Table Data - All Employees: Education and Health Services: Private Educational Services in Minneapolis-St. Paul-Bloomington, MN-WI (MSA)

Title All Employees: Education and Health Services: Private Educational Services in Minneapolis-St. Paul-Bloomington, MN-WI (MSA)
Series ID SMU27334606561000001SA
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 2026-08-01
Last Updated 2026-09-18 11:19 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 16.2955637822
1990-02-01 16.3680794713
1990-03-01 16.5573663075
1990-04-01 16.9454529685
1990-05-01 16.9372249797
1990-06-01 17.2579973656
1990-07-01 17.4016682681
1990-08-01 17.7162224354
1990-09-01 17.5272518199
1990-10-01 17.4132140569
1990-11-01 17.4617512506
1990-12-01 17.3880167476
1991-01-01 17.4723075925
1991-02-01 17.5037563209
1991-03-01 17.4708109519
1991-04-01 17.4258371731
1991-05-01 17.5725911243
1991-06-01 17.6387399704
1991-07-01 17.5281312967
1991-08-01 17.5891060031
1991-09-01 17.6520964035
1991-10-01 17.7366882723
1991-11-01 17.7944549036
1991-12-01 17.7227619525
1992-01-01 18.2485133510
1992-02-01 18.3781569956
1992-03-01 18.4713125131
1992-04-01 18.3766881943
1992-05-01 18.4907707732
1992-06-01 18.2568937707
1992-07-01 18.3985884737
1992-08-01 18.3396844559
1992-09-01 18.3888564254
1992-10-01 18.4307949693
1992-11-01 18.4642522584
1992-12-01 18.4149777944
1993-01-01 18.2079200100
1993-02-01 18.1955732766
1993-03-01 18.1793563100
1993-04-01 18.3994581596
1993-05-01 18.3215513516
1993-06-01 18.4884001644
1993-07-01 19.0207163072
1993-08-01 18.6813630077
1993-09-01 18.6263368732
1993-10-01 18.8731253310
1993-11-01 19.0711975052
1993-12-01 18.9544383845
1994-01-01 18.2213415402
1994-02-01 18.4697606007
1994-03-01 18.6407106118
1994-04-01 18.5911952327
1994-05-01 18.7215667996
1994-06-01 18.8219372743
1994-07-01 18.7666214746
1994-08-01 18.8714191482
1994-09-01 19.0239089033
1994-10-01 18.9366600563
1994-11-01 19.1645954409
1994-12-01 19.2267545573
1995-01-01 19.2963840193
1995-02-01 19.6689649104
1995-03-01 19.6533643530
1995-04-01 19.5120449890
1995-05-01 19.6824339419
1995-06-01 19.6230927782
1995-07-01 19.6187300910
1995-08-01 19.7035800852
1995-09-01 19.6338598796
1995-10-01 19.9559690132
1995-11-01 20.0811150916
1995-12-01 20.2413727887
1996-01-01 20.6256631090
1996-02-01 20.6357827147
1996-03-01 20.5059070223
1996-04-01 20.8873216857
1996-05-01 20.7680917772
1996-06-01 20.6529259826
1996-07-01 21.0446372055
1996-08-01 21.1593763578
1996-09-01 21.2296376607
1996-10-01 20.8865556273
1996-11-01 20.8724601384
1996-12-01 21.0486848805
1997-01-01 20.6269483334
1997-02-01 20.8059967617
1997-03-01 21.0751600053
1997-04-01 21.2967261288
1997-05-01 21.3108747553
1997-06-01 20.8387343250
1997-07-01 20.9264892562
1997-08-01 20.9661978854
1997-09-01 21.2481816465
1997-10-01 21.5452909250
1997-11-01 21.5347801870
1997-12-01 21.4691693868
1998-01-01 21.9728282485
