Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Dallas-Plano-Irving, TX (MD)
| 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 2026-07-01 |
| Last Updated | 2026-08-21 6:41 PM 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. 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 | 13.5143625903963 |
| 1990-02-01 | 13.4825000772251 |
| 1990-03-01 | 13.4577246816672 |
| 1990-04-01 | 13.7905707239133 |
| 1990-05-01 | 13.8457291333787 |
| 1990-06-01 | 13.9097085962559 |
| 1990-07-01 | 14.0597139847083 |
| 1990-08-01 | 14.1810782942822 |
| 1990-09-01 | 14.2137708257831 |
| 1990-10-01 | 14.3236596809287 |
| 1990-11-01 | 14.5624640732209 |
| 1990-12-01 | 14.5521204613541 |
| 1991-01-01 | 13.5348399036039 |
| 1991-02-01 | 13.8872769942654 |
| 1991-03-01 | 13.9619445171411 |
| 1991-04-01 | 13.3763106859818 |
| 1991-05-01 | 13.4377430455185 |
| 1991-06-01 | 13.5864140173605 |
| 1991-07-01 | 13.3666882139730 |
| 1991-08-01 | 13.4788478596812 |
| 1991-09-01 | 13.4068199664705 |
| 1991-10-01 | 13.1217833471297 |
| 1991-11-01 | 13.2836739706564 |
| 1991-12-01 | 13.2586795202636 |
| 1992-01-01 | 13.3763154319807 |
| 1992-02-01 | 13.2908347741533 |
| 1992-03-01 | 13.1529362493401 |
| 1992-04-01 | 13.0776519205055 |
| 1992-05-01 | 12.9953123867373 |
| 1992-06-01 | 12.8316063112199 |
| 1992-07-01 | 13.0948083757554 |
| 1992-08-01 | 12.8864213811685 |
| 1992-09-01 | 12.9189467878714 |
| 1992-10-01 | 13.0994239495902 |
| 1992-11-01 | 12.9869716339818 |
| 1992-12-01 | 13.0575208101584 |
| 1993-01-01 | 13.3365914241594 |
| 1993-02-01 | 13.7258488007283 |
| 1993-03-01 | 13.0705293837138 |
| 1993-04-01 | 14.2728047185225 |
| 1993-05-01 | 14.8172345879418 |
| 1993-06-01 | 13.8747157648188 |
| 1993-07-01 | 14.0129023399922 |
| 1993-08-01 | 13.8946099829631 |
| 1993-09-01 | 14.8380341228010 |
| 1993-10-01 | 13.9015773096619 |
| 1993-11-01 | 13.5387890287593 |
| 1993-12-01 | 13.4183787482650 |
| 1994-01-01 | 13.6394327086458 |
| 1994-02-01 | 13.5003744563622 |
| 1994-03-01 | 13.5314319402369 |
| 1994-04-01 | 13.4526313509998 |
| 1994-05-01 | 13.4013663099134 |
| 1994-06-01 | 13.8904736270479 |
| 1994-07-01 | 13.8506404959839 |
| 1994-08-01 | 14.0260886664984 |
| 1994-09-01 | 14.0557824994890 |
| 1994-10-01 | 13.9007991893974 |
| 1994-11-01 | 13.7435016777706 |
| 1994-12-01 | 13.4396091771592 |
| 1995-01-01 | 14.3449725195041 |
| 1995-02-01 | 14.9155795930976 |
| 1995-03-01 | 14.5428536994343 |
| 1995-04-01 | 13.8407902901024 |
| 1995-05-01 | 14.4176277727764 |
| 1995-06-01 | 14.2987728651249 |
