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 2026-06-01 |
| Last Updated | 2026-07-22 9:44 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. 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 | 13.5143625903964 |
| 1990-02-01 | 13.4825000772252 |
| 1990-03-01 | 13.4577246816676 |
| 1990-04-01 | 13.7905707239134 |
| 1990-05-01 | 13.8457291333788 |
| 1990-06-01 | 13.9097085962559 |
| 1990-07-01 | 14.0597139847082 |
| 1990-08-01 | 14.1810782942821 |
| 1990-09-01 | 14.2137708257826 |
| 1990-10-01 | 14.3236596809286 |
| 1990-11-01 | 14.5624640732210 |
| 1990-12-01 | 14.5521204613543 |
| 1991-01-01 | 13.5348399036041 |
| 1991-02-01 | 13.8872769942656 |
| 1991-03-01 | 13.9619445171413 |
| 1991-04-01 | 13.3763106859814 |
| 1991-05-01 | 13.4377430455179 |
| 1991-06-01 | 13.5864140173598 |
| 1991-07-01 | 13.3666882139728 |
| 1991-08-01 | 13.4788478596818 |
| 1991-09-01 | 13.4068199664717 |
| 1991-10-01 | 13.1217833471317 |
| 1991-11-01 | 13.2836739706578 |
| 1991-12-01 | 13.2586795202632 |
| 1992-01-01 | 13.3763154319786 |
| 1992-02-01 | 13.2908347741520 |
| 1992-03-01 | 13.1529362493370 |
| 1992-04-01 | 13.0776519205028 |
| 1992-05-01 | 12.9953123867361 |
| 1992-06-01 | 12.8316063112205 |
| 1992-07-01 | 13.0948083757582 |
| 1992-08-01 | 12.8864213811737 |
| 1992-09-01 | 12.9189467878775 |
| 1992-10-01 | 13.0994239495968 |
| 1992-11-01 | 12.9869716339870 |
| 1992-12-01 | 13.0575208101523 |
| 1993-01-01 | 13.3365914241455 |
| 1993-02-01 | 13.7258488007144 |
| 1993-03-01 | 13.0705293836995 |
| 1993-04-01 | 14.2728047185167 |
| 1993-05-01 | 14.8172345879500 |
| 1993-06-01 | 13.8747157648382 |
| 1993-07-01 | 14.0129023400144 |
| 1993-08-01 | 13.8946099829820 |
| 1993-09-01 | 14.8380341228114 |
| 1993-10-01 | 13.9015773096630 |
| 1993-11-01 | 13.5387890287568 |
| 1993-12-01 | 13.4183787482478 |
| 1994-01-01 | 13.6394327086256 |
| 1994-02-01 | 13.5003744562668 |
| 1994-03-01 | 13.5314319401879 |
| 1994-04-01 | 13.4526313510138 |
| 1994-05-01 | 13.4013663099535 |
| 1994-06-01 | 13.8904736271913 |
| 1994-07-01 | 13.8506404960428 |
| 1994-08-01 | 14.0260886665338 |
| 1994-09-01 | 14.0557824994852 |
| 1994-10-01 | 13.9007991893564 |
| 1994-11-01 | 13.7435016777146 |
| 1994-12-01 | 13.4396091770914 |
| 1995-01-01 | 14.3449725194544 |
| 1995-02-01 | 14.9155795929124 |
| 1995-03-01 | 14.5428536993578 |
| 1995-04-01 | 13.8407902901475 |
| 1995-05-01 | 14.4176277728823 |
| 1995-06-01 | 14.2987728654564 |
| 1995-07-01 | 13.9537836346897 |
| 1995-08-01 | 14.1165512863081 |
