Title: All Employees: Professional and Business Services: Administrative and Support and Waste Management and Remediation Services in Miami-Miami Beach-Kendall, FL (MD) Series ID: SMU12331246056000001SA 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 2023-04-01 Last Updated: 2023-05-20 3:57 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/SMU12331246056000001). 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 4.5741550628388490 1990-02-01 4.9158923038177400 1990-03-01 5.3047536448557200 1990-04-01 4.7540270492362190 1990-05-01 4.5863310283676295 1990-06-01 5.4395711357590700 1990-07-01 6.0167392329622810 1990-08-01 6.1485849059525990 1990-09-01 6.1765622657028800 1990-10-01 5.9678002578814610 1990-11-01 6.7065213430297400 1990-12-01 6.3357630703555500 1991-01-01 5.1353122623658205 1991-02-01 5.1184775662825090 1991-03-01 4.9757549330833400 1991-04-01 5.6496452013778900 1991-05-01 6.2833501240744810 1991-06-01 6.0935798213602490 1991-07-01 7.0682638594853096 1991-08-01 7.1646353031536510 1991-09-01 6.6838289212082600 1991-10-01 6.7342432228914000 1991-11-01 6.8558669030735490 1991-12-01 7.2912771204958600 1992-01-01 8.9045817956738800 1992-02-01 9.2348700143528900 1992-03-01 9.2525197658359190 1992-04-01 9.3787881088011100 1992-05-01 9.5769223625685700 1992-06-01 10.3273509427579010 1992-07-01 9.8484842714795500 1992-08-01 10.2359504760076980 1992-09-01 11.3694537477877000 1992-10-01 12.0252121879730980 1992-11-01 11.8800649765074020 1992-12-01 12.4113916417845010 1993-01-01 13.3497882194955000 1993-02-01 13.3891280152555000 1993-03-01 13.5951751271335010 1993-04-01 14.7943402266656000 1993-05-01 14.8025248854348010 1993-06-01 14.6810793004862000 1993-07-01 14.3026520297554000 1993-08-01 13.4674540394718000 1993-09-01 14.5815968154430010 1993-10-01 14.5491481758672000 1993-11-01 14.7428763604293010 1993-12-01 14.9920351324157000 1994-01-01 15.4668037451417000 1994-02-01 16.4569833922458000 1994-03-01 15.7483050473498000 1994-04-01 15.7495401453039000 1994-05-01 15.9970011761938000 1994-06-01 16.5109975991108000 1994-07-01 16.8740503149180970 1994-08-01 16.2496556135831000 1994-09-01 17.2069561919142000 1994-10-01 20.4017826456499000 1994-11-01 20.1043516141789000 1994-12-01 20.7542226752938000 1995-01-01 23.3395068114717000 1995-02-01 22.4332190129257000 1995-03-01 22.8154314225284020 1995-04-01 23.0090568577851000 1995-05-01 22.6459054665757980 1995-06-01 23.6667081328375000 1995-07-01 24.8118624813230000 1995-08-01 25.9341102778327970 1995-09-01 25.3943363924018000 1995-10-01 26.1276538684727000 1995-11-01 28.0019555458206040 1995-12-01 27.1435246490356970 1996-01-01 27.3166920678696030 1996-02-01 28.0080957022739000 1996-03-01 28.4759523489810000 1996-04-01 28.5531577307028960 1996-05-01 29.1789311220701040 1996-06-01 29.1722678504886020 1996-07-01 30.6509494796575020 1996-08-01 31.1491349049486960 1996-09-01 31.5525560445779970 1996-10-01 32.0501717486688000 1996-11-01 32.1474514737271000 1996-12-01 31.9176848042205000 1997-01-01 31.7773627031858000 1997-02-01 32.0761286106921000 1997-03-01 33.3702282967913960 1997-04-01 32.8663892687922000 1997-05-01 33.7454372011353000 1997-06-01 34.5289736000885000 1997-07-01 