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 2026-04-01
Last Updated 2026-05-26 3:03 PM 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
1990-01-01 162.410548163000
1990-02-01 164.478127432986
1990-03-01 165.217884506678
1990-04-01 165.519026613929
1990-05-01 167.042232666349
1990-06-01 167.763185796485
1990-07-01 169.187532068103
1990-08-01 170.646374780114
1990-09-01 171.043516317891
1990-10-01 172.033212871929
1990-11-01 173.234861960943
1990-12-01 173.510560736069
1991-01-01 173.622659133362
1991-02-01 174.239279695281
1991-03-01 175.432967580880
1991-04-01 176.735175138319
1991-05-01 177.571728603561
1991-06-01 177.460810613176
1991-07-01 178.940602751258
1991-08-01 179.358788515971
1991-09-01 179.899703284614
1991-10-01 180.080051110417
1991-11-01 180.589915205456
1991-12-01 181.163582609213
1992-01-01 182.146449949521
1992-02-01 183.017855132063
1992-03-01 183.133323998157
1992-04-01 183.914729600554
1992-05-01 184.094481857603
1992-06-01 184.622798585821
1992-07-01 184.913466460056
1992-08-01 185.833283368863
1992-09-01 186.450352955934
1992-10-01 187.552344860110
1992-11-01 187.875759756460
1992-12-01 188.820244658793
1993-01-01 189.325409132664
1993-02-01 189.467815885227
1993-03-01 190.099736124802
1993-04-01 189.205177933340
1993-05-01 189.576554076175
1993-06-01 190.433750364001
1993-07-01 191.257037809900
1993-08-01 191.536481731437
1993-09-01 192.923369849042
1993-10-01 191.465164939519
1993-11-01 192.374202659864
1993-12-01 192.986390103568
1994-01-01 194.259749767442
1994-02-01 194.510742547200
1994-03-01 194.726241923142
1994-04-01 196.938794889626
1994-05-01 197.144763295699
1994-06-01 198.079164640249
1994-07-01 198.170630876739
1994-08-01 198.920138549719
1994-09-01 199.657979975975
1994-10-01 200.782667556768
1994-11-01 201.855546816100
1994-12-01 202.434675150830
1995-01-01 202.857277720129
1995-02-01 203.862624368150
1995-03-01 204.760205995799
1995-04-01 206.277964688903
1995-05-01 207.274473610973
1995-06-01 208.035053686630
1995-07-01 209.630963625822
1995-08-01 210.259649431831
1995-09-01 211.665907418747
1995-10-01 212.230633627308
1995-11-01 213.083791462454
1995-12-01 213.752597325731
1996-01-01 213.922925029906
1996-02-01 214.614389498794
1996-03-01 215.418710711508
1996-04-01 215.187678828646
1996-05-01 216.321798465375
1996-06-01 216.873444749973
1996-07-01 216.388438821097
1996-08-01 217.546814682535
1996-09-01 218.374161759459
1996-10-01 220.035042012244
1996-11-01 221.267875975369
1996-12-01 221.834778654208
1997-01-01 224.600794739832
1997-02-01 225.627332518225
1997-03-01 226.789580207473
1997-04-01 226.698365965897
1997-05-01 228.752606074859
1997-06-01 229.704880544227
1997-07-01 231.275526454215
1997-08-01 232.109460524910
1997-09-01 233.832669911724
1997-10-01 232.500207759245
1997-11-01 232.593169383299
1997-12-01 232.865000561829
1998-01-01 233.102799699806
1998-02-01 233.274168464423
1998-03-01 232.760227603312
1998-04-01 234.590930403848
1998-05-01 234.929606046061
1998-06-01 235.380745501318
1998-07-01 234.964510603931
1998-08-01 235.451594660956
1998-09-01 235.991460788976
1998-10-01 235.414405483743
1998-11-01 237.031723838514
1998-12-01 237.448714527947
1999-01-01 237.125091166401
1999-02-01 237.588910923147
1999-03-01 237.547369823236
1999-04-01 237.721765679753
1999-05-01 237.139166006358
1999-06-01 237.730836009814
1999-07-01 238.356589392990
1999-08-01 239.231235623355
1999-09-01 239.474999546102
1999-10-01 240.515259750581
1999-11-01 240.859172612512
1999-12-01 241.394458694093
2000-01-01 241.265603129721
2000-02-01 240.648468869377
2000-03-01 242.030677822952
2000-04-01 242.193434059790
2000-05-01 243.046161187773
2000-06-01 243.288052286732
2000-07-01 243.503482564848
2000-08-01 243.732333116330
2000-09-01 245.027703946970
2000-10-01 245.105153337087
2000-11-01 245.493755353578
2000-12-01 246.355315255416
2001-01-01 248.041312572837
2001-02-01 248.724263010425
2001-03-01 249.795582513531
2001-04-01 250.665371758964
2001-05-01 251.701422339707
2001-06-01 254.667504598110
2001-07-01 254.652121219205
2001-08-01 255.107828213103
2001-09-01 255.148129532257
2001-10-01 255.465697512292
