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 2026-08-01 |
| Last Updated | 2026-09-18 12:14 PM 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 | 13.5611875451 |
| 1990-02-01 | 13.6427202441 |
| 1990-03-01 | 13.6533182582 |
| 1990-04-01 | 13.8258580842 |
| 1990-05-01 | 13.8204013235 |
| 1990-06-01 | 13.8197117807 |
| 1990-07-01 | 13.8117812810 |
| 1990-08-01 | 13.8356181205 |
| 1990-09-01 | 14.1021788235 |
| 1990-10-01 | 14.3838438883 |
| 1990-11-01 | 14.2798842084 |
| 1990-12-01 | 14.4509962240 |
| 1991-01-01 | 13.9627114656 |
| 1991-02-01 | 14.1450794065 |
| 1991-03-01 | 14.1539695698 |
| 1991-04-01 | 14.3249846796 |
| 1991-05-01 | 14.1176358684 |
| 1991-06-01 | 14.1137821454 |
| 1991-07-01 | 14.0060621188 |
| 1991-08-01 | 14.0406064105 |
| 1991-09-01 | 14.0089323969 |
| 1991-10-01 | 13.9972730526 |
| 1991-11-01 | 13.8966816972 |
| 1991-12-01 | 13.9498250412 |
| 1992-01-01 | 14.0552250863 |
| 1992-02-01 | 14.1456068470 |
| 1992-03-01 | 14.1500204591 |
| 1992-04-01 | 14.1282745301 |
| 1992-05-01 | 14.2124816451 |
| 1992-06-01 | 14.3043959628 |
| 1992-07-01 | 14.4865001952 |
| 1992-08-01 | 14.4454291960 |
| 1992-09-01 | 14.5175252193 |
| 1992-10-01 | 14.5136621437 |
| 1992-11-01 | 14.6113521646 |
| 1992-12-01 | 14.5446506638 |
| 1993-01-01 | 15.0540670707 |
| 1993-02-01 | 15.0441363195 |
| 1993-03-01 | 15.1548631010 |
| 1993-04-01 | 15.0309452303 |
| 1993-05-01 | 15.1030004731 |
| 1993-06-01 | 15.0902596790 |
| 1993-07-01 | 15.0584588203 |
| 1993-08-01 | 15.1484703496 |
| 1993-09-01 | 15.1232275949 |
| 1993-10-01 | 15.3378811843 |
| 1993-11-01 | 15.3277623833 |
| 1993-12-01 | 15.4319169742 |
| 1994-01-01 | 15.5621490853 |
| 1994-02-01 | 15.6553565584 |
| 1994-03-01 | 15.6631467860 |
| 1994-04-01 | 15.8304062636 |
| 1994-05-01 | 15.7834969439 |
| 1994-06-01 | 15.8681491315 |
| 1994-07-01 | 16.0442789148 |
| 1994-08-01 | 15.8342910809 |
| 1994-09-01 | 15.9271688126 |
| 1994-10-01 | 15.8448424673 |
| 1994-11-01 | 15.7589666463 |
| 1994-12-01 | 16.0157933336 |
| 1995-01-01 | 16.0909052623 |
| 1995-02-01 | 15.9753149893 |
| 1995-03-01 | 16.0906264356 |
| 1995-04-01 | 15.8110919629 |
| 1995-05-01 | 15.7586492650 |
| 1995-06-01 | 15.6447722178 |
| 1995-07-01 | 15.7333489177 |
| 1995-08-01 | 15.6195551726 |
| 1995-09-01 | 15.6245653266 |
| 1995-10-01 | 15.4436996754 |
| 1995-11-01 | 15.5836127398 |
| 1995-12-01 | 15.4062104670 |
| 1996-01-01 | 15.6229800922 |
| 1996-02-01 | 15.6955285167 |
| 1996-03-01 | 15.7063746405 |
| 1996-04-01 | 15.6926777850 |
| 1996-05-01 | 15.7438488700 |
| 1996-06-01 | 15.7352380440 |
| 1996-07-01 | 15.6353457061 |
| 1996-08-01 | 15.6028785338 |
| 1996-09-01 | 15.5286697107 |
| 1996-10-01 | 15.4108977517 |
| 1996-11-01 | 15.3922545695 |
| 1996-12-01 | 15.3991921045 |