| 1995-07-01 | 13.9537836345130 |
| 1995-08-01 | 14.1165512861326 |
| 1995-09-01 | 13.9508942068037 |
| 1995-10-01 | 14.7446960474591 |
| 1995-11-01 | 15.2567394996964 |
| 1995-12-01 | 14.8445316123959 |
| 1996-01-01 | 14.6409816935752 |
| 1996-02-01 | 14.6170691406885 |
| 1996-03-01 | 14.8341431565374 |
| 1996-04-01 | 14.9487145233420 |
| 1996-05-01 | 15.0800506956342 |
| 1996-06-01 | 14.7267232875475 |
| 1996-07-01 | 15.1445478213911 |
| 1996-08-01 | 15.0960926528632 |
| 1996-09-01 | 15.1652022129286 |
| 1996-10-01 | 14.7564507430661 |
| 1996-11-01 | 15.5928580007705 |
| 1996-12-01 | 15.4346705522424 |
| 1997-01-01 | 15.3055566224351 |
| 1997-02-01 | 14.9024135877002 |
| 1997-03-01 | 15.2155476714380 |
| 1997-04-01 | 16.2458945443066 |
| 1997-05-01 | 16.6103361542646 |
| 1997-06-01 | 16.9005977312340 |
| 1997-07-01 | 16.3892267023364 |
| 1997-08-01 | 16.3473918288304 |
| 1997-09-01 | 16.8647515228912 |
| 1997-10-01 | 16.9943618607930 |
| 1997-11-01 | 17.0099243081052 |
| 1997-12-01 | 16.9612141183737 |
| 1998-01-01 | 16.8167737505761 |
| 1998-02-01 | 16.8094791607036 |
| 1998-03-01 | 16.7482397288976 |
| 1998-04-01 | 16.9185072184622 |
| 1998-05-01 | 16.9729348017029 |
| 1998-06-01 | 17.3132629637380 |
| 1998-07-01 | 17.3518787876285 |
| 1998-08-01 | 17.5247042397292 |
| 1998-09-01 | 17.5846706242785 |
| 1998-10-01 | 16.8105993451420 |
| 1998-11-01 | 16.2767955458034 |
| 1998-12-01 | 16.5159733627806 |
| 1999-01-01 | 16.7684411418844 |
| 1999-02-01 | 16.8530744200840 |
| 1999-03-01 | 17.0281392499930 |
| 1999-04-01 | 16.7986985492752 |
| 1999-05-01 | 16.6672995138762 |
| 1999-06-01 | 16.6342262333082 |
| 1999-07-01 | 17.2325702698567 |
| 1999-08-01 | 17.3004615798895 |
| 1999-09-01 | 17.1945233280316 |
| 1999-10-01 | 17.8849642620006 |
| 1999-11-01 | 17.7066798234943 |
| 1999-12-01 | 18.0192775002507 |
| 2000-01-01 | 17.4402292176005 |
| 2000-02-01 | 17.3174599515362 |
| 2000-03-01 | 17.3345169442727 |
| 2000-04-01 | 17.5919329003142 |
| 2000-05-01 | 17.5329318689011 |
| 2000-06-01 | 17.7917199441530 |
| 2000-07-01 | 17.6672261559260 |
| 2000-08-01 | 17.7332318025646 |
| 2000-09-01 | 17.9403584106257 |
| 2000-10-01 | 18.0475545878919 |
| 2000-11-01 | 17.8959389622411 |
| 2000-12-01 | 18.2171300133297 |
| 2001-01-01 | 18.2896824972934 |
| 2001-02-01 | 18.3756648556345 |
| 2001-03-01 | 18.7347566670106 |
| 2001-04-01 | 18.0679058502288 |
| 2001-05-01 | 17.9759933621247 |
| 2001-06-01 | 17.7517191516877 |
| 2001-07-01 | 17.8365410441713 |
| 2001-08-01 | 17.8029436164461 |
| 2001-09-01 | 17.4857729347862 |
