Federal Reserve Economic Data

Table Data - All Employees: Information: Software Publishers in Colorado

Title All Employees: Information: Software Publishers in Colorado
Series ID SMU08000005051120001SA
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 3:36 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 2.9820258296973100
1990-02-01 3.0110722962513000
1990-03-01 3.0493556024940800
1990-04-01 3.1712173718961400
1990-05-01 3.0616527259514200
1990-06-01 3.2387324687237204
1990-07-01 3.2130679424500800
1990-08-01 3.2125515870295698
1990-09-01 3.2481764596617900
1990-10-01 3.2009943920176000
1990-11-01 3.1602526638697896
1990-12-01 3.1522745665572103
1991-01-01 3.1820454122808397
1991-02-01 3.2095817626129500
1991-03-01 3.2553432501404000
1991-04-01 3.1701855784563797
1991-05-01 3.1541922364990100
1991-06-01 3.1366285337877100
1991-07-01 3.3096820400976004
1991-08-01 3.2117475998025400
1991-09-01 3.2525214780531400
1991-10-01 3.3074116269241400
1991-11-01 3.3610233793294304
1991-12-01 3.3547905928189303
1992-01-01 3.3851046910176000
1992-02-01 3.4047531176218504
1992-03-01 3.5630718464151205
1992-04-01 3.4685315324304700
1992-05-01 3.5424828219466900
1992-06-01 3.6299618593443594
1992-07-01 3.7009078309911203
1992-08-01 3.9117198803703700
1992-09-01 3.8643211219783598
1992-10-01 4.0152603716298900
1992-11-01 4.0636457802474400
1992-12-01 4.2558743096077700
1993-01-01 4.2924432861643700
1993-02-01 4.3969113435796700
1993-03-01 4.4766465634936700
1993-04-01 4.7626704189016400
1993-05-01 4.8304347514055195
1993-06-01 4.9166277942670500
1993-07-01 4.9925328314628300
1993-08-01 5.1074919732646390
1993-09-01 5.2814119460269010
1993-10-01 5.3188444575879000
1993-11-01 5.5746824692366600
1993-12-01 5.5541864351099200
1994-01-01 5.8039244499825190
1994-02-01 5.8910474193808400
1994-03-01 5.9924689324955100
1994-04-01 6.0511868348045600
1994-05-01 6.2175410212447595
1994-06-01 6.2974321399582900
1994-07-01 6.4842558987574295
1994-08-01 6.6039379162080300
1994-09-01 6.6996452175999910
1994-10-01 6.8219187919857700
1994-11-01 6.9866305618007100
1994-12-01 7.1614500062629900
1995-01-01 7.3145756821860990
1995-02-01 7.4873664985747000
1995-03-01 7.5978667277978100
1995-04-01 7.7363588990549300
1995-05-01 7.7065863475597800
1995-06-01 7.9804639319125790
1995-07-01 8.0747516830887200
1995-08-01 8.1029233807759500
1995-09-01 8.2235532101682100
1995-10-01 8.3203951748792600
1995-11-01 8.4010393787424700
1995-12-01 8.5739820168302300
1996-01-01 8.5206943455003000
1996-02-01 8.6872745120570710
1996-03-01 8.6904540096267200
1996-04-01 8.9154148167616980
1996-05-01 8.9976141368804400
1996-06-01 9.1680216313135000
1996-07-01 9.2663633132817120
1996-08-01 9.5050129612503800
1996-09-01 9.6528691056984100
1996-10-01 9.8198143121569800
1996-11-01 9.9129877184614600
1996-12-01 10.0890655716129000
1997-01-01 10.3271586061707000
1997-02-01 10.1900923497898000
1997-03-01 10.3734311963064000
1997-04-01 10.4855882925952000
1997-05-01 10.6853847496152000
1997-06-01 10.8542334586125000
1997-07-01 10.9694583488571000
1997-08-01 11.1129639494518010
1997-09-01 11.3897651626816980
1997-10-01 11.3209381358664980