| 1995-09-01 | 13.9508942068631 |
| 1995-10-01 | 14.7446960475690 |
| 1995-11-01 | 15.2567394986919 |
| 1995-12-01 | 14.8445316123855 |
| 1996-01-01 | 14.6409816934938 |
| 1996-02-01 | 14.6170691403189 |
| 1996-03-01 | 14.8341431563239 |
| 1996-04-01 | 14.9487145234094 |
| 1996-05-01 | 15.0800506960115 |
| 1996-06-01 | 14.7267232885539 |
| 1996-07-01 | 15.1445478223185 |
| 1996-08-01 | 15.0960926536570 |
| 1996-09-01 | 15.1652022131162 |
| 1996-10-01 | 14.7564507429006 |
| 1996-11-01 | 15.5928579980237 |
| 1996-12-01 | 15.4346705510801 |
| 1997-01-01 | 15.3055566216612 |
| 1997-02-01 | 14.9024135870199 |
| 1997-03-01 | 15.2155476714391 |
| 1997-04-01 | 16.2458945451018 |
| 1997-05-01 | 16.6103361558996 |
| 1997-06-01 | 16.9005977339309 |
| 1997-07-01 | 16.3892267048570 |
| 1997-08-01 | 16.3473918304884 |
| 1997-09-01 | 16.8647515226421 |
| 1997-10-01 | 16.9943618591391 |
| 1997-11-01 | 17.0099243023121 |
| 1997-12-01 | 16.9612141151131 |
| 1998-01-01 | 16.8167737487172 |
| 1998-02-01 | 16.8094791597444 |
| 1998-03-01 | 16.7482397313400 |
| 1998-04-01 | 16.9185072195360 |
| 1998-05-01 | 16.9729348039521 |
| 1998-06-01 | 17.3132629681168 |
| 1998-07-01 | 17.3518787923380 |
| 1998-08-01 | 17.5247042440349 |
| 1998-09-01 | 17.5846706280023 |
| 1998-10-01 | 16.8105993493036 |
| 1998-11-01 | 16.2767955225890 |
| 1998-12-01 | 16.5159733427776 |
| 1999-01-01 | 16.7684411479769 |
| 1999-02-01 | 16.8530744251285 |
| 1999-03-01 | 17.0281392579650 |
| 1999-04-01 | 16.7986985515968 |
| 1999-05-01 | 16.6672995188688 |
| 1999-06-01 | 16.6342262386537 |
| 1999-07-01 | 17.2325702755742 |
| 1999-08-01 | 17.3004615850769 |
| 1999-09-01 | 17.1945233330166 |
| 1999-10-01 | 17.8849642665907 |
| 1999-11-01 | 17.7066797746546 |
| 1999-12-01 | 18.0192774567120 |
| 2000-01-01 | 17.4402292550278 |
| 2000-02-01 | 17.3174599634470 |
| 2000-03-01 | 17.3345169654475 |
| 2000-04-01 | 17.5919329166006 |
| 2000-05-01 | 17.5329318503916 |
| 2000-06-01 | 17.7917199599957 |
| 2000-07-01 | 17.6672261660119 |
| 2000-08-01 | 17.7332318056800 |
| 2000-09-01 | 17.9403584095849 |
| 2000-10-01 | 18.0475545843298 |
| 2000-11-01 | 17.8959388805797 |
| 2000-12-01 | 18.2171299401447 |
| 2001-01-01 | 18.2896825649535 |
| 2001-02-01 | 18.3756648800868 |
| 2001-03-01 | 18.7347567111743 |
| 2001-04-01 | 18.0679058973798 |
| 2001-05-01 | 17.9759933369391 |
| 2001-06-01 | 17.7517191901513 |
| 2001-07-01 | 17.8365410609990 |
| 2001-08-01 | 17.8029436096822 |
| 2001-09-01 | 17.4857729128941 |
| 2001-10-01 | 17.2432307935392 |
