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 2026-05-01
Last Updated 2026-06-24 9:52 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 13.4788478596819
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 12.8864213811738
1992-09-01 12.9189467878776
1992-10-01 13.0994239495968
1992-11-01 12.9869716339870
1992-12-01 13.0575208101522
1993-01-01 13.3365914241454
1993-02-01 13.7258488007143
1993-03-01 13.0705293836994
1993-04-01 14.2728047185166
1993-05-01 14.8172345879501
1993-06-01 13.8747157648384
1993-07-01 14.0129023400146
1993-08-01 13.8946099829822
1993-09-01 14.8380341228115
1993-10-01 13.9015773096630
1993-11-01 13.5387890287568
1993-12-01 13.4183787482476
1994-01-01 13.6394327086254
1994-02-01 13.5003744562659
1994-03-01 13.5314319401874
1994-04-01 13.4526313510139
1994-05-01 13.4013663099539
1994-06-01 13.8904736271927
1994-07-01 13.8506404960434
1994-08-01 14.0260886665342
1994-09-01 14.0557824994852
1994-10-01 13.9007991893560
1994-11-01 13.7435016777141
1994-12-01 13.4396091770907
1995-01-01 14.3449725194539
1995-02-01 14.9155795929106
1995-03-01 14.5428536993570
1995-04-01 13.8407902901479
1995-05-01 14.4176277728833
1995-06-01 14.2987728654597
1995-07-01 13.9537836346914
1995-08-01 14.1165512863098
1995-09-01 13.9508942068636
1995-10-01 14.7446960475701
1995-11-01 15.2567394986822
1995-12-01 14.8445316123854
1996-01-01 14.6409816934931
1996-02-01 14.6170691403153
1996-03-01 14.8341431563218
1996-04-01 14.9487145234100
1996-05-01 15.0800506960152
1996-06-01 14.7267232885637
1996-07-01 15.1445478223275
1996-08-01 15.0960926536647
1996-09-01 15.1652022131180
1996-10-01 14.7564507428990
1996-11-01 15.5928579979970
1996-12-01 15.4346705510688
1997-01-01 15.3055566216537
1997-02-01 14.9024135870133
1997-03-01 15.2155476714391
1997-04-01 16.2458945451095
1997-05-01 16.6103361559155
1997-06-01 16.9005977339571
1997-07-01 16.3892267048815
1997-08-01 16.3473918305045
1997-09-01 16.8647515226396
1997-10-01 16.9943618591230
1997-11-01 17.0099243022558
1997-12-01 16.9612141150814
1998-01-01 16.8167737486991
1998-02-01 16.8094791597351
1998-03-01 16.7482397313637
1998-04-01 16.9185072195465
1998-05-01 16.9729348039739
1998-06-01 17.3132629681594
1998-07-01 17.3518787923838
1998-08-01 17.5247042440767
1998-09-01 17.5846706280385
1998-10-01 16.8105993493440
1998-11-01 16.2767955223634
1998-12-01 16.5159733425831
1999-01-01 16.7684411480361
1999-02-01 16.8530744251776
1999-03-01 17.0281392580424
1999-04-01 16.7986985516194
1999-05-01 16.6672995189173
1999-06-01 16.6342262387057
1999-07-01 17.2325702756298
1999-08-01 17.3004615851273
1999-09-01 17.1945233330650
1999-10-01 17.8849642666353
1999-11-01 17.7066797741799
1999-12-01 18.0192774562888
2000-01-01 17.4402292553916
2000-02-01 17.3174599635628
2000-03-01 17.3345169656533
2000-04-01 17.5919329167589
2000-05-01 17.5329318502117
2000-06-01 17.7917199601496
2000-07-01 17.6672261661099
2000-08-01 17.7332318057102
2000-09-01 17.9403584095747
2000-10-01 18.0475545842951
2000-11-01 17.8959388797859
2000-12-01 18.2171299394334
2001-01-01 18.2896825656113
2001-02-01 18.3756648803247
2001-03-01 18.7347567116038
2001-04-01 18.0679058978383
2001-05-01 17.9759933366946
2001-06-01 17.7517191905251
2001-07-01 17.8365410611621
2001-08-01 17.8029436096156
2001-09-01 17.4857729126803
2001-10-01 17.2432307931582
2001-11-01 17.4441605745773
2001-12-01 16.6279107344637
2002-01-01 16.8128467012139
2002-02-01 16.8153576076133
2002-03-01 16.7364100101588
2002-04-01 16.5386330935545
2002-05-01 16.9086823369130
2002-06-01 16.4295065572877
2002-07-01 16.1376898100013
2002-08-01 16.0035981096000
2002-09-01 16.0432412948103
2002-10-01 15.7117907752877
2002-11-01 15.6195411006355
2002-12-01 15.7254992936985
2003-01-01 15.9530542418668
2003-02-01 15.6729048400908
2003-03-01 15.6503126262740
2003-04-01 15.6193187677321
2003-05-01 15.9675494085190
2003-06-01 15.8099058700811