1997-11-01 11.4188573947986980
1997-12-01 11.4973025897378010
1998-01-01 11.9294376922626000
1998-02-01 11.9996808076527000
1998-03-01 12.2542677010563010
1998-04-01 12.3515827168479000
1998-05-01 12.5745686031898990
1998-06-01 12.7420106220654980
1998-07-01 13.0774371888937000
1998-08-01 13.2189975499298000
1998-09-01 13.5149052352924990
1998-10-01 13.8326232429818020
1998-11-01 14.1210179685592000
1998-12-01 14.3036444604449000
1999-01-01 14.6332704632081980
1999-02-01 15.0115862678734000
1999-03-01 14.9380516785465000
1999-04-01 15.1254962164794000
1999-05-01 15.2607588441430000
1999-06-01 15.4272991987504000
1999-07-01 15.6873729234093000
1999-08-01 15.9260869539590000
1999-09-01 16.0310043269713000
1999-10-01 16.2437206436529000
1999-11-01 16.4185291505669000
1999-12-01 16.7021434127510000
2000-01-01 16.7365526484622000
2000-02-01 17.2269681846600980
2000-03-01 17.5316791925993020
2000-04-01 17.9143866919991980
2000-05-01 18.2537327218175000
2000-06-01 18.4159439404812000
2000-07-01 18.3925609181432000
2000-08-01 18.5204221813078000
2000-09-01 18.7252416902333960
2000-10-01 19.0524671810272000
2000-11-01 19.3227330118608980
2000-12-01 19.3930658170615000
2001-01-01 19.4503803571260000
2001-02-01 19.4396887008173000
2001-03-01 19.4385051430384980
2001-04-01 19.3193321183112020
2001-05-01 19.0462286372604000
2001-06-01 18.8989056976118980
2001-07-01 18.7997013534754000
2001-08-01 18.6141940726821030
2001-09-01 18.4079201678809000
2001-10-01 17.9549631208840000
2001-11-01 17.7255793053188030
2001-12-01 17.4770378773242000
2002-01-01 17.2613771297546000
2002-02-01 17.0513867882478000
2002-03-01 16.8501828235120000
2002-04-01 16.7384624478799000
2002-05-01 16.7485458315991000
2002-06-01 16.5965899249381000
2002-07-01 16.3971497930890000
2002-08-01 16.2996285100936000
2002-09-01 16.1749156187125000
2002-10-01 16.1535164439895030
2002-11-01 16.0382585752940980
2002-12-01 15.9611637102712000
2003-01-01 15.8732303808871990
2003-02-01 15.7533368584723020
2003-03-01 15.7614044476844000
2003-04-01 15.6646740397087000
2003-05-01 15.6487504295143010
2003-06-01 15.6032538107294000
2003-07-01 15.6930135246485000
2003-08-01 15.5937209515719020
2003-09-01 15.5461773158851000
2003-10-01 15.4482665525906000
2003-11-01 15.3463536921837990
2003-12-01 15.1449174632212990
2004-01-01 15.1773974623229000
2004-02-01 15.1471593254313020
2004-03-01 15.0713522067409010
2004-04-01 14.9823519832133000
2004-05-01 14.9568574437521010
2004-06-01 14.9251134653854990
2004-07-01 14.7891389419320980
2004-08-01 14.6844198172659990
2004-09-01 14.6264936218108000
2004-10-01 14.5428047544277000
2004-11-01 14.5552174915759980
2004-12-01 14.5267755793255000
2005-01-01 14.5833972457116980
2005-02-01 14.4315749153285000
2005-03-01 13.9761574341602000
2005-04-01 13.9901094327374000
2005-05-01 13.9633188460971000
2005-06-01 13.9418046512945000
2005-07-01 13.9951649755776000
2005-08-01 13.9893080885974000
2005-09-01 14.0257234986344000
2005-10-01 14.0387109233042000
2005-11-01 13.9531585979491000
2005-12-01 14.0066253649613000
2006-01-01 13.9766128574158000
2006-02-01 14.1143371047874000
2006-03-01 13.9770380381291000