2001-11-01 256.099102354827
2001-12-01 257.054939998807
2002-01-01 258.612217161205
2002-02-01 258.944733723404
2002-03-01 259.395599638513
2002-04-01 260.280991178884
2002-05-01 261.540859723387
2002-06-01 261.789198055156
2002-07-01 260.994714568363
2002-08-01 262.977438947340
2002-09-01 263.542172948925
2002-10-01 263.205901174838
2002-11-01 264.710983907613
2002-12-01 265.856388411967
2003-01-01 268.961117826621
2003-02-01 268.311397203315
2003-03-01 268.740957355517
2003-04-01 268.824046911505
2003-05-01 269.246432134947
2003-06-01 268.917882997858
2003-07-01 269.775165232521
2003-08-01 270.051444341861
2003-09-01 270.380159932649
2003-10-01 272.055510144796
2003-11-01 272.372911619464
2003-12-01 271.592401095358
2004-01-01 271.386055090216
2004-02-01 272.422897440237
2004-03-01 273.049567619873
2004-04-01 273.617990391630
2004-05-01 273.737739679935
2004-06-01 272.544687892350
2004-07-01 274.421823429580
2004-08-01 274.491270925388
2004-09-01 275.670556828237
2004-10-01 280.601209423315
2004-11-01 280.917036674335
2004-12-01 282.913846538338
2005-01-01 280.782569249394
2005-02-01 281.078203943607
2005-03-01 281.829286845284
2005-04-01 284.340722291046
2005-05-01 284.861903003454
2005-06-01 285.804634733065
2005-07-01 289.266640675914
2005-08-01 288.645276341860
2005-09-01 289.329168216439
2005-10-01 291.397606809173
2005-11-01 291.965869240035
2005-12-01 293.318909438785
2006-01-01 296.535007328357
2006-02-01 295.652713049789
2006-03-01 295.692457568650
2006-04-01 296.084249230624
2006-05-01 296.712358531903
2006-06-01 299.325658837499
2006-07-01 298.935665793959
2006-08-01 302.102973264294
2006-09-01 303.486455687473
2006-10-01 304.249139764326
2006-11-01 305.618331334159
2006-12-01 308.660685649308
2007-01-01 307.311840698432
2007-02-01 309.625664563908
2007-03-01 311.769570455355
2007-04-01 312.455936203742
2007-05-01 313.648938112000
2007-06-01 315.089972329117
2007-07-01 315.037222912964
2007-08-01 316.783629397108
2007-09-01 317.866789633127
2007-10-01 318.582846410182
2007-11-01 320.368925983958
2007-12-01 321.087985062968
2008-01-01 323.074414625518
2008-02-01 325.234679411565
2008-03-01 325.045559698454
2008-04-01 325.260341505509
2008-05-01 327.538506979611
2008-06-01 327.044253029801
2008-07-01 328.289856476821
2008-08-01 329.012723340604
2008-09-01 329.940347054319
2008-10-01 330.195041063803
2008-11-01 331.842948832293
2008-12-01 334.091987887245
2009-01-01 335.369924709011
2009-02-01 335.544316322238
2009-03-01 337.332803790776
2009-04-01 338.733151153380
2009-05-01 340.253714290903
2009-06-01 341.430637451173
2009-07-01 344.178708854097
2009-08-01 344.841582782573
2009-09-01 346.432575771417
2009-10-01 348.788452690010
2009-11-01 349.280028664305
2009-12-01 350.291026046861
2010-01-01 349.373598909571
2010-02-01 349.756654795681
2010-03-01 352.098115341978
2010-04-01 353.889148315085
2010-05-01 354.737702653090
2010-06-01 355.575848311392
2010-07-01 355.867699390901
2010-08-01 356.616244763479
2010-09-01 357.221905770283
2010-10-01 359.298642527258
2010-11-01 359.774188503737
2010-12-01 360.852162710614
2011-01-01 362.494743959639
2011-02-01 360.908375979999
2011-03-01 363.641714885486
2011-04-01 365.209659796940
2011-05-01 366.417533333254
2011-06-01 368.196388534952
2011-07-01 369.294725521590
2011-08-01 369.492451258176
2011-09-01 371.942815070948
2011-10-01 370.845646180190
2011-11-01 371.581216541181
2011-12-01 372.956309501878
2012-01-01 374.117159332898
2012-02-01 374.920566559201
2012-03-01 376.158060409368
2012-04-01 375.176009839344
2012-05-01 374.997404528437
2012-06-01 375.846214840938
2012-07-01 376.097890896659
2012-08-01 377.041190282050
2012-09-01 377.653085341274
2012-10-01 377.500258236986
2012-11-01 378.066958300738
2012-12-01 378.902060952326
2013-01-01 378.303655489642
2013-02-01 380.098151436881
2013-03-01 380.682091097605
2013-04-01 382.748489343030
2013-05-01 383.423894280227
2013-06-01 383.919746855907
2013-07-01 384.486512572493
2013-08-01 386.293445767537
2013-09-01 387.519514737499
2013-10-01 388.378382697700
2013-11-01 389.891390894388
2013-12-01 389.781289969995
2014-01-01 391.416670877026
2014-02-01 392.291223858516
