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 2026-08-01 |
| Last Updated | 2026-09-18 11:39 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 | 13.5143625904 |
| 1990-02-01 | 13.4825000772 |
| 1990-03-01 | 13.4577246817 |
| 1990-04-01 | 13.7905707239 |
| 1990-05-01 | 13.8457291334 |
| 1990-06-01 | 13.9097085963 |
| 1990-07-01 | 14.0597139847 |
| 1990-08-01 | 14.1810782943 |
| 1990-09-01 | 14.2137708258 |
| 1990-10-01 | 14.3236596809 |
| 1990-11-01 | 14.5624640732 |
| 1990-12-01 | 14.5521204614 |
| 1991-01-01 | 13.5348399036 |
| 1991-02-01 | 13.8872769943 |
| 1991-03-01 | 13.9619445171 |
| 1991-04-01 | 13.3763106860 |
| 1991-05-01 | 13.4377430455 |
| 1991-06-01 | 13.5864140174 |
| 1991-07-01 | 13.3666882140 |
| 1991-08-01 | 13.4788478597 |
| 1991-09-01 | 13.4068199665 |
| 1991-10-01 | 13.1217833471 |
| 1991-11-01 | 13.2836739707 |
| 1991-12-01 | 13.2586795203 |
| 1992-01-01 | 13.3763154320 |
| 1992-02-01 | 13.2908347742 |
| 1992-03-01 | 13.1529362493 |
| 1992-04-01 | 13.0776519205 |
| 1992-05-01 | 12.9953123867 |
| 1992-06-01 | 12.8316063112 |
| 1992-07-01 | 13.0948083758 |
| 1992-08-01 | 12.8864213812 |
| 1992-09-01 | 12.9189467879 |
| 1992-10-01 | 13.0994239496 |
| 1992-11-01 | 12.9869716340 |
| 1992-12-01 | 13.0575208102 |
| 1993-01-01 | 13.3365914242 |
| 1993-02-01 | 13.7258488007 |
| 1993-03-01 | 13.0705293837 |
| 1993-04-01 | 14.2728047185 |
| 1993-05-01 | 14.8172345879 |
| 1993-06-01 | 13.8747157648 |
| 1993-07-01 | 14.0129023400 |
| 1993-08-01 | 13.8946099830 |
| 1993-09-01 | 14.8380341228 |
| 1993-10-01 | 13.9015773097 |
| 1993-11-01 | 13.5387890288 |
| 1993-12-01 | 13.4183787483 |
| 1994-01-01 | 13.6394327086 |
| 1994-02-01 | 13.5003744563 |
| 1994-03-01 | 13.5314319402 |
| 1994-04-01 | 13.4526313510 |
| 1994-05-01 | 13.4013663099 |
| 1994-06-01 | 13.8904736271 |
| 1994-07-01 | 13.8506404960 |
| 1994-08-01 | 14.0260886665 |
| 1994-09-01 | 14.0557824995 |
| 1994-10-01 | 13.9007991894 |
| 1994-11-01 | 13.7435016777 |
| 1994-12-01 | 13.4396091771 |
| 1995-01-01 | 14.3449725195 |
| 1995-02-01 | 14.9155795930 |
| 1995-03-01 | 14.5428536994 |
| 1995-04-01 | 13.8407902901 |
| 1995-05-01 | 14.4176277728 |
| 1995-06-01 | 14.2987728653 |
| 1995-07-01 | 13.9537836346 |
| 1995-08-01 | 14.1165512862 |
| 1995-09-01 | 13.9508942068 |
| 1995-10-01 | 14.7446960475 |
| 1995-11-01 | 15.2567394991 |
| 1995-12-01 | 14.8445316124 |
| 1996-01-01 | 14.6409816935 |
| 1996-02-01 | 14.6170691405 |
| 1996-03-01 | 14.8341431564 |
| 1996-04-01 | 14.9487145234 |
| 1996-05-01 | 15.0800506959 |
| 1996-06-01 | 14.7267232882 |
| 1996-07-01 | 15.1445478220 |
| 1996-08-01 | 15.0960926534 |
| 1996-09-01 | 15.1652022130 |
| 1996-10-01 | 14.7564507430 |
| 1996-11-01 | 15.5928579991 |
| 1996-12-01 | 15.4346705515 |