| 1997-01-01 | 15.3613685015 |
| 1997-02-01 | 15.3098097987 |
| 1997-03-01 | 15.3023005458 |
| 1997-04-01 | 15.3886636260 |
| 1997-05-01 | 15.4392577170 |
| 1997-06-01 | 15.5370811479 |
| 1997-07-01 | 15.4470294984 |
| 1997-08-01 | 15.7028762113 |
| 1997-09-01 | 15.6290243003 |
| 1997-10-01 | 15.6725743380 |
| 1997-11-01 | 15.4718026731 |
| 1997-12-01 | 15.5945549237 |
| 1998-01-01 | 15.1924579675 |
| 1998-02-01 | 15.2109395372 |
| 1998-03-01 | 15.2827185342 |
| 1998-04-01 | 15.5929591577 |
| 1998-05-01 | 15.6488242454 |
| 1998-06-01 | 15.6589620709 |
| 1998-07-01 | 15.0669853289 |
| 1998-08-01 | 14.9131296470 |
| 1998-09-01 | 14.9346781707 |
| 1998-10-01 | 14.9344449226 |
| 1998-11-01 | 14.9421509343 |
| 1998-12-01 | 15.0024857308 |
| 1999-01-01 | 15.1060524277 |
| 1999-02-01 | 15.3080276953 |
| 1999-03-01 | 15.3563878036 |
| 1999-04-01 | 15.3955233179 |
| 1999-05-01 | 15.3549050797 |
| 1999-06-01 | 15.3749327323 |
| 1999-07-01 | 15.9008514003 |
| 1999-08-01 | 15.7539738964 |
| 1999-09-01 | 15.7457614061 |
| 1999-10-01 | 16.1041681658 |
| 1999-11-01 | 16.1848371836 |
| 1999-12-01 | 16.2014154755 |
| 2000-01-01 | 16.2158429082 |
| 2000-02-01 | 16.1889894768 |
| 2000-03-01 | 16.4246761967 |
| 2000-04-01 | 16.1955136300 |
| 2000-05-01 | 16.3552615249 |
| 2000-06-01 | 16.3874950442 |
| 2000-07-01 | 16.3335609950 |
| 2000-08-01 | 16.5026268614 |
| 2000-09-01 | 16.6644626060 |
| 2000-10-01 | 16.5083993502 |
| 2000-11-01 | 16.5553281499 |
| 2000-12-01 | 16.8097054132 |
| 2001-01-01 | 16.3928881451 |
| 2001-02-01 | 16.4623466664 |
| 2001-03-01 | 16.2807059609 |
| 2001-04-01 | 16.3938517702 |
| 2001-05-01 | 16.3426123316 |
| 2001-06-01 | 16.3806977237 |
| 2001-07-01 | 16.7774340419 |
| 2001-08-01 | 16.7432172997 |
| 2001-09-01 | 16.8606204396 |
| 2001-10-01 | 17.0550441940 |
| 2001-11-01 | 17.1558938745 |
| 2001-12-01 | 17.1199210274 |
| 2002-01-01 | 17.3755373472 |
| 2002-02-01 | 17.3262810344 |
| 2002-03-01 | 17.4381260859 |
| 2002-04-01 | 18.1761237394 |
| 2002-05-01 | 18.2176236002 |
| 2002-06-01 | 18.3674094554 |
| 2002-07-01 | 18.0275520255 |
| 2002-08-01 | 17.8820586085 |
| 2002-09-01 | 17.9446725896 |
| 2002-10-01 | 18.3096368131 |
| 2002-11-01 | 18.4806352806 |
| 2002-12-01 | 18.4162811239 |
| 2003-01-01 | 18.2565711558 |
| 2003-02-01 | 18.3069599285 |
| 2003-03-01 | 18.3037469448 |
| 2003-04-01 | 18.3465309948 |
| 2003-05-01 | 18.4918237165 |
| 2003-06-01 | 18.5485429283 |
| 2003-07-01 | 18.4618268065 |
| 2003-08-01 | 18.5150699452 |
| 2003-09-01 | 18.5154025210 |
| 2003-10-01 | 18.3737639111 |
| 2003-11-01 | 18.6305020709 |
| 2003-12-01 | 18.9057693078 |
| 2004-01-01 | 19.3527063070 |
| 2004-02-01 | 19.3841980010 |
| 2004-03-01 | 19.4700926558 |
| 2004-04-01 | 19.5143522993 |
| 2004-05-01 | 19.2794743535 |
