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: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Dallas-Plano-Irving, TX (MD) Series ID: SMU48191246054120001SA 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 2024-03-01 Last Updated: 2024-04-20 5:03 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/SMU48191246054120001). 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 13.514362590396098 1990-02-01 13.482500077224800 1990-03-01 13.457724681666100 1990-04-01 13.790570723913000 1990-05-01 13.845729133378502 1990-06-01 13.909708596256099 1990-07-01 14.059713984708600 1990-08-01 14.181078294282699 1990-09-01 14.213770825784600 1990-10-01 14.323659680928900 1990-11-01 14.562464073220700 1990-12-01 14.552120461353600 1991-01-01 13.534839903603200 1991-02-01 13.887276994264901 1991-03-01 13.961944517140200 1991-04-01 13.376310685982801 1991-05-01 13.437743045520198 1991-06-01 13.586414017362301 1991-07-01 13.366688213973598 1991-08-01 13.478847859679300 1991-09-01 13.406819966467099 1991-10-01 13.121783347124099 1991-11-01 13.283673970652499 1991-12-01 13.258679520264900 1992-01-01 13.376315431986802 1992-02-01 13.290834774157199 1992-03-01 13.152936249349000 1992-04-01 13.077651920513501 1992-05-01 12.995312386740599 1992-06-01 12.831606311217900 1992-07-01 13.094808375747400 1992-08-01 12.886421381153200 1992-09-01 12.918946787853400 1992-10-01 13.099423949571000 1992-11-01 12.986971633966801 1992-12-01 13.057520810176100 1993-01-01 13.336591424199801 1993-02-01 13.725848800768800 1993-03-01 13.070529383755600 1993-04-01 14.272804718539600 1993-05-01 14.817234587917700 1993-06-01 13.874715764762001 1993-07-01 14.012902339927500 1993-08-01 13.894609982907900 1993-09-01 14.838034122770601 1993-10-01 13.901577309658501 1993-11-01 13.538789028766600 1993-12-01 13.418378748315401 1994-01-01 13.639432708705002 1994-02-01 13.500374456640700 1994-03-01 13.531431940380198 1994-04-01 13.452631350958901 1994-05-01 13.401366309796300 1994-06-01 13.890473626628802 1994-07-01 13.850640495811900 1994-08-01 14.026088666394800 1994-09-01 14.055782499500100 1994-10-01 13.900799189517000 1994-11-01 13.743501677934000 1994-12-01 13.439609177357399 1995-01-01 14.344972519649500 1995-02-01 14.915579593638402 1995-03-01 14.542853699658101 1995-04-01 13.840790289970900 1995-05-01 14.417627772467000 1995-06-01 14.298772864156199 1995-07-01 13.953783633996801 1995-08-01 14.116551285620199 1995-09-01 13.950894206630400 1995-10-01 14.744696047138099 1995-11-01 15.256739502630902 1995-12-01 14.844531612426099 1996-01-01 14.640981693813000 1996-02-01 14.617069141768400 1996-03-01 14.834143157161200 1996-04-01 14.948714523145002 1996-05-01 15.080050694531900 1996-06-01 14.726723284607301 1996-07-01 15.144547818682199 1996-08-01 15.096092650544600 1996-09-01 15.165202212380901 1996-10-01 14.756450743549600 1996-11-01 15.592858008794902 1996-12-01 15.434670555637698 1997-01-01 15.305556624695400 1997-02-01 14.902413589687100 1997-03-01 15.215547671433900 1997-04-01 16.245894541982697 1997-05-01 16.610336149487900 1997-06-01 16.900597723355700 1997-07-01 16.389226694974500 1997-08-01 16.347391823989400 1997-09-01 16.864751523621800 