Table Data - All Employees: Education and Health Services: Private Educational Services in Kalamazoo-Portage, MI (MSA)
| Title | All Employees: Education and Health Services: Private Educational Services in Kalamazoo-Portage, MI (MSA) |
|---|---|
| Series ID | SMU26280206561000001SA |
| 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 11:18 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 | 1.6401096575 |
| 1990-02-01 | 1.5677862749 |
| 1990-03-01 | 1.6082635579 |
| 1990-04-01 | 1.5952942034 |
| 1990-05-01 | 1.5677707953 |
| 1990-06-01 | 1.5079687777 |
| 1990-07-01 | 1.5141009504 |
| 1990-08-01 | 1.5606799461 |
| 1990-09-01 | 1.7409189000 |
| 1990-10-01 | 1.6324735003 |
| 1990-11-01 | 1.6773689476 |
| 1990-12-01 | 1.7849786694 |
| 1991-01-01 | 1.6330673619 |
| 1991-02-01 | 1.6606672076 |
| 1991-03-01 | 1.7116285366 |
| 1991-04-01 | 1.6930302824 |
| 1991-05-01 | 1.6654362995 |
| 1991-06-01 | 1.7113175949 |
| 1991-07-01 | 1.7256821017 |
| 1991-08-01 | 1.6629236210 |
| 1991-09-01 | 1.6300117069 |
| 1991-10-01 | 1.6338700765 |
| 1991-11-01 | 1.6859581942 |
| 1991-12-01 | 1.6918808577 |
| 1992-01-01 | 1.6229897508 |
| 1992-02-01 | 1.6489507808 |
| 1992-03-01 | 1.6325357220 |
| 1992-04-01 | 1.5112547957 |
| 1992-05-01 | 1.6629120015 |
| 1992-06-01 | 1.7113496461 |
| 1992-07-01 | 1.6099202553 |
| 1992-08-01 | 1.5387170969 |
| 1992-09-01 | 1.6274187448 |
| 1992-10-01 | 1.6354007968 |
| 1992-11-01 | 1.6062125902 |
| 1992-12-01 | 1.6029471420 |
| 1993-01-01 | 1.6071693310 |
| 1993-02-01 | 1.6395196342 |
| 1993-03-01 | 1.6542493136 |
| 1993-04-01 | 1.6114347282 |
| 1993-05-01 | 1.5552357535 |
| 1993-06-01 | 1.6095742770 |
| 1993-07-01 | 1.6069023888 |
| 1993-08-01 | 1.6343139326 |
| 1993-09-01 | 1.6224115750 |
| 1993-10-01 | 1.6363872935 |
| 1993-11-01 | 1.6244301042 |
| 1993-12-01 | 1.6134914278 |
| 1994-01-01 | 1.6881823830 |
| 1994-02-01 | 1.6324306914 |
| 1994-03-01 | 1.5717376781 |
| 1994-04-01 | 1.6199837396 |
| 1994-05-01 | 1.6436866463 |
| 1994-06-01 | 1.6114109045 |
| 1994-07-01 | 1.7126651672 |
| 1994-08-01 | 1.7307974388 |
| 1994-09-01 | 1.8305509235 |
| 1994-10-01 | 1.6347713145 |
| 1994-11-01 | 1.6401014626 |
| 1994-12-01 | 1.6184200748 |
| 1995-01-01 | 1.7676171363 |
| 1995-02-01 | 1.7289851501 |
| 1995-03-01 | 1.6830764278 |
| 1995-04-01 | 1.7258883390 |
| 1995-05-01 | 1.7274773897 |
| 1995-06-01 | 1.7155251792 |
| 1995-07-01 | 1.7180678414 |
| 1995-08-01 | 1.7272421785 |
