Federal Reserve Economic Data

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

Title All Employees: Education and Health Services: Private Education and Health Services in Kalamazoo-Portage, MI (MSA)
Series ID KALA026EDUH
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 2025-11-01
Last Updated 2026-01-07 9:50 PM CST
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 13.5599735026975
1990-02-01 13.6419355999627
1990-03-01 13.6526713239296
1990-04-01 13.8253667100557
1990-05-01 13.8200880899798
1990-06-01 13.8195847782756
1990-07-01 13.8119470238633
1990-08-01 13.8358312759676
1990-09-01 14.1025954001594
1990-10-01 14.3845396868975
1990-11-01 14.2807105975617
1990-12-01 14.4524453503179
1991-01-01 13.9614151771561
1991-02-01 14.1442203907260
1991-03-01 14.1532852240686
1991-04-01 14.3244784041780
1991-05-01 14.1173225963742
1991-06-01 14.1136600922575
1991-07-01 14.0063553249570
1991-08-01 14.0408318715842
1991-09-01 14.0093451112592
1991-10-01 13.9979311105164
1991-11-01 13.8974620351439
1991-12-01 13.9510822588227
1992-01-01 14.0539037791346
1992-02-01 14.1447595309523
1992-03-01 14.1493436469772
1992-04-01 14.1278085290883
1992-05-01 14.2121947003209
1992-06-01 14.3042920042119
1992-07-01 14.4869451168585
1992-08-01 14.4456496085792
1992-09-01 14.5179169052100
1992-10-01 14.5142849578143
1992-11-01 14.6121158017790
1992-12-01 14.5457120128894
1993-01-01 15.0528472152362
1993-02-01 15.0433208787171
1993-03-01 15.1541591875864
1993-04-01 15.0304641521780
1993-05-01 15.1026956539170
1993-06-01 15.0901405018945
1993-07-01 15.0590532672405
1993-08-01 15.1486769638975
1993-09-01 15.1235887381681
1993-10-01 15.3384794668248
1993-11-01 15.3285244807089
1993-12-01 15.4328604976604
1994-01-01 15.5610000329419
1994-02-01 15.6545704341724
1994-03-01 15.6624325730038
1994-04-01 15.8299154774616
1994-05-01 15.7831901840000
1994-06-01 15.8680537609342
1994-07-01 16.0449250612652
1994-08-01 15.8345679219362
1994-09-01 15.9275702406316
1994-10-01 15.8454304182173
1994-11-01 15.7596519382727
1994-12-01 16.0163854814880
1995-01-01 16.0901215623450
1995-02-01 15.9746136774984
1995-03-01 16.0899449353325
1995-04-01 15.8105455771482
1995-05-01 15.7581362227433
1995-06-01 15.6443109805967
1995-07-01 15.7343219446013
1995-08-01 15.6200803751627
1995-09-01 15.6250625082770
1995-10-01 15.4442618330606
1995-11-01 15.5841756342191
1995-12-01 15.4064568859657
1996-01-01 15.6224948604880
1996-02-01 15.6949202131776
1996-03-01 15.7057508730504
1996-04-01 15.6920771616133
1996-05-01 15.7431358741657
1996-06-01 15.7342694822403
1996-07-01 15.6366860091508
1996-08-01 15.6036974572512
1996-09-01 15.5293136427526
1996-10-01 15.4114781480331
1996-11-01 15.3926913136657
1996-12-01 15.3991188334235
1997-01-01 15.3611946303771
1997-02-01 15.3092750279827
1997-03-01 15.3017390878126
1997-04-01 15.3880036049804
1997-05-01 15.4383436609248
1997-06-01 15.5355905088732
1997-07-01 15.4487310078894
1997-08-01 15.7039427539319
1997-09-01 15.6297986732687
1997-10-01 15.6731846446724
1997-11-01 15.4722103712400
1997-12-01 15.5943914275395
1998-01-01 15.1923083634452
1998-02-01 15.2104051642033