1997-10-01 16.994361865626400 1997-11-01 17.009924325028300 1997-12-01 16.961214127895900 1998-01-01 16.816773756003197 1998-02-01 16.809479163501500 1998-03-01 16.748239721758000 1998-04-01 16.918507215322800 1998-05-01 16.972934795131800 1998-06-01 17.313262950948100 1998-07-01 17.351878773877100 1998-08-01 17.524704227160900 1998-09-01 17.584670613410800 1998-10-01 16.810599332991100 1998-11-01 16.276795613620600 1998-12-01 16.515973421200300 1999-01-01 16.768441124076702 1999-02-01 16.853074405338400 1999-03-01 17.028139226697900 1999-04-01 16.798698542493500 1999-05-01 16.667299499302498 1999-06-01 16.634226217689800 1999-07-01 17.232570253150100 1999-08-01 17.300461564728700 1999-09-01 17.194523313455100 1999-10-01 17.884964248579198 1999-11-01 17.706679966197100 1999-12-01 18.019277627479898 2000-01-01 17.440229108151300 2000-02-01 17.317459916855302 2000-03-01 17.334516882526300 2000-04-01 17.591932852811000 2000-05-01 17.532931922931600 2000-06-01 17.791719897785600 2000-07-01 17.667226126330200 2000-08-01 17.733231793334998 2000-09-01 17.940358413575800 2000-10-01 18.047554598279000 2000-11-01 17.895939200944500 2000-12-01 18.217130227306400 2001-01-01 18.289682299450300 2001-02-01 18.375664784436600 2001-03-01 18.734756538216600 2001-04-01 18.067905712583100 2001-05-01 17.975993435501500 2001-06-01 17.751719039089398 2001-07-01 17.836540994845000 2001-08-01 17.802943636260500 2001-09-01 17.485772999008500 2001-10-01 17.243230947171900 2001-11-01 17.444161092590100 2001-12-01 16.627911258943602 2002-01-01 16.812846121149600 2002-02-01 16.815357739979400 2002-03-01 16.736409990511200 2002-04-01 16.538632172264300 2002-05-01 16.908682226900698 2002-06-01 16.429506252776402 2002-07-01 16.137689550455300 2002-08-01 16.003598634570302 2002-09-01 16.043241267099700 2002-10-01 15.711791454214900 2002-11-01 15.619541666819500 2002-12-01 15.725500267095900 2003-01-01 15.953053469744600 2003-02-01 15.672905260250001 2003-03-01 15.650312838251700 2003-04-01 15.619317133018802 2003-05-01 15.967548879872199 2003-06-01 15.809904613969400 2003-07-01 15.835765878303402 2003-08-01 15.878631395424499 2003-09-01 16.206349741830600 2003-10-01 16.071601157810200 2003-11-01 16.070635053565802 2003-12-01 16.112019582731100 2004-01-01 16.204222146795800 2004-02-01 16.239529040586902 2004-03-01 16.254673075945900 2004-04-01 16.424679506038600 2004-05-01 16.245688018826197 2004-06-01 16.332602206045700 2004-07-01 16.221228260792500 2004-08-01 16.120532405713902 2004-09-01 15.970429427686698 2004-10-01 16.189693245239198 2004-11-01 16.084339715488500 2004-12-01 15.970447052432500 2005-01-01 16.427324084240400 2005-02-01 16.150136414002400 2005-03-01 16.080283347163000 2005-04-01 16.529889523231900 2005-05-01 16.121792182927198 2005-06-01 16.331704253287803 2005-07-01 16.485348600262400 2005-08-01 16.525823480995000 2005-09-01 16.836477023727902 2005-10-01 17.489020840422402 2005-11-01 17.217296399982600 2005-12-01 17.624970939862800 2006-01-01 17.396938879079400 2006-02-01 17.284133623857600 2006-03-01 17.325941904770300 2006-04-01 17.249270508032800 2006-05-01 17.277653177158100 2006-06-01 17.309213883224000 2006-07-01 17.624239617342000 