| 2001-11-01 | 17.4441605758577 |
| 2001-12-01 | 16.6279107357605 |
| 2002-01-01 | 16.8128466997807 |
| 2002-02-01 | 16.8153576079403 |
| 2002-03-01 | 16.7364100101081 |
| 2002-04-01 | 16.5386330912723 |
| 2002-05-01 | 16.9086823366489 |
| 2002-06-01 | 16.4295065565285 |
| 2002-07-01 | 16.1376898093528 |
| 2002-08-01 | 16.0035981109128 |
| 2002-09-01 | 16.0432412947359 |
| 2002-10-01 | 15.7117907769653 |
| 2002-11-01 | 15.6195411020327 |
| 2002-12-01 | 15.7254992961084 |
| 2003-01-01 | 15.9530542399636 |
| 2003-02-01 | 15.6729048411363 |
| 2003-03-01 | 15.6503126268012 |
| 2003-04-01 | 15.6193187636870 |
| 2003-05-01 | 15.9675494072289 |
| 2003-06-01 | 15.8099058669311 |
| 2003-07-01 | 15.8357664371325 |
| 2003-08-01 | 15.8786304570676 |
| 2003-09-01 | 16.2063499182799 |
| 2003-10-01 | 16.0715989986018 |
| 2003-11-01 | 16.0706345273980 |
| 2003-12-01 | 16.1120181801000 |
| 2004-01-01 | 16.2042229409746 |
| 2004-02-01 | 16.2395281439893 |
| 2004-03-01 | 16.2546723344773 |
| 2004-04-01 | 16.4246813655507 |
| 2004-05-01 | 16.2456883699530 |
| 2004-06-01 | 16.3326082545422 |
| 2004-07-01 | 16.2212286115659 |
| 2004-08-01 | 16.1205306046243 |
| 2004-09-01 | 15.9704293177097 |
| 2004-10-01 | 16.1896891821887 |
| 2004-11-01 | 16.0843388230351 |
| 2004-12-01 | 15.9704449930831 |
| 2005-01-01 | 16.4273243654013 |
| 2005-02-01 | 16.1501352393782 |
| 2005-03-01 | 16.0802824121182 |
| 2005-04-01 | 16.5298912014310 |
| 2005-05-01 | 16.1217927114525 |
| 2005-06-01 | 16.3317156700695 |
| 2005-07-01 | 16.4853492261691 |
| 2005-08-01 | 16.5258218552249 |
| 2005-09-01 | 16.8364770421640 |
| 2005-10-01 | 17.4890158800303 |
| 2005-11-01 | 17.2172891822029 |
| 2005-12-01 | 17.6249689279547 |
| 2006-01-01 | 17.3969401405903 |
| 2006-02-01 | 17.2841324141498 |
| 2006-03-01 | 17.3259409834524 |
| 2006-04-01 | 17.2492722049848 |
| 2006-05-01 | 17.2776541324443 |
| 2006-06-01 | 17.3092302932567 |
| 2006-07-01 | 17.6242409248089 |
| 2006-08-01 | 17.8020720097778 |
| 2006-09-01 | 17.8740140521267 |
| 2006-10-01 | 17.9688419756626 |
| 2006-11-01 | 18.4580420947372 |
| 2006-12-01 | 18.7060720525603 |
| 2007-01-01 | 18.8248354030629 |
| 2007-02-01 | 18.9721951192860 |
| 2007-03-01 | 19.0864627127781 |
| 2007-04-01 | 18.9698450338035 |
| 2007-05-01 | 19.1036241079515 |
| 2007-06-01 | 19.0435828353327 |
| 2007-07-01 | 19.3186731677147 |
| 2007-08-01 | 19.6598234353394 |
| 2007-09-01 | 19.8870266354394 |
| 2007-10-01 | 19.9467241690918 |
| 2007-11-01 | 20.2449101395865 |
| 2007-12-01 | 20.3036413941935 |