| 1997-01-01 | 15.3055566220 |
| 1997-02-01 | 14.9024135873 |
| 1997-03-01 | 15.2155476714 |
| 1997-04-01 | 16.2458945448 |
| 1997-05-01 | 16.6103361553 |
| 1997-06-01 | 16.9005977329 |
| 1997-07-01 | 16.3892267039 |
| 1997-08-01 | 16.3473918299 |
| 1997-09-01 | 16.8647515227 |
| 1997-10-01 | 16.9943618598 |
| 1997-11-01 | 17.0099243045 |
| 1997-12-01 | 16.9612141164 |
| 1998-01-01 | 16.8167737494 |
| 1998-02-01 | 16.8094791601 |
| 1998-03-01 | 16.7482397304 |
| 1998-04-01 | 16.9185072191 |
| 1998-05-01 | 16.9729348031 |
| 1998-06-01 | 17.3132629664 |
| 1998-07-01 | 17.3518787905 |
| 1998-08-01 | 17.5247042424 |
| 1998-09-01 | 17.5846706266 |
| 1998-10-01 | 16.8105993477 |
| 1998-11-01 | 16.2767955315 |
| 1998-12-01 | 16.5159733504 |
| 1999-01-01 | 16.7684411456 |
| 1999-02-01 | 16.8530744232 |
| 1999-03-01 | 17.0281392549 |
| 1999-04-01 | 16.7986985507 |
| 1999-05-01 | 16.6672995170 |
| 1999-06-01 | 16.6342262366 |
| 1999-07-01 | 17.2325702734 |
| 1999-08-01 | 17.3004615831 |
| 1999-09-01 | 17.1945233311 |
| 1999-10-01 | 17.8849642648 |
| 1999-11-01 | 17.7066797933 |
| 1999-12-01 | 18.0192774734 |
| 2000-01-01 | 17.4402292407 |
| 2000-02-01 | 17.3174599589 |
| 2000-03-01 | 17.3345169574 |
| 2000-04-01 | 17.5919329104 |
| 2000-05-01 | 17.5329318575 |
| 2000-06-01 | 17.7917199539 |
| 2000-07-01 | 17.6672261622 |
| 2000-08-01 | 17.7332318045 |
| 2000-09-01 | 17.9403584100 |
| 2000-10-01 | 18.0475545857 |
| 2000-11-01 | 17.8959389118 |
| 2000-12-01 | 18.2171299681 |
| 2001-01-01 | 18.2896825391 |
| 2001-02-01 | 18.3756648707 |
| 2001-03-01 | 18.7347566943 |
| 2001-04-01 | 18.0679058794 |
| 2001-05-01 | 17.9759933466 |
| 2001-06-01 | 17.7517191754 |
| 2001-07-01 | 17.8365410546 |
| 2001-08-01 | 17.8029436123 |
| 2001-09-01 | 17.4857729213 |
| 2001-10-01 | 17.2432308085 |
| 2001-11-01 | 17.4441606262 |
| 2001-12-01 | 16.6279107868 |
| 2002-01-01 | 16.8128466435 |
| 2002-02-01 | 16.8153576209 |
| 2002-03-01 | 16.7364100082 |
| 2002-04-01 | 16.5386330015 |
| 2002-05-01 | 16.9086823262 |
| 2002-06-01 | 16.4295065266 |
| 2002-07-01 | 16.1376897837 |
| 2002-08-01 | 16.0035981624 |
| 2002-09-01 | 16.0432412917 |
| 2002-10-01 | 15.7117908429 |
| 2002-11-01 | 15.6195411570 |
| 2002-12-01 | 15.7254993911 |
| 2003-01-01 | 15.9530541654 |
| 2003-02-01 | 15.6729048827 |
| 2003-03-01 | 15.6503126478 |
| 2003-04-01 | 15.6193186047 |
| 2003-05-01 | 15.9675493565 |
| 2003-06-01 | 15.8099057418 |
| 2003-07-01 | 15.8357663818 |
| 2003-08-01 | 15.8786305495 |
| 2003-09-01 | 16.2063499007 |
| 2003-10-01 | 16.0715992073 |
| 2003-11-01 | 16.0706345792 |
| 2003-12-01 | 16.1120183184 |
| 2004-01-01 | 16.2042228658 |
| 2004-02-01 | 16.2395282339 |
| 2004-03-01 | 16.2546724089 |
| 2004-04-01 | 16.4246811855 |
| 2004-05-01 | 16.2456883370 |