2006-08-01 17.802072795639397 2006-09-01 17.874012895268000 2006-10-01 17.968845497067700 2006-11-01 18.458063390231500 2006-12-01 18.706072531700100 2007-01-01 18.824832311724100 2007-02-01 18.972195470693800 2007-03-01 19.086463032287800 2007-04-01 18.969843567213100 2007-05-01 19.103622657078102 2007-06-01 19.043561343149896 2007-07-01 19.318670780237700 2007-08-01 19.659822326329000 2007-09-01 19.887026418959802 2007-10-01 19.946725636581398 2007-11-01 20.244945686314200 2007-12-01 20.303640441364200 2008-01-01 20.366139082067303 2008-02-01 20.698898037019300 2008-03-01 20.778350867581000 2008-04-01 20.893089211281300 2008-05-01 20.904899207066897 2008-06-01 20.743642854562200 2008-07-01 20.089834625147200 2008-08-01 20.427014207924900 2008-09-01 20.057970048304600 2008-10-01 19.904904930409500 2008-11-01 19.645646634266500 2008-12-01 19.723797317694500 2009-01-01 19.925904118738302 2009-02-01 19.558289625928600 2009-03-01 19.397166054460000 2009-04-01 19.411814066098300 2009-05-01 19.384060170277200 2009-06-01 19.437727497272000 2009-07-01 19.236648431717104 2009-08-01 19.193154145321200 2009-09-01 19.224264059705600 2009-10-01 19.344865254169300 2009-11-01 19.858695035041800 2009-12-01 19.065516945043000 2010-01-01 19.066909836878000 2010-02-01 19.013401116789602 2010-03-01 19.233258567491198 2010-04-01 19.132265270752700 2010-05-01 19.069840625529302 2010-06-01 18.725678391335897 2010-07-01 19.204977482052300 2010-08-01 19.073802726232604 2010-09-01 19.469702206253103 2010-10-01 18.876723125780200 2010-11-01 18.758235587313400 2010-12-01 18.916864348458700 2011-01-01 18.887416538026102 2011-02-01 18.868681695406200 2011-03-01 18.860521070583000 2011-04-01 19.057600100858103 2011-05-01 18.956771011187000 2011-06-01 19.146123786174100 2011-07-01 19.186608709903396 2011-08-01 19.034591886249000 2011-09-01 19.115227617248500 2011-10-01 19.117498581068800 2011-11-01 19.262590535998303 2011-12-01 19.364318122058602 2012-01-01 19.200389027499700 2012-02-01 19.201710369202000 2012-03-01 19.178952834295000 2012-04-01 19.171384773674397 2012-05-01 19.559361039957600 2012-06-01 19.368663938754200 2012-07-01 19.679939304522500 2012-08-01 20.314060400328103 2012-09-01 19.369928998550197 2012-10-01 20.055154260763700 2012-11-01 20.451705023733698 2012-12-01 19.807190824999896 2013-01-01 20.019092513823303 2013-02-01 20.025121080644000 2013-03-01 19.997673121675803 2013-04-01 20.393198836006500 2013-05-01 19.862626370645398 2013-06-01 19.985160941804498 2013-07-01 19.664046218635000 2013-08-01 19.894149154240800 2013-09-01 20.031697400740100 2013-10-01 19.888155700712700 2013-11-01 19.836457072774000 2013-12-01 20.343399569939802 2014-01-01 20.659099192766600 2014-02-01 20.755790623175198 2014-03-01 21.424729489840200 2014-04-01 21.221466166373500 2014-05-01 21.363545495741800 2014-06-01 21.358119550710000 2014-07-01 21.537983779385400 2014-08-01 21.998762224007503 2014-09-01 21.907665715042800 2014-10-01 22.023818846337800 2014-11-01 21.998012134165897 2014-12-01 22.157215945518200 2015-01-01 23.914742079209000 2015-02-01 24.116877020330502 2015-03-01 24.453609065268900 2015-04-01 24.274105747600398 2015-05-01 23.456998674376198 