| 1995-09-01 | 1.7124536468 |
| 1995-10-01 | 1.7282119572 |
| 1995-11-01 | 1.7462652124 |
| 1995-12-01 | 1.7148177280 |
| 1996-01-01 | 1.7574275846 |
| 1996-02-01 | 1.7312449085 |
| 1996-03-01 | 1.7838083276 |
| 1996-04-01 | 1.8345605786 |
| 1996-05-01 | 1.8180249832 |
| 1996-06-01 | 1.8160445061 |
| 1996-07-01 | 1.7293215577 |
| 1996-08-01 | 1.7369845558 |
| 1996-09-01 | 1.7021297573 |
| 1996-10-01 | 1.7243593212 |
| 1996-11-01 | 1.7416850056 |
| 1996-12-01 | 1.8040863593 |
| 1997-01-01 | 1.8513211723 |
| 1997-02-01 | 1.8345486636 |
| 1997-03-01 | 1.8760084182 |
| 1997-04-01 | 1.8481135907 |
| 1997-05-01 | 1.9102460496 |
| 1997-06-01 | 1.9120724829 |
| 1997-07-01 | 2.0784014184 |
| 1997-08-01 | 2.0831269204 |
| 1997-09-01 | 2.1132610452 |
| 1997-10-01 | 2.1030831903 |
| 1997-11-01 | 2.0225174370 |
| 1997-12-01 | 2.0853394249 |
| 1998-01-01 | 1.8541625192 |
| 1998-02-01 | 1.9346969439 |
| 1998-03-01 | 1.8597271540 |
| 1998-04-01 | 1.8591851000 |
| 1998-05-01 | 1.9165933098 |
| 1998-06-01 | 1.9111921354 |
| 1998-07-01 | 1.9961921323 |
| 1998-08-01 | 1.8812006253 |
| 1998-09-01 | 1.8857968433 |
| 1998-10-01 | 1.9077160425 |
| 1998-11-01 | 1.9129004072 |
| 1998-12-01 | 1.9731327995 |
| 1999-01-01 | 1.7622564231 |
| 1999-02-01 | 1.9351684852 |
| 1999-03-01 | 1.9452288721 |
| 1999-04-01 | 1.9652606582 |
| 1999-05-01 | 1.9211584198 |
| 1999-06-01 | 2.0116392500 |
| 1999-07-01 | 1.9067491612 |
| 1999-08-01 | 1.8919025136 |
| 1999-09-01 | 1.9762937356 |
| 1999-10-01 | 2.0031359133 |
| 1999-11-01 | 2.0944103501 |
| 1999-12-01 | 2.0614735442 |
| 2000-01-01 | 2.1671615846 |
| 2000-02-01 | 2.1248594297 |
| 2000-03-01 | 2.2270803560 |
| 2000-04-01 | 2.1606648068 |
| 2000-05-01 | 2.2129174853 |
| 2000-06-01 | 2.2148017540 |
| 2000-07-01 | 2.2609150117 |
| 2000-08-01 | 2.3468924347 |
| 2000-09-01 | 2.3763235754 |
| 2000-10-01 | 2.3888743165 |
| 2000-11-01 | 2.3703303744 |
| 2000-12-01 | 2.4493695109 |
| 2001-01-01 | 2.3809583627 |
| 2001-02-01 | 2.4127432233 |
| 2001-03-01 | 2.4136017450 |
| 2001-04-01 | 2.4470119312 |
| 2001-05-01 | 2.4038148780 |
| 2001-06-01 | 2.4244093866 |
| 2001-07-01 | 2.3810936941 |
| 2001-08-01 | 2.4602573570 |
| 2001-09-01 | 2.3596293320 |
| 2001-10-01 | 2.4930272357 |
| 2001-11-01 | 2.5630557152 |
| 2001-12-01 | 2.5375452777 |
| 2002-01-01 | 2.7042952629 |
| 2002-02-01 | 2.6974257415 |
| 2002-03-01 | 2.6972426675 |
| 2002-04-01 | 2.7281800205 |
| 2002-05-01 | 2.7868723378 |
| 2002-06-01 | 2.8496688171 |
