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 Boston-Cambridge-Newton, MA (NECTA Division) Series ID: SMU25716545051120001SA 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 3:18 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/SMU25716545051120001). 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 6.8902256539642310 1990-02-01 7.1173287923626200 1990-03-01 7.2856905959661790 1990-04-01 7.3050523002800590 1990-05-01 7.3513483281535100 1990-06-01 7.4372092317552605 1990-07-01 7.5614576742350590 1990-08-01 7.6436508035378000 1990-09-01 7.6628087026571000 1990-10-01 7.7243904116718210 1990-11-01 7.9128845873851400 1990-12-01 7.7952572193443395 1991-01-01 7.5880223580969700 1991-02-01 7.6213672993516095 1991-03-01 7.4866679917055190 1991-04-01 7.5024126455959290 1991-05-01 7.5505840431251910 1991-06-01 7.5320940372037900 1991-07-01 7.5648500426863400 1991-08-01 7.6403340357150900 1991-09-01 7.6581924825355605 1991-10-01 7.7314880911992100 1991-11-01 8.1230368167421900 1991-12-01 8.1994179157402410 1992-01-01 8.0823552439744010 1992-02-01 8.0270454914122000 1992-03-01 8.0878429124564000 1992-04-01 8.2056090069058510 1992-05-01 8.2493615341922590 1992-06-01 8.3260048318978000 1992-07-01 8.3650908582990200 1992-08-01 8.3267028255144500 1992-09-01 8.4462262911695200 1992-10-01 8.5424471503222200 1992-11-01 8.6353660052659300 1992-12-01 8.7089714965074900 1993-01-01 8.8846935655693300 1993-02-01 9.0451440716264100 1993-03-01 9.1876672566131000 1993-04-01 9.3064082156568000 1993-05-01 9.4512264924588810 1993-06-01 9.5107419663538100 1993-07-01 9.6603966268399620 1993-08-01 9.8021991019368000 1993-09-01 9.9284979523446600 1993-10-01 10.1535983655916000 1993-11-01 10.1431616815749000 1993-12-01 10.2088042269515000 1994-01-01 10.4084177902049000 1994-02-01 10.4705769910378000 1994-03-01 10.5784632824733010 1994-04-01 10.8155113387130000 1994-05-01 10.8530260306996990 1994-06-01 11.0929058228677000 1994-07-01 10.9504932917145990 1994-08-01 11.0736438231068990 1994-09-01 11.3058504899698010 1994-10-01 11.1627718537404020 1994-11-01 11.3417297865039010 1994-12-01 11.4162376767655990 1995-01-01 11.9567069386403020 1995-02-01 12.1037997919022000 1995-03-01 12.2631884581871980 1995-04-01 12.1267346927326000 1995-05-01 12.2690709257785000 1995-06-01 12.2773463114781000 1995-07-01 12.9216787330072000 1995-08-01 12.9346343495476980 1995-09-01 13.1818617450458000 1995-10-01 13.0667399432432000 1995-11-01 13.2216826908164010 1995-12-01 13.3087395446720010 1996-01-01 13.3189023219607000 1996-02-01 13.5251945151769990 1996-03-01 13.5432947727699000 1996-04-01 14.1713679580386990 1996-05-01 14.2968985946690000 1996-06-01 14.4770407419954000 1996-07-01 14.4848755513005000 1996-08-01 14.6045043930119000 1996-09-01 14.6502877008461000 1996-10-01 14.8610654894870000 1996-11-01 14.8770045973663000 1996-12-01 14.9986557049836000 1997-01-01 14.7814984380449000 1997-02-01 14.8464693890535000 1997-03-01 15.0304663417134000 1997-04-01 15.2123915829074000 1997-05-01 15.3329102548738000 1997-06-01 15.3920222661751980 1997-07-01 15.2381055698433020 1997-08-01 15.1930358022216990 1997-09-01 