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 2025-12-01
Last Updated 2026-01-28 2:03 AM CST
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 13.5143625903960
1990-02-01 13.4825000772246
1990-03-01 13.4577246816655
1990-04-01 13.7905707239128
1990-05-01 13.8457291333784
1990-06-01 13.9097085962562
1990-07-01 14.0597139847088
1990-08-01 14.1810782942830
1990-09-01 14.2137708257854
1990-10-01 14.3236596809291
1990-11-01 14.5624640732205
1990-12-01 14.5521204613533
1991-01-01 13.5348399036029
1991-02-01 13.8872769942646
1991-03-01 13.9619445171398
1991-04-01 13.3763106859834
1991-05-01 13.4377430455212
1991-06-01 13.5864140173633
1991-07-01 13.3666882139740
1991-08-01 13.4788478596783
1991-09-01 13.4068199664652
1991-10-01 13.1217833471209
1991-11-01 13.2836739706503
1991-12-01 13.2586795202656
1992-01-01 13.3763154319902
1992-02-01 13.2908347741594
1992-03-01 13.1529362493539
1992-04-01 13.0776519205179
1992-05-01 12.9953123867425
1992-06-01 12.8316063112169
1992-07-01 13.0948083757430
1992-08-01 12.8864213811446
1992-09-01 12.9189467878433
1992-10-01 13.0994239495604
1992-11-01 12.9869716339584
1992-12-01 13.0575208101860
1993-01-01 13.3365914242223
1993-02-01 13.7258488007913
1993-03-01 13.0705293837788
1993-04-01 14.2728047185491
1993-05-01 14.8172345879043
1993-06-01 13.8747157647305
1993-07-01 14.0129023398915
1993-08-01 13.8946099828772
1993-09-01 14.8380341227537
1993-10-01 13.9015773096566
1993-11-01 13.5387890287707
1993-12-01 13.4183787483434
1994-01-01 13.6394327087379
1994-02-01 13.5003744567957
1994-03-01 13.5314319404599
1994-04-01 13.4526313509362
1994-05-01 13.4013663097311
1994-06-01 13.8904736263957
1994-07-01 13.8506404957163
1994-08-01 14.0260886663372
1994-09-01 14.0557824995063
1994-10-01 13.9007991895835
1994-11-01 13.7435016780250
1994-12-01 13.4396091774676
1995-01-01 14.3449725197303
1995-02-01 14.9155795939393
1995-03-01 14.5428536997825
1995-04-01 13.8407902898977
1995-05-01 14.4176277722950
1995-06-01 14.2987728636173
1995-07-01 13.9537836337096
1995-08-01 14.1165512853351
1995-09-01 13.9508942065340
1995-10-01 14.7446960469595
1995-11-01 15.2567395042634
1995-12-01 14.8445316124429
1996-01-01 14.6409816939452
1996-02-01 14.6170691423692
1996-03-01 14.8341431575083
1996-04-01 14.9487145230354
1996-05-01 15.0800506939187
1996-06-01 14.7267232829715
1996-07-01 15.1445478171749
1996-08-01 15.0960926492545
1996-09-01 15.1652022120758
1996-10-01 14.7564507438184
1996-11-01 15.5928580132588
1996-12-01 15.4346705575268
1997-01-01 15.3055566259532
1997-02-01 14.9024135907932
1997-03-01 15.2155476714329
1997-04-01 16.2458945406913
1997-05-01 16.6103361468315
1997-06-01 16.9005977189728
1997-07-01 16.3892266908767
1997-08-01 16.3473918212922
1997-09-01 16.8647515240239
1997-10-01 16.9943618683127
1997-11-01 17.0099243344426
1997-12-01 16.9612141331960
1998-01-01 16.8167737590268
1998-02-01 16.8094791650642
1998-03-01 16.7482397177931
1998-04-01 16.9185072135821
1998-05-01 16.9729347914796
1998-06-01 17.3132629438317
1998-07-01 17.3518787662177
1998-08-01 17.5247042201530
1998-09-01 17.5846706073475