2003-07-01 15.8357664385356
2003-08-01 15.8786304547148
2003-09-01 16.2063499187280
2003-10-01 16.0715989932665
2003-11-01 16.0706345260887
2003-12-01 16.1120181766013
2004-01-01 16.2042229429122
2004-02-01 16.2395281417328
2004-03-01 16.2546723326128
2004-04-01 16.4246813701501
2004-05-01 16.2456883708002
2004-06-01 16.3326082697418
2004-07-01 16.2212286124820
2004-08-01 16.1205306001263
2004-09-01 15.9704293174375
2004-10-01 16.1896891721169
2004-11-01 16.0843388207685
2004-12-01 15.9704449879082
2005-01-01 16.4273243660299
2005-02-01 16.1501352364043
2005-03-01 16.0802824097474
2005-04-01 16.5298912055504
2005-05-01 16.1217927127313
2005-06-01 16.3317156987357
2005-07-01 16.4853492279464
2005-08-01 16.5258218512019
2005-09-01 16.8364770422263
2005-10-01 17.4890158677437
2005-11-01 17.2172891639917
2005-12-01 17.6249689228808
2006-01-01 17.3969401435061
2006-02-01 17.2841324111061
2006-03-01 17.3259409811025
2006-04-01 17.2492722090844
2006-05-01 17.2776541347430
2006-06-01 17.3092303344548
2006-07-01 17.6242409285379
2006-08-01 17.8020720080781
2006-09-01 17.8740140553501
2006-10-01 17.9688419673194
2006-11-01 18.4580420396895
2006-12-01 18.7060720515818
2007-01-01 18.8248354106217
2007-02-01 18.9721951186082
2007-03-01 19.0864627121411
2007-04-01 18.9698450375486
2007-05-01 19.1036241117250
2007-06-01 19.0435828881847
2007-07-01 19.3186731743038
2007-08-01 19.6598234382948
2007-09-01 19.8870266384302
2007-10-01 19.9467241657511
2007-11-01 20.2449100468724
2007-12-01 20.3036413966628
2008-01-01 20.3661436032541
2008-02-01 20.6988980469855
2008-03-01 20.7783508333268
2008-04-01 20.8930905291438
2008-05-01 20.9049019333386
2008-06-01 20.7436704393497
2008-07-01 20.0898398126057
2008-08-01 20.4270178787630
2008-09-01 20.0579680616110
2008-10-01 19.9049033993034
2008-11-01 19.6455990100588
2008-12-01 19.7237957740477
2009-01-01 19.9259062756971
2009-02-01 19.5582893695994
2009-03-01 19.3971680669988
2009-04-01 19.4118191098499
2009-05-01 19.3840705733081
2009-06-01 19.4377642101426
2009-07-01 19.2366614356109
2009-08-01 19.1931632918266
2009-09-01 19.2242552432648
2009-10-01 19.3448558815068
2009-11-01 19.8586038594329
2009-12-01 19.0655107339999
2010-01-01 19.0669147839061
2010-02-01 19.0134123569086
2010-03-01 19.2332792749608
2010-04-01 19.1322705775871
2010-05-01 19.0698760240994
2010-06-01 18.7257337982286
2010-07-01 19.2050043858030
2010-08-01 19.0738158169441
2010-09-01 19.4696846940626
2010-10-01 18.8767026974842
2010-11-01 18.7579845117222
2010-12-01 18.9168680069702
2011-01-01 18.8874477758000
2011-02-01 18.8687348636591
2011-03-01 18.8605819735175
2011-04-01 19.0576337028017
2011-05-01 18.9568511164766
2011-06-01 19.1462126650509
2011-07-01 19.1866569570650
2011-08-01 19.0346017754047
2011-09-01 19.1151781886923
2011-10-01 19.1174162695563
2011-11-01 19.2620977510893
2011-12-01 19.3641872729733
2012-01-01 19.2006076604652
2012-02-01 19.2019136266237
2012-03-01 19.1790775863451
2012-04-01 19.1714531583834
2012-05-01 19.5594862971510
2012-06-01 19.3687804387565
2012-07-01 19.6799959097811
2012-08-01 20.3140461204339
2012-09-01 19.3698237827723
2012-10-01 20.0549789320464
2012-11-01 20.4509635462877
2012-12-01 19.8068753636637
2013-01-01 20.0194399844369
2013-02-01 20.0257069844804
2013-03-01 19.9978007457400
2013-04-01 20.3933684441068
2013-05-01 19.8627530153878
2013-06-01 19.9852694665203
2013-07-01 19.6640818008230
2013-08-01 19.8940912452017
2013-09-01 20.0315224046656
2013-10-01 19.8878768353305
2013-11-01 19.8355821937197
2013-12-01 20.3428952135496
2014-01-01 20.6595709239525
2014-02-01 20.7567496659897
2014-03-01 21.4248541204486
2014-04-01 21.2217151022649
2014-05-01 21.3636556034668
2014-06-01 21.3582036714797
2014-07-01 21.5379794582880
2014-08-01 21.9986427338264
2014-09-01 21.9074122645906
2014-10-01 22.0234666414764
2014-11-01 21.9968344872572
2014-12-01 22.1567448936857