| 2002-07-01 | 2.8272258161 |
| 2002-08-01 | 2.7973875804 |
| 2002-09-01 | 2.7451029950 |
| 2002-10-01 | 2.7873173698 |
| 2002-11-01 | 2.7579261839 |
| 2002-12-01 | 2.7230476830 |
| 2003-01-01 | 2.7324215172 |
| 2003-02-01 | 2.6948350879 |
| 2003-03-01 | 2.6993400970 |
| 2003-04-01 | 2.7163340518 |
| 2003-05-01 | 2.7884164887 |
| 2003-06-01 | 2.7664339842 |
| 2003-07-01 | 2.8102303026 |
| 2003-08-01 | 2.7986641806 |
| 2003-09-01 | 2.8199565590 |
| 2003-10-01 | 2.5969849041 |
| 2003-11-01 | 2.8622086052 |
| 2003-12-01 | 2.9067972566 |
| 2004-01-01 | 2.8588321745 |
| 2004-02-01 | 2.8920999476 |
| 2004-03-01 | 2.9906550240 |
| 2004-04-01 | 2.8984944288 |
| 2004-05-01 | 2.6974687596 |
| 2004-06-01 | 2.7810171922 |
| 2004-07-01 | 2.7959377954 |
| 2004-08-01 | 2.8053488639 |
| 2004-09-01 | 2.7943279299 |
| 2004-10-01 | 2.6901722930 |
| 2004-11-01 | 2.6715630923 |
| 2004-12-01 | 2.7065689265 |
| 2005-01-01 | 3.1819347206 |
| 2005-02-01 | 3.2916080789 |
| 2005-03-01 | 3.2862631567 |
| 2005-04-01 | 3.1750621066 |
| 2005-05-01 | 3.1942751498 |
| 2005-06-01 | 3.1012753263 |
| 2005-07-01 | 3.1176378907 |
| 2005-08-01 | 3.0325882643 |
| 2005-09-01 | 3.0771678843 |
| 2005-10-01 | 3.0671806424 |
| 2005-11-01 | 3.0490402491 |
| 2005-12-01 | 3.1785120223 |
| 2006-01-01 | 2.8821864945 |
| 2006-02-01 | 2.9137969969 |
| 2006-03-01 | 2.9066469647 |
| 2006-04-01 | 2.9796498965 |
| 2006-05-01 | 2.9229287227 |
| 2006-06-01 | 2.9986556905 |
| 2006-07-01 | 2.9998105077 |
| 2006-08-01 | 3.0352198819 |
| 2006-09-01 | 3.0791654984 |
| 2006-10-01 | 3.0526344620 |
| 2006-11-01 | 3.0328920106 |
| 2006-12-01 | 3.0719868142 |
| 2007-01-01 | 3.1903812076 |
| 2007-02-01 | 3.1107289543 |
| 2007-03-01 | 3.2107433341 |
| 2007-04-01 | 3.1791597989 |
| 2007-05-01 | 3.2489281832 |
| 2007-06-01 | 3.1931406926 |
| 2007-07-01 | 3.2118645849 |
| 2007-08-01 | 3.3714542381 |
| 2007-09-01 | 3.2956602234 |
| 2007-10-01 | 3.2279191820 |
| 2007-11-01 | 3.2053760522 |
| 2007-12-01 | 3.1602190868 |
| 2008-01-01 | 3.1794712053 |
| 2008-02-01 | 3.1984850679 |
| 2008-03-01 | 3.2179741449 |
| 2008-04-01 | 3.3964105965 |
| 2008-05-01 | 3.3878492555 |
| 2008-06-01 | 3.3850919010 |
| 2008-07-01 | 3.4197514279 |
| 2008-08-01 | 3.3670937297 |
| 2008-09-01 | 3.3143447168 |
| 2008-10-01 | 3.4066292243 |
| 2008-11-01 | 3.4689644422 |
| 2008-12-01 | 3.5408582710 |
| 2009-01-01 | 3.3762205263 |
| 2009-02-01 | 3.3749973218 |
| 2009-03-01 | 3.3173172359 |
