Title: All Employees: Professional and Business Services in Miami-Miami Beach-Kendall, FL (MD) Series ID: SMU12331246000000001SA 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 2023-02-01 Last Updated: 2023-03-25 3:15 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/SMU12331246000000001). 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 52.235040976335500 1990-02-01 52.483741082912296 1990-03-01 52.641080557535496 1990-04-01 51.769387342533900 1990-05-01 51.667429214750100 1990-06-01 51.760684939298200 1990-07-01 51.791856183458390 1990-08-01 52.108834556036500 1990-09-01 51.443123923709095 1990-10-01 51.394806260889204 1990-11-01 52.162568100256200 1990-12-01 51.591905645070106 1991-01-01 51.047950367979205 1991-02-01 50.659635518584700 1991-03-01 50.556739654777600 1991-04-01 51.083285914678000 1991-05-01 51.155836305608396 1991-06-01 50.610924129119500 1991-07-01 52.391390502190200 1991-08-01 52.151531067719710 1991-09-01 52.010509698342105 1991-10-01 50.492323094055900 1991-11-01 50.924819461205395 1991-12-01 51.235381010178900 1992-01-01 54.425337075538300 1992-02-01 54.777972673916900 1992-03-01 54.729255521618500 1992-04-01 55.029381448185504 1992-05-01 54.970783951784895 1992-06-01 55.170694987124300 1992-07-01 54.495804761213900 1992-08-01 54.429691344164894 1992-09-01 55.233436296103704 1992-10-01 56.488399827631900 1992-11-01 56.867130760909400 1992-12-01 57.381285078287300 1993-01-01 60.680675052731710 1993-02-01 60.905564836109000 1993-03-01 61.073544372199500 1993-04-01 63.952742099812000 1993-05-01 63.999260832229204 1993-06-01 63.830036686591704 1993-07-01 63.312680931535700 1993-08-01 63.140467055181500 1993-09-01 64.144756085880700 1993-10-01 64.757956799115400 1993-11-01 65.468878023987600 1993-12-01 65.807206035039200 1994-01-01 66.550794382740700 1994-02-01 67.984159102065490 1994-03-01 67.729313201239790 1994-04-01 68.010263610668900 1994-05-01 68.343189952023300 1994-06-01 70.006459853936010 1994-07-01 72.002513005323900 1994-08-01 71.914583917471800 1994-09-01 72.965832723728800 1994-10-01 73.670550377806500 1994-11-01 73.811299806503500 1994-12-01 74.696960151362000 1995-01-01 75.901244262627100 1995-02-01 75.852906288089200 1995-03-01 76.535000599430800 1995-04-01 76.606614419125500 1995-05-01 76.653937773908100 1995-06-01 77.100223217951100 1995-07-01 78.526072227888010 1995-08-01 80.223837677884600 1995-09-01 79.508955330508800 1995-10-01 79.611448703867710 1995-11-01 82.091665983740900 1995-12-01 81.033386259281500 1996-01-01 80.874536271731000 1996-02-01 81.905218123927710 1996-03-01 82.681783409278600 1996-04-01 83.472355184139700 1996-05-01 84.790412159760000 1996-06-01 84.248591014518700 1996-07-01 86.546167093743490 1996-08-01 87.808987851020700 1996-09-01 88.000055382406400 1996-10-01 88.350232766554300 1996-11-01 89.116953031499200 1996-12-01 89.255155135861800 1997-01-01 89.635847095185080 1997-02-01 89.983903184698010 1997-03-01 91.189412564404500 1997-04-01 92.327103650592590 1997-05-01 93.177171951463590 1997-06-01 93.678319967037410 1997-07-01 93.790513009952000 1997-08-01 94.389505445333000 1997-09-01 96.542653219196700 1997-10-01 97.493965584021580 1997-11-01 97.837981494628610 1997-12-01 98.245329752974800 1998-01-01 98.775894371614300 1998-02-01 99.766099409144090 1998-03-01 99.844627152470600 1998-04-01 99.976217039238100 1998-05-01 100.345924139662000 1998-06-01 100.939792962949010 1998-07-01 100.552837037928010 1998-08-01 101.459751363738990 1998-09-01 102.048512064214990 1998-10-01 103.441233762474000 1998-11-01 105.081599690237010 1998-12-01 106.237825810305990 1999-01-01 103.291884795868000 1999-02-01 104.789659814574000 1999-03-01 104.913523319384990 1999-04-01 108.807381526537000 1999-05-01 108.616052243830000 1999-06-01 108.941329293753000 1999-07-01 111.049298099484000 1999-08-01 111.383324651339000 1999-09-01 112.157524255891990 1999-10-01 113.155868927157000 1999-11-01 113.962361451219010 1999-12-01 116.171705315312990 2000-01-01 116.483626912190000 2000-02-01 116.391265647516990 2000-03-01 118.155214587812990 2000-04-01 119.518828692234000 2000-05-01 119.393690527206000 2000-06-01 120.588339474851000 2000-07-01 122.102880485286010 2000-08-01 