1998-10-01 16.8105993262200
1998-11-01 16.2767956513447
1998-12-01 16.5159734537208
1999-01-01 16.7684411141810
1999-02-01 16.8530743971471
1999-03-01 17.0281392137469
1999-04-01 16.7986985387236
1999-05-01 16.6672994911922
1999-06-01 16.6342262090084
1999-07-01 17.2325702438637
1999-08-01 17.3004615563043
1999-09-01 17.1945233053648
1999-10-01 17.8849642411285
1999-11-01 17.7066800455463
1999-12-01 18.0192776981857
2000-01-01 17.4402290474472
2000-02-01 17.3174598973625
2000-03-01 17.3345168479743
2000-04-01 17.5919328262448
2000-05-01 17.5329319531625
2000-06-01 17.7917198721098
2000-07-01 17.6672261100627
2000-08-01 17.7332317883965
2000-09-01 17.9403584153531
2000-10-01 18.0475546040763
2000-11-01 17.8959393335148
2000-12-01 18.2171303460438
2001-01-01 18.2896821897123
2001-02-01 18.3756647444378
2001-03-01 18.7347564661825
2001-04-01 18.0679056358272
2001-05-01 17.9759934768541
2001-06-01 17.7517189767864
2001-07-01 17.8365409676212
2001-08-01 17.8029436471260
2001-09-01 17.4857730342173
2001-10-01 17.2432310103254
2001-11-01 17.4441613062593
2001-12-01 16.6279114762935
2002-01-01 16.8128458830994
2002-02-01 16.8153577962322
2002-03-01 16.7364099824144
2002-04-01 16.5386317894201
2002-05-01 16.9086821857094
2002-06-01 16.4295061220950
2002-07-01 16.1376894373078
2002-08-01 16.0035988579511
2002-09-01 16.0432412497679
2002-10-01 15.7117917326533
2002-11-01 15.6195418987371
2002-12-01 15.7255006733298
2003-01-01 15.9530531585685
2003-02-01 15.6729054440341
2003-03-01 15.6503129327215
2003-04-01 15.6193164586484
2003-05-01 15.9675486720737
2003-06-01 15.8099040494827
2003-07-01 15.8357656346937
2003-08-01 15.8786317992311
2003-09-01 16.2063496631652
2003-10-01 16.0716020206391
2003-11-01 16.0706352801492
2003-12-01 16.1120201877411
2004-01-01 16.2042218525554
2004-02-01 16.2395294517327
2004-03-01 16.2546734168439
2004-04-01 16.4246787546064
2004-05-01 16.2456878899219
2004-06-01 16.3325994768700
2004-07-01 16.2212280791359
2004-08-01 16.1205331679080
2004-09-01 15.9704294812847
2004-10-01 16.1896949032543
2004-11-01 16.0843401558085
2004-12-01 15.9704479974333
2005-01-01 16.4273240628798
2005-02-01 16.1501369830114
2005-03-01 16.0802837853878
2005-04-01 16.5298888423220
2005-05-01 16.1217919411609
2005-06-01 16.3316990793450
2005-07-01 16.4853481303821
2005-08-01 16.5258241505645
2005-09-01 16.8364770592358
2005-10-01 17.4890229161048
2005-11-01 17.2172997496857
2005-12-01 17.6249719562395
2006-01-01 17.3969385890330
2006-02-01 17.2841342123994
2006-03-01 17.3259423074162
2006-04-01 17.2492697804361
2006-05-01 17.2776526605576
2006-06-01 17.3092063634498
2006-07-01 17.6242385895336
2006-08-01 17.8020729289902
2006-09-01 17.8740122327546
2006-10-01 17.9688467269441
2006-11-01 18.4580747097015
2006-12-01 18.7060727119594
2007-01-01 18.8248311979892
2007-02-01 18.9721955653765
2007-03-01 19.0864629847095
2007-04-01 18.9698426261022
2007-05-01 19.1036214995071
2007-06-01 19.0435512074381
2007-07-01 19.3186687650438
2007-08-01 19.6598214189017
2007-09-01 19.8870265067691
2007-10-01 19.9467263445206
