Table Data - All Employees: Education and Health Services: Health Care and Social Assistance in Kalamazoo-Portage, MI (MSA)

Title All Employees: Education and Health Services: Health Care and Social Assistance in Kalamazoo-Portage, MI (MSA)
Series ID SMU26280206562000001SA
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 10:23 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 11.9565125282
1990-02-01 12.0816991502
1990-03-01 12.0486238423
1990-04-01 12.1513697139
1990-05-01 12.2521211666
1990-06-01 12.3247113980
1990-07-01 12.2795459772
1990-08-01 12.3006076780
1990-09-01 12.4079830503
1990-10-01 12.7609623524
1990-11-01 12.6017636432
1990-12-01 12.6211500165
1991-01-01 12.3628013986
1991-02-01 12.4892355280
1991-03-01 12.4432586916
1991-04-01 12.5569434770
1991-05-01 12.4499063365
1991-06-01 12.4152486931
1991-07-01 12.2710392074
1991-08-01 12.4043353567
1991-09-01 12.4188291901
1991-10-01 12.3660149745
1991-11-01 12.2152143334
1991-12-01 12.2227013870
1992-01-01 12.4625509926
1992-02-01 12.4967918501
1992-03-01 12.5255093311
1992-04-01 12.5623852334
1992-05-01 12.5478021025
1992-06-01 12.6062493210
1992-07-01 12.8487558260
1992-08-01 12.9014556602
1992-09-01 12.9240453284
1992-10-01 12.8766267277
1992-11-01 13.0298561197
1992-12-01 12.9254497056
1993-01-01 13.4718200262
1993-02-01 13.4045501225
1993-03-01 13.5134034692
1993-04-01 13.3742445403
1993-05-01 13.5505900688
1993-06-01 13.4913546258
1993-07-01 13.4139906894
1993-08-01 13.4949420624
1993-09-01 13.5277063745
1993-10-01 13.6958662772
1993-11-01 13.7415819815
1993-12-01 13.8231200043
1994-01-01 13.8929282125
1994-02-01 14.0207287017
1994-03-01 14.1057429440
1994-04-01 14.1831354798
1994-05-01 14.1390405088
1994-06-01 14.2602387906
1994-07-01 14.2903705796
1994-08-01 14.0819878440
1994-09-01 14.1268643148
1994-10-01 14.2049722911
1994-11-01 14.1586885563
1994-12-01 14.4211621074
1995-01-01 14.3385249581
1995-02-01 14.2305084482
1995-03-01 14.4147452917
1995-04-01 14.0764180486
1995-05-01 14.0196952973
1995-06-01 13.9214358814
1995-07-01 13.9794889287
1995-08-01 13.8760984194
1995-09-01 13.9336929577
1995-10-01 13.7092110785
1995-11-01 13.8766994779
1995-12-01 13.7172071293
1996-01-01 13.8747356538
1996-02-01 13.9416317232
1996-03-01 13.9253089691
1996-04-01 13.8568370988
1996-05-01 13.8974781711
1996-06-01 13.8942192023
1996-07-01 13.8834056137
1996-08-01 13.8746668420
1996-09-01 13.8349277697
1996-10-01 13.6964864516
1996-11-01 13.6875982472
1996-12-01 13.6149044147
1997-01-01 13.5085337737
1997-02-01 13.4443794656
1997-03-01 13.4227452915
1997-04-01 13.5423194400
1997-05-01 13.4837751329
1997-06-01 13.5877429779
1997-07-01 13.3937550614
1997-08-01 13.6786619860
1997-09-01 13.5378472791
1997-10-01 13.5872099469
1997-11-01 13.4812210960
1997-12-01 13.5074164736
1998-01-01 13.3314131929
1998-02-01 13.2494466156
1998-03-01 13.4170678311