2015-01-01 23.9153297481396
2015-02-01 24.1182948844424
2015-03-01 24.4538711646002
2015-04-01 24.2745220894914
2015-05-01 23.4570433165764
2015-06-01 23.8181078629222
2015-07-01 23.9812629752736
2015-08-01 23.5929843899311
2015-09-01 23.5928204993335
2015-10-01 23.8709045958636
2015-11-01 23.7580820568467
2015-12-01 23.7486411033729
2016-01-01 24.0913030915405
2016-02-01 24.2877190520844
2016-03-01 24.0974224679265
2016-04-01 23.7210466207687
2016-05-01 24.1431500295524
2016-06-01 24.5674731839545
2016-07-01 24.5057705766845
2016-08-01 24.4912031431203
2016-09-01 24.7094002868263
2016-10-01 24.4347344963748
2016-11-01 24.4104266915865
2016-12-01 24.3397860483159
2017-01-01 24.0403455996703
2017-02-01 23.9472199617693
2017-03-01 23.9332870473443
2017-04-01 23.8888473711718
2017-05-01 24.1380277630645
2017-06-01 24.0268292212080
2017-07-01 23.9269334642047
2017-08-01 23.9735435443516
2017-09-01 24.0206298951378
2017-10-01 24.1144224565448
2017-11-01 24.3743280729884
2017-12-01 24.2313799003441
2018-01-01 24.0830806927639
2018-02-01 24.0977612392658
2018-03-01 24.3581782817350
2018-04-01 24.3489391990792
2018-05-01 24.6297790041311
2018-06-01 24.6888785075667
2018-07-01 24.8762407554760
2018-08-01 24.8463849314153
2018-09-01 24.9217521044615
2018-10-01 25.0072482559628
2018-11-01 25.0525793389524
2018-12-01 25.2345575613302
2019-01-01 25.3083962236213
2019-02-01 25.5449849157205
2019-03-01 25.4570694853046
2019-04-01 25.8981633447187
2019-05-01 25.8399481071479
2019-06-01 25.8768468537388
2019-07-01 25.9171662188234
2019-08-01 26.2084361125653
2019-09-01 25.9909447265709
2019-10-01 26.2125739684800
2019-11-01 26.3769510702298
2019-12-01 26.2384305927093
2020-01-01 26.6411298559082
2020-02-01 26.6778500343681
2020-03-01 26.5458795534091
2020-04-01 25.6119835809142
2020-05-01 25.9551308518401
2020-06-01 25.8678720809690
2020-07-01 26.0710062419962
2020-08-01 25.6851158298345
2020-09-01 25.6638503000292
2020-10-01 25.8034506077127
2020-11-01 25.9037136095224
2020-12-01 26.1489738361002
2021-01-01 26.1565566466231
2021-02-01 26.3144892981841
2021-03-01 26.5376598181635
2021-04-01 26.7306332986811
2021-05-01 27.5061480484940
2021-06-01 27.4485928893291
2021-07-01 27.5033122808806
2021-08-01 27.8660801426827
2021-09-01 28.2172080936236
2021-10-01 28.2814231780239
2021-11-01 28.4316554189060
2021-12-01 28.4414942515866
2022-01-01 28.5925909667849
2022-02-01 28.8659267760095
2022-03-01 29.2669758289622
2022-04-01 29.6550283859592
2022-05-01 30.0420207502498
2022-06-01 30.3221589793726
2022-07-01 31.0395279988057
2022-08-01 31.7383562569928
2022-09-01 31.7641265585179
2022-10-01 31.7354068376616
2022-11-01 31.9237003103850
2022-12-01 31.8370799322844
2023-01-01 32.7456295233983
2023-02-01 33.0477226737526
2023-03-01 33.2350844986837
2023-04-01 33.0843423444350
2023-05-01 33.3687576210570
2023-06-01 32.7045338977199
2023-07-01 32.0520208871284
2023-08-01 31.9845739328817
2023-09-01 31.7071005176853
2023-10-01 31.9888213668520
2023-11-01 32.0160017281390
2023-12-01 32.1447548086831
2024-01-01 32.1017821576861
2024-02-01 31.9152428213604
2024-03-01 31.9228619337434
2024-04-01 31.9063946477836
2024-05-01 31.7796344268138
2024-06-01 32.0851347777016
2024-07-01 32.0941467065691
2024-08-01 32.0263604303415
2024-09-01 31.8762052496910
2024-10-01 31.9407283283102
2024-11-01 31.7841225025751
2024-12-01 31.6576406045357
2025-01-01 31.5359588237482
2025-02-01 31.5761081113891
2025-03-01 31.4084624863866
2025-04-01 31.4316303812978
2025-05-01 31.4944773429426
2025-06-01 31.3687082314348
2025-07-01 31.6454635975965
2025-08-01 31.8698253750321
2025-09-01 31.4582808052625
2025-10-01 31.2028068416025
2025-11-01 31.0573718711930
2025-12-01 30.7697064729602
2026-01-01 30.5621599241581
2026-02-01 30.4120928267375
2026-03-01 30.3723518963483
2026-04-01 30.8568209066244
2026-05-01 30.5972898696535

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