| 2004-06-01 | 19.5465941593 |
| 2004-07-01 | 19.9949223350 |
| 2004-08-01 | 19.7481753882 |
| 2004-09-01 | 19.6933908682 |
| 2004-10-01 | 19.4065856527 |
| 2004-11-01 | 19.4689702862 |
| 2004-12-01 | 19.4813770391 |
| 2005-01-01 | 19.6398209529 |
| 2005-02-01 | 19.7736470721 |
| 2005-03-01 | 19.9501571676 |
| 2005-04-01 | 19.8996207819 |
| 2005-05-01 | 19.9850389028 |
| 2005-06-01 | 19.9674464112 |
| 2005-07-01 | 19.8948952426 |
| 2005-08-01 | 19.9579151675 |
| 2005-09-01 | 20.2704571487 |
| 2005-10-01 | 20.1135718080 |
| 2005-11-01 | 20.1856665485 |
| 2005-12-01 | 20.2487753741 |
| 2006-01-01 | 19.8305933587 |
| 2006-02-01 | 19.8635255277 |
| 2006-03-01 | 19.8544441930 |
| 2006-04-01 | 19.9985030315 |
| 2006-05-01 | 20.0113505483 |
| 2006-06-01 | 20.1022575216 |
| 2006-07-01 | 20.1905755043 |
| 2006-08-01 | 20.1730726915 |
| 2006-09-01 | 20.2713046120 |
| 2006-10-01 | 20.2803766279 |
| 2006-11-01 | 20.2699358985 |
| 2006-12-01 | 20.3118054874 |
| 2007-01-01 | 20.4156416369 |
| 2007-02-01 | 20.4691278677 |
| 2007-03-01 | 20.4870139256 |
| 2007-04-01 | 20.4042263734 |
| 2007-05-01 | 20.3408307041 |
| 2007-06-01 | 20.3257853828 |
| 2007-07-01 | 20.3836608163 |
| 2007-08-01 | 20.3853368559 |
| 2007-09-01 | 20.2955472465 |
| 2007-10-01 | 20.5272034596 |
| 2007-11-01 | 20.3305469556 |
| 2007-12-01 | 20.3767388315 |
| 2008-01-01 | 20.3978449403 |
| 2008-02-01 | 20.4819211372 |
| 2008-03-01 | 20.5331379919 |
| 2008-04-01 | 20.6243428814 |
| 2008-05-01 | 20.7698037911 |
| 2008-06-01 | 20.7328123191 |
| 2008-07-01 | 20.8843887662 |
| 2008-08-01 | 20.8922661560 |
| 2008-09-01 | 20.9240216986 |
| 2008-10-01 | 20.9747818271 |
| 2008-11-01 | 20.9850949954 |
| 2008-12-01 | 21.0430875430 |
| 2009-01-01 | 21.0829793314 |
| 2009-02-01 | 21.0967110803 |
| 2009-03-01 | 21.0848424831 |
| 2009-04-01 | 21.0400057504 |
| 2009-05-01 | 20.9884803409 |
| 2009-06-01 | 21.0364552856 |
| 2009-07-01 | 20.9783854289 |
| 2009-08-01 | 20.9806092502 |
| 2009-09-01 | 20.9390854675 |
| 2009-10-01 | 21.3387421209 |
| 2009-11-01 | 21.1611443870 |
| 2009-12-01 | 21.1372217289 |
| 2010-01-01 | 21.2731209852 |
| 2010-02-01 | 21.1051375118 |
| 2010-03-01 | 21.0155323082 |
| 2010-04-01 | 21.0516607983 |
| 2010-05-01 | 20.9994544874 |
| 2010-06-01 | 21.0366530720 |
| 2010-07-01 | 20.9775753047 |
| 2010-08-01 | 20.9694001698 |
| 2010-09-01 | 20.9441020832 |
| 2010-10-01 | 21.1139255622 |
| 2010-11-01 | 20.9461214250 |
| 2010-12-01 | 20.9461326628 |
| 2011-01-01 | 20.8766598334 |
| 2011-02-01 | 20.8139735452 |
| 2011-03-01 | 20.7358951548 |
| 2011-04-01 | 20.9539021795 |
| 2011-05-01 | 20.8979061888 |
| 2011-06-01 | 21.2301273360 |
| 2011-07-01 | 21.4822622833 |
| 2011-08-01 | 21.3667612243 |
| 2011-09-01 | 21.4409041923 |
| 2011-10-01 | 21.3015876322 |