2015-06-01 23.818174899943500 2015-07-01 23.981451199160700 2015-08-01 23.593294041134000 2015-09-01 23.593266851898500 2015-10-01 23.871413443031397 2015-11-01 23.759530381406698 2015-12-01 23.749163300178300 2016-01-01 24.090492817361604 2016-02-01 24.285736623788300 2016-03-01 24.096367335743498 2016-04-01 23.720927237998900 2016-05-01 24.142626274803500 2016-06-01 24.567459955190300 2016-07-01 24.506221621992100 2016-08-01 24.492030989907104 2016-09-01 24.710087108882103 2016-10-01 24.436029604716600 2016-11-01 24.413002650958300 2016-12-01 24.340735019974500 2017-01-01 24.040687139558898 2017-02-01 23.943078961801600 2017-03-01 23.929626149702703 2017-04-01 23.887678800889603 2017-05-01 24.135554450205102 2017-06-01 24.024746232444000 2017-07-01 23.935789843294803 2017-08-01 23.973234551932997 2017-09-01 24.020380149728698 2017-10-01 24.115725081069602 2017-11-01 24.377873265553898 2017-12-01 24.233634169118900 2018-01-01 24.085890460771900 2018-02-01 24.093848378938397 2018-03-01 24.354731088599500 2018-04-01 24.350353171501700 2018-05-01 24.605565046461397 2018-06-01 24.688138821823102 2018-07-01 24.895957816204500 2018-08-01 24.846334339208603 2018-09-01 24.921319720577200 2018-10-01 25.009486863349900 2018-11-01 25.058405412665000 2018-12-01 25.239744069878100 2019-01-01 25.315546927381900 2019-02-01 25.542292577441103 2019-03-01 25.453331797423600 2019-04-01 25.898666549494600 2019-05-01 25.788816552319698 2019-06-01 25.872525440585300 2019-07-01 25.955618601484300 2019-08-01 26.210444941709500 2019-09-01 25.989010350867602 2019-10-01 26.214903910770897 2019-11-01 26.383913568500400 2019-12-01 26.251034625618500 2020-01-01 26.652752322711800 2020-02-01 26.679649929686800 2020-03-01 26.546370952328800 2020-04-01 25.617896406053500 2020-05-01 25.849247215529900 2020-06-01 25.857630142195898 2020-07-01 26.125205319074300 2020-08-01 25.702076003585400 2020-09-01 25.667424984532104 2020-10-01 25.808936552420803 2020-11-01 25.915060769185800 2020-12-01 26.173113685301800 2021-01-01 26.183812467163100 2021-02-01 26.300590938496104 2021-03-01 26.534527054349000 2021-04-01 26.728279376054000 2021-05-01 27.330349713990200 2021-06-01 27.431738018631503 2021-07-01 27.598761748155700 2021-08-01 27.905720882725397 2021-09-01 28.234639977094000 2021-10-01 28.309272110267500 2021-11-01 28.448568788342500 2021-12-01 28.481956700938397 2022-01-01 28.621190260616302 2022-02-01 28.820845749780997 2022-03-01 29.239943010789105 2022-04-01 29.639010264103103 2022-05-01 29.778728514035603 2022-06-01 30.297576062486700 2022-07-01 31.194203413019800 2022-08-01 31.820584869078196 2022-09-01 31.816645764832500 2022-10-01 31.803391098397900 2022-11-01 31.958977347121500 2022-12-01 31.887393863190700 2023-01-01 32.760224491088300 2023-02-01 32.938429956153900 2023-03-01 33.146592293287604 2023-04-01 33.040307448137604 2023-05-01 33.150760638845604 2023-06-01 32.874774778565600 2023-07-01 31.880049021854400 2023-08-01 32.026683726057000 2023-09-01 31.801555413196397 2023-10-01 31.908791540015997 2023-11-01 32.073930197627200 2023-12-01 31.594299446744298 2024-01-01 31.181035632458400 2024-02-01 31.140035934923200 2024-03-01 30.856659044763397