Table Data - All Employees: Information: Software Publishers in Massachusetts
| 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. 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 | 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 |