2014-03-01 393.329109915424
2014-04-01 393.378773622456
2014-05-01 394.516637578232
2014-06-01 396.001749149965
2014-07-01 396.088774884062
2014-08-01 398.423771717697
2014-09-01 399.414565351982
2014-10-01 401.504501973824
2014-11-01 403.141564879357
2014-12-01 404.469605455815
2015-01-01 404.576641516346
2015-02-01 405.634255672994
2015-03-01 406.023789154801
2015-04-01 409.551099300860
2015-05-01 411.873512427463
2015-06-01 413.286074439983
2015-07-01 415.201529148506
2015-08-01 415.882115091094
2015-09-01 415.569176902595
2015-10-01 417.815592790308
2015-11-01 419.143805103329
2015-12-01 420.080617519518
2016-01-01 421.554133315826
2016-02-01 422.385303028319
2016-03-01 422.976891434689
2016-04-01 423.711239876931
2016-05-01 424.894081410616
2016-06-01 424.565426049514
2016-07-01 426.702141676640
2016-08-01 427.652206993953
2016-09-01 429.480896696222
2016-10-01 429.859653274197
2016-11-01 430.521179324828
2016-12-01 430.954043493910
2017-01-01 434.833301864223
2017-02-01 436.203912196070
2017-03-01 437.497457277809
2017-04-01 438.490001174233
2017-05-01 438.593906107797
2017-06-01 441.137064142440
2017-07-01 438.713654553595
2017-08-01 439.807280989236
2017-09-01 441.047025914932
2017-10-01 441.207263484057
2017-11-01 442.085160614918
2017-12-01 442.929336897153
2018-01-01 443.849377881906
2018-02-01 444.438525806890
2018-03-01 445.404703241157
2018-04-01 445.168080472981
2018-05-01 446.046090153178
2018-06-01 448.642728250461
2018-07-01 449.409343463651
2018-08-01 450.510801960327
2018-09-01 450.945354161505
2018-10-01 451.288144645989
2018-11-01 451.945508776363
2018-12-01 453.605974246365
2019-01-01 453.664441465351
2019-02-01 455.471498767449
2019-03-01 456.816584004515
2019-04-01 457.187570641282
2019-05-01 458.952793998094
2019-06-01 459.772372780177
2019-07-01 460.027436342347
2019-08-01 461.752267294930
2019-09-01 462.031664914696
2019-10-01 462.576224027568
2019-11-01 463.689965324372
2019-12-01 463.762700925103
2020-01-01 466.388927584759
2020-02-01 467.640224226366
2020-03-01 466.913679895835
2020-04-01 410.293132951176
2020-05-01 426.281621101332
2020-06-01 435.837048655447
2020-07-01 437.866087713519
2020-08-01 439.237231095273
2020-09-01 441.325286262863
2020-10-01 446.137035036917
2020-11-01 447.652795683240
2020-12-01 449.831834131420
2021-01-01 451.428469048115
2021-02-01 449.107273185347
2021-03-01 452.771507725509
2021-04-01 453.518787582897
2021-05-01 453.385288224784
2021-06-01 454.979624112087
2021-07-01 457.841639073329
2021-08-01 457.573284979778
2021-09-01 456.107375581457
2021-10-01 459.644223769049
2021-11-01 460.126409729610
2021-12-01 461.753636850351
2022-01-01 461.110525619108
2022-02-01 462.154414876649
2022-03-01 464.052437398867
2022-04-01 468.891665999131
2022-05-01 470.387632739828
2022-06-01 470.704115856212
2022-07-01 476.134464546725
2022-08-01 478.013783948801
2022-09-01 480.443227404198
2022-10-01 482.380898613982
2022-11-01 485.136837737822
2022-12-01 484.809915125501
2023-01-01 490.126952201745
2023-02-01 492.167272015698
2023-03-01 495.481762080319
2023-04-01 496.814118402754
2023-05-01 499.388084640521
2023-06-01 501.860496870503
2023-07-01 501.843739094810
2023-08-01 502.874460560414
2023-09-01 503.941500467161
2023-10-01 504.585053868087
2023-11-01 505.486141241913
2023-12-01 506.415706689877
2024-01-01 506.982210617448
2024-02-01 508.986620116673
2024-03-01 508.871922320488
2024-04-01 509.987705032359
2024-05-01 510.780049383570
2024-06-01 511.033661243196
2024-07-01 511.742052016847
2024-08-01 513.551724816658
2024-09-01 514.944166894634
2024-10-01 516.909493436155
2024-11-01 518.654658810090
2024-12-01 519.548337230496
2025-01-01 520.592587174885
2025-02-01 522.596179407184
2025-03-01 522.919579216114
2025-04-01 524.717255889246
2025-05-01 525.158190791158
2025-06-01 522.579588535270
2025-07-01 524.526348319500
2025-08-01 525.478180277022
2025-09-01 526.164720884284
2025-10-01 523.292471214125
2025-11-01 525.242603436123
2025-12-01 524.985240416028
2026-01-01 527.086559863373
2026-02-01 524.875375635137
2026-03-01 528.607264627296
2026-04-01 526.457174340752

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