1998-04-01 13.7313609166
1998-05-01 13.6742685536
1998-06-01 13.6884396358
1998-07-01 13.1139316526
1998-08-01 13.1029738158
1998-09-01 13.0472669092
1998-10-01 13.0677167847
1998-11-01 13.0601474361
1998-12-01 13.0082712733
1999-01-01 13.3439808577
1999-02-01 13.3524972665
1999-03-01 13.4011655390
1999-04-01 13.4249068263
1999-05-01 13.3737935197
1999-06-01 13.2913559090
1999-07-01 14.0291847045
1999-08-01 13.9257337751
1999-09-01 13.7591641012
1999-10-01 14.1556229528
1999-11-01 14.1369168774
1999-12-01 14.0960254922
2000-01-01 14.0413188494
2000-02-01 14.0537759281
2000-03-01 14.1877362405
2000-04-01 14.0232175493
2000-05-01 14.0801528114
2000-06-01 14.0866570027
2000-07-01 14.1501998974
2000-08-01 14.2561255932
2000-09-01 14.2720128350
2000-10-01 14.1523844638
2000-11-01 14.2172402379
2000-12-01 14.2945588005
2001-01-01 14.0141163420
2001-02-01 14.0465458988
2001-03-01 13.8656686624
2001-04-01 13.9307509972
2001-05-01 13.8947543896
2001-06-01 13.8827567417
2001-07-01 14.4695216441
2001-08-01 14.3611507541
2001-09-01 14.4752144614
2001-10-01 14.5703306770
2001-11-01 14.6081824038
2001-12-01 14.4895283295
2002-01-01 14.6996431152
2002-02-01 14.6472692663
2002-03-01 14.7624923964
2002-04-01 15.4378496630
2002-05-01 15.4081999582
2002-06-01 15.4557575257
2002-07-01 15.2812212177
2002-08-01 15.1507570723
2002-09-01 15.1758647486
2002-10-01 15.4908092436
2002-11-01 15.7051017020
2002-12-01 15.5865908833
2003-01-01 15.5873080671
2003-02-01 15.6572134646
2003-03-01 15.6621230478
2003-04-01 15.6422699422
2003-05-01 15.7131376127
2003-06-01 15.7400353176
2003-07-01 15.6839272745
2003-08-01 15.7290970837
2003-09-01 15.6739044058
2003-10-01 15.7231570669
2003-11-01 15.7263134574
2003-12-01 15.8918604705
2004-01-01 16.5740037701
2004-02-01 16.5568156419
2004-03-01 16.5540721254
2004-04-01 16.6453221087
2004-05-01 16.6159390683
2004-06-01 16.7349139445
2004-07-01 17.1721994156
2004-08-01 16.9190749990
2004-09-01 16.8743150242
2004-10-01 16.6422618394
2004-11-01 16.7503505907
2004-12-01 16.6956803728
2005-01-01 16.5425341379
2005-02-01 16.5417887499
2005-03-01 16.7349108607
2005-04-01 16.7520360742
2005-05-01 16.8188195821
2005-06-01 16.8623232270
2005-07-01 16.7609554450
2005-08-01 16.9141433596
2005-09-01 17.1651413876
2005-10-01 16.9549480948
2005-11-01 17.0793674875
2005-12-01 17.0067435637
2006-01-01 17.0154942956
2006-02-01 17.0239308994
2006-03-01 17.0175370913
2006-04-01 17.0546265456
2006-05-01 17.1185039564
2006-06-01 17.0998070017
2006-07-01 17.1511289052
2006-08-01 17.1283046674
2006-09-01 17.1631931136
2006-10-01 17.1362300143
2006-11-01 17.1975892367
2006-12-01 17.2259740483
2007-01-01 17.2764268263
2007-02-01 17.4159130456
2007-03-01 17.3201208870
2007-04-01 17.2485596567
2007-05-01 17.1091555138
2007-06-01 17.1348955980
2007-07-01 17.1565417963
2007-08-01 17.0428791282
2007-09-01 16.9663530936
2007-10-01 17.1993148635