2006-04-01 13.8898148326475000
2006-05-01 13.8806357167096000
2006-06-01 13.7611606835146000
2006-07-01 13.8018703992008010
2006-08-01 13.7940858063220000
2006-09-01 13.8336163479948000
2006-10-01 13.7355384811749000
2006-11-01 13.7495507093484000
2006-12-01 13.6903717922690990
2007-01-01 13.6618725241036980
2007-02-01 13.6941589395476000
2007-03-01 13.6704185917145000
2007-04-01 13.7965833397128000
2007-05-01 13.7981462058002000
2007-06-01 13.8734846662495000
2007-07-01 13.9120882804535010
2007-08-01 14.0057695910606000
2007-09-01 13.9441984464194990
2007-10-01 14.1346934139715010
2007-11-01 13.8376806030138990
2007-12-01 13.9817432202403000
2008-01-01 13.8368889157555000
2008-02-01 13.8754279952526000
2008-03-01 13.8640610067030000
2008-04-01 13.8084545516670990
2008-05-01 13.7207522861233000
2008-06-01 13.5796128873340990
2008-07-01 13.4207686090510000
2008-08-01 13.2116439690586000
2008-09-01 13.1573313277868010
2008-10-01 13.1314773645554000
2008-11-01 13.0246904607593000
2008-12-01 12.9808464400424000
2009-01-01 12.9165697978345000
2009-02-01 12.7557342026953010
2009-03-01 12.6530070723416000
2009-04-01 12.7304988694621000
2009-05-01 12.5404240576159000
2009-06-01 12.3748139905943010
2009-07-01 12.5278827120181000
2009-08-01 12.5221223058978000
2009-09-01 12.4621782013319020
2009-10-01 12.4283734366688010
2009-11-01 12.4110255689655000
2009-12-01 12.3861431992102010
2010-01-01 12.3970829945195980
2010-02-01 12.3428720297009990
2010-03-01 12.3537088804251990
2010-04-01 12.2539881632786990
2010-05-01 12.2548645327426000
2010-06-01 12.2664476774671980
2010-07-01 12.3249870579390000
2010-08-01 12.3181704254341980
2010-09-01 12.4645583179678020
2010-10-01 12.4239529153871000
2010-11-01 12.5029439043603020
2010-12-01 12.4987520545961000
2011-01-01 12.5940495512409000
2011-02-01 12.6367581689318000
2011-03-01 12.6552333238393000
2011-04-01 12.6782930586147000
2011-05-01 12.6590543565864000
2011-06-01 12.6523319665306000
2011-07-01 12.6139985391480990
2011-08-01 12.6076704315196990
2011-09-01 12.5579878474484020
2011-10-01 12.6215887489073020
2011-11-01 12.6011135521261000
2011-12-01 12.6203011625280000
2012-01-01 12.6039253120199020
2012-02-01 12.6382003537547000
2012-03-01 12.6705056112580990
2012-04-01 12.4871094549945000
2012-05-01 12.4512075266188000
2012-06-01 12.4359061908346980
2012-07-01 12.2961766246329000
2012-08-01 12.2814315775284000
2012-09-01 12.3566962097565010
2012-10-01 12.3235314850960000
2012-11-01 12.3090795111438020
2012-12-01 12.3457530295954020
2013-01-01 12.2278629319264010
2013-02-01 12.1423301061691990
2013-03-01 12.0825919258240010
2013-04-01 12.0839368773860000
2013-05-01 12.1343737748452000
2013-06-01 12.1171562808606000
2013-07-01 12.1781222127232010
2013-08-01 12.1575251729511000
2013-09-01 12.0533745334519010
2013-10-01 12.0319366278448000
2013-11-01 12.0257232655068020
2013-12-01 11.9736754037146000
2014-01-01 11.9465636005983010
2014-02-01 11.9467232170762000
2014-03-01 11.9961664898215990
2014-04-01 11.9698317145150990
2014-05-01 12.0147311618688000
2014-06-01 12.1062023485921000
2014-07-01 12.2576669621134000
2014-08-01 12.1318555014392000
2014-09-01 12.1518707000225000