| 2011-11-01 | 21.3400087788 |
| 2011-12-01 | 21.2593927211 |
| 2012-01-01 | 20.8920317213 |
| 2012-02-01 | 21.1167112812 |
| 2012-03-01 | 21.0322615064 |
| 2012-04-01 | 21.0494253405 |
| 2012-05-01 | 20.9949566774 |
| 2012-06-01 | 20.8274355270 |
| 2012-07-01 | 20.7659677574 |
| 2012-08-01 | 20.7460108503 |
| 2012-09-01 | 20.7328900344 |
| 2012-10-01 | 20.8072834653 |
| 2012-11-01 | 20.7572711693 |
| 2012-12-01 | 20.8913328397 |
| 2013-01-01 | 21.0124518231 |
| 2013-02-01 | 21.1170834406 |
| 2013-03-01 | 21.1173509958 |
| 2013-04-01 | 21.1310776005 |
| 2013-05-01 | 20.8804094795 |
| 2013-06-01 | 21.1254865580 |
| 2013-07-01 | 21.2664408231 |
| 2013-08-01 | 21.2473255843 |
| 2013-09-01 | 21.1280193784 |
| 2013-10-01 | 21.3153282833 |
| 2013-11-01 | 21.4699673139 |
| 2013-12-01 | 21.1203965939 |
| 2014-01-01 | 21.1265201082 |
| 2014-02-01 | 21.1082113111 |
| 2014-03-01 | 21.0953440110 |
| 2014-04-01 | 20.9101828489 |
| 2014-05-01 | 20.9660202920 |
| 2014-06-01 | 21.0229676245 |
| 2014-07-01 | 20.8599046663 |
| 2014-08-01 | 20.8403022645 |
| 2014-09-01 | 20.9255458144 |
| 2014-10-01 | 20.8369645821 |
| 2014-11-01 | 20.9929638022 |
| 2014-12-01 | 21.0598377627 |
| 2015-01-01 | 20.9235587695 |
| 2015-02-01 | 20.9933741551 |
| 2015-03-01 | 21.0748364666 |
| 2015-04-01 | 21.2910902028 |
| 2015-05-01 | 21.1495045216 |
| 2015-06-01 | 21.1102461958 |
| 2015-07-01 | 21.2755401923 |
| 2015-08-01 | 21.3566996986 |
| 2015-09-01 | 21.3237083020 |
| 2015-10-01 | 21.3597701925 |
| 2015-11-01 | 21.3000336700 |
| 2015-12-01 | 21.3823006313 |
| 2016-01-01 | 21.4155568835 |
| 2016-02-01 | 21.3784584073 |
| 2016-03-01 | 21.4529569494 |
| 2016-04-01 | 21.5817014040 |
| 2016-05-01 | 21.5373425104 |
| 2016-06-01 | 21.6089520233 |
| 2016-07-01 | 21.6895514697 |
| 2016-08-01 | 21.6697830186 |
| 2016-09-01 | 21.7265640826 |
| 2016-10-01 | 21.7735231364 |
| 2016-11-01 | 21.8013857692 |
| 2016-12-01 | 21.8033324406 |
| 2017-01-01 | 21.8914448264 |
| 2017-02-01 | 22.1528531862 |
| 2017-03-01 | 22.0384443532 |
| 2017-04-01 | 22.1859691267 |
| 2017-05-01 | 22.3377305920 |
| 2017-06-01 | 22.4185637381 |
| 2017-07-01 | 22.3959707391 |
| 2017-08-01 | 22.5945111060 |
| 2017-09-01 | 22.7299352356 |
| 2017-10-01 | 22.6701708869 |
| 2017-11-01 | 22.7988713092 |
| 2017-12-01 | 22.8098925623 |
| 2018-01-01 | 22.9668630441 |
| 2018-02-01 | 23.0225519815 |
| 2018-03-01 | 23.0304124117 |
| 2018-04-01 | 23.0011817329 |
| 2018-05-01 | 23.0547850765 |
| 2018-06-01 | 23.0431716675 |
| 2018-07-01 | 22.8798059715 |
| 2018-08-01 | 22.8968722792 |
| 2018-09-01 | 22.9437420998 |
| 2018-10-01 | 22.9541034321 |
| 2018-11-01 | 23.0974868434 |
| 2018-12-01 | 23.2119590427 |
| 2019-01-01 | 23.2434879664 |
| 2019-02-01 | 23.2977801870 |
| 2019-03-01 | 23.5343481815 |