2007-11-01 17.1033198483
2007-12-01 17.2384017697
2008-01-01 17.2511488043
2008-02-01 17.3178959923
2008-03-01 17.3428851520
2008-04-01 17.2340980950
2008-05-01 17.4029440555
2008-06-01 17.3479876185
2008-07-01 17.4602030762
2008-08-01 17.5557770916
2008-09-01 17.5761423120
2008-10-01 17.4555236553
2008-11-01 17.5003725752
2008-12-01 17.5343935677
2009-01-01 17.7405064179
2009-02-01 17.7367188950
2009-03-01 17.7925741957
2009-04-01 17.7185048921
2009-05-01 17.6896102093
2009-06-01 17.6428912160
2009-07-01 17.6640535051
2009-08-01 17.6597081582
2009-09-01 17.6798096954
2009-10-01 17.8334432620
2009-11-01 17.7893777587
2009-12-01 17.5307677021
2010-01-01 17.9449580334
2010-02-01 17.7524721711
2010-03-01 17.7333817022
2010-04-01 17.8953695666
2010-05-01 17.8824778980
2010-06-01 17.8302964313
2010-07-01 17.7632142774
2010-08-01 17.8657992564
2010-09-01 17.7831092331
2010-10-01 17.9329857264
2010-11-01 17.8774675362
2010-12-01 17.9251335659
2011-01-01 17.6507321006
2011-02-01 17.6551507238
2011-03-01 17.7583866983
2011-04-01 17.9738246599
2011-05-01 18.0673377192
2011-06-01 18.4208066739
2011-07-01 18.4704340122
2011-08-01 18.4768653402
2011-09-01 18.4842575669
2011-10-01 18.4523072301
2011-11-01 18.4678253295
2011-12-01 18.5155507836
2012-01-01 18.0589577544
2012-02-01 18.2473750973
2012-03-01 18.1544887624
2012-04-01 18.1558545932
2012-05-01 18.1645279130
2012-06-01 18.1298621232
2012-07-01 17.7759574746
2012-08-01 17.8902348641
2012-09-01 17.9855712674
2012-10-01 17.9828762202
2012-11-01 18.0748471455
2012-12-01 18.1121619749
2013-01-01 18.2589929098
2013-02-01 18.3216298144
2013-03-01 18.3209851056
2013-04-01 18.3470001962
2013-05-01 18.2524944553
2013-06-01 18.2516615442
2013-07-01 18.3936537214
2013-08-01 18.4079651279
2013-09-01 18.3848929075
2013-10-01 18.2067837640
2013-11-01 18.2832811738
2013-12-01 18.3183640915
2014-01-01 18.3509749382
2014-02-01 18.3854721518
2014-03-01 18.3722298495
2014-04-01 18.2437216346
2014-05-01 18.2510874449
2014-06-01 18.1829148080
2014-07-01 18.1107611132
2014-08-01 18.1189129510
2014-09-01 18.1890360254
2014-10-01 18.2166588443
2014-11-01 18.2917780090
2014-12-01 18.3359389432
2015-01-01 18.1357825221
2015-02-01 18.2510709673
2015-03-01 18.3292786234
2015-04-01 18.5436693708
2015-05-01 18.4468382147
2015-06-01 18.4028284078
2015-07-01 18.5332958938
2015-08-01 18.6404922501
2015-09-01 18.6016048699
2015-10-01 18.6076866716
2015-11-01 18.5851713646
2015-12-01 18.6461743712
2016-01-01 18.6278716860
2016-02-01 18.6277613466
2016-03-01 18.7040598185
2016-04-01 18.7532113882
2016-05-01 18.7524249832
2016-06-01 18.7105496471
2016-07-01 18.7372443155
2016-08-01 18.7564120354
2016-09-01 18.8202570155
2016-10-01 18.8936602116
2016-11-01 18.8750801650
2016-12-01 18.8537528670
2017-01-01 18.9172078066
2017-02-01 19.1055201719
2017-03-01 19.0932541008
2017-04-01 19.1741382611
2017-05-01 19.2628901039