35.6932125472222950 1997-08-01 35.5866603558381060 1997-09-01 36.9733200191064950 1997-10-01 36.4791397139040000 1997-11-01 36.9164746684489000 1997-12-01 37.2487334942725000 1998-01-01 34.8502160274944000 1998-02-01 35.6977814028003950 1998-03-01 35.5665082789225000 1998-04-01 37.4190455954486000 1998-05-01 37.9371718673949000 1998-06-01 38.6437296705662000 1998-07-01 37.6060176394778000 1998-08-01 38.3403712629704000 1998-09-01 38.6824916622132000 1998-10-01 38.9374375024069000 1998-11-01 39.4856886475378000 1998-12-01 40.3668575127260000 1999-01-01 40.2677319803869000 1999-02-01 41.6960778281482050 1999-03-01 42.0529480049722900 1999-04-01 44.9756639767406000 1999-05-01 44.9574304560048000 1999-06-01 45.1874052181952950 1999-07-01 45.3212335952022940 1999-08-01 45.7543859213749040 1999-09-01 45.8959851541346000 1999-10-01 47.6695088420485000 1999-11-01 47.9541885196434000 1999-12-01 48.9140829111989960 2000-01-01 49.3858480945141000 2000-02-01 49.2634239909993000 2000-03-01 49.9286580033813900 2000-04-01 51.2264826812463000 2000-05-01 51.5668940742617040 2000-06-01 52.3101537953610000 2000-07-01 53.1335317216151100 2000-08-01 54.3133462867540000 2000-09-01 55.8435857744232960 2000-10-01 55.1010032073152100 2000-11-01 57.3570351696697100 2000-12-01 57.6639406204562000 2001-01-01 60.6179998413146000 2001-02-01 60.8835910092924950 2001-03-01 61.0210658665139900 2001-04-01 59.6580653625657900 2001-05-01 60.0255522583431040 2001-06-01 61.4239766761158000 2001-07-01 62.3155355761450000 2001-08-01 63.1770018238326000 2001-09-01 63.7859618378278000 2001-10-01 63.1229109523252000 2001-11-01 63.3330152984377000 2001-12-01 62.5074845649642000 2002-01-01 64.5257494319193000 2002-02-01 64.5086037306392000 2002-03-01 64.1379136683174000 2002-04-01 63.0099133444442900 2002-05-01 63.7394389767793000 2002-06-01 63.5140847291275960 2002-07-01 61.9199435979546000 2002-08-01 61.1080370826641000 2002-09-01 59.7557020457657000 2002-10-01 58.3428494601849000 2002-11-01 57.7908677875392060 2002-12-01 57.4199757612461000 2003-01-01 56.6510543723472960 2003-02-01 57.5344714182826100 2003-03-01 58.3561962531567960 2003-04-01 56.9966135211682000 2003-05-01 56.1258439132461000 2003-06-01 55.6187762401181000 2003-07-01 55.6116751940540000 2003-08-01 55.3426929469938900 2003-09-01 55.2495522728986000 2003-10-01 57.8135687186559900 2003-11-01 58.2110778899095000 2003-12-01 58.7331765252177100 2004-01-01 58.9964694514886000 2004-02-01 58.7858967129047000 2004-03-01 59.3351199504127960 2004-04-01 61.2945587311327100 2004-05-01 61.4242260644673000 2004-06-01 62.1265754549800000 2004-07-01 64.1776796363182900 2004-08-01 63.4336691304175000 2004-09-01 62.6197686387820000 2004-10-01 65.5015299427884000 2004-11-01 65.9934393030153000 2004-12-01 66.8313759431790000 2005-01-01 66.9115683094081000 2005-02-01 67.8786000843007000 2005-03-01 67.8814844329836000 2005-04-01 69.0455482265425100 2005-05-01 69.5542558351581000 2005-06-01 69.1708478157771100 2005-07-01 70.4331336764936000 2005-08-01 71.1379430351266000 2005-09-01 71.6429877520794900 2005-10-01 71.0075281785237000 2005-11-01 71.7753827280939200 2005-12-01 71.4659394897183000 2006-01-01 72.0496073145913000 2006-02-01 71.2829157151712000 