| 2019-04-01 | 23.5328636447 |
| 2019-05-01 | 23.7864216891 |
| 2019-06-01 | 23.5592928639 |
| 2019-07-01 | 23.6553234098 |
| 2019-08-01 | 23.6951311242 |
| 2019-09-01 | 23.7510970526 |
| 2019-10-01 | 24.0362053847 |
| 2019-11-01 | 24.0833191370 |
| 2019-12-01 | 24.0905607840 |
| 2020-01-01 | 24.4463694507 |
| 2020-02-01 | 24.4925363841 |
| 2020-03-01 | 24.4487647900 |
| 2020-04-01 | 21.9626322851 |
| 2020-05-01 | 21.5164798691 |
| 2020-06-01 | 22.2645187459 |
| 2020-07-01 | 22.8030778011 |
| 2020-08-01 | 22.8590576183 |
| 2020-09-01 | 23.1588367843 |
| 2020-10-01 | 23.4282645589 |
| 2020-11-01 | 23.1850101122 |
| 2020-12-01 | 23.3711255954 |
| 2021-01-01 | 23.4573895510 |
| 2021-02-01 | 23.5130990219 |
| 2021-03-01 | 23.5770275247 |
| 2021-04-01 | 23.6864773371 |
| 2021-05-01 | 23.6499271355 |
| 2021-06-01 | 23.6542457440 |
| 2021-07-01 | 23.7684994812 |
| 2021-08-01 | 23.7354149081 |
| 2021-09-01 | 23.5591142511 |
| 2021-10-01 | 23.7174863598 |
| 2021-11-01 | 23.7831204081 |
| 2021-12-01 | 23.8491608427 |
| 2022-01-01 | 23.8831945330 |
| 2022-02-01 | 23.9386870384 |
| 2022-03-01 | 24.0017449632 |
| 2022-04-01 | 23.8009289780 |
| 2022-05-01 | 24.0714496794 |
| 2022-06-01 | 24.3251993911 |
| 2022-07-01 | 24.0324826697 |
| 2022-08-01 | 24.1063046100 |
| 2022-09-01 | 24.2672496697 |
| 2022-10-01 | 24.0156806031 |
| 2022-11-01 | 24.0928101389 |
| 2022-12-01 | 24.0357038850 |
| 2023-01-01 | 24.0007373680 |
| 2023-02-01 | 24.0633111141 |
| 2023-03-01 | 24.0163974988 |
| 2023-04-01 | 24.1106116381 |
| 2023-05-01 | 24.1853216154 |
| 2023-06-01 | 24.1879482848 |
| 2023-07-01 | 24.2109083343 |
| 2023-08-01 | 24.1851835454 |
| 2023-09-01 | 24.2678064504 |
| 2023-10-01 | 24.2200635610 |
| 2023-11-01 | 24.3064304241 |
| 2023-12-01 | 24.3288606433 |
| 2024-01-01 | 24.2151999691 |
| 2024-02-01 | 24.1839009883 |
| 2024-03-01 | 24.3204776659 |
| 2024-04-01 | 24.3088291420 |
| 2024-05-01 | 24.3872411712 |
| 2024-06-01 | 24.5648738530 |
| 2024-07-01 | 24.4969790724 |
| 2024-08-01 | 24.6801339144 |
| 2024-09-01 | 24.6750236489 |
| 2024-10-01 | 24.9176650992 |
| 2024-11-01 | 24.9148398431 |
| 2024-12-01 | 25.0229154499 |
| 2025-01-01 | 25.4228359635 |
| 2025-02-01 | 25.2954407424 |
| 2025-03-01 | 25.3197972072 |
| 2025-04-01 | 25.3095069863 |
| 2025-05-01 | 25.2936453890 |
| 2025-06-01 | 25.3521487318 |
| 2025-07-01 | 25.4943646854 |
| 2025-08-01 | 25.6817174839 |
| 2025-09-01 | 25.1750697102 |
| 2025-10-01 | 25.1132375079 |
| 2025-11-01 | 25.2261155652 |
| 2025-12-01 | 25.3262687934 |
| 2026-01-01 | 25.4218611977 |
| 2026-02-01 | 25.3993365322 |
| 2026-03-01 | 25.4172236441 |
| 2026-04-01 | 25.5052716409 |
| 2026-05-01 | 25.4945556687 |
| 2026-06-01 | 25.5535901631 |
| 2026-07-01 | 25.6878533014 |
| 2026-08-01 | 25.6769041339 |