2017-06-01 19.4123157990
2017-07-01 19.4284694817
2017-08-01 19.5845753783
2017-09-01 19.6343264391
2017-10-01 19.5755119132
2017-11-01 19.7557693021
2017-12-01 19.7519675460
2018-01-01 19.9082588116
2018-02-01 19.8871858799
2018-03-01 19.8961984128
2018-04-01 19.9036331466
2018-05-01 19.8825885506
2018-06-01 19.9162177668
2018-07-01 19.7037133785
2018-08-01 19.7924679707
2018-09-01 19.8470605556
2018-10-01 19.8626834363
2018-11-01 19.9371629991
2018-12-01 20.0465599032
2019-01-01 20.1009299810
2019-02-01 20.1751175552
2019-03-01 20.3126139441
2019-04-01 20.3392244362
2019-05-01 20.3989855621
2019-06-01 20.4174167628
2019-07-01 20.4742822944
2019-08-01 20.4936224443
2019-09-01 20.5525501394
2019-10-01 20.7559939547
2019-11-01 20.8120721369
2019-12-01 20.8296791855
2020-01-01 21.2044527345
2020-02-01 21.2814782910
2020-03-01 21.3422632961
2020-04-01 19.0615851291
2020-05-01 18.5099069664
2020-06-01 19.4159600121
2020-07-01 19.7442081342
2020-08-01 19.8657204825
2020-09-01 20.1562451483
2020-10-01 20.4602900010
2020-11-01 20.0974408184
2020-12-01 20.4176699103
2021-01-01 20.4158639317
2021-02-01 20.3987384639
2021-03-01 20.4666273104
2021-04-01 20.4825961205
2021-05-01 20.5263607354
2021-06-01 20.5094278201
2021-07-01 20.5140470531
2021-08-01 20.5380493821
2021-09-01 20.4485273458
2021-10-01 20.5700501011
2021-11-01 20.5871667622
2021-12-01 20.6118173485
2022-01-01 20.6276997207
2022-02-01 20.7204924418
2022-03-01 20.6860807477
2022-04-01 20.7830885833
2022-05-01 20.9456681792
2022-06-01 20.9933456895
2022-07-01 20.7953463879
2022-08-01 20.8041739017
2022-09-01 20.9485736095
2022-10-01 20.6842595238
2022-11-01 20.6890634274
2022-12-01 20.6122162449
2023-01-01 20.6330988801
2023-02-01 20.6374601455
2023-03-01 20.5943460129
2023-04-01 20.6736526848
2023-05-01 20.6624009697
2023-06-01 20.6702541539
2023-07-01 20.7863690924
2023-08-01 20.7814165839
2023-09-01 20.7492127033
2023-10-01 20.6997690678
2023-11-01 20.8024086473
2023-12-01 20.8146232317
2024-01-01 20.7308572588
2024-02-01 20.7486439561
2024-03-01 20.8935378874
2024-04-01 20.8566327687
2024-05-01 20.8754775653
2024-06-01 21.0550136170
2024-07-01 21.0836533332
2024-08-01 21.1680418980
2024-09-01 21.3577157699
2024-10-01 21.6106692735
2024-11-01 21.5139479350
2024-12-01 21.6101500799
2025-01-01 21.8295737320
2025-02-01 21.8547012466
2025-03-01 21.8872141071
2025-04-01 21.9489793027
2025-05-01 21.8907845916
2025-06-01 21.9431863797
2025-07-01 21.9811826549
2025-08-01 22.1655500303
2025-09-01 22.0596623562
2025-10-01 22.1144698068
2025-11-01 22.1267798947
2025-12-01 22.2077200866
2026-01-01 22.2234042750
2026-02-01 22.2568676065
2026-03-01 22.2802570536
2026-04-01 22.3409379543
2026-05-01 22.3970312452
2026-06-01 22.4402269371
2026-07-01 22.4848290673
2026-08-01 22.4659433126
2026-09-01 22.3625216716

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