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 2026-09-01
Last Updated 2026-10-20 10:29 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 16.2955637832
1990-02-01 16.3680794715
1990-03-01 16.5573663063
1990-04-01 16.9454529689
1990-05-01 16.9372249747
1990-06-01 17.2579973591
1990-07-01 17.4016682608
1990-08-01 17.7162224260
1990-09-01 17.5272518160
1990-10-01 17.4132140569
1990-11-01 17.4617512542
1990-12-01 17.3880167681
1991-01-01 17.4723075961
1991-02-01 17.5037563233
1991-03-01 17.4708109520
1991-04-01 17.4258371733
1991-05-01 17.5725911198
1991-06-01 17.6387399629
1991-07-01 17.5281312790
1991-08-01 17.5891059867
1991-09-01 17.6520963937
1991-10-01 17.7366882610
1991-11-01 17.7944549107
1991-12-01 17.7227619914
1992-01-01 18.2485134002
1992-02-01 18.3781570106
1992-03-01 18.4713125195
1992-04-01 18.3766881857
1992-05-01 18.4907707439
1992-06-01 18.2568937232
1992-07-01 18.3985884000
1992-08-01 18.3396843939
1992-09-01 18.3888563904
1992-10-01 18.4307949584
1992-11-01 18.4642523175
1992-12-01 18.4149779307
1993-01-01 18.2079201937
1993-02-01 18.1955733419
1993-03-01 18.1793563323
1993-04-01 18.3994580871
1993-05-01 18.3215511926
1993-06-01 18.4883999521
1993-07-01 19.0207160672
1993-08-01 18.6813628407
1993-09-01 18.6263368099
1993-10-01 18.8731253682
1993-11-01 19.0711976964
1993-12-01 18.9544387459
1994-01-01 18.2213420109
1994-02-01 18.4697608228
1994-03-01 18.6407107323
1994-04-01 18.5911951749
1994-05-01 18.7215666022
1994-06-01 18.8219354181
1994-07-01 18.7666212442
1994-08-01 18.8714190261
1994-09-01 19.0239089196
1994-10-01 18.9366602442
1994-11-01 19.1645958702
1994-12-01 19.2267552580
1995-01-01 19.2963852208
1995-02-01 19.6689656508
1995-03-01 19.6533650850
1995-04-01 19.5120441073
1995-05-01 19.6824331411
1995-06-01 19.6230881930
1995-07-01 19.6187303518
1995-08-01 19.7035803734
1995-09-01 19.6338602397
1995-10-01 19.9559695051
1995-11-01 20.0811157676
1995-12-01 20.2413740228
1996-01-01 20.6256649712
1996-02-01 20.6357839450
1996-03-01 20.5059084390
1996-04-01 20.8873201221
1996-05-01 20.7680907881
1996-06-01 20.6529164207
1996-07-01 21.0446387048
1996-08-01 21.1593776582
1996-09-01 21.2296387356
1996-10-01 20.8865565346
1996-11-01 20.8724610284
1996-12-01 21.0486864852
1997-01-01 20.6269504565
1997-02-01 20.8059982135
1997-03-01 21.0751618414
1997-04-01 21.2967234895
1997-05-01 21.3108730579
1997-06-01 20.8387229300
1997-07-01 20.9264915253
1997-08-01 20.9662000323
1997-09-01 21.2481836495
1997-10-01 21.5452927290
1997-11-01 21.5347816957
1997-12-01 21.4691716230
1998-01-01 21.9728299738
1998-02-01 21.9312472898
1998-03-01 22.0459072942
1998-04-01 22.2433587232
1998-05-01 22.2734527262
1998-06-01 23.1454730186
1998-07-01 22.4884497442
1998-08-01 22.4470393265
1998-09-01 22.4800500011
1998-10-01 22.3533927252
1998-11-01 22.5557883650