| 2004-06-01 | 16.3326076500 |
| 2004-07-01 | 16.2212285751 |
| 2004-08-01 | 16.1205307814 |
| 2004-09-01 | 15.9704293289 |
| 2004-10-01 | 16.1896895770 |
| 2004-11-01 | 16.0843389144 |
| 2004-12-01 | 15.9704451996 |
| 2005-01-01 | 16.4273243440 |
| 2005-02-01 | 16.1501353591 |
| 2005-03-01 | 16.0802825066 |
| 2005-04-01 | 16.5298910390 |
| 2005-05-01 | 16.1217926591 |
| 2005-06-01 | 16.3317145278 |
| 2005-07-01 | 16.4853491524 |
| 2005-08-01 | 16.5258220136 |
| 2005-09-01 | 16.8364770426 |
| 2005-10-01 | 17.4890163647 |
| 2005-11-01 | 17.2172899088 |
| 2005-12-01 | 17.6249691349 |
| 2006-01-01 | 17.3969400321 |
| 2006-02-01 | 17.2841325375 |
| 2006-03-01 | 17.3259410751 |
| 2006-04-01 | 17.2492720390 |
| 2006-05-01 | 17.2776540332 |
| 2006-06-01 | 17.3092286469 |
| 2006-07-01 | 17.6242407680 |
| 2006-08-01 | 17.8020720744 |
| 2006-09-01 | 17.8740139271 |
| 2006-10-01 | 17.9688423040 |
| 2006-11-01 | 18.4580443232 |
| 2006-12-01 | 18.7060720972 |
| 2007-01-01 | 18.8248351121 |
| 2007-02-01 | 18.9721951503 |
| 2007-03-01 | 19.0864627341 |
| 2007-04-01 | 18.9698448730 |
| 2007-05-01 | 19.1036239361 |
| 2007-06-01 | 19.0435806679 |
| 2007-07-01 | 19.3186728753 |
| 2007-08-01 | 19.6598233012 |
| 2007-09-01 | 19.8870266094 |
| 2007-10-01 | 19.9467243148 |
| 2007-11-01 | 20.2449139300 |
| 2007-12-01 | 20.3036413208 |
| 2008-01-01 | 20.3661431685 |
| 2008-02-01 | 20.6988980101 |
| 2008-03-01 | 20.7783507638 |
| 2008-04-01 | 20.8930903022 |
| 2008-05-01 | 20.9049015594 |
| 2008-06-01 | 20.7436675768 |
| 2008-07-01 | 20.0898392255 |
| 2008-08-01 | 20.4270175091 |
| 2008-09-01 | 20.0579682969 |
| 2008-10-01 | 19.9049036111 |
| 2008-11-01 | 19.6456042817 |
| 2008-12-01 | 19.7237959931 |
| 2009-01-01 | 19.9259060871 |
| 2009-02-01 | 19.5582893173 |
| 2009-03-01 | 19.3971677005 |
| 2009-04-01 | 19.4118184079 |
| 2009-05-01 | 19.3840693456 |
| 2009-06-01 | 19.4377603730 |
| 2009-07-01 | 19.2366599801 |
| 2009-08-01 | 19.1931625229 |
| 2009-09-01 | 19.2242562855 |
| 2009-10-01 | 19.3448565277 |
| 2009-11-01 | 19.8586138439 |
| 2009-12-01 | 19.0655112964 |
| 2010-01-01 | 19.0669144465 |
| 2010-02-01 | 19.0134115376 |
| 2010-03-01 | 19.2332775881 |
| 2010-04-01 | 19.1322683172 |
| 2010-05-01 | 19.0698728059 |
| 2010-06-01 | 18.7257284329 |
| 2010-07-01 | 19.2050016225 |
| 2010-08-01 | 19.0738147628 |
| 2010-09-01 | 19.4696864887 |
| 2010-10-01 | 18.8767036997 |
| 2010-11-01 | 18.7580093950 |
| 2010-12-01 | 18.9168673275 |
| 2011-01-01 | 18.8874450726 |
| 2011-02-01 | 18.8687305768 |
| 2011-03-01 | 18.8605792755 |
| 2011-04-01 | 19.0576273792 |
| 2011-05-01 | 18.9568440022 |
| 2011-06-01 | 19.1462041228 |
| 2011-07-01 | 19.1866518461 |
| 2011-08-01 | 19.0346007794 |
| 2011-09-01 | 19.1151824290 |
| 2011-10-01 | 19.1174217995 |