1998-02-01 21.9312477037
1998-03-01 22.0459071224
1998-04-01 22.2433620454
1998-05-01 22.2734552201
1998-06-01 23.1454858030
1998-07-01 22.4884467438
1998-08-01 22.4470350062
1998-09-01 22.4800447221
1998-10-01 22.3533872136
1998-11-01 22.5557835624
1998-12-01 22.6518699168
1999-01-01 22.5398757452
1999-02-01 22.4412720796
1999-03-01 22.4430383240
1999-04-01 22.6301843348
1999-05-01 22.7753703403
1999-06-01 22.8868087674
1999-07-01 23.1743473844
1999-08-01 23.2199700177
1999-09-01 23.2277320612
1999-10-01 23.6786531209
1999-11-01 23.7004624339
1999-12-01 23.7025318381
2000-01-01 24.0353098394
2000-02-01 25.1258753952
2000-03-01 24.9514840604
2000-04-01 25.0087573215
2000-05-01 25.0822834869
2000-06-01 25.0617061966
2000-07-01 25.1075068320
2000-08-01 25.3687399993
2000-09-01 25.7820422033
2000-10-01 25.6859434199
2000-11-01 25.8681405754
2000-12-01 26.2768974734
2001-01-01 25.9030663433
2001-02-01 26.0815387658
2001-03-01 26.2168492005
2001-04-01 25.8483101994
2001-05-01 26.0675015307
2001-06-01 25.4135318071
2001-07-01 26.0097962192
2001-08-01 26.5709384771
2001-09-01 27.7237201011
2001-10-01 27.1684318096
2001-11-01 27.2670766871
2001-12-01 27.0899472699
2002-01-01 26.8215487086
2002-02-01 26.5371638441
2002-03-01 26.2779230842
2002-04-01 26.4743206091
2002-05-01 27.2115795667
2002-06-01 26.3806163128
2002-07-01 28.4858952820
2002-08-01 28.4285304023
2002-09-01 28.6008072364
2002-10-01 28.6510136878
2002-11-01 28.5551291125
2002-12-01 27.9003730882
2003-01-01 29.4457807733
2003-02-01 29.7952688554
2003-03-01 29.9104802339
2003-04-01 30.2939280415
2003-05-01 30.1997866283
2003-06-01 30.7311714966
2003-07-01 30.6786890396
2003-08-01 30.3267353094
2003-09-01 30.0377163387
2003-10-01 29.8882611142
2003-11-01 30.2036971318
2003-12-01 29.2184117815
2004-01-01 31.3498503976
2004-02-01 30.6476771304
2004-03-01 30.7525284877
2004-04-01 30.4391383435
2004-05-01 30.5878853855
2004-06-01 31.8103129025
2004-07-01 30.4404937418
2004-08-01 30.3780379201
2004-09-01 30.3804406576
2004-10-01 30.6304044553
2004-11-01 30.7802691088
2004-12-01 30.9913559732
2005-01-01 31.4319911217
2005-02-01 31.8202233262
2005-03-01 31.7320213440
2005-04-01 31.1608521509
2005-05-01 31.0871373300
2005-06-01 31.3379421746
2005-07-01 32.0962679075
2005-08-01 32.0963023346
2005-09-01 32.2311401623
2005-10-01 31.9193105714
2005-11-01 31.9569967432
2005-12-01 32.2783350434
2006-01-01 32.3045243960
2006-02-01 32.1802818178
2006-03-01 32.4210135366
2006-04-01 33.2830749185
2006-05-01 33.5001023145
2006-06-01 34.8093235292
2006-07-01 33.8791624826
2006-08-01 34.2005386708
2006-09-01 33.8817513082
2006-10-01 34.7030235998
2006-11-01 34.9624183621
2006-12-01 35.2289933133
2007-01-01 35.2772425189
2007-02-01 35.3117008861
2007-03-01 35.7102068523
2007-04-01 36.3960304778
2007-05-01 37.1681272095
2007-06-01 37.9715480711
2007-07-01 36.6060013600
2007-08-01 36.7960822070