| 2001-10-01 | 17.2432308326421 |
| 2001-11-01 | 17.4441607075477 |
| 2001-12-01 | 16.6279108692585 |
| 2002-01-01 | 16.8128465525400 |
| 2002-02-01 | 16.8153576418398 |
| 2002-03-01 | 16.7364100050790 |
| 2002-04-01 | 16.5386328565485 |
| 2002-05-01 | 16.9086823094234 |
| 2002-06-01 | 16.4295064782243 |
| 2002-07-01 | 16.1376897423229 |
| 2002-08-01 | 16.0035982456306 |
| 2002-09-01 | 16.0432412867141 |
| 2002-10-01 | 15.7117909493139 |
| 2002-11-01 | 15.6195412457047 |
| 2002-12-01 | 15.7254995443975 |
| 2003-01-01 | 15.9530540449298 |
| 2003-02-01 | 15.6729049496280 |
| 2003-03-01 | 15.6503126817696 |
| 2003-04-01 | 15.6193183479674 |
| 2003-05-01 | 15.9675492746092 |
| 2003-06-01 | 15.8099055398935 |
| 2003-07-01 | 15.8357662924516 |
| 2003-08-01 | 15.8786306989731 |
| 2003-09-01 | 16.2063498722642 |
| 2003-10-01 | 16.0715995444244 |
| 2003-11-01 | 16.0706346629245 |
| 2003-12-01 | 16.1120185417427 |
| 2004-01-01 | 16.2042227442306 |
| 2004-02-01 | 16.2395283790018 |
| 2004-03-01 | 16.2546725289149 |
| 2004-04-01 | 16.4246808943508 |
| 2004-05-01 | 16.2456882834412 |
| 2004-06-01 | 16.3326066751078 |
| 2004-07-01 | 16.2212285161163 |
| 2004-08-01 | 16.1205310669607 |
| 2004-09-01 | 15.9704293469584 |
| 2004-10-01 | 16.1896902148421 |
| 2004-11-01 | 16.0843390617472 |
| 2004-12-01 | 15.9704455328337 |
| 2005-01-01 | 16.4273243088044 |
| 2005-02-01 | 16.1501355519445 |
| 2005-03-01 | 16.0802826589747 |
| 2005-04-01 | 16.5298907765754 |
| 2005-05-01 | 16.1217925744495 |
| 2005-06-01 | 16.3317126860748 |
| 2005-07-01 | 16.4853490331173 |
| 2005-08-01 | 16.5258222690297 |
| 2005-09-01 | 16.8364770429206 |
| 2005-10-01 | 17.4890171473420 |
| 2005-11-01 | 17.2172910814986 |
| 2005-12-01 | 17.6249694684316 |
| 2006-01-01 | 17.3969398560378 |
| 2006-02-01 | 17.2841327360929 |
| 2006-03-01 | 17.3259412230619 |
| 2006-04-01 | 17.2492717714043 |
| 2006-05-01 | 17.2776538738568 |
| 2006-06-01 | 17.3092259928811 |
| 2006-07-01 | 17.6242405148339 |
| 2006-08-01 | 17.8020721781625 |
| 2006-09-01 | 17.8740137237660 |
| 2006-10-01 | 17.9688428327722 |
| 2006-11-01 | 18.4580479207288 |
| 2006-12-01 | 18.7060721667422 |
| 2007-01-01 | 18.8248346395895 |
| 2007-02-01 | 18.9721951985469 |
| 2007-03-01 | 19.0864627690127 |
| 2007-04-01 | 18.9698446159478 |
| 2007-05-01 | 19.1036236623896 |
| 2007-06-01 | 19.0435771861933 |
| 2007-07-01 | 19.3186724055785 |
| 2007-08-01 | 19.6598230840613 |
| 2007-09-01 | 19.8870265461506 |
| 2007-10-01 | 19.9467245443553 |
| 2007-11-01 | 20.2449200461874 |