2007-11-01 20.2449658063782
2007-12-01 20.3036404307946
2008-01-01 20.3661374539237
2008-02-01 20.6988973701559
2008-03-01 20.7783495332302
2008-04-01 20.8930869095825
2008-05-01 20.9048962672591
2008-06-01 20.7436295115073
2008-07-01 20.0898313824779
2008-08-01 20.4270127276787
2008-09-01 20.0579721631759
2008-10-01 19.9049067239912
2008-11-01 19.6456749926361
2008-12-01 19.7237991468451
2009-01-01 19.9259035836317
2009-02-01 19.5582881863560
2009-03-01 19.3971620003324
2009-04-01 19.4118080279689
2009-05-01 19.3840520755529
2009-06-01 19.4377087735472
2009-07-01 19.2366402098245
2009-08-01 19.1931531664140
2009-09-01 19.2242723617382
2009-10-01 19.3448658163494
2009-11-01 19.8587497727006
2009-12-01 19.0655197879239
2010-01-01 19.0669103453269
2010-02-01 19.0134001011204
2010-03-01 19.2332538533630
2010-04-01 19.1322271864560
2010-05-01 19.0698288222483
2010-06-01 18.7256569080326
2010-07-01 19.2049654118553
2010-08-01 19.0738042763331
2010-09-01 19.4697171072715
2010-10-01 18.8767230991568
2010-11-01 18.7583353001578
2010-12-01 18.9168660321210
2011-01-01 18.8874139269882
2011-02-01 18.8686740684322
2011-03-01 18.8605361255234
2011-04-01 19.0575195686979
2011-05-01 18.9567452716985
2011-06-01 19.1460889400516
2011-07-01 19.1865846562328
2011-08-01 19.0345926312593
2011-09-01 19.1152489436608
2011-10-01 19.1175075537613
2011-11-01 19.2627590554629
2011-12-01 19.3643728713682
2012-01-01 19.2003145772503
2012-02-01 19.2016538852549
2012-03-01 19.1791079467464
2012-04-01 19.1711903379080
2012-05-01 19.5592963296803
2012-06-01 19.3686263831172
2012-07-01 19.6799164569071
2012-08-01 20.3140640371728
2012-09-01 19.3699560687077
2012-10-01 20.0551782028622
2012-11-01 20.4519106224010
2012-12-01 19.8072800079458
2013-01-01 20.0189140962940
2013-02-01 20.0251387146931
2013-03-01 19.9979232500213
2013-04-01 20.3929430755161
2013-05-01 19.8624912763111
2013-06-01 19.9850981449572
2013-07-01 19.6640071832135
2013-08-01 19.8941459248624
2013-09-01 20.0317274115435
2013-10-01 19.8881997246911
2013-11-01 19.8366910940964
2013-12-01 20.3435342959036
2014-01-01 20.6588263400009
2014-02-01 20.7558961314829
2014-03-01 21.4250737678981
2014-04-01 21.2212015755601
2014-05-01 21.3634098952264
2014-06-01 21.3580924244528
2014-07-01 21.5379393469258
2014-08-01 21.9986572845460
2014-09-01 21.9074936352331
2014-10-01 22.0236436564230
2014-11-01 21.9981119303309
2014-12-01 22.1573567104946
2015-01-01 23.9146419435214
2015-02-01 24.1174332926278
2015-03-01 24.4542591266119
2015-04-01 24.2741701996934
2015-05-01 23.4569677139316
2015-06-01 23.8180843290085
2015-07-01 23.9811599010814
2015-08-01 23.5927187980207
2015-09-01 23.5924232704686
2015-10-01 23.8705806967036
2015-11-01 23.7592310758903
2015-12-01 23.7493919104373
2016-01-01 24.0910673084599
2016-02-01 24.2874280710022
2016-03-01 24.0982601359724
2016-04-01 23.7207678768740
2016-05-01 24.1432152873324
2016-06-01 24.5674847019042
2016-07-01 24.5056266554563
2016-08-01 24.4906408918891
2016-09-01 24.7082869545617
2016-10-01 24.4333611467390
2016-11-01 24.4104749848217
2016-12-01 24.3395381935655
