Table Data - All Employees: Education and Health Services: Private Educational Services in Tulsa, OK (MSA)

Title All Employees: Education and Health Services: Private Educational Services in Tulsa, OK (MSA)
Series ID SMU40461406561000001SA
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 2026-09-01
Last Updated 2026-10-20 10:32 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 3.4187899577
1990-02-01 3.4368637147
1990-03-01 3.3497254419
1990-04-01 3.3244874026
1990-05-01 3.0043993346
1990-06-01 3.2716433088
1990-07-01 3.3698779534
1990-08-01 3.2961784636
1990-09-01 3.3436858563
1990-10-01 3.2655558067
1990-11-01 3.2772649709
1990-12-01 3.3355132740
1991-01-01 3.2177975428
1991-02-01 3.2428826592
1991-03-01 3.2527721328
1991-04-01 3.4449617327
1991-05-01 3.4097752124
1991-06-01 3.2540345142
1991-07-01 3.2588418550
1991-08-01 3.0839887645
1991-09-01 3.3367995180
1991-10-01 3.4648943295
1991-11-01 3.4729171080
1991-12-01 3.5430768706
1992-01-01 3.6244561332
1992-02-01 3.6616432219
1992-03-01 3.6657890939
1992-04-01 3.6724260035
1992-05-01 3.5081153110
1992-06-01 3.2256844896
1992-07-01 3.4405954256
1992-08-01 3.4551045247
1992-09-01 3.7309457400
1992-10-01 3.5636916205
1992-11-01 3.5732333506
1992-12-01 3.5592346790
1993-01-01 3.5350759880
1993-02-01 3.4811252175
1993-03-01 3.5859643876
1993-04-01 3.4999344709
1993-05-01 3.6044782710
1993-06-01 3.6976877677
1993-07-01 3.7149092356
1993-08-01 3.9195577601
1993-09-01 3.6154757411
1993-10-01 3.5675781264
1993-11-01 3.5775739705
1993-12-01 3.5737479614
1994-01-01 3.7517675906
1994-02-01 3.8132125049
1994-03-01 3.8118658357
1994-04-01 3.7208940016
1994-05-01 3.6904104735
1994-06-01 3.8753017215
1994-07-01 3.7773618974
1994-08-01 3.7754224648
1994-09-01 3.8020472924
1994-10-01 3.7844353876
1994-11-01 3.7916985142
1994-12-01 3.8911480712
1995-01-01 3.5660810111
1995-02-01 3.4380182648
1995-03-01 3.4386641862
1995-04-01 3.4205086675
1995-05-01 3.6754893762
1995-06-01 3.8701994512
1995-07-01 3.7396111392
1995-08-01 3.8376070192
1995-09-01 3.7873880932
1995-10-01 3.9082765944
1995-11-01 3.9024753687
1995-12-01 4.0004475762
1996-01-01 3.9874932726
1996-02-01 4.0599063375
1996-03-01 4.0610259025
1996-04-01 4.1001421990
1996-05-01 4.1589993476
1996-06-01 4.0870256102
1996-07-01 4.1064016687
1996-08-01 4.1012164235
1996-09-01 4.1768345934
1996-10-01 4.1339875540
1996-11-01 4.1182960864
1996-12-01 4.2027251927
1997-01-01 4.3054180834
1997-02-01 4.2713981043
1997-03-01 4.3762543351
1997-04-01 4.3639105910
1997-05-01 4.3469677843
1997-06-01 4.4223057902
1997-07-01 4.3813873772
1997-08-01 4.3769401462
1997-09-01 4.3617044921
1997-10-01 4.3603416181
1997-11-01 4.4390312822
1997-12-01 4.4025800986
1998-01-01 4.4139978424
1998-02-01 4.3726022552
1998-03-01 4.3677861824