15.1303489601688010 1997-10-01 15.3542060974762000 1997-11-01 15.4429984008009010 1997-12-01 15.2964893788574000 1998-01-01 15.5213729284842000 1998-02-01 15.5487137535099010 1998-03-01 15.5212453492739000 1998-04-01 15.3374115678219010 1998-05-01 15.2524286998607000 1998-06-01 15.2064807165415000 1998-07-01 15.6125716885878990 1998-08-01 15.5937173452691000 1998-09-01 15.6126535347977000 1998-10-01 15.4451016122644000 1998-11-01 15.5325913299538990 1998-12-01 15.5994011366779000 1999-01-01 15.6282832633242000 1999-02-01 15.7415824089100000 1999-03-01 15.7168128240024000 1999-04-01 15.7429985700349000 1999-05-01 15.8787065675990020 1999-06-01 15.8167153606046980 1999-07-01 15.8011258256449000 1999-08-01 15.7918960237445000 1999-09-01 16.1017856112870000 1999-10-01 16.2455523551385000 1999-11-01 16.2486193138146000 1999-12-01 16.3978796922013000 2000-01-01 15.9153372439013000 2000-02-01 16.0276933975723000 2000-03-01 16.2195191050260980 2000-04-01 16.0335693525741970 2000-05-01 16.0804592400492000 2000-06-01 16.3079886158176000 2000-07-01 16.8115795211913000 2000-08-01 16.9899754858323000 2000-09-01 16.8886611489483000 2000-10-01 16.9392228788755970 2000-11-01 17.0807580334237000 2000-12-01 17.0898603346425980 2001-01-01 17.5182123556989000 2001-02-01 17.2341550132331000 2001-03-01 17.0255725679066000 2001-04-01 17.0173085586102000 2001-05-01 16.7790265220792000 2001-06-01 16.5919375442796000 2001-07-01 16.0395786357258000 2001-08-01 15.9166960507114010 2001-09-01 15.7089869682779000 2001-10-01 15.2311355979114000 2001-11-01 15.0353089197717000 2001-12-01 14.9996472533006000 2002-01-01 14.6654091120190000 2002-02-01 14.5157724482214000 2002-03-01 14.4391851254450980 2002-04-01 13.5432011505384000 2002-05-01 13.3197694522772000 2002-06-01 13.1731412321589990 2002-07-01 12.9883177587860000 2002-08-01 12.8704327593233020 2002-09-01 12.7382496013990000 2002-10-01 12.7291075137506980 2002-11-01 12.5754589183348010 2002-12-01 12.4141792050354010 2003-01-01 12.4307394091323020 2003-02-01 12.3031339789973000 2003-03-01 12.1383268462913010 2003-04-01 12.0039878924095010 2003-05-01 12.0950222156590980 2003-06-01 11.8668978346016000 2003-07-01 11.6033150963541980 2003-08-01 11.5962701750986010 2003-09-01 11.4584001827409000 2003-10-01 11.4278966965154000 2003-11-01 11.2976780809949990 2003-12-01 11.2288687905909010 2004-01-01 11.1019826780388000 2004-02-01 10.8859117729061980 2004-03-01 10.9378344722624020 2004-04-01 10.8871533146581000 2004-05-01 10.8770642774142000 2004-06-01 10.8662491142312000 2004-07-01 10.9050867416524000 2004-08-01 10.9140413195049000 2004-09-01 11.0714053655037000 2004-10-01 11.2286091681825000 2004-11-01 11.3046173744911000 2004-12-01 11.4323809934470010 2005-01-01 11.4968059447089000 2005-02-01 11.5823319676371010 2005-03-01 11.7347164615854000 2005-04-01 12.0920930568745000 2005-05-01 12.1863131368938010 2005-06-01 12.2701160610687000 2005-07-01 12.5769057818168000 2005-08-01 12.7073653383551000 2005-09-01 12.8865628281060010 2005-10-01 12.9292000460663000 2005-11-01 13.0001351908301000 2005-12-01 12.9362666548752000 2006-01-01 13.1888137688429000 2006-02-01 