2017-01-01 24.0404171147962
2017-02-01 23.9520006712789
2017-03-01 23.9370974715960
2017-04-01 23.8864340395107
2017-05-01 24.1349675572617
2017-06-01 24.0239440226666
2017-07-01 23.9326887755445
2017-08-01 23.9709472353535
2017-09-01 24.0178704097293
2017-10-01 24.1115782368744
2017-11-01 24.3732483488965
2017-12-01 24.2309018129617
2018-01-01 24.0845355624102
2018-02-01 24.1093405274783
2018-03-01 24.3669778818387
2018-04-01 24.3468085230508
2018-05-01 24.6096249082308
2018-06-01 24.6854558072923
2018-07-01 24.8898287526348
2018-08-01 24.8432049813783
2018-09-01 24.9184738904088
2018-10-01 25.0040128198417
2018-11-01 25.0513332728288
2018-12-01 25.2343796848617
2019-01-01 25.3116212330694
2019-02-01 25.5630757352632
2019-03-01 25.4697001433151
2019-04-01 25.8947446244502
2019-05-01 25.8007226680213
2019-06-01 25.8712329300971
2019-07-01 25.9375540886483
2019-08-01 26.2086962502607
2019-09-01 25.9877313679257
2019-10-01 26.2099030229186
2019-11-01 26.3762081730356
2019-12-01 26.2416574312754
2020-01-01 26.6480172409496
2020-02-01 26.6997753968775
2020-03-01 26.5616885541940
2020-04-01 25.6112265903852
2020-05-01 25.8757188949459
2020-06-01 25.8647098691250
2020-07-01 26.1003576380450
2020-08-01 25.6921960789572
2020-09-01 25.6685328000808
2020-10-01 25.8032122415131
2020-11-01 25.9042236930433
2020-12-01 26.1554000296680
2021-01-01 26.1662360445970
2021-02-01 26.3381744270298
2021-03-01 26.5540745481158
2021-04-01 26.7305506789093
2021-05-01 27.3768018476739
2021-06-01 27.4436585018428
2021-07-01 27.5481260012271
2021-08-01 27.8908262849777
2021-09-01 28.2382807277828
2021-10-01 28.2820986042405
2021-11-01 28.4265859059149
2021-12-01 28.4509075687932
2022-01-01 28.6033844563664
2022-02-01 28.9061748933093
2022-03-01 29.2725679050818
2022-04-01 29.6608273173450
2022-05-01 29.8377671258095
2022-06-01 30.3023926618139
2022-07-01 31.1089544988214
2022-08-01 31.7987763299855
2022-09-01 31.8105598655880
2022-10-01 31.7419081141733
2022-11-01 31.9235751475473
2022-12-01 31.8446997727000
2023-01-01 32.7521869421972
2023-02-01 33.0901545598860
2023-03-01 33.2111321522661
2023-04-01 33.0904265602844
2023-05-01 33.1179434099894
2023-06-01 32.6629937651565
2023-07-01 32.1409636799534
2023-08-01 32.0978388006204
2023-09-01 31.7826595939756
2023-10-01 32.0048571309719
2023-11-01 32.0198359944855
2023-12-01 32.1466357115443
2024-01-01 32.1007527213863
2024-02-01 31.9594186453309
2024-03-01 31.8579732066950
2024-04-01 31.9089615686676
2024-05-01 31.5823928291064
2024-06-01 32.1232470097090
2024-07-01 32.2068656296291
2024-08-01 32.1924605054770
2024-09-01 32.0824579075674
2024-10-01 32.2711205957237
2024-11-01 32.2005651769354
2024-12-01 31.9511815084501
2025-01-01 31.8247315067548
2025-02-01 31.5042373131964
2025-03-01 31.2009788826769
2025-04-01 31.7237877751056
2025-05-01 31.9792598863437
2025-06-01 31.8962780718896
2025-07-01 32.1767861218589
2025-08-01 31.6812354350238
2025-09-01 31.7904160393845
2025-10-01 31.5455421633316
2025-11-01 31.3777691067155
2025-12-01 30.9564223030093

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