123.920560197146000 2000-09-01 125.785205341523990 2000-10-01 123.866154721985000 2000-11-01 126.630977901395000 2000-12-01 126.863272055865000 2001-01-01 129.707293710460000 2001-02-01 130.373530648476020 2001-03-01 130.837650052352020 2001-04-01 129.977812002188000 2001-05-01 130.496890315695000 2001-06-01 132.021211026632020 2001-07-01 131.535814911770000 2001-08-01 131.852733452262020 2001-09-01 132.334261879615000 2001-10-01 131.184147071917000 2001-11-01 130.769518340924000 2001-12-01 130.072339114538000 2002-01-01 130.120273136286000 2002-02-01 130.426510940412020 2002-03-01 130.034029310830000 2002-04-01 130.719887695597000 2002-05-01 131.936950983925980 2002-06-01 131.683027289636020 2002-07-01 130.410183825727980 2002-08-01 129.757518238878000 2002-09-01 128.014304163930000 2002-10-01 127.171725071470000 2002-11-01 127.024011359652010 2002-12-01 126.183800285554010 2003-01-01 125.816747636492990 2003-02-01 126.286569153837000 2003-03-01 126.985912355219000 2003-04-01 124.225722571772000 2003-05-01 123.004504153414000 2003-06-01 121.791481299217000 2003-07-01 121.549984219338000 2003-08-01 121.305936988227000 2003-09-01 120.681296400373000 2003-10-01 124.073745071872990 2003-11-01 123.232244392402000 2003-12-01 123.906986612134000 2004-01-01 125.149211596562990 2004-02-01 124.884982546800000 2004-03-01 126.073920359046000 2004-04-01 128.201045580800000 2004-05-01 128.149805725559020 2004-06-01 128.921660337532980 2004-07-01 130.884870497643000 2004-08-01 130.538852605552000 2004-09-01 129.385579965626000 2004-10-01 133.378425898724000 2004-11-01 134.190335274261000 2004-12-01 135.336128226409000 2005-01-01 135.912463556243980 2005-02-01 137.441804230785000 2005-03-01 137.096320314673000 2005-04-01 139.118133136573020 2005-05-01 139.342202758326000 2005-06-01 138.781810049409020 2005-07-01 141.249182630966000 2005-08-01 142.394241968293000 2005-09-01 143.038919650278000 2005-10-01 142.488270566301000 2005-11-01 143.467322458676000 2005-12-01 143.415139915287000 2006-01-01 143.691398461030020 2006-02-01 143.047562947623000 2006-03-01 144.408009462547000 2006-04-01 143.234613694164000 2006-05-01 144.466036634414000 2006-06-01 144.851990430505000 2006-07-01 144.856239086424000 2006-08-01 145.432278187499000 2006-09-01 145.224862824596020 2006-10-01 144.902418428806980 2006-11-01 144.384393576071000 2006-12-01 144.693611402282020 2007-01-01 144.629072105619000 2007-02-01 144.773393222619000 2007-03-01 144.753710955669000 2007-04-01 143.306299817024000 2007-05-01 143.476768471113000 2007-06-01 143.489346856413000 2007-07-01 142.083108627526000 2007-08-01 141.430422956595000 2007-09-01 141.224028673664000 2007-10-01 140.763898381323000 2007-11-01 140.316135880748000 2007-12-01 139.921968657211000 2008-01-01 139.546754294967000 2008-02-01 139.567409870668000 2008-03-01 139.348884498617000 2008-04-01 139.298973660305000 2008-05-01 138.683865765070000 2008-06-01 137.783143796314000 2008-07-01 135.884488111655000 2008-08-01 136.090930291106000 2008-09-01 134.585154904965000 2008-10-01 133.801010782532020 2008-11-01 132.701585414902000 2008-12-01 132.094763978008980 2009-01-01 129.796568845275000 2009-02-01 128.357706936648010 2009-03-01 125.960827880975000 2009-04-01 125.544861375533000 2009-05-01 125.033979222313010 2009-06-01 125.638407658129010 2009-07-01 124.293971142472000 2009-08-01 124.343814632731990 2009-09-01 124.157344698262010 2009-10-01 124.148140046699010 2009-11-01 124.013034397915990 2009-12-01 124.044972605519000 2010-01-01 123.988474320678010 2010-02-01 124.039793190438000 2010-03-01 124.500425031159000 2010-04-01 124.717137368666000 2010-05-01 124.328485610028990 2010-06-01 125.457315048066010 2010-07-01 126.639320671493000 2010-08-01 127.059067380209000 2010-09-01 127.616615337813000 2010-10-01 128.127841493054000 2010-11-01 129.022612526412000 2010-12-01 129.803970207821000 2011-01-01 130.468016686181000 2011-02-01 131.099166111737000 2011-03-01 131.171255901222000 2011-04-01 132.946121918383000 2011-05-01 132.056632136154000 2011-06-01 132.406996780509000 2011-07-01 133.365543443624000 2011-08-01 132.670528989960990 2011-09-01 133.107759351107000 2011-10-01 132.883434539748000 2011-11-01 132.929038079216000 