| 2011-11-01 | 19.2621446756 |
| 2011-12-01 | 19.3641986460 |
| 2012-01-01 | 19.2005851187 |
| 2012-02-01 | 19.2018935592 |
| 2012-03-01 | 19.1790829513 |
| 2012-04-01 | 19.1714399748 |
| 2012-05-01 | 19.5594730891 |
| 2012-06-01 | 19.3687698605 |
| 2012-07-01 | 19.6799905903 |
| 2012-08-01 | 20.3140471403 |
| 2012-09-01 | 19.3698319713 |
| 2012-10-01 | 20.0549908998 |
| 2012-11-01 | 20.4510300919 |
| 2012-12-01 | 19.8069005165 |
| 2013-01-01 | 20.0193995640 |
| 2013-02-01 | 20.0256586310 |
| 2013-03-01 | 19.9978163096 |
| 2013-04-01 | 20.3933516359 |
| 2013-05-01 | 19.8627353058 |
| 2013-06-01 | 19.9852581806 |
| 2013-07-01 | 19.6640771845 |
| 2013-08-01 | 19.8940944971 |
| 2013-09-01 | 20.0315346096 |
| 2013-10-01 | 19.8878967870 |
| 2013-11-01 | 19.8356604454 |
| 2013-12-01 | 20.3429378900 |
| 2014-01-01 | 20.6595157729 |
| 2014-02-01 | 20.7566748650 |
| 2014-03-01 | 21.4248770298 |
| 2014-04-01 | 21.2216934261 |
| 2014-05-01 | 21.3636323282 |
| 2014-06-01 | 21.3581913842 |
| 2014-07-01 | 21.5379749789 |
| 2014-08-01 | 21.9986474793 |
| 2014-09-01 | 21.9074288892 |
| 2014-10-01 | 22.0234988326 |
| 2014-11-01 | 21.9968847153 |
| 2014-12-01 | 22.1568103293 |
| 2015-01-01 | 23.9152985946 |
| 2015-02-01 | 24.1182248757 |
| 2015-03-01 | 24.4539024834 |
| 2015-04-01 | 24.2744959251 |
| 2015-05-01 | 23.4570026810 |
| 2015-06-01 | 23.8180729079 |
| 2015-07-01 | 23.9812377188 |
| 2015-08-01 | 23.5929748622 |
| 2015-09-01 | 23.5928316833 |
| 2015-10-01 | 23.8709509132 |
| 2015-11-01 | 23.7580990517 |
| 2015-12-01 | 23.7487343502 |
| 2016-01-01 | 24.0913203194 |
| 2016-02-01 | 24.2877250849 |
| 2016-03-01 | 24.0975457041 |
| 2016-04-01 | 23.7208167665 |
| 2016-05-01 | 24.1431715780 |
| 2016-06-01 | 24.5674563697 |
| 2016-07-01 | 24.5057229708 |
| 2016-08-01 | 24.4911491392 |
| 2016-09-01 | 24.7093614582 |
| 2016-10-01 | 24.4347365436 |
| 2016-11-01 | 24.4103237318 |
| 2016-12-01 | 24.3400094517 |
| 2017-01-01 | 24.0403664288 |
| 2017-02-01 | 23.9473615151 |
| 2017-03-01 | 23.9334998009 |
| 2017-04-01 | 23.8885171925 |
| 2017-05-01 | 24.1383964154 |
| 2017-06-01 | 24.0271596676 |
| 2017-07-01 | 23.9257583189 |
| 2017-08-01 | 23.9736806494 |
| 2017-09-01 | 24.0206810537 |
| 2017-10-01 | 24.1144473187 |
| 2017-11-01 | 24.3741319823 |
| 2017-12-01 | 24.2316725139 |
| 2018-01-01 | 24.0830442386 |
| 2018-02-01 | 24.0979247431 |
| 2018-03-01 | 24.3582488753 |
| 2018-04-01 | 24.3481328611 |
| 2018-05-01 | 24.6326118777 |
| 2018-06-01 | 24.6890178976 |
| 2018-07-01 | 24.8734526753 |
| 2018-08-01 | 24.8463537023 |
| 2018-09-01 | 24.9216766069 |
| 2018-10-01 | 25.0071725472 |
| 2018-11-01 | 25.0523046847 |
| 2018-12-01 | 25.2350165105 |
| 2019-01-01 | 25.3084298762 |
| 2019-02-01 | 25.5453229083 |
| 2019-03-01 | 25.4571620727 |
