Table Data - All Employees: Education and Health Services: Private Education and Health Services in Dallas-Fort Worth-Arlington, TX (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Dallas-Fort Worth-Arlington, TX (MSA)
Series ID DALL148EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2025-12-01
Last Updated 2026-01-28 4:09 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
1990-01-01 162.410548161146
1990-02-01 164.478127426848
1990-03-01 165.217884539581
1990-04-01 165.519025530115
1990-05-01 167.042232468442
1990-06-01 167.763184762628
1990-07-01 169.187532084552
1990-08-01 170.646375732418
1990-09-01 171.043516373312
1990-10-01 172.033213145800
1990-11-01 173.234862660979
1990-12-01 173.510561130750
1991-01-01 173.622659206001
1991-02-01 174.239279952555
1991-03-01 175.432967829406
1991-04-01 176.735172520264
1991-05-01 177.571728799677
1991-06-01 177.460809870996
1991-07-01 178.940602848605
1991-08-01 179.358789448619
1991-09-01 179.899703420328
1991-10-01 180.080051479564
1991-11-01 180.589915978925
1991-12-01 181.163583115398
1992-01-01 182.146450212176
1992-02-01 183.017855620498
1992-03-01 183.133324275045
1992-04-01 183.914725300031
1992-05-01 184.094482279695
1992-06-01 184.622798136280
1992-07-01 184.913466757217
1992-08-01 185.833284235822
1992-09-01 186.450353390009
1992-10-01 187.552345563498
1992-11-01 187.875760799003
1992-12-01 188.820245391963
1993-01-01 189.325409224324
1993-02-01 189.467815907068
1993-03-01 190.099735702452
1993-04-01 189.205171686630
1993-05-01 189.576555234739
1993-06-01 190.433751790167
1993-07-01 191.257040397559
1993-08-01 191.536483061962
1993-09-01 192.923369993934
1993-10-01 191.465164491373
1993-11-01 192.374202328258
1993-12-01 192.986389157079
1994-01-01 194.259748785979
1994-02-01 194.510740057263
1994-03-01 194.726240520332
1994-04-01 196.938789386057
1994-05-01 197.144769583474
1994-06-01 198.079173219123
1994-07-01 198.170639002598
1994-08-01 198.920139278187
1994-09-01 199.657976378536
1994-10-01 200.782660400596
1994-11-01 201.855539446050
1994-12-01 202.434669724564
1995-01-01 202.857276072257
1995-02-01 203.862622690176
1995-03-01 204.760193478111
1995-04-01 206.277969463852
1995-05-01 207.274496508806
1995-06-01 208.035075076382
1995-07-01 209.630980674361
1995-08-01 210.259657024090
1995-09-01 211.665914569005
1995-10-01 212.230558823069
1995-11-01 213.083789285643
1995-12-01 213.752589243899
1996-01-01 213.922922398824
1996-02-01 214.614383325784
1996-03-01 215.418674609097
1996-04-01 215.187676186144
1996-05-01 216.321927192749
1996-06-01 216.873465828517
1996-07-01 216.388461439371
1996-08-01 217.546828862507
1996-09-01 218.374173795131
1996-10-01 220.034882244142
1996-11-01 221.267867127636
1996-12-01 221.834748595994
1997-01-01 224.600756887039
1997-02-01 225.627345243011
1997-03-01 226.789500445355
1997-04-01 226.698376007945
1997-05-01 228.752903382029
1997-06-01 229.704974526370
1997-07-01 231.275605185614
1997-08-01 232.109470532246
1997-09-01 233.832612450692
1997-10-01 232.499856494187
1997-11-01 232.593089535593
1997-12-01 232.864923614224
1998-01-01 233.102735376662
1998-02-01 233.274237847767