2006-03-01 72.6171565514008000 2006-04-01 71.4241565401267000 2006-05-01 72.5672926688212000 2006-06-01 73.1754203766115000 2006-07-01 73.4519724379051000 2006-08-01 73.7870023187545000 2006-09-01 73.7316406790272100 2006-10-01 73.4475006354412900 2006-11-01 72.8466138250325000 2006-12-01 73.2637079885112000 2007-01-01 72.9198213069909100 2007-02-01 72.8594192436113000 2007-03-01 72.6428973925093000 2007-04-01 70.7060915733420900 2007-05-01 70.8120257743033000 2007-06-01 70.2588001510960000 2007-07-01 68.4167638229083000 2007-08-01 67.3924738832152900 2007-09-01 67.1675321166626000 2007-10-01 66.5973036132615000 2007-11-01 65.9370488859605900 2007-12-01 65.2514042345380000 2008-01-01 64.9183625163452100 2008-02-01 64.8431156249180000 2008-03-01 64.2836788416555000 2008-04-01 64.8725787696273000 2008-05-01 64.2886936608216000 2008-06-01 63.6670383799522950 2008-07-01 62.2348140306271000 2008-08-01 62.5748778957842050 2008-09-01 61.3257723489802940 2008-10-01 60.7093567599170000 2008-11-01 60.0061695634567940 2008-12-01 59.7335496641863000 2009-01-01 57.7974371333764000 2009-02-01 57.0404631429364000 2009-03-01 54.9688877608439000 2009-04-01 55.3615939534876060 2009-05-01 55.0536944625783000 2009-06-01 55.5705492822101000 2009-07-01 55.5167450510105000 2009-08-01 55.4647283759684000 2009-09-01 55.4292205148788000 2009-10-01 55.4754806460545000 2009-11-01 55.5379658424104000 2009-12-01 55.8171027383717100 2010-01-01 56.1967707895106000 2010-02-01 56.1196255480595950 2010-03-01 56.1807350406495000 2010-04-01 55.7384877276006100 2010-05-01 54.9974052710112960 2010-06-01 55.7152925471789000 2010-07-01 56.7288542725150000 2010-08-01 56.8563126950317000 2010-09-01 56.8859763980217960 2010-10-01 57.1139163449869000 2010-11-01 57.5435083551739050 2010-12-01 57.8356435394154000 2011-01-01 58.1043699453142040 2011-02-01 58.1484666239267100 2011-03-01 57.8013427537059000 2011-04-01 59.6870092037007040 2011-05-01 59.2801756437205040 2011-06-01 59.8983661680310000 2011-07-01 59.9121390509080000 2011-08-01 59.5118760407487950 2011-09-01 60.2429844845818000 2011-10-01 59.5857533417922000 2011-11-01 59.7084566553839000 2011-12-01 60.4710415869165060 2012-01-01 60.4588651238546000 2012-02-01 61.1083097433463000 2012-03-01 62.0507527311712900 2012-04-01 62.2589564306357000 2012-05-01 62.6078491644592960 2012-06-01 62.8893889605755000 2012-07-01 63.8987542753352100 2012-08-01 64.0941535746722000 2012-09-01 64.5272069290902000 2012-10-01 65.7394347554277100 2012-11-01 66.4581279580523000 2012-12-01 66.5232662119864000 2013-01-01 67.8096335063666100 2013-02-01 68.2305060865713000 2013-03-01 68.3766458465362900 2013-04-01 68.1826585866854900 2013-05-01 68.3023709486721000 2013-06-01 68.5544178614178900 2013-07-01 68.6264804757997100 2013-08-01 69.0023979776602100 2013-09-01 68.6458208754296000 2013-10-01 68.6971454743014000 2013-11-01 68.3425968736987000 2013-12-01 68.4231775894931900 2014-01-01 68.4506285444766000 2014-02-01 69.1815612289655000 2014-03-01 69.3405399432412100 2014-04-01 70.6758854090686000 2014-05-01 71.1204491312619900 2014-06-01 70.8727953693005000 2014-07-01 71.7096912288626000 2014-08-01 72.5695440987827000 2014-09-01 73.2354561838997100 