1998-03-01 15.2821866504313
1998-04-01 15.5922983109051
1998-05-01 15.6479064337108
1998-06-01 15.6572504997121
1998-07-01 15.0686724488037
1998-08-01 14.9141708932052
1998-09-01 14.9354387300914
1998-10-01 14.9350108165992
1998-11-01 14.9425207569520
1998-12-01 15.0022789662846
1999-01-01 15.1059865988680
1999-02-01 15.3075792401727
1999-03-01 15.3560187944108
1999-04-01 15.3948490611811
1999-05-01 15.3539959791697
1999-06-01 15.3731654662948
1999-07-01 15.9025893531255
1999-08-01 15.7550111414885
1999-09-01 15.7465034022684
1999-10-01 16.1046732234813
1999-11-01 16.1851458614394
1999-12-01 16.2011810548675
2000-01-01 16.2157984441360
2000-02-01 16.1887085765318
2000-03-01 16.4244900269912
2000-04-01 16.1948814209070
2000-05-01 16.3545090601268
2000-06-01 16.3859051986854
2000-07-01 16.3348924214974
2000-08-01 16.5033912463571
2000-09-01 16.6650470303563
2000-10-01 16.5088042209249
2000-11-01 16.5555388976758
2000-12-01 16.8095412250988
2001-01-01 16.3929085086559
2001-02-01 16.4622881690196
2001-03-01 16.2807500302544
2001-04-01 16.3933053945118
2001-05-01 16.3420359046158
2001-06-01 16.3796318754252
2001-07-01 16.7781610053933
2001-08-01 16.7436505646883
2001-09-01 16.8610042813692
2001-10-01 17.0553561249092
2001-11-01 17.1560103760183
2001-12-01 17.1198413567816
2002-01-01 17.3756119748996
2002-02-01 17.3263935534754
2002-03-01 17.4383020922912
2002-04-01 18.1756909610547
2002-05-01 18.2172123509745
2002-06-01 18.3668228549187
2002-07-01 18.0276667558901
2002-08-01 17.8821828479501
2002-09-01 17.9448726813518
2002-10-01 18.3099022262277
2002-11-01 18.4807198202794
2002-12-01 18.4162895493573
2003-01-01 18.2567392789534
2003-02-01 18.3071586226742
2003-03-01 18.3040208574481
2003-04-01 18.3461786301801
2003-05-01 18.4914112645859
2003-06-01 18.5482236976108
2003-07-01 18.4617273886473
2003-08-01 18.5151235291272
2003-09-01 18.5155285767621
2003-10-01 18.3739659533498
2003-11-01 18.6305369816901
2003-12-01 18.9058202552399
2004-01-01 19.3528840584382
2004-02-01 19.3843651567655
2004-03-01 19.4703112771100
2004-04-01 19.5141172044243
2004-05-01 19.2791336390437
2004-06-01 19.5463823352346
2004-07-01 19.9948198589771
2004-08-01 19.7481857573020
2004-09-01 19.6934591258652
2004-10-01 19.4067590911750
2004-11-01 19.4689801810099
2004-12-01 19.4814534330324
2005-01-01 19.6399626429675
2005-02-01 19.7737323816513
2005-03-01 19.9502643042760
2005-04-01 19.8994912146501
2005-05-01 19.9847640818455
2005-06-01 19.9673649236021
2005-07-01 19.8948259561197
2005-08-01 19.9579177634137
2005-09-01 20.2705011274652
2005-10-01 20.1137032230406
2005-11-01 20.1856775621306
2005-12-01 20.2488254177596
2006-01-01 19.8306840162223
2006-02-01 19.8635328587964
2006-03-01 19.8544377651977
2006-04-01 19.9984841045716
2006-05-01 20.0112112041779
2006-06-01 20.1022288340061
2006-07-01 20.1905455789318
2006-08-01 20.1730670432592
2006-09-01 20.2713159229580
2006-10-01 20.2804450323078
2006-11-01 20.2699439139202
2006-12-01 20.3118316075349
2007-01-01 20.4157073862908
2007-02-01 20.4691179859909
2007-03-01 20.4870004360365
2007-04-01 20.4042125744225
2007-05-01 20.3407615321422
2007-06-01 20.3257756599430