| 2007-12-01 | 20.3036411971711 |
| 2008-01-01 | 20.3661424823427 |
| 2008-02-01 | 20.6988979544789 |
| 2008-03-01 | 20.7783506612505 |
| 2008-04-01 | 20.8930899536084 |
| 2008-05-01 | 20.9049009772744 |
| 2008-06-01 | 20.7436630908548 |
| 2008-07-01 | 20.0898382962792 |
| 2008-08-01 | 20.4270169177344 |
| 2008-09-01 | 20.0579686279872 |
| 2008-10-01 | 19.9049039329885 |
| 2008-11-01 | 19.6456125832095 |
| 2008-12-01 | 19.7237963301899 |
| 2009-01-01 | 19.9259057847853 |
| 2009-02-01 | 19.5582892347119 |
| 2009-03-01 | 19.3971671385461 |
| 2009-04-01 | 19.4118173434255 |
| 2009-05-01 | 19.3840674804871 |
| 2009-06-01 | 19.4377544438828 |
| 2009-07-01 | 19.2366577622841 |
| 2009-08-01 | 19.1931613077843 |
| 2009-09-01 | 19.2242577153095 |
| 2009-10-01 | 19.3448573577559 |
| 2009-11-01 | 19.8586291682333 |
| 2009-12-01 | 19.0655119825988 |
| 2010-01-01 | 19.0669138744463 |
| 2010-02-01 | 19.0134104535493 |
| 2010-03-01 | 19.2332754342464 |
| 2010-04-01 | 19.1322654920288 |
| 2010-05-01 | 19.0698685567233 |
| 2010-06-01 | 18.7257206296095 |
| 2010-07-01 | 19.2049974225251 |
| 2010-08-01 | 19.0738123176507 |
| 2010-09-01 | 19.4696874190766 |
| 2010-10-01 | 18.8767030907268 |
| 2010-11-01 | 18.7580470848372 |
| 2010-12-01 | 18.9168654748116 |
| 2011-01-01 | 18.8874416153657 |
| 2011-02-01 | 18.8687261182288 |
| 2011-03-01 | 18.8605784143481 |
| 2011-04-01 | 19.0576206994135 |
| 2011-05-01 | 18.9568352857350 |
| 2011-06-01 | 19.1461916501519 |
| 2011-07-01 | 19.1866429183034 |
| 2011-08-01 | 19.0345957068063 |
| 2011-09-01 | 19.1151829626571 |
| 2011-10-01 | 19.1174235634469 |
| 2011-11-01 | 19.2622140961952 |
| 2011-12-01 | 19.3642145049480 |
| 2012-01-01 | 19.2005513644842 |
| 2012-02-01 | 19.2018664705978 |
| 2012-03-01 | 19.1791101748551 |
| 2012-04-01 | 19.1714298831543 |
| 2012-05-01 | 19.5594543326055 |
| 2012-06-01 | 19.3687518278871 |
| 2012-07-01 | 19.6799786676728 |
| 2012-08-01 | 20.3140402511937 |
| 2012-09-01 | 19.3698315128134 |
| 2012-10-01 | 20.0549948251476 |
| 2012-11-01 | 20.4511211961596 |
| 2012-12-01 | 19.8069258661666 |
| 2013-01-01 | 20.0193231422452 |
| 2013-02-01 | 20.0256576783079 |
| 2013-03-01 | 19.9978574433906 |
| 2013-04-01 | 20.3933456151671 |
| 2013-05-01 | 19.8626992402402 |
| 2013-06-01 | 19.9852308204556 |
| 2013-07-01 | 19.6640596214996 |
| 2013-08-01 | 19.8940848991440 |
| 2013-09-01 | 20.0315337878901 |
| 2013-10-01 | 19.8879050306722 |
| 2013-11-01 | 19.8357590875534 |
| 2013-12-01 | 20.3429773608225 |
| 2014-01-01 | 20.6594011711999 |
| 2014-02-01 | 20.7567045754884 |