| 2008-01-01 | 20.3661435925173 |
| 2008-02-01 | 20.6988980469569 |
| 2008-03-01 | 20.7783508332750 |
| 2008-04-01 | 20.8930905255345 |
| 2008-05-01 | 20.9049019255684 |
| 2008-06-01 | 20.7436703714264 |
| 2008-07-01 | 20.0898397979137 |
| 2008-08-01 | 20.4270178688437 |
| 2008-09-01 | 20.0579680616538 |
| 2008-10-01 | 19.9049034028060 |
| 2008-11-01 | 19.6455991346089 |
| 2008-12-01 | 19.7237957781794 |
| 2009-01-01 | 19.9259062715995 |
| 2009-02-01 | 19.5582893712892 |
| 2009-03-01 | 19.3971680635132 |
| 2009-04-01 | 19.4118191004391 |
| 2009-05-01 | 19.3840705511780 |
| 2009-06-01 | 19.4377641252809 |
| 2009-07-01 | 19.2366614034200 |
| 2009-08-01 | 19.1931632700613 |
| 2009-09-01 | 19.2242552491941 |
| 2009-10-01 | 19.3448558775165 |
| 2009-11-01 | 19.8586040656962 |
| 2009-12-01 | 19.0655107291347 |
| 2010-01-01 | 19.0669147731228 |
| 2010-02-01 | 19.0134123545450 |
| 2010-03-01 | 19.2332792694977 |
| 2010-04-01 | 19.1322706245567 |
| 2010-05-01 | 19.0698759870521 |
| 2010-06-01 | 18.7257336921100 |
| 2010-07-01 | 19.2050043140891 |
| 2010-08-01 | 19.0738157435249 |
| 2010-09-01 | 19.4696846268463 |
| 2010-10-01 | 18.8767025774190 |
| 2010-11-01 | 18.7579851108437 |
| 2010-12-01 | 18.9168678820311 |
| 2011-01-01 | 18.8874476884758 |
| 2011-02-01 | 18.8687348335652 |
| 2011-03-01 | 18.8605821490773 |
| 2011-04-01 | 19.0576338219980 |
| 2011-05-01 | 18.9568510672652 |
| 2011-06-01 | 19.1462125051388 |
| 2011-07-01 | 19.1866567913669 |
| 2011-08-01 | 19.0346016103926 |
| 2011-09-01 | 19.1151780208291 |
| 2011-10-01 | 19.1174160370835 |
| 2011-11-01 | 19.2620988143165 |
| 2011-12-01 | 19.3641872274200 |
| 2012-01-01 | 19.2006068743183 |
| 2012-02-01 | 19.2019130029664 |
| 2012-03-01 | 19.1790790628325 |
| 2012-04-01 | 19.1714537538901 |
| 2012-05-01 | 19.5594860048873 |
| 2012-06-01 | 19.3687801046407 |
| 2012-07-01 | 19.6799956397765 |
| 2012-08-01 | 20.3140458384646 |
| 2012-09-01 | 19.3698234483747 |
| 2012-10-01 | 20.0549784994047 |
| 2012-11-01 | 20.4509648003105 |
| 2012-12-01 | 19.8068751270485 |
| 2013-01-01 | 20.0194381660698 |
| 2013-02-01 | 20.0257067774682 |
| 2013-03-01 | 19.9978032049779 |
| 2013-04-01 | 20.3933701419530 |
| 2013-05-01 | 19.8627523049785 |
| 2013-06-01 | 19.9852688456710 |
| 2013-07-01 | 19.6640813197520 |
| 2013-08-01 | 19.8940907530278 |
| 2013-09-01 | 20.0315218353823 |
| 2013-10-01 | 19.8878762560007 |
| 2013-11-01 | 19.8355833985782 |
| 2013-12-01 | 20.3428950542328 |
| 2014-01-01 | 20.6595683375040 |
| 2014-02-01 | 20.7567500803027 |