2007-07-01 20.3836520927324
2007-08-01 20.3853402301808
2007-09-01 20.2955587318673
2007-10-01 20.5272180446726
2007-11-01 20.3305512448154
2007-12-01 20.3767536066078
2008-01-01 20.3978827710280
2008-02-01 20.4819106551251
2008-03-01 20.5331262250113
2008-04-01 20.6243302252454
2008-05-01 20.7697925340357
2008-06-01 20.7328035938839
2008-07-01 20.8843843067828
2008-08-01 20.8922657702152
2008-09-01 20.9240259763609
2008-10-01 20.9747845471664
2008-11-01 20.9850958858579
2008-12-01 21.0430950199751
2009-01-01 21.0830000189885
2009-02-01 21.0967066591564
2009-03-01 21.0848389544205
2009-04-01 21.0400005313792
2009-05-01 20.9884755404437
2009-06-01 21.0364507002758
2009-07-01 20.9783814522445
2009-08-01 20.9806058436253
2009-09-01 20.9390834712108
2009-10-01 21.3387415068242
2009-11-01 21.1611466166006
2009-12-01 21.1372291549142
2010-01-01 21.2731333815322
2010-02-01 21.1051479088073
2010-03-01 21.0155398145875
2010-04-01 21.0516578718753
2010-05-01 20.9994446537733
2010-06-01 21.0366377733480
2010-07-01 20.9775583206917
2010-08-01 20.9693856269410
2010-09-01 20.9440890910432
2010-10-01 21.1139265249102
2010-11-01 20.9461317518533
2010-12-01 20.9461602608502
2011-01-01 20.8767001400433
2011-02-01 20.8140108264709
2011-03-01 20.7359168675692
2011-04-01 20.9538822586180
2011-05-01 20.8978726462837
2011-06-01 21.2300755789048
2011-07-01 21.4822102741472
2011-08-01 21.3667232268771
2011-09-01 21.4408768288998
2011-10-01 21.3015920423062
2011-11-01 21.3400259743676
2011-12-01 21.2594666031183
2012-01-01 20.8921233506756
2012-02-01 21.1168067438681
2012-03-01 21.0323546793191
2012-04-01 21.0494758761080
2012-05-01 20.9950220567707
2012-06-01 20.8267629187983
2012-07-01 20.7660046130633
2012-08-01 20.7460401045233
2012-09-01 20.7329017423159
2012-10-01 20.8073175487388
2012-11-01 20.7573162157126
2012-12-01 20.8914590481089
2013-01-01 21.0125940345795
2013-02-01 21.1172397211162
2013-03-01 21.1175158389989
2013-04-01 21.1311928224549
2013-05-01 20.8805598066496
2013-06-01 21.1241593821805
2013-07-01 21.2665595399429
2013-08-01 21.2474203535498
2013-09-01 21.1280761344756
2013-10-01 21.3153954734244
2013-11-01 21.4700362281179
2013-12-01 21.1205526166397
2014-01-01 21.1266722672569
2014-02-01 21.1085872079297
2014-03-01 21.0955491096988
2014-04-01 20.9103590831309
2014-05-01 20.9662552501995
2014-06-01 21.0210005803309
2014-07-01 20.8600675313886
2014-08-01 20.8404004892784
2014-09-01 20.9255846204239
2014-10-01 20.8370291964488
2014-11-01 20.9930852971522
2014-12-01 21.0601007260274
2015-01-01 20.9238471234404
2015-02-01 20.9940817136037
2015-03-01 21.0751055525882
2015-04-01 21.2912244652872
2015-05-01 21.1495843051637
2015-06-01 21.1080406035461
2015-07-01 21.2754369787983
2015-08-01 21.3565537251075
2015-09-01 21.3235937367035
2015-10-01 21.3598209242224
2015-11-01 21.3003160607330
2015-12-01 21.3828985354278
2016-01-01 21.4162728575534
2016-02-01 21.3797565590330
2016-03-01 21.4534275337789
2016-04-01 21.5817891892426
2016-05-01 21.5369910935493
2016-06-01 21.6062638982322
2016-07-01 21.6889378816229
2016-08-01 21.6691551833954
2016-09-01 21.7261004106781