| 2014-03-01 | 21.4249324797897 |
| 2014-04-01 | 21.2216984030455 |
| 2014-05-01 | 21.3635877311732 |
| 2014-06-01 | 21.3581627105529 |
| 2014-07-01 | 21.5379532413113 |
| 2014-08-01 | 21.9986231902647 |
| 2014-09-01 | 21.9074026268338 |
| 2014-10-01 | 22.0234837567076 |
| 2014-11-01 | 21.9969237920210 |
| 2014-12-01 | 22.1568606486681 |
| 2015-01-01 | 23.9152213458679 |
| 2015-02-01 | 24.1183719443918 |
| 2015-03-01 | 24.4540087496863 |
| 2015-04-01 | 24.2745477223517 |
| 2015-05-01 | 23.4569518250666 |
| 2015-06-01 | 23.8180016617778 |
| 2015-07-01 | 23.9811446340366 |
| 2015-08-01 | 23.5928579814944 |
| 2015-09-01 | 23.5927060245370 |
| 2015-10-01 | 23.8708662774399 |
| 2015-11-01 | 23.7580619511087 |
| 2015-12-01 | 23.7488522740867 |
| 2016-01-01 | 24.0914064124894 |
| 2016-02-01 | 24.2881041155078 |
| 2016-03-01 | 24.0978850397424 |
| 2016-04-01 | 23.7207445223354 |
| 2016-05-01 | 24.1431761817568 |
| 2016-06-01 | 24.5673227639640 |
| 2016-07-01 | 24.5054962402222 |
| 2016-08-01 | 24.4908539504472 |
| 2016-09-01 | 24.7090338910788 |
| 2016-10-01 | 24.4344677486969 |
| 2016-11-01 | 24.4100297921220 |
| 2016-12-01 | 24.3401556165136 |
| 2017-01-01 | 24.0403024343139 |
| 2017-02-01 | 23.9489793095529 |
| 2017-03-01 | 23.9343950910774 |
| 2017-04-01 | 23.8882765553122 |
| 2017-05-01 | 24.1385959589437 |
| 2017-06-01 | 24.0273089248209 |
| 2017-07-01 | 23.9233255548482 |
| 2017-08-01 | 23.9736353263254 |
| 2017-09-01 | 24.0205018914295 |
| 2017-10-01 | 24.1142111304832 |
| 2017-11-01 | 24.3737163611919 |
| 2017-12-01 | 24.2318766531375 |
| 2018-01-01 | 24.0827839947438 |
| 2018-02-01 | 24.1005999519485 |
| 2018-03-01 | 24.3595715441510 |
| 2018-04-01 | 24.3475650667013 |
| 2018-05-01 | 24.6337197294825 |
| 2018-06-01 | 24.6893462107373 |
| 2018-07-01 | 24.8687600899950 |
| 2018-08-01 | 24.8465564373410 |
| 2018-09-01 | 24.9216720850127 |
| 2018-10-01 | 25.0069686230615 |
| 2018-11-01 | 25.0517392894384 |
| 2018-12-01 | 25.2351784195532 |
| 2019-01-01 | 25.3077880600246 |
| 2019-02-01 | 25.5488325156079 |
| 2019-03-01 | 25.4587310067034 |
| 2019-04-01 | 25.8965943379841 |
| 2019-05-01 | 25.8472918037840 |
| 2019-06-01 | 25.8773069566513 |
| 2019-07-01 | 25.9057586149617 |
| 2019-08-01 | 26.2086077422429 |
| 2019-09-01 | 25.9909198957434 |
| 2019-10-01 | 26.2123959657115 |
| 2019-11-01 | 26.3761612572680 |
| 2019-12-01 | 26.2385917771143 |
| 2020-01-01 | 26.6405808233040 |
| 2020-02-01 | 26.6815624228218 |
| 2020-03-01 | 26.5473135784527 |
| 2020-04-01 | 25.6100434320022 |