1998-03-01 232.760148821630
1998-04-01 234.590961913810
1998-05-01 234.930054910217
1998-06-01 235.381272622376
1998-07-01 234.964637219059
1998-08-01 235.451539766085
1998-09-01 235.991207317629
1998-10-01 235.413798265298
1998-11-01 237.031441588561
1998-12-01 237.448529921470
1999-01-01 237.124951825962
1999-02-01 237.588896474010
1999-03-01 237.547028224332
1999-04-01 237.721737349319
1999-05-01 237.139881760338
1999-06-01 237.732330840372
1999-07-01 238.357238844723
1999-08-01 239.232228017124
1999-09-01 239.475587671280
1999-10-01 240.511752880047
1999-11-01 240.858749846436
1999-12-01 241.393779198393
2000-01-01 241.265014676520
2000-02-01 240.647834433985
2000-03-01 242.029893669485
2000-04-01 242.193314411591
2000-05-01 243.047388697914
2000-06-01 243.291432608186
2000-07-01 243.506052198926
2000-08-01 243.735673743461
2000-09-01 245.029652918054
2000-10-01 245.098162737079
2000-11-01 245.491867108827
2000-12-01 246.352723958070
2001-01-01 248.039305505131
2001-02-01 248.722442071319
2001-03-01 249.793780791234
2001-04-01 250.665025358005
2001-05-01 251.703762771124
2001-06-01 254.673353814767
2001-07-01 254.657860253512
2001-08-01 255.117023712721
2001-09-01 255.159052478796
2001-10-01 255.447411157458
2001-11-01 256.092307705198
2001-12-01 257.049243824040
2002-01-01 258.608094347287
2002-02-01 258.941311795889
2002-03-01 259.393436394804
2002-04-01 260.281337725763
2002-05-01 261.544972661124
2002-06-01 261.798309532436
2002-07-01 261.003171091324
2002-08-01 262.993124779865
2002-09-01 263.562222670661
2002-10-01 263.178187592807
2002-11-01 264.697564780143
2002-12-01 265.846298477929
2003-01-01 268.954723031631
2003-02-01 268.306479554837
2003-03-01 268.738672487830
2003-04-01 268.825604229643
2003-05-01 269.252966787512
2003-06-01 268.930229742064
2003-07-01 269.783378356618
2003-08-01 270.073825885374
2003-09-01 270.409926212015
2003-10-01 272.018236822555
2003-11-01 272.353492264353
2003-12-01 271.578856565763
2004-01-01 271.378376659106
2004-02-01 272.417116415037
2004-03-01 273.048313865268
2004-04-01 273.621393665699
2004-05-01 273.746106806441
2004-06-01 272.558788150923
2004-07-01 274.427758301701
2004-08-01 274.515489927862
2004-09-01 275.701084044613
2004-10-01 280.565346666089
2004-11-01 280.895062640067
2004-12-01 282.898204189501
2005-01-01 280.774750503500
2005-02-01 281.071959035506
2005-03-01 281.828996336536
2005-04-01 284.345240473102
2005-05-01 284.871409156305
2005-06-01 285.818400386919
2005-07-01 289.268584617011
2005-08-01 288.669047253490
2005-09-01 289.360112358834
2005-10-01 291.364352741607
2005-11-01 291.944205585463
2005-12-01 293.304543690228
2006-01-01 296.528473266314
2006-02-01 295.646763110364
2006-03-01 295.693714179555
2006-04-01 296.089609951679
2006-05-01 296.721370278045
2006-06-01 299.337200028625
2006-07-01 298.933819696263
2006-08-01 302.120843845861
2006-09-01 303.508273427595
2006-10-01 304.227742715412
2006-11-01 305.601641273562
2006-12-01 308.649423384879
2007-01-01 307.307700778842
2007-02-01 309.620516615186
2007-03-01 311.771396100648
2007-04-01 312.460725237510
2007-05-01 313.656528553220
2007-06-01 315.098184982167