1998-04-01 4.5272343968
1998-05-01 4.5523891310
1998-06-01 4.7652674939
1998-07-01 4.5701920147
1998-08-01 4.5629787537
1998-09-01 4.4409799689
1998-10-01 4.5820074405
1998-11-01 4.7608315829
1998-12-01 4.6032946835
1999-01-01 4.6094257899
1999-02-01 4.7661092899
1999-03-01 4.7494754113
1999-04-01 4.4916766249
1999-05-01 4.5622311657
1999-06-01 4.8136817528
1999-07-01 4.9770243271
1999-08-01 4.9600006122
1999-09-01 5.0183503446
1999-10-01 4.9929188155
1999-11-01 4.9731557109
1999-12-01 5.0039117712
2000-01-01 4.7000231876
2000-02-01 4.8589290120
2000-03-01 4.8256056440
2000-04-01 4.9680575406
2000-05-01 5.1743163629
2000-06-01 5.0551465619
2000-07-01 5.2038032120
2000-08-01 5.1484880564
2000-09-01 5.4947633370
2000-10-01 5.0928860430
2000-11-01 5.0834526472
2000-12-01 5.2044282850
2001-01-01 5.2921326624
2001-02-01 5.3612816117
2001-03-01 5.4116698803
2001-04-01 5.3544751176
2001-05-01 5.1712832398
2001-06-01 5.1822708211
2001-07-01 5.1343402405
2001-08-01 5.1254878697
2001-09-01 5.2728712564
2001-10-01 5.2897847135
2001-11-01 5.2945407308
2001-12-01 5.3189956820
2002-01-01 5.3859970342
2002-02-01 5.3744193618
2002-03-01 5.4080168623
2002-04-01 5.3552191998
2002-05-01 5.2673441246
2002-06-01 5.1716873428
2002-07-01 5.0505956961
2002-08-01 5.5802738827
2002-09-01 5.7654334736
2002-10-01 5.7909518583
2002-11-01 5.9058960666
2002-12-01 5.8435984564
2003-01-01 5.7909522287
2003-02-01 5.7005907764
2003-03-01 5.7299678238
2003-04-01 5.7693041082
2003-05-01 5.8476095944
2003-06-01 5.7259228283
2003-07-01 5.7336757172
2003-08-01 5.9247548424
2003-09-01 5.8698732337
2003-10-01 5.8994300577
2003-11-01 5.9215752603
2003-12-01 5.9779358602
2004-01-01 6.0114458660
2004-02-01 6.1296563233
2004-03-01 6.1708724248
2004-04-01 6.0998997896
2004-05-01 6.0211207321
2004-06-01 5.9462889226
2004-07-01 5.8829880626
2004-08-01 6.0588711487
2004-09-01 6.1896904702
2004-10-01 6.2180109500
2004-11-01 6.2468548138
2004-12-01 6.2137413333
2005-01-01 6.3428622363
2005-02-01 6.3574876822
2005-03-01 6.4136535786
2005-04-01 6.5376541939
2005-05-01 6.5908572803
2005-06-01 7.0524923866
2005-07-01 6.8149338229
2005-08-01 6.8071697337
2005-09-01 6.6150901249
2005-10-01 6.6369036907
2005-11-01 6.6775267684
2005-12-01 6.7454368092
2006-01-01 6.7734070017
2006-02-01 6.7807899849
2006-03-01 6.7442998262
2006-04-01 6.8746417932
2006-05-01 6.9776258937
2006-06-01 7.3560168462
2006-07-01 7.2437503130
2006-08-01 6.9685971562
2006-09-01 7.0568308575
2006-10-01 6.9551918726
2006-11-01 6.8975079059
2006-12-01 6.9616310841
2007-01-01 6.9984042130
2007-02-01 7.0964252094
2007-03-01 7.0592975979
2007-04-01 7.1089235824
2007-05-01 7.1753100912
2007-06-01 7.3799205541
2007-07-01 7.1905930222
2007-08-01 7.1553052798
2007-09-01 6.9919513676
2007-10-01 7.1641648260
