103679485733710 2021-04-01 37.407918858080200 2021-05-01 37.467931037925600 2021-06-01 37.583653542818600 2021-07-01 37.883962264794896 2021-08-01 37.925121283722300 2021-09-01 37.902066684092900 2021-10-01 38.049047993325900 2021-11-01 37.978717556190500 2021-12-01 38.415884996618200 2022-01-01 38.108331500613396 2022-02-01 38.299258963426794 2022-03-01 38.618546640314500 2022-04-01 39.194885473000900 2022-05-01 39.062606883634000 2022-06-01 39.779076213824700 2022-07-01 39.676792797601800 2022-08-01 40.012888945227000 2022-09-01 40.379189274419105 2022-10-01 40.439637862364300 2022-11-01 40.688109739350790 2022-12-01 40.819274901891300