2011-12-01 133.536296590520000 2012-01-01 134.041396773200000 2012-02-01 134.782451275193000 2012-03-01 136.204369782191000 2012-04-01 137.044724843563020 2012-05-01 137.651746896801000 2012-06-01 138.064446073273000 2012-07-01 139.306762386374000 2012-08-01 139.874648764316000 2012-09-01 140.284926403693020 2012-10-01 142.590488966639010 2012-11-01 143.850149871028000 2012-12-01 143.564814206225000 2013-01-01 145.063553944159000 2013-02-01 145.706346905499000 2013-03-01 146.071161751495000 2013-04-01 146.032379027491000 2013-05-01 146.736021366965020 2013-06-01 147.423733128836000 2013-07-01 147.171533704646000 2013-08-01 147.602604590107000 2013-09-01 147.272212324533000 2013-10-01 147.503788722340000 2013-11-01 147.529458087154000 2013-12-01 147.943874914986000 2014-01-01 148.928826450321000 2014-02-01 149.797700676264000 2014-03-01 150.107621497323000 2014-04-01 151.754788224148000 2014-05-01 152.553918444475980 2014-06-01 152.796528445492980 2014-07-01 153.421092517878000 2014-08-01 154.838336160307000 2014-09-01 155.559343533426000 2014-10-01 156.655102627270000 2014-11-01 157.270136069186000 2014-12-01 157.847446973631000 2015-01-01 157.647952542765000 2015-02-01 158.428840862681000 2015-03-01 158.938945148059020 2015-04-01 158.591199856518980 2015-05-01 160.014704737541000 2015-06-01 160.102879112706000 2015-07-01 160.947650149410000 2015-08-01 161.384220006096000 2015-09-01 162.630362122063990 2015-10-01 163.507359575072000 2015-11-01 164.325309701148000 2015-12-01 165.360448726567000 2016-01-01 165.846166683763020 2016-02-01 165.615781865392000 2016-03-01 166.230573406770000 2016-04-01 167.168617962819000 2016-05-01 167.334684281862000 2016-06-01 167.919130048701000 2016-07-01 168.584194928724000 2016-08-01 170.119519366590000 2016-09-01 170.773709365379000 2016-10-01 171.448315256062000 2016-11-01 171.629523805964000 2016-12-01 170.863846527867000 2017-01-01 172.450779955297000 2017-02-01 172.189605896143000 2017-03-01 172.461554976847000 2017-04-01 172.711080528751980 2017-05-01 173.475640861982010 2017-06-01 174.720442532972980 2017-07-01 174.202042195271990 2017-08-01 173.437567959670000 2017-09-01 169.917261732377000 2017-10-01 173.244299040698020 2017-11-01 174.533511477818000 2017-12-01 175.325695463239000 2018-01-01 175.372002839176000 2018-02-01 176.375637569813000 2018-03-01 177.612550882588000 2018-04-01 178.016101500381000 2018-05-01 178.599701281184000 2018-06-01 179.842625342619020 2018-07-01 178.809609224412980 2018-08-01 179.144431808150000 2018-09-01 178.962689277246030 2018-10-01 179.099433746029000 2018-11-01 179.501292026954990 2018-12-01 177.682543925006000 2019-01-01 180.186510497508000 2019-02-01 181.577743708476000 2019-03-01 181.474055411607030 2019-04-01 181.529218141618000 2019-05-01 181.180449082783000 2019-06-01 181.669661715440000 2019-07-01 182.468861702350000 2019-08-01 182.943631561220030 2019-09-01 183.035276620797000 2019-10-01 183.133345437783020 2019-11-01 183.423807259096980 2019-12-01 183.424490993451000 2020-01-01 184.769906820432030 2020-02-01 185.683066754163000 2020-03-01 183.536935853612000 2020-04-01 161.942345800874000 2020-05-01 166.773721787886020 2020-06-01 170.604988316806000 2020-07-01 171.408239448688000 2020-08-01 172.562377646022000 2020-09-01 174.006448706183020 2020-10-01 175.350380458361000 2020-11-01 176.047483120684000 2020-12-01 177.766836688123020 2021-01-01 177.734595275865000 2021-02-01 178.957696667677000 2021-03-01 180.559738860735020 2021-04-01 182.616873460545000 2021-05-01 183.351213865533000 2021-06-01 183.955499746330000 2021-07-01 185.401846465138020 2021-08-01 186.857058070044000 2021-09-01 188.767136462708000 2021-10-01 191.451992457764020 2021-11-01 193.203456653828000 2021-12-01 194.174962412010000 2022-01-01 197.573461521729000 2022-02-01 199.939555297155980 2022-03-01 201.692301810774000 2022-04-01 202.363833536605000 2022-05-01 203.007660849534000 2022-06-01 203.741398939073970 2022-07-01 205.080653934565020 2022-08-01 206.200367122401020 2022-09-01 207.618118022841000 2022-10-01 207.677301332382000 2022-11-01 207.517027564977980 2022-12-01 209.674644216883020 2023-01-01 210.873583702678990 2023-02-01 211.315416739071000