2007-09-01 36.6750924411
2007-10-01 36.6674502106
2007-11-01 36.8881600157
2007-12-01 36.6421503776
2008-01-01 37.1392521582
2008-02-01 37.0429099906
2008-03-01 37.3002812200
2008-04-01 36.9567713775
2008-05-01 36.3840372010
2008-06-01 37.2780642749
2008-07-01 37.2759522844
2008-08-01 36.2868929848
2008-09-01 37.4005496319
2008-10-01 37.7032876434
2008-11-01 37.4994684301
2008-12-01 37.7065088383
2009-01-01 37.8191488243
2009-02-01 38.2889694744
2009-03-01 38.1005209673
2009-04-01 37.7880965984
2009-05-01 38.0689007232
2009-06-01 36.8298960963
2009-07-01 37.7345933902
2009-08-01 37.3203335121
2009-09-01 37.5212839698
2009-10-01 37.4100661859
2009-11-01 37.8328780901
2009-12-01 38.3947840761
2010-01-01 37.5132892166
2010-02-01 37.8416061193
2010-03-01 38.2887456503
2010-04-01 38.9931846250
2010-05-01 39.2310418865
2010-06-01 39.3599003608
2010-07-01 39.5110937970
2010-08-01 40.4922044895
2010-09-01 40.2642572157
2010-10-01 41.1667853868
2010-11-01 41.1413452376
2010-12-01 41.0678425573
2011-01-01 41.6939560891
2011-02-01 41.2043291044
2011-03-01 41.2930213537
2011-04-01 42.3040499365
2011-05-01 41.5952754791
2011-06-01 42.0767019133
2011-07-01 42.5279078379
2011-08-01 42.4113297207
2011-09-01 42.3010547037
2011-10-01 41.5457529038
2011-11-01 41.6029360030
2011-12-01 41.8375797794
2012-01-01 41.7639204530
2012-02-01 42.6430096426
2012-03-01 42.1100079581
2012-04-01 41.7732575050
2012-05-01 41.7102565149
2012-06-01 41.4475825176
2012-07-01 41.1892836700
2012-08-01 40.8689699541
2012-09-01 42.0167821676
2012-10-01 41.4664180510
2012-11-01 41.5386521109
2012-12-01 41.3885251184
2013-01-01 42.0186898288
2013-02-01 42.4813608984
2013-03-01 41.9030639469
2013-04-01 41.8368171155
2013-05-01 42.3262171493
2013-06-01 42.1993770013
2013-07-01 42.0113848074
2013-08-01 41.9967692346
2013-09-01 42.3197857226
2013-10-01 42.0857506369
2013-11-01 42.0162203677
2013-12-01 41.8939183552
2014-01-01 41.4816157779
2014-02-01 41.5760737354
2014-03-01 41.2181830736
2014-04-01 41.1927899212
2014-05-01 41.2267359732
2014-06-01 41.2172190350
2014-07-01 41.2424443208
2014-08-01 41.6186919047
2014-09-01 41.8219531258
2014-10-01 41.8344729656
2014-11-01 41.7489110571
2014-12-01 41.9143041298
2015-01-01 41.6188076280
2015-02-01 41.9332882231
2015-03-01 42.2600839610
2015-04-01 41.5576351498
2015-05-01 42.3407468474
2015-06-01 42.4652332880
2015-07-01 42.7311645258
2015-08-01 42.7823977137
2015-09-01 42.8595360804
2015-10-01 43.1404386534
2015-11-01 43.3253496001
2015-12-01 43.3297888082
2016-01-01 44.0886457830
2016-02-01 43.8018887307
2016-03-01 43.8242943579
2016-04-01 44.1871837402
2016-05-01 44.1012105264
2016-06-01 44.7320491206
2016-07-01 44.8813075361
2016-08-01 45.3955190268
2016-09-01 44.6291440858
2016-10-01 44.3327318068
2016-11-01 44.4662113292
2016-12-01 44.7343208989
2017-01-01 44.3041460481
2017-02-01 44.6584630957
2017-03-01 44.8655350546