2007-11-01 7.2044049963
2007-12-01 7.1586265566
2008-01-01 7.2130667406
2008-02-01 7.2112118822
2008-03-01 7.2656938376
2008-04-01 6.4351460914
2008-05-01 6.4829817021
2008-06-01 6.5292050069
2008-07-01 6.4594270496
2008-08-01 6.4464944286
2008-09-01 6.4303410564
2008-10-01 6.4691124093
2008-11-01 6.3952088023
2008-12-01 6.4464713891
2009-01-01 6.4191712141
2009-02-01 6.4172854422
2009-03-01 6.4630907764
2009-04-01 6.2520212370
2009-05-01 6.2927684054
2009-06-01 6.4072574329
2009-07-01 6.3590461989
2009-08-01 6.3465107055
2009-09-01 6.2528340649
2009-10-01 6.2667149490
2009-11-01 6.2779709764
2009-12-01 6.3289999427
2010-01-01 6.1207619538
2010-02-01 6.1198260250
2010-03-01 6.0623272469
2010-04-01 6.0543968689
2010-05-01 6.1053087083
2010-06-01 6.1008335849
2010-07-01 6.1737159458
2010-08-01 6.1471785896
2010-09-01 6.1694638442
2010-10-01 6.1651086337
2010-11-01 6.1562623851
2010-12-01 6.2100090718
2011-01-01 6.2246427784
2011-02-01 6.1159314089
2011-03-01 6.1647378738
2011-04-01 6.1509145655
2011-05-01 6.1024936702
2011-06-01 6.1066233626
2011-07-01 6.1037914684
2011-08-01 6.0592555086
2011-09-01 5.9616640069
2011-10-01 5.9638103061
2011-11-01 5.9456577360
2011-12-01 5.8932191119
2012-01-01 5.9259628932
2012-02-01 5.9091891518
2012-03-01 5.7656528910
2012-04-01 5.8393816200
2012-05-01 5.8982177786
2012-06-01 5.8185881007
2012-07-01 5.7382711666
2012-08-01 5.8769074031
2012-09-01 5.8430419540
2012-10-01 5.8627153374
2012-11-01 5.9359658156
2012-12-01 5.9847774479
2013-01-01 5.8252696751
2013-02-01 5.8998577800
2013-03-01 5.8646867001
2013-04-01 5.9275677837
2013-05-01 5.8875871481
2013-06-01 5.9387425589
2013-07-01 5.8754284246
2013-08-01 5.8969312765
2013-09-01 5.9156373619
2013-10-01 5.9590544555
2013-11-01 5.9295782273
2013-12-01 5.9784501541
2014-01-01 5.9259028442
2014-02-01 5.9910735458
2014-03-01 6.0627189154
2014-04-01 6.0127347141
2014-05-01 6.0801976203
2014-06-01 6.0626671885
2014-07-01 6.0052995284
2014-08-01 6.0160135887
2014-09-01 6.0929390396
2014-10-01 6.0514406961
2014-11-01 6.0236837616
2014-12-01 6.0736235120
2015-01-01 6.1308699319
2015-02-01 6.0824048282
2015-03-01 5.9542654934
2015-04-01 6.1049397638
2015-05-01 6.0640127275
2015-06-01 6.1938796610
2015-07-01 6.2267156873
2015-08-01 6.2357235327
2015-09-01 6.2777739979
2015-10-01 6.2370219661
2015-11-01 6.3234162689
2015-12-01 6.1688320955
2016-01-01 6.3347322851
2016-02-01 6.2792191888
2016-03-01 6.2438615764
2016-04-01 6.2963607162
2016-05-01 6.0496439267
2016-06-01 6.2183240474
2016-07-01 6.2368148475
2016-08-01 6.4525186503
2016-09-01 6.3839871928
2016-10-01 6.2222531910
2016-11-01 6.2192234742
2016-12-01 6.1613008916
2017-01-01 6.1415082992
2017-02-01 6.1774500117
2017-03-01 6.1363511260
2017-04-01 6.1886169009