1998-12-01 22.6518666936
1999-01-01 22.5398779673
1999-02-01 22.4412691122
1999-03-01 22.4430353415
1999-04-01 22.6301789909
1999-05-01 22.7753665926
1999-06-01 22.8867859163
1999-07-01 23.1743597488
1999-08-01 23.2199800586
1999-09-01 23.2277418737
1999-10-01 23.6786666889
1999-11-01 23.7004740137
1999-12-01 23.7025249556
2000-01-01 24.0353140772
2000-02-01 25.1258677788
2000-03-01 24.9514716140
2000-04-01 25.0087365275
2000-05-01 25.0822859752
2000-06-01 25.0616311334
2000-07-01 25.1075589303
2000-08-01 25.3687731820
2000-09-01 25.7820646061
2000-10-01 25.6859672075
2000-11-01 25.8681586260
2000-12-01 26.2768840073
2001-01-01 25.9030693467
2001-02-01 26.0815264669
2001-03-01 26.2168256933
2001-04-01 25.8482718190
2001-05-01 26.0675111728
2001-06-01 25.4134058802
2001-07-01 26.0098898675
2001-08-01 26.5709958024
2001-09-01 27.7237545988
2001-10-01 27.1684627376
2001-11-01 27.2670965141
2001-12-01 27.0899408206
2002-01-01 26.8215468068
2002-02-01 26.5371459077
2002-03-01 26.2778900141
2002-04-01 26.4742657645
2002-05-01 27.2115977509
2002-06-01 26.3804565270
2002-07-01 28.4860208195
2002-08-01 28.4286092295
2002-09-01 28.6008529025
2002-10-01 28.6510443281
2002-11-01 28.5551437718
2002-12-01 27.9003689213
2003-01-01 29.4457698290
2003-02-01 29.7952434345
2003-03-01 29.9104453405
2003-04-01 30.2938782135
2003-05-01 30.1997954578
2003-06-01 30.7310373173
2003-07-01 30.6787974720
2003-08-01 30.3267965995
2003-09-01 30.0377556583
2003-10-01 29.8882862497
2003-11-01 30.2037077585
2003-12-01 29.2184123995
2004-01-01 31.3498385043
2004-02-01 30.6476523830
2004-03-01 30.7525031879
2004-04-01 30.4391078556
2004-05-01 30.5878868481
2004-06-01 31.8102223119
2004-07-01 30.4405735489
2004-08-01 30.3780717462
2004-09-01 30.3804687428
2004-10-01 30.6304192484
2004-11-01 30.7802746996
2004-12-01 30.9913545676
2005-01-01 31.4319827537
2005-02-01 31.8202038638
2005-03-01 31.7320097006
2005-04-01 31.1608423049
2005-05-01 31.0871281296
2005-06-01 31.3378990540
2005-07-01 32.0963288671
2005-08-01 32.0963075566
2005-09-01 32.2311533399
2005-10-01 31.9193163081
2005-11-01 31.9569996059
2005-12-01 32.2783341502
2006-01-01 32.3045220433
2006-02-01 32.1802731285
2006-03-01 32.4210102270
2006-04-01 33.2830724125
2006-05-01 33.5000969447
2006-06-01 34.8092840401
2006-07-01 33.8792046797
2006-08-01 34.2005395248
2006-09-01 33.8817623876
2006-10-01 34.7030241772
2006-11-01 34.9624182708
2006-12-01 35.2289924975
2007-01-01 35.2772419948
2007-02-01 35.3116984157
2007-03-01 35.7102079219
2007-04-01 36.3960322334
2007-05-01 37.1681232763
2007-06-01 37.9715138077
2007-07-01 36.6060255580
2007-08-01 36.7960831090
2007-09-01 36.6751005360
2007-10-01 36.6674507115
2007-11-01 36.8881601096
2007-12-01 36.6421505628
2008-01-01 37.1392526438
2008-02-01 37.0429114008
2008-03-01 37.3002832159