2007-07-01 315.032057997556
2007-08-01 316.794845458637
2007-09-01 317.879151772561
2007-10-01 318.571492396450
2007-11-01 320.359342230817
2007-12-01 321.081429172085
2008-01-01 323.072519320805
2008-02-01 325.230766716508
2008-03-01 325.047444946204
2008-04-01 325.263844427036
2008-05-01 327.543486570663
2008-06-01 327.048613706101
2008-07-01 328.285132740275
2008-08-01 329.016821770692
2008-09-01 329.942217765483
2008-10-01 330.194124187363
2008-11-01 331.840150529932
2008-12-01 334.089285559228
2009-01-01 335.369485919247
2009-02-01 335.541357581706
2009-03-01 337.333764700514
2009-04-01 338.734655069365
2009-05-01 340.256403902352
2009-06-01 341.431850627370
2009-07-01 344.176060333176
2009-08-01 344.842529612949
2009-09-01 346.433110683601
2009-10-01 348.788491281422
2009-11-01 349.279728988632
2009-12-01 350.290819804025
2010-01-01 349.373562556358
2010-02-01 349.754834777284
2010-03-01 352.098484934112
2010-04-01 353.889631313294
2010-05-01 354.738780058498
2010-06-01 355.575658814273
2010-07-01 355.867479272127
2010-08-01 356.615913692608
2010-09-01 357.221850197539
2010-10-01 359.298900427422
2010-11-01 359.774578592345
2010-12-01 360.852469746833
2011-01-01 362.494552574137
2011-02-01 360.907386026891
2011-03-01 363.641540112500
2011-04-01 365.209661206803
2011-05-01 366.418052559771
2011-06-01 368.196510212370
2011-07-01 369.294930515345
2011-08-01 369.492624400986
2011-09-01 371.942989999619
2011-10-01 370.845771576842
2011-11-01 371.581183707157
2011-12-01 372.956058388958
2012-01-01 374.116362551870
2012-02-01 374.920147555267
2012-03-01 376.157721046904
2012-04-01 375.176120894345
2012-05-01 374.997803849863
2012-06-01 375.846788669672
2012-07-01 376.098472196487
2012-08-01 377.041883395926
2012-09-01 377.653593822994
2012-10-01 377.500393236156
2012-11-01 378.066423976954
2012-12-01 378.900894313636
2013-01-01 378.302076544830
2013-02-01 380.097389751355
2013-03-01 380.681918456676
2013-04-01 382.748727657890
2013-05-01 383.424099104030
2013-06-01 383.922565870305
2013-07-01 384.486856098843
2013-08-01 386.294526679051
2013-09-01 387.520648039638
2013-10-01 388.379658792088
2013-11-01 389.889695066842
2013-12-01 389.778879078787
2014-01-01 391.410020319113
2014-02-01 392.291935407971
2014-03-01 393.329892239275
2014-04-01 393.379585287881
2014-05-01 394.517652709442
2014-06-01 396.008417210505
2014-07-01 396.086522794540
2014-08-01 398.426894410435
2014-09-01 399.417218040875
2014-10-01 401.506708437156
2014-11-01 403.137099182736
2014-12-01 404.463639568371
2015-01-01 404.562429418150
2015-02-01 405.635781687425
2015-03-01 406.027135244891
2015-04-01 409.555260264348
2015-05-01 411.878072827036
2015-06-01 413.298427391176
2015-07-01 415.196726701424
2015-08-01 415.887241255665
2015-09-01 415.572986879640
2015-10-01 417.817635065712
2015-11-01 419.133553393002
2015-12-01 420.066913312222
2016-01-01 421.528280975996
2016-02-01 422.387166586344
2016-03-01 422.986817418100
2016-04-01 423.725577392868
2016-05-01 424.908506102254
2016-06-01 424.583315777051
2016-07-01 426.693761778626
2016-08-01 427.657118454775
2016-09-01 429.483406408520
2016-10-01 429.858331672265