| 2014-03-01 | 21.4248575143220 |
| 2014-04-01 | 21.2217179317829 |
| 2014-05-01 | 21.3636545254254 |
| 2014-06-01 | 21.3582027127505 |
| 2014-07-01 | 21.5379784080559 |
| 2014-08-01 | 21.9986413908468 |
| 2014-09-01 | 21.9074107959878 |
| 2014-10-01 | 22.0234658509897 |
| 2014-11-01 | 21.9968306164612 |
| 2014-12-01 | 22.1567468849265 |
| 2015-01-01 | 23.9153305969452 |
| 2015-02-01 | 24.1183005311621 |
| 2015-03-01 | 24.4538775018105 |
| 2015-04-01 | 24.2745266853780 |
| 2015-05-01 | 23.4570407960285 |
| 2015-06-01 | 23.8181035562092 |
| 2015-07-01 | 23.9812577062839 |
| 2015-08-01 | 23.5929788142326 |
| 2015-09-01 | 23.5928154584665 |
| 2015-10-01 | 23.8709024313282 |
| 2015-11-01 | 23.7580722138013 |
| 2015-12-01 | 23.7486453362212 |
| 2016-01-01 | 24.0913109324058 |
| 2016-02-01 | 24.2877371226701 |
| 2016-03-01 | 24.0974443061439 |
| 2016-04-01 | 23.7210383936563 |
| 2016-05-01 | 24.1431566642914 |
| 2016-06-01 | 24.5674700072553 |
| 2016-07-01 | 24.5057595217277 |
| 2016-08-01 | 24.4911874772008 |
| 2016-09-01 | 24.7093822816473 |
| 2016-10-01 | 24.4347183910553 |
| 2016-11-01 | 24.4103923090512 |
| 2016-12-01 | 24.3398096236748 |
| 2017-01-01 | 24.0403380863315 |
| 2017-02-01 | 23.9472763042161 |
| 2017-03-01 | 23.9333445773894 |
| 2017-04-01 | 23.8888445461284 |
| 2017-05-01 | 24.1380818119033 |
| 2017-06-01 | 24.0268763145761 |
| 2017-07-01 | 23.9267506078134 |
| 2017-08-01 | 23.9735487305001 |
| 2017-09-01 | 24.0206086000897 |
| 2017-10-01 | 24.1143844484540 |
| 2017-11-01 | 24.3742506888613 |
| 2017-12-01 | 24.2313980609996 |
| 2018-01-01 | 24.0830549201301 |
| 2018-02-01 | 24.0978658020541 |
| 2018-03-01 | 24.3582865604162 |
| 2018-04-01 | 24.3489343117095 |
| 2018-05-01 | 24.6302669125472 |
| 2018-06-01 | 24.6888804043602 |
| 2018-07-01 | 24.8757588298452 |
| 2018-08-01 | 24.8462784111070 |
| 2018-09-01 | 24.9216142106153 |
| 2018-10-01 | 25.0071093222127 |
| 2018-11-01 | 25.0524346293922 |
| 2018-12-01 | 25.2345999495343 |
| 2019-01-01 | 25.3084330217828 |
| 2019-02-01 | 25.5452577832151 |
| 2019-03-01 | 25.4573716299944 |
| 2019-04-01 | 25.8983023460882 |
| 2019-05-01 | 25.8409176229996 |
| 2019-06-01 | 25.8767501434701 |
| 2019-07-01 | 25.9162440360483 |
| 2019-08-01 | 26.2080270994335 |
| 2019-09-01 | 25.9905267654617 |
| 2019-10-01 | 26.2122303970078 |
| 2019-11-01 | 26.3767767442952 |
| 2019-12-01 | 26.2384886697112 |
| 2020-01-01 | 26.6412448230293 |
| 2020-02-01 | 26.6782804785132 |
| 2020-03-01 | 26.5467394570766 |
| 2020-04-01 | 25.6124612758792 |