2008-04-01 36.9567743001
2008-05-01 36.3840392810
2008-06-01 37.2780328500
2008-07-01 37.2759570711
2008-08-01 36.2868965861
2008-09-01 37.4005567160
2008-10-01 37.7032899889
2008-11-01 37.4994699097
2008-12-01 37.7065106316
2009-01-01 37.8191499872
2009-02-01 38.2889711620
2009-03-01 38.1005234131
2009-04-01 37.7880988944
2009-05-01 38.0689046453
2009-06-01 36.8298645075
2009-07-01 37.7345979087
2009-08-01 37.3203370440
2009-09-01 37.5212871977
2009-10-01 37.4100687760
2009-11-01 37.8328802978
2009-12-01 38.3947868186
2010-01-01 37.5132903551
2010-02-01 37.8416086333
2010-03-01 38.2887470403
2010-04-01 38.9931839290
2010-05-01 39.2310448641
2010-06-01 39.3598797050
2010-07-01 39.5110956715
2010-08-01 40.4922054722
2010-09-01 40.2642586138
2010-10-01 41.1667872725
2010-11-01 41.1413470313
2010-12-01 41.0678446225
2011-01-01 41.6939567700
2011-02-01 41.2043348394
2011-03-01 41.2930220628
2011-04-01 42.3040471823
2011-05-01 41.5952762929
2011-06-01 42.0766908436
2011-07-01 42.5279087433
2011-08-01 42.4113290331
2011-09-01 42.3010544937
2011-10-01 41.5457537221
2011-11-01 41.6029368230
2011-12-01 41.8375806314
2012-01-01 41.7639204026
2012-02-01 42.6430185993
2012-03-01 42.1100075874
2012-04-01 41.7732545143
2012-05-01 41.7102555892
2012-06-01 41.4475814634
2012-07-01 41.1892824365
2012-08-01 40.8689665851
2012-09-01 42.0167797541
2012-10-01 41.4664174729
2012-11-01 41.5386518931
2012-12-01 41.3885252121
2013-01-01 42.0186919566
2013-02-01 42.4813714111
2013-03-01 41.9030641247
2013-04-01 41.8368160531
2013-05-01 42.3262165453
2013-06-01 42.1993758224
2013-07-01 42.0113823943
2013-08-01 41.9967643962
2013-09-01 42.3197812552
2013-10-01 42.0857473427
2013-11-01 42.0162176797
2013-12-01 41.8939166941
2014-01-01 41.4816308757
2014-02-01 41.5760804090
2014-03-01 41.2181839510
2014-04-01 41.1927918148
2014-05-01 41.2267376347
2014-06-01 41.2172160711
2014-07-01 41.2424381340
2014-08-01 41.6186850462
2014-09-01 41.8219505492
2014-10-01 41.8344569207
2014-11-01 41.7489084630
2014-12-01 41.9143025766
2015-01-01 41.6188407278
2015-02-01 41.9332923148
2015-03-01 42.2600865974
2015-04-01 41.5576394788
2015-05-01 42.3407507707
2015-06-01 42.4652226289
2015-07-01 42.7311533468
2015-08-01 42.7823876958
2015-09-01 42.8595364820
2015-10-01 43.1404009588
2015-11-01 43.3253525160
2015-12-01 43.3297941109
2016-01-01 44.0887025837
2016-02-01 43.8018963736
2016-03-01 43.8243005614
2016-04-01 44.1871880217
2016-05-01 44.1012112259
2016-06-01 44.7320227623
2016-07-01 44.8812788410
2016-08-01 45.3955021931
2016-09-01 44.6291480464
2016-10-01 44.3326765523
2016-11-01 44.4662303755
2016-12-01 44.7343458200
2017-01-01 44.3042092697
2017-02-01 44.6584805250
2017-03-01 44.8655731247
2017-04-01 45.1496542362
2017-05-01 45.5879919275
2017-06-01 46.7086756255
2017-07-01 46.1309184773