2016-11-01 430.504237988012
2016-12-01 430.929832744189
2017-01-01 434.792891494097
2017-02-01 436.186621353001
2017-03-01 437.536651190858
2017-04-01 438.523783436529
2017-05-01 438.643213148180
2017-06-01 441.146996523234
2017-07-01 438.694421232280
2017-08-01 439.799200029971
2017-09-01 441.036598351940
2017-10-01 441.211613894843
2017-11-01 442.059885870852
2017-12-01 442.896673258941
2018-01-01 443.799374965958
2018-02-01 444.402212229522
2018-03-01 445.478681784116
2018-04-01 445.227778980132
2018-05-01 446.139207715089
2018-06-01 448.647729010273
2018-07-01 449.340898649946
2018-08-01 450.496353012743
2018-09-01 450.909265728759
2018-10-01 451.295214472518
2018-11-01 451.902805335758
2018-12-01 453.622453113690
2019-01-01 453.601389616713
2019-02-01 455.401088392296
2019-03-01 456.911516633223
2019-04-01 457.321063841712
2019-05-01 459.078152287935
2019-06-01 459.730261385923
2019-07-01 459.905171521868
2019-08-01 461.724124465227
2019-09-01 461.962905411402
2019-10-01 462.586943425992
2019-11-01 463.633244865050
2019-12-01 463.883111560707
2020-01-01 466.314876685642
2020-02-01 467.552520518738
2020-03-01 467.014058198783
2020-04-01 410.478893495553
2020-05-01 426.401211815445
2020-06-01 435.733869674422
2020-07-01 437.682021146615
2020-08-01 439.181274442654
2020-09-01 441.231799320122
2020-10-01 446.157282444208
2020-11-01 447.619109907671
2020-12-01 450.076362633204
2021-01-01 451.360447626056
2021-02-01 449.015409186565
2021-03-01 452.861434604161
2021-04-01 453.808960379491
2021-05-01 453.500117411193
2021-06-01 454.802634060526
2021-07-01 457.542436102500
2021-08-01 457.402078745179
2021-09-01 455.939123631172
2021-10-01 459.749837668052
2021-11-01 460.208525638713
2021-12-01 462.129556356701
2022-01-01 461.036043371163
2022-02-01 462.095839105656
2022-03-01 464.065347709186
2022-04-01 469.341714147960
2022-05-01 470.554125586185
2022-06-01 470.427123422558
2022-07-01 475.541030558198
2022-08-01 477.670158102278
2022-09-01 480.194685765693
2022-10-01 482.659197684626
2022-11-01 485.385773598741
2022-12-01 485.337427689301
2023-01-01 490.111890770795
2023-02-01 492.114120659616
2023-03-01 495.369338303278
2023-04-01 497.484775290698
2023-05-01 499.670493040314
2023-06-01 501.387294734093
2023-07-01 500.895148593847
2023-08-01 502.296398616107
2023-09-01 503.606678104438
2023-10-01 505.062660077485
2023-11-01 505.962027271127
2023-12-01 507.100575009346
2024-01-01 507.045976159617
2024-02-01 508.914042067457
2024-03-01 508.664311084513
2024-04-01 509.938911063879
2024-05-01 510.028923854079
2024-06-01 508.344450992577
2024-07-01 509.223288540768
2024-08-01 511.168334689021
2024-09-01 512.171490601837
2024-10-01 512.492746701048
2024-11-01 513.568583693437
2024-12-01 512.957675117859
2025-01-01 517.447948069455
2025-02-01 518.860785755951
2025-03-01 520.267037874885
2025-04-01 519.289698476848
2025-05-01 519.974976181283
2025-06-01 528.654130887895
2025-07-01 527.267195371821
2025-08-01 527.693458687954
2025-09-01 528.517363566626
2025-10-01 527.757797591052
2025-11-01 529.275372254439
2025-12-01 529.630942810368

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