2017-05-01 6.2385768181
2017-06-01 6.1334366296
2017-07-01 6.2402986889
2017-08-01 6.2578785259
2017-09-01 6.3038725128
2017-10-01 6.3099382129
2017-11-01 6.3077359933
2017-12-01 6.3580389113
2018-01-01 6.3568978887
2018-02-01 6.3804555987
2018-03-01 6.4295981300
2018-04-01 6.2802001652
2018-05-01 6.3376413838
2018-06-01 6.2285112606
2018-07-01 6.2397367176
2018-08-01 6.1511485023
2018-09-01 6.2291470835
2018-10-01 6.3047326389
2018-11-01 6.1985847910
2018-12-01 6.2592440799
2019-01-01 6.2721694195
2019-02-01 6.2786000023
2019-03-01 6.3268298090
2019-04-01 6.4745659148
2019-05-01 6.3497115895
2019-06-01 6.3130526779
2019-07-01 6.0424982376
2019-08-01 6.2322804319
2019-09-01 6.2414210932
2019-10-01 6.5076061675
2019-11-01 6.3871054397
2019-12-01 6.4694507354
2020-01-01 6.3839034797
2020-02-01 6.3757242754
2020-03-01 6.3307457254
2020-04-01 5.7640884917
2020-05-01 5.5757694637
2020-06-01 5.8008436748
2020-07-01 5.8458231017
2020-08-01 5.8018985287
2020-09-01 5.6419046096
2020-10-01 5.7223721659
2020-11-01 5.7758021330
2020-12-01 5.6741782638
2021-01-01 5.6881268628
2021-02-01 5.6628952691
2021-03-01 5.8415013604
2021-04-01 5.7553823477
2021-05-01 5.8118912018
2021-06-01 5.9060587754
2021-07-01 5.8573859233
2021-08-01 5.8655004995
2021-09-01 5.8274908434
2021-10-01 5.8365442839
2021-11-01 5.7567598151
2021-12-01 5.7754471147
2022-01-01 5.8933736649
2022-02-01 5.9477590818
2022-03-01 5.8461082422
2022-04-01 5.9519057509
2022-05-01 5.9493755528
2022-06-01 6.0283575766
2022-07-01 5.9729595230
2022-08-01 6.0344452825
2022-09-01 6.1076187121
2022-10-01 6.0378316327
2022-11-01 6.1471266333
2022-12-01 6.0736269217
2023-01-01 6.0856798210
2023-02-01 6.1258901653
2023-03-01 6.1491592812
2023-04-01 6.3588003017
2023-05-01 6.2848915980
2023-06-01 6.2592122642
2023-07-01 6.3880452757
2023-08-01 6.4188314241
2023-09-01 6.3841174296
2023-10-01 6.3257006777
2023-11-01 6.3367103766
2023-12-01 6.4719379017
2024-01-01 6.3746000497
2024-02-01 6.4135332289
2024-03-01 6.4492155379
2024-04-01 6.3684270216
2024-05-01 6.4109090323
2024-06-01 6.3890813995
2024-07-01 6.3938281309
2024-08-01 6.5160418158
2024-09-01 6.5692857711
2024-10-01 6.8077750694
2024-11-01 6.7346072245
2024-12-01 6.7665758554
2025-01-01 6.6580268518
2025-02-01 6.7056279969
2025-03-01 6.6492298956
2025-04-01 6.7834292476
2025-05-01 6.5291405799
2025-06-01 6.3081490317
2025-07-01 6.2941186243
2025-08-01 6.5204227619
2025-09-01 6.6602649534
2025-10-01 6.5921134021
2025-11-01 6.5292711916
2025-12-01 6.4638876737
2026-01-01 6.6481435073
2026-02-01 6.6064237388
2026-03-01 6.6456204653
2026-04-01 6.5974470345
2026-05-01 6.7393602970
2026-06-01 6.8144832591
2026-07-01 6.8903959759
2026-08-01 6.8259837888
2026-09-01 6.8573042042

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