| 2019-04-01 | 25.8972811944 |
| 2019-05-01 | 25.8452345482 |
| 2019-06-01 | 25.8766451296 |
| 2019-07-01 | 25.9125154229 |
| 2019-08-01 | 26.2079050984 |
| 2019-09-01 | 25.9905153544 |
| 2019-10-01 | 26.2122831171 |
| 2019-11-01 | 26.3769383290 |
| 2019-12-01 | 26.2388994856 |
| 2020-01-01 | 26.6412990253 |
| 2020-02-01 | 26.6784607075 |
| 2020-03-01 | 26.5462356550 |
| 2020-04-01 | 25.6114403114 |
| 2020-05-01 | 25.9643509589 |
| 2020-06-01 | 25.8682124207 |
| 2020-07-01 | 26.0597048343 |
| 2020-08-01 | 25.6851195141 |
| 2020-09-01 | 25.6621675024 |
| 2020-10-01 | 25.8035380752 |
| 2020-11-01 | 25.9044867311 |
| 2020-12-01 | 26.1501019986 |
| 2021-01-01 | 26.1574758762 |
| 2021-02-01 | 26.3159562385 |
| 2021-03-01 | 26.5388335027 |
| 2021-04-01 | 26.7310606930 |
| 2021-05-01 | 27.5167315596 |
| 2021-06-01 | 27.4492071416 |
| 2021-07-01 | 27.4849209081 |
| 2021-08-01 | 27.8662502123 |
| 2021-09-01 | 28.2141622585 |
| 2021-10-01 | 28.2822293938 |
| 2021-11-01 | 28.4338795444 |
| 2021-12-01 | 28.4439317632 |
| 2022-01-01 | 28.5951148221 |
| 2022-02-01 | 28.8688160842 |
| 2022-03-01 | 29.2691913436 |
| 2022-04-01 | 29.6560454010 |
| 2022-05-01 | 30.0530052330 |
| 2022-06-01 | 30.3218388547 |
| 2022-07-01 | 31.0143616960 |
| 2022-08-01 | 31.7369169815 |
| 2022-09-01 | 31.7594178191 |
| 2022-10-01 | 31.7372347364 |
| 2022-11-01 | 31.9276159635 |
| 2022-12-01 | 31.8415567615 |
| 2023-01-01 | 32.7515601360 |
| 2023-02-01 | 33.0552998066 |
| 2023-03-01 | 33.2437272518 |
| 2023-04-01 | 33.0752714476 |
| 2023-05-01 | 33.3871790625 |
| 2023-06-01 | 32.6946389899 |
| 2023-07-01 | 32.0166207723 |
| 2023-08-01 | 31.9824595243 |
| 2023-09-01 | 31.7030853875 |
| 2023-10-01 | 31.9925013666 |
| 2023-11-01 | 32.0231937009 |
| 2023-12-01 | 32.1535833917 |
| 2024-01-01 | 32.1138762965 |
| 2024-02-01 | 31.9307408194 |
| 2024-03-01 | 31.9398079731 |
| 2024-04-01 | 31.8847781310 |
| 2024-05-01 | 31.7989220904 |
| 2024-06-01 | 32.0681560291 |
| 2024-07-01 | 32.0487649759 |
| 2024-08-01 | 32.0102639487 |
| 2024-09-01 | 31.8755299957 |
| 2024-10-01 | 31.9488513549 |
| 2024-11-01 | 31.7961540613 |
| 2024-12-01 | 31.6724924514 |
| 2025-01-01 | 31.5562698214 |
| 2025-02-01 | 31.6018669356 |
| 2025-03-01 | 31.4358168351 |
| 2025-04-01 | 31.3946365393 |
| 2025-05-01 | 31.5151577109 |
| 2025-06-01 | 31.3444012877 |
| 2025-07-01 | 31.5891499856 |
| 2025-08-01 | 31.8332503238 |
| 2025-09-01 | 31.4634678876 |
| 2025-10-01 | 31.2163814479 |
| 2025-11-01 | 31.0752132496 |
| 2025-12-01 | 30.7913102283 |
| 2026-01-01 | 30.5903440667 |
| 2026-02-01 | 30.4463874058 |
| 2026-03-01 | 30.4062299329 |
| 2026-04-01 | 30.8114346158 |
| 2026-05-01 | 30.6117459636 |
| 2026-06-01 | 30.7325590024 |
| 2026-07-01 | 30.6606817264 |
| 2026-08-01 | 30.6720731779 |