2014-10-01 74.0627915393051000 2014-11-01 74.2653776713465000 2014-12-01 74.5416757363133000 2015-01-01 74.1971685460988000 2015-02-01 74.6568622364945000 2015-03-01 75.1131036428842100 2015-04-01 74.8547254436420000 2015-05-01 75.7739280555637000 2015-06-01 75.6129061227691000 2015-07-01 75.7767926335045800 2015-08-01 75.9933500495556000 2015-09-01 77.0571462691844100 2015-10-01 77.4025420096017000 2015-11-01 78.0401575128067000 2015-12-01 79.4822652754211000 2016-01-01 79.7312225331089900 2016-02-01 79.1826416697577000 2016-03-01 79.7125979287090000 2016-04-01 80.4784064664306000 2016-05-01 80.4775116231240900 2016-06-01 80.6699398745449100 2016-07-01 81.2979946877507000 2016-08-01 82.4444448042114000 2016-09-01 82.4141333923611000 2016-10-01 83.0437113783941000 2016-11-01 83.2802204712232000 2016-12-01 82.7276579208336000 2017-01-01 83.1861708182067000 2017-02-01 82.8497356390219000 2017-03-01 82.6459271359566000 2017-04-01 82.7477015222377000 2017-05-01 83.1459001117365000 2017-06-01 83.8698523822836000 2017-07-01 84.3089509342677000 2017-08-01 82.9971642191040100 2017-09-01 80.4928669792595000 2017-10-01 82.4792155103064000 2017-11-01 83.6333201102652000 2017-12-01 84.7541862115817100 2018-01-01 84.1120754024724100 2018-02-01 84.3242679299308000 2018-03-01 84.8821086024319100 2018-04-01 85.2954153297059000 2018-05-01 85.4082598942149100 2018-06-01 85.8366143903303000 2018-07-01 84.9110274762155000 2018-08-01 84.5297801490471000 2018-09-01 83.8407494795960000 2018-10-01 84.0180937457931000 2018-11-01 83.8262025904594000 2018-12-01 82.3354992241757900 2019-01-01 82.7025703282895000 2019-02-01 83.4147574032256900 2019-03-01 83.2597870875964100 2019-04-01 82.7597582245997100 2019-05-01 82.4234684074180000 2019-06-01 82.3983265202598000 2019-07-01 82.9249167578666000 2019-08-01 82.8644857400702000 2019-09-01 82.9079331077544000 2019-10-01 82.5246215746799100 2019-11-01 82.2559036813302100 2019-12-01 82.3258079993044000 2020-01-01 83.1839803630374000 2020-02-01 83.3682604529258000 2020-03-01 82.1434278976230000 2020-04-01 66.9955520998891000 2020-05-01 69.7465627639696000 2020-06-01 72.3225262842869100 2020-07-01 72.9850180512221000 2020-08-01 73.8212351096516000 2020-09-01 74.4684062969948000 2020-10-01 74.9558612840045000 2020-11-01 75.2908205988946000 2020-12-01 75.7980618291690000 2021-01-01 75.0163986111614000 2021-02-01 75.1301604047565000 2021-03-01 76.2025528011934000 2021-04-01 77.0956483506649000 2021-05-01 77.5392009105235000 2021-06-01 77.7660723097582000 2021-07-01 78.8587459456427000 2021-08-01 79.5909974278760900 2021-09-01 80.7747493866247000 2021-10-01 82.1970023420689100 2021-11-01 82.7380616179050900 2021-12-01 82.6487501570260900 2022-01-01 85.7421605684737100 2022-02-01 86.8458364419585000 2022-03-01 88.1586103080247000 2022-04-01 86.9906720886000100 2022-05-01 87.0943019077250000 2022-06-01 86.8620392360764100 2022-07-01 86.7810395682760000 2022-08-01 86.8550499753144000 2022-09-01 87.3058572857972900 2022-10-01 87.3577089793877100 2022-11-01 87.7223687277034000 2022-12-01 88.4546343325175100 2023-01-01 88.1438453655702000 2023-02-01 88.0801048469500900 2023-03-01 88.5451179418102000 2023-04-01 88.9198995135696000