2014-10-01 12.2495894818526000
2014-11-01 12.2445612357812000
2014-12-01 12.3029431218744010
2015-01-01 12.3618846756975990
2015-02-01 12.4438945219884990
2015-03-01 12.4975439437560020
2015-04-01 12.6512280704564000
2015-05-01 12.7055173295023010
2015-06-01 12.6952639170935000
2015-07-01 12.7435748200363000
2015-08-01 12.8193505095021000
2015-09-01 12.9488537452920000
2015-10-01 12.8682831529726000
2015-11-01 12.9590015014261990
2015-12-01 13.0305453370712000
2016-01-01 13.0651230200971980
2016-02-01 13.0345844271518980
2016-03-01 13.2000100904545000
2016-04-01 13.3258834711680000
2016-05-01 13.3059861514775000
2016-06-01 13.2904528257310000
2016-07-01 13.3388654983325000
2016-08-01 13.4179741841646990
2016-09-01 13.4491973915296010
2016-10-01 13.4818517469873000
2016-11-01 13.5596614687711000
2016-12-01 13.6494282292376000
2017-01-01 13.7633255420369000
2017-02-01 13.8220106325771000
2017-03-01 13.8967932205551980
2017-04-01 13.9076707347549020
2017-05-01 14.0114353894046000
2017-06-01 14.0919394659657000
2017-07-01 14.2478386210017000
2017-08-01 14.3307699793111000
2017-09-01 14.4531651018155000
2017-10-01 14.4786328523736000
2017-11-01 14.5447608524115000
2017-12-01 14.6529708764529990
2018-01-01 14.7542807604623000
2018-02-01 14.9176960470411990
2018-03-01 14.9991480036148000
2018-04-01 15.0954684710228020
2018-05-01 15.1217445122846980
2018-06-01 15.3084305713685000
2018-07-01 15.4549785578378010
2018-08-01 15.3531721643829990
2018-09-01 15.3534830715695000
2018-10-01 15.3609641923279000
2018-11-01 15.4212698864904000
2018-12-01 15.4392833422933010
2019-01-01 15.5438933307401990
2019-02-01 15.7253423254731980
2019-03-01 15.6056490948866990
2019-04-01 15.7969880091467000
2019-05-01 15.8286057547846000
2019-06-01 16.0281152153534020
2019-07-01 16.0604057043882000
2019-08-01 16.1820219130703000
2019-09-01 16.2532753415051980
2019-10-01 16.3329688371927000
2019-11-01 16.4953358594285000
2019-12-01 16.5153212468366000
2020-01-01 16.6290962466650000
2020-02-01 16.7429154834634000
2020-03-01 16.8208762853224020
2020-04-01 16.8020937446756020
2020-05-01 16.9332410314190000
2020-06-01 16.8517431656229000
2020-07-01 16.8628303768890000
2020-08-01 17.0083130242695000
2020-09-01 17.0460652221715000
2020-10-01 17.3088404484337000
2020-11-01 17.3726011904208980
2020-12-01 17.5864774365318000
2021-01-01 17.5162915064989980
2021-02-01 17.6630787000498980
2021-03-01 17.8340411230442000
2021-04-01 18.0164535896426980
2021-05-01 18.0273832521359980
2021-06-01 18.1741928760150000
2021-07-01 18.4654092655543030
2021-08-01 18.5267632592817000
2021-09-01 18.7408095666266020
2021-10-01 18.7899979997909000
2021-11-01 18.7561046519178980
2021-12-01 18.8610952275928000
2022-01-01 18.8067552088258020
2022-02-01 18.6802979369778000
2022-03-01 18.6432448444582000
2022-04-01 18.6278485643733980
2022-05-01 18.7263658831103000
2022-06-01 19.2921952164470020
2022-07-01 19.2621947378411000
2022-08-01 19.1379128890656030
2022-09-01 19.1310486403658970
2022-10-01 19.0805812952850000
2022-11-01 19.3507840750563000
2022-12-01 19.1422210396928000

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