2017-08-01 46.6262646805
2017-09-01 46.1320068100
2017-10-01 46.0981236199
2017-11-01 46.2708556645
2017-12-01 46.4768101148
2018-01-01 46.8805521946
2018-02-01 46.6112170950
2018-03-01 46.9535726894
2018-04-01 46.7476562189
2018-05-01 46.5678919345
2018-06-01 46.2363408698
2018-07-01 45.7458333250
2018-08-01 45.8667214044
2018-09-01 46.1891229611
2018-10-01 46.0229870484
2018-11-01 46.0798800350
2018-12-01 45.9723140095
2019-01-01 45.8025853679
2019-02-01 45.7087368198
2019-03-01 45.6644564383
2019-04-01 46.3076171377
2019-05-01 46.4699522222
2019-06-01 46.7412066585
2019-07-01 46.7337090679
2019-08-01 46.9895163604
2019-09-01 47.2165732474
2019-10-01 47.8274606142
2019-11-01 47.5952408265
2019-12-01 47.5759268887
2020-01-01 47.6001530174
2020-02-01 47.9128844351
2020-03-01 47.5846951799
2020-04-01 40.5168681746
2020-05-01 40.6907601549
2020-06-01 40.7705752820
2020-07-01 41.3678039657
2020-08-01 41.6897195703
2020-09-01 42.2054899881
2020-10-01 43.2024887014
2020-11-01 43.4161474218
2020-12-01 41.8911554886
2021-01-01 43.1996805966
2021-02-01 43.7125240456
2021-03-01 43.9913357384
2021-04-01 44.1113831310
2021-05-01 44.1536687340
2021-06-01 43.7120489874
2021-07-01 44.7085976558
2021-08-01 44.7826694361
2021-09-01 44.4677126935
2021-10-01 45.4143653721
2021-11-01 45.5280194317
2021-12-01 45.5494587276
2022-01-01 45.9338324722
2022-02-01 45.5406779435
2022-03-01 45.7735805776
2022-04-01 45.7329524674
2022-05-01 45.8505786593
2022-06-01 45.1668073833
2022-07-01 46.0082493220
2022-08-01 45.9755264627
2022-09-01 45.8777528033
2022-10-01 45.9844456787
2022-11-01 46.1898832928
2022-12-01 46.1805151679
2023-01-01 46.3410193387
2023-02-01 46.5615269712
2023-03-01 46.5856066647
2023-04-01 46.6464845908
2023-05-01 46.5834653897
2023-06-01 46.6510656469
2023-07-01 46.7688535620
2023-08-01 46.9125397327
2023-09-01 47.0194564576
2023-10-01 46.8191141881
2023-11-01 46.9297152247
2023-12-01 47.0359960883
2024-01-01 47.0921594003
2024-02-01 47.2631530875
2024-03-01 47.4301551855
2024-04-01 47.2898522159
2024-05-01 47.3735420426
2024-06-01 47.3187026184
2024-07-01 47.2464785918
2024-08-01 47.3595179256
2024-09-01 47.4238417019
2024-10-01 47.8094445499
2024-11-01 47.9960201280
2024-12-01 47.8572275196
2025-01-01 48.1857080042
2025-02-01 48.2782316307
2025-03-01 48.3519644633
2025-04-01 48.2928056738
2025-05-01 48.3267797055
2025-06-01 48.0697782896
2025-07-01 47.8560712659
2025-08-01 47.8155128333
2025-09-01 47.8149458974
2025-10-01 47.6492017293
2025-11-01 47.4801028708
2025-12-01 48.2521220935
2026-01-01 47.9489562646
2026-02-01 48.0946330404
2026-03-01 48.2268141708
2026-04-01 48.5005924305
2026-05-01 48.7463880222
2026-06-01 51.5427551092
2026-07-01 51.1577056093
2026-08-01 50.8922446536
2026-09-01 46.8756940051

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