2017-04-01 45.1496626291
2017-05-01 45.5880135757
2017-06-01 46.7087301705
2017-07-01 46.1309728469
2017-08-01 46.6262993291
2017-09-01 46.1320224203
2017-10-01 46.0981436640
2017-11-01 46.2708323086
2017-12-01 46.4767650813
2018-01-01 46.8804636677
2018-02-01 46.6111885876
2018-03-01 46.9533856987
2018-04-01 46.7477961935
2018-05-01 46.5680049484
2018-06-01 46.2363606664
2018-07-01 45.7459169667
2018-08-01 45.8667615523
2018-09-01 46.1891382030
2018-10-01 46.0229399264
2018-11-01 46.0798727478
2018-12-01 45.9722811545
2019-01-01 45.8024852904
2019-02-01 45.7087122887
2019-03-01 45.6641435737
2019-04-01 46.3078927909
2019-05-01 46.4701592559
2019-06-01 46.7411167511
2019-07-01 46.7338041844
2019-08-01 46.9895459651
2019-09-01 47.2166252254
2019-10-01 47.8273100595
2019-11-01 47.5952068170
2019-12-01 47.5758519641
2020-01-01 47.6003516451
2020-02-01 47.9128008178
2020-03-01 47.5842516681
2020-04-01 40.5172008892
2020-05-01 40.6910038728
2020-06-01 40.7702811302
2020-07-01 41.3678905194
2020-08-01 41.6897274303
2020-09-01 42.2055425697
2020-10-01 43.2023323423
2020-11-01 43.4160791711
2020-12-01 41.8910616945
2021-01-01 43.2001853687
2021-02-01 43.7124112425
2021-03-01 43.9910462733
2021-04-01 44.1116327325
2021-05-01 44.1538825552
2021-06-01 43.7115967555
2021-07-01 44.7086536998
2021-08-01 44.7826390267
2021-09-01 44.4677889515
2021-10-01 45.4142063960
2021-11-01 45.5279126700
2021-12-01 45.5493428991
2022-01-01 45.9347759343
2022-02-01 45.5405256759
2022-03-01 45.7733100987
2022-04-01 45.7329001580
2022-05-01 45.8505171986
2022-06-01 45.1661517144
2022-07-01 46.0082161073
2022-08-01 45.9756148837
2022-09-01 45.8782226594
2022-10-01 45.9850106077
2022-11-01 46.1904440125
2022-12-01 46.1807977003
2023-01-01 46.3415711041
2023-02-01 46.5607727369
2023-03-01 46.5843785854
2023-04-01 46.6450415651
2023-05-01 46.5823848687
2023-06-01 46.6502308183
2023-07-01 46.7691171445
2023-08-01 46.9139123895
2023-09-01 47.0222457968
2023-10-01 46.8223353467
2023-11-01 46.9292236053
2023-12-01 47.0430425252
2024-01-01 47.0900244266
2024-02-01 47.2576180676
2024-03-01 47.4250997092
2024-04-01 47.2871429970
2024-05-01 47.3676285586
2024-06-01 47.3146056980
2024-07-01 47.2480117014
2024-08-01 47.3688099322
2024-09-01 47.4333762923
2024-10-01 47.8193641702
2024-11-01 47.9974260611
2024-12-01 47.8721396431
2025-01-01 48.1788971886
2025-02-01 48.2635485638
2025-03-01 48.3381360929
2025-04-01 48.2845420641
2025-05-01 48.3125784925
2025-06-01 48.0599453343
2025-07-01 47.8624952585
2025-08-01 47.8382737190
2025-09-01 47.8359645287
2025-10-01 47.6666718217
2025-11-01 47.4825247408
2025-12-01 48.2764355782
2026-01-01 47.9364121678
2026-02-01 48.0690073796
2026-03-01 48.2034507477
2026-04-01 48.4873088338
2026-05-01 48.7228228377
2026-06-01 51.5246149362
2026-07-01 51.1707263869
2026-08-01 50.8208986964

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