13.3744361755025000 2006-03-01 13.5365763801851990 2006-04-01 13.6050566607389000 2006-05-01 13.5956843869056990 2006-06-01 13.6788653587952000 2006-07-01 13.5539454852239980 2006-08-01 13.7085929018638000 2006-09-01 13.6978249385066000 2006-10-01 13.7498874239553000 2006-11-01 13.7937079842890000 2006-12-01 13.9412940794979000 2007-01-01 14.1766103300449020 2007-02-01 14.2586902205774000 2007-03-01 14.3384633748830980 2007-04-01 14.2995704116223000 2007-05-01 14.3963630044651990 2007-06-01 14.6767523203771000 2007-07-01 14.9393127700192000 2007-08-01 14.9094425522001010 2007-09-01 14.9192052016972000 2007-10-01 14.9650185895985000 2007-11-01 15.0892492436756990 2007-12-01 15.0602087254742010 2008-01-01 14.9458410651636980 2008-02-01 15.0390467077109000 2008-03-01 15.0494924883186980 2008-04-01 15.2089112804723000 2008-05-01 15.0930455505598000 2008-06-01 14.9679478261251990 2008-07-01 14.8347949356591000 2008-08-01 15.0099430031029000 2008-09-01 15.0335645875095980 2008-10-01 15.0750914505493000 2008-11-01 15.2884788580430020 2008-12-01 15.1823475096511000 2009-01-01 15.2317327493193000 2009-02-01 15.1329292967563000 2009-03-01 15.0755097792638020 2009-04-01 14.8970736312644000 2009-05-01 14.9764672478688000 2009-06-01 14.8503240006043010 2009-07-01 15.1257056406262000 2009-08-01 15.1993593123029990 2009-09-01 15.5403852234895000 2009-10-01 15.6795154822021980 2009-11-01 15.7925725366499000 2009-12-01 16.0029428321835000 2010-01-01 16.5327665874907000 2010-02-01 16.3475437368208000 2010-03-01 16.4159640753279000 2010-04-01 16.8048566043119000 2010-05-01 16.8626041517520000 2010-06-01 16.9221679341452000 2010-07-01 16.6909668751091000 2010-08-01 16.6713208971304000 2010-09-01 16.5251341166555000 2010-10-01 16.6840204041394000 2010-11-01 16.7045378235145000 2010-12-01 16.7178654033015980 2011-01-01 17.1645110900269020 2011-02-01 17.2787796114778020 2011-03-01 17.3529671648656000 2011-04-01 17.3872905084329000 2011-05-01 17.6469030063457000 2011-06-01 17.8790049639961000 2011-07-01 18.2628824209008980 2011-08-01 18.5258915419318020 2011-09-01 18.7169640387366020 2011-10-01 18.8932050844496000 2011-11-01 19.0215650569993000 2011-12-01 19.1322764659726020 2012-01-01 17.1950287566630000 2012-02-01 17.3001835151212000 2012-03-01 17.3634099994896000 2012-04-01 17.5801860145885000 2012-05-01 17.6435161773397000 2012-06-01 17.7539337118051000 2012-07-01 17.9547722562306000 2012-08-01 17.9029635628017000 2012-09-01 17.9060234777930000 2012-10-01 17.8080788629906980 2012-11-01 17.8278102285956020 2012-12-01 17.8225981604385000 2013-01-01 17.7367860110190000 2013-02-01 17.7181627444930000 2013-03-01 17.7677518855680000 2013-04-01 18.2648650291872000 2013-05-01 18.3558016250215000 2013-06-01 18.5359697353173020 2013-07-01 18.3419588986023960 2013-08-01 18.3717676325432000 2013-09-01 18.6127725042273000 2013-10-01 18.6266266300356980 2013-11-01 18.7266999707751000 2013-12-01 18.8137596804700000 2014-01-01 18.7627185411873970 2014-02-01 18.9252181601867000 2014-03-01 19.0677431051274980 2014-04-01 19.0638151842441030 2014-05-01 19.0711478170985020 2014-06-01 19.2350994496204000 2014-07-01 19.2300298355468970 