| 2020-05-01 | 25.9684187147639 |
| 2020-06-01 | 25.8679495021000 |
| 2020-07-01 | 26.0559463110270 |
| 2020-08-01 | 25.6852161331773 |
| 2020-09-01 | 25.6621430086587 |
| 2020-10-01 | 25.8033570275348 |
| 2020-11-01 | 25.9030449626821 |
| 2020-12-01 | 26.1488570719821 |
| 2021-01-01 | 26.1563107565205 |
| 2021-02-01 | 26.3186083663106 |
| 2021-03-01 | 26.5396064458395 |
| 2021-04-01 | 26.7298148809235 |
| 2021-05-01 | 27.5227489228081 |
| 2021-06-01 | 27.4487783399865 |
| 2021-07-01 | 27.4845893079241 |
| 2021-08-01 | 27.8656355337157 |
| 2021-09-01 | 28.2131140776640 |
| 2021-10-01 | 28.2809378016156 |
| 2021-11-01 | 28.4310882560140 |
| 2021-12-01 | 28.4412406097098 |
| 2022-01-01 | 28.5938474343035 |
| 2022-02-01 | 28.8706218490840 |
| 2022-03-01 | 29.2703924513730 |
| 2022-04-01 | 29.6563246778730 |
| 2022-05-01 | 30.0619521185009 |
| 2022-06-01 | 30.3213431607139 |
| 2022-07-01 | 31.0190582733793 |
| 2022-08-01 | 31.7352003928888 |
| 2022-09-01 | 31.7549849740641 |
| 2022-10-01 | 31.7325662344466 |
| 2022-11-01 | 31.9221920040559 |
| 2022-12-01 | 31.8369546048745 |
| 2023-01-01 | 32.7500907959946 |
| 2023-02-01 | 33.0575518969122 |
| 2023-03-01 | 33.2461983233931 |
| 2023-04-01 | 33.0775104561175 |
| 2023-05-01 | 33.4025846842262 |
| 2023-06-01 | 32.7035238696132 |
| 2023-07-01 | 32.0221617274591 |
| 2023-08-01 | 31.9725617273798 |
| 2023-09-01 | 31.6918297471914 |
| 2023-10-01 | 31.9829650347820 |
| 2023-11-01 | 32.0148879400075 |
| 2023-12-01 | 32.1477963170724 |
| 2024-01-01 | 32.1136029891221 |
| 2024-02-01 | 31.9340330001104 |
| 2024-03-01 | 31.9432180950951 |
| 2024-04-01 | 31.8884950390924 |
| 2024-05-01 | 31.8210375146393 |
| 2024-06-01 | 32.0868262688280 |
| 2024-07-01 | 32.0521134679500 |
| 2024-08-01 | 32.0049731097967 |
| 2024-09-01 | 31.8546384594736 |
| 2024-10-01 | 31.9324070936007 |
| 2024-11-01 | 31.7838013945149 |
| 2024-12-01 | 31.6648413412284 |
| 2025-01-01 | 31.5556882070282 |
| 2025-02-01 | 31.6064085097762 |
| 2025-03-01 | 31.4397476477688 |
| 2025-04-01 | 31.3990508666951 |
| 2025-05-01 | 31.5433353686573 |
| 2025-06-01 | 31.3757902811275 |
| 2025-07-01 | 31.5841868746208 |
| 2025-08-01 | 31.8392152416680 |
| 2025-09-01 | 31.4331342717938 |
| 2025-10-01 | 31.1934944267177 |
| 2025-11-01 | 31.0591348949362 |
| 2025-12-01 | 30.7820242287771 |
| 2026-01-01 | 30.5892664755982 |
| 2026-02-01 | 30.4509537214292 |
| 2026-03-01 | 30.4097202765877 |
| 2026-04-01 | 30.8159580391993 |
| 2026-05-01 | 30.6419066756629 |
| 2026-06-01 | 30.7694858976053 |
| 2026-07-01 | 30.8466425011297 |