2016-10-01 21.7733187316191
2016-11-01 21.8014976603869
2016-12-01 21.8039198106796
2017-01-01 21.8950509091203
2017-02-01 22.1549096780828
2017-03-01 22.0397231116714
2017-04-01 22.1862502015494
2017-05-01 22.3365510119539
2017-06-01 22.4121328072501
2017-07-01 22.3949833754505
2017-08-01 22.5938646681077
2017-09-01 22.7292495423868
2017-10-01 22.6702964693319
2017-11-01 22.7992565617266
2017-12-01 22.8104482815261
2018-01-01 22.9736238641393
2018-02-01 23.0254015556071
2018-03-01 23.0325744684051
2018-04-01 23.0016712930778
2018-05-01 23.0526985674730
2018-06-01 23.0328828630331
2018-07-01 22.8787330778470
2018-08-01 22.8968232094867
2018-09-01 22.9398821061436
2018-10-01 22.9555009548806
2018-11-01 23.0990319268838
2018-12-01 23.2131132533705
2019-01-01 23.2536843496207
2019-02-01 23.3012531666003
2019-03-01 23.5372622671080
2019-04-01 23.5324501612601
2019-05-01 23.7831525887976
2019-06-01 23.5450917427585
2019-07-01 23.6542616571332
2019-08-01 23.6963344063856
2019-09-01 23.7412903198023
2019-10-01 24.0405596749313
2019-11-01 24.0880391010336
2019-12-01 24.0942237858416
2020-01-01 24.4589628857873
2020-02-01 24.4968786587821
2020-03-01 24.4515380457037
2020-04-01 21.9602246904424
2020-05-01 21.5116760454706
2020-06-01 22.2495115400484
2020-07-01 22.8007998137676
2020-08-01 22.8603133103368
2020-09-01 23.1434478355641
2020-10-01 23.4353782467483
2020-11-01 23.1940885803411
2020-12-01 23.3803636645393
2021-01-01 23.4753979358461
2021-02-01 23.5136811938522
2021-03-01 23.5843197162282
2021-04-01 23.6787514791600
2021-05-01 23.6311262675899
2021-06-01 23.6417033694200
2021-07-01 23.7622985799794
2021-08-01 23.7338638125331
2021-09-01 23.5382552342608
2021-10-01 23.7388165635066
2021-11-01 23.7915669257540
2021-12-01 23.8684405311130
2022-01-01 23.9038722581137
2022-02-01 23.9416636742968
2022-03-01 24.0191010600723
2022-04-01 23.7823246148607
2022-05-01 24.0277508402632
2022-06-01 24.3165165542405
2022-07-01 24.0244146590697
2022-08-01 24.0997655077542
2022-09-01 24.2428904153486
2022-10-01 24.0600213993176
2022-11-01 24.0908983204956
2022-12-01 24.0655219022471
2023-01-01 24.0324392240580
2023-02-01 24.0714285286217
2023-03-01 24.0421899750686
2023-04-01 24.0786249902531
2023-05-01 24.1057947320407
2023-06-01 24.1814301519414
2023-07-01 24.2093233915357
2023-08-01 24.1739184029722
2023-09-01 24.2441475750461
2023-10-01 24.2879042857922
2023-11-01 24.2919837114840
2023-12-01 24.3664224474981
2024-01-01 24.2542583902929
2024-02-01 24.2008971279037
2024-03-01 24.3529392993498
2024-04-01 24.3662834347045
2024-05-01 24.4800593034975
2024-06-01 24.6519899536454
2024-07-01 24.3002340728729
2024-08-01 24.5668826479534
2024-09-01 24.4556983599675
2024-10-01 24.5052976945879
2024-11-01 24.5905899676973
2024-12-01 24.5681684150912
2025-01-01 24.7721296027037
2025-02-01 24.7153263343208
2025-03-01 24.7568718905596
2025-04-01 24.8605162894152
2025-05-01 24.8592728413969
2025-06-01 24.9337483593951
2025-07-01 25.0025480071018
2025-08-01 24.9657159128235
2025-09-01 24.9603636485942
2025-10-01 24.9121954917544
2025-11-01 24.9921134006254

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