2014-08-01 19.3516540213510000 2014-09-01 19.4193308986806020 2014-10-01 19.6430538635211000 2014-11-01 19.8268106908733000 2014-12-01 20.0007171093101020 2015-01-01 20.1675864540435000 2015-02-01 20.3166597163193000 2015-03-01 20.3620672607416000 2015-04-01 20.3702577799758020 2015-05-01 20.4013924832021020 2015-06-01 20.4347123472845000 2015-07-01 20.5188745467925000 2015-08-01 20.6310503968896980 2015-09-01 20.6410856125126970 2015-10-01 20.6588804222688000 2015-11-01 20.6250841622911030 2015-12-01 20.7034333284987000 2016-01-01 20.5294855701503030 2016-02-01 20.5800615925459000 2016-03-01 20.6452049871077000 2016-04-01 20.7863482139576980 2016-05-01 20.8283221003032000 2016-06-01 20.9573763907989000 2016-07-01 21.2201392725891000 2016-08-01 21.3225979160536030 2016-09-01 21.2606403939345000 2016-10-01 21.3677724934389000 2016-11-01 21.4245844488840000 2016-12-01 21.4092785838380000 2017-01-01 21.5872412193601980 2017-02-01 21.5376220852679000 2017-03-01 21.8338364902654970 2017-04-01 21.9950088075352000 2017-05-01 22.1680720021425000 2017-06-01 22.2896214412695000 2017-07-01 22.2276059205356020 2017-08-01 22.2146757446024000 2017-09-01 22.3698349484666000 2017-10-01 22.4651926785960000 2017-11-01 22.6218651357657000 2017-12-01 22.8330600401934020 2018-01-01 22.9420710313169000 2018-02-01 23.0064891653121000 2018-03-01 23.0208618843297000 2018-04-01 22.9914380597050000 2018-05-01 23.1904209672858000 2018-06-01 23.4291526140401030 2018-07-01 23.6406504574718000 2018-08-01 23.8077199892596000 2018-09-01 23.9719616509321970 2018-10-01 23.9447247075080000 2018-11-01 24.2239295734368000 2018-12-01 24.3533884714040000 2019-01-01 24.6150096404147000 2019-02-01 24.7942341757526030 2019-03-01 25.0049343819369980 2019-04-01 24.9807838103711040 2019-05-01 25.6247403341768030 2019-06-01 25.9628574881175000 2019-07-01 26.2459386783028030 2019-08-01 26.4825001724928000 2019-09-01 26.5616718310206040 2019-10-01 26.9146908380683000 2019-11-01 27.1237318906027000 2019-12-01 27.2830481281455000 2020-01-01 27.4126180155020000 2020-02-01 27.6120523363850020 2020-03-01 27.7968597977144000 2020-04-01 27.3690523525072000 2020-05-01 26.5312458036062000 2020-06-01 26.4833829425509960 2020-07-01 26.5598089456391000 2020-08-01 26.4814667713455020 2020-09-01 27.0481298495505000 2020-10-01 27.1788653768718000 2020-11-01 27.2255281193225000 2020-12-01 27.2908854297338980 2021-01-01 27.6403176995430000 2021-02-01 27.6436317755143970 2021-03-01 27.8862857478323040 2021-04-01 28.0469961403208000 2021-05-01 28.2428602852823000 2021-06-01 28.2917560431387000 2021-07-01 28.4511169374455000 2021-08-01 28.4518265440724000 2021-09-01 28.3229522441333970 2021-10-01 28.4480257780628950 2021-11-01 28.3266919324679980 2021-12-01 28.7100083336527020 2022-01-01 28.3733371187550030 2022-02-01 28.4873462054393000 2022-03-01 28.7899395251911980 2022-04-01 29.0377410820753000 2022-05-01 29.2359548100706020 2022-06-01 29.7811845042872000 2022-07-01 29.6312433138905000 2022-08-01 29.8302214306043000 2022-09-01 30.0097842220946020 2022-10-01 30.0300605136571970 2022-11-01 30.2358696902291000 2022-12-01 30.3202908223061980