| 2020-05-01 | 25.9573933940778 |
| 2020-06-01 | 25.8682963546214 |
| 2020-07-01 | 26.0672596941728 |
| 2020-08-01 | 25.6853253861981 |
| 2020-09-01 | 25.6612540777897 |
| 2020-10-01 | 25.8036104578240 |
| 2020-11-01 | 25.9040543615149 |
| 2020-12-01 | 26.1494911763234 |
| 2021-01-01 | 26.1570418393468 |
| 2021-02-01 | 26.3152854660278 |
| 2021-03-01 | 26.5392021035894 |
| 2021-04-01 | 26.7314850688858 |
| 2021-05-01 | 27.5091912584697 |
| 2021-06-01 | 27.4493506973470 |
| 2021-07-01 | 27.4964719178035 |
| 2021-08-01 | 27.8666357087298 |
| 2021-09-01 | 28.2122559783707 |
| 2021-10-01 | 28.2821389729424 |
| 2021-11-01 | 28.4327979198293 |
| 2021-12-01 | 28.4428923030863 |
| 2022-01-01 | 28.5939348256403 |
| 2022-02-01 | 28.8673947298318 |
| 2022-03-01 | 29.2692678354910 |
| 2022-04-01 | 29.6560673455316 |
| 2022-05-01 | 30.0454343882683 |
| 2022-06-01 | 30.3226868069167 |
| 2022-07-01 | 31.0291929838657 |
| 2022-08-01 | 31.7393068141402 |
| 2022-09-01 | 31.7563418758457 |
| 2022-10-01 | 31.7365830305847 |
| 2022-11-01 | 31.9258507694281 |
| 2022-12-01 | 31.8398983226708 |
| 2023-01-01 | 32.7489759538750 |
| 2023-02-01 | 33.0516736891371 |
| 2023-03-01 | 33.2403930851511 |
| 2023-04-01 | 33.0784400263133 |
| 2023-05-01 | 33.3757444144635 |
| 2023-06-01 | 32.7018171927243 |
| 2023-07-01 | 32.0394023401651 |
| 2023-08-01 | 31.9841748629100 |
| 2023-09-01 | 31.6983136427604 |
| 2023-10-01 | 31.9903165815307 |
| 2023-11-01 | 32.0199437642645 |
| 2023-12-01 | 32.1503414805109 |
| 2024-01-01 | 32.1083810413528 |
| 2024-02-01 | 31.9221754039386 |
| 2024-03-01 | 31.9299414391239 |
| 2024-04-01 | 31.8900839272480 |
| 2024-05-01 | 31.7847726277398 |
| 2024-06-01 | 32.0877976870249 |
| 2024-07-01 | 32.0783517287763 |
| 2024-08-01 | 32.0250304957207 |
| 2024-09-01 | 31.8660449687310 |
| 2024-10-01 | 31.9427249108014 |
| 2024-11-01 | 31.7896372390032 |
| 2024-12-01 | 31.6659103671024 |
| 2025-01-01 | 31.5460718015024 |
| 2025-02-01 | 31.5863452914639 |
| 2025-03-01 | 31.4171663473632 |
| 2025-04-01 | 31.4021308640500 |
| 2025-05-01 | 31.4968360962769 |
| 2025-06-01 | 31.3789088361391 |
| 2025-07-01 | 31.6282128135711 |
| 2025-08-01 | 31.8665775664796 |
| 2025-09-01 | 31.4484822288963 |
| 2025-10-01 | 31.2049528912659 |
| 2025-11-01 | 31.0640866731129 |
| 2025-12-01 | 30.7801182979508 |
| 2026-01-01 | 30.5747348747914 |
| 2026-02-01 | 30.4238848656260 |
| 2026-03-01 | 30.3798665936822 |
| 2026-04-01 | 30.8179375068201 |
| 2026-05-01 | 30.5920481574059 |
| 2026-06-01 | 30.5790613032672 |