| 2009-04-01 | 3.3228694605 |
| 2009-05-01 | 3.3305935307 |
| 2009-06-01 | 3.3735708614 |
| 2009-07-01 | 3.2874034885 |
| 2009-08-01 | 3.3553675843 |
| 2009-09-01 | 3.2358753284 |
| 2009-10-01 | 3.4009676543 |
| 2009-11-01 | 3.3683405956 |
| 2009-12-01 | 3.6358069368 |
| 2010-01-01 | 3.3731152620 |
| 2010-02-01 | 3.3535971928 |
| 2010-03-01 | 3.3083161333 |
| 2010-04-01 | 3.1538842793 |
| 2010-05-01 | 3.1623763186 |
| 2010-06-01 | 3.1583150166 |
| 2010-07-01 | 3.1581137698 |
| 2010-08-01 | 3.1135621668 |
| 2010-09-01 | 3.1522405164 |
| 2010-10-01 | 3.1163135147 |
| 2010-11-01 | 3.0887401586 |
| 2010-12-01 | 3.0635567416 |
| 2011-01-01 | 3.2707273617 |
| 2011-02-01 | 3.1544674811 |
| 2011-03-01 | 3.0073335803 |
| 2011-04-01 | 2.9759022261 |
| 2011-05-01 | 2.8735402012 |
| 2011-06-01 | 2.7408618591 |
| 2011-07-01 | 2.9229292934 |
| 2011-08-01 | 2.8698891550 |
| 2011-09-01 | 2.9566613778 |
| 2011-10-01 | 2.8384171796 |
| 2011-11-01 | 2.9112953806 |
| 2011-12-01 | 2.7825842359 |
| 2012-01-01 | 2.8594739698 |
| 2012-02-01 | 2.8726381352 |
| 2012-03-01 | 2.9048460843 |
| 2012-04-01 | 2.8848743511 |
| 2012-05-01 | 2.8752337228 |
| 2012-06-01 | 2.6306443247 |
| 2012-07-01 | 2.9142209652 |
| 2012-08-01 | 2.8481388871 |
| 2012-09-01 | 2.7490431621 |
| 2012-10-01 | 2.8472501067 |
| 2012-11-01 | 2.7311329215 |
| 2012-12-01 | 2.7946793094 |
| 2013-01-01 | 2.7563470362 |
| 2013-02-01 | 2.7949500036 |
| 2013-03-01 | 2.8126155410 |
| 2013-04-01 | 2.7787334849 |
| 2013-05-01 | 2.6581162111 |
| 2013-06-01 | 2.8220768612 |
| 2013-07-01 | 2.7997191629 |
| 2013-08-01 | 2.8304800136 |
| 2013-09-01 | 2.7460782687 |
| 2013-10-01 | 3.1438405385 |
| 2013-11-01 | 3.2108211330 |
| 2013-12-01 | 2.8061213193 |
| 2014-01-01 | 2.7571119053 |
| 2014-02-01 | 2.7143170122 |
| 2014-03-01 | 2.7280584877 |
| 2014-04-01 | 2.6653597696 |
| 2014-05-01 | 2.7439590135 |
| 2014-06-01 | 2.8108060025 |
| 2014-07-01 | 2.6929969089 |
| 2014-08-01 | 2.7095540001 |
| 2014-09-01 | 2.7407478003 |
| 2014-10-01 | 2.6757384360 |
| 2014-11-01 | 2.7448874222 |
| 2014-12-01 | 2.7213708990 |
| 2015-01-01 | 2.7573414873 |
| 2015-02-01 | 2.7259876184 |
| 2015-03-01 | 2.7404736792 |
| 2015-04-01 | 2.7509730867 |
| 2015-05-01 | 2.7242594690 |
| 2015-06-01 | 2.7051245627 |
| 2015-07-01 | 2.6951688287 |
| 2015-08-01 | 2.7039231671 |
| 2015-09-01 | 2.7311753745 |
| 2015-10-01 | 2.7833681306 |
| 2015-11-01 | 2.7493315717 |
| 2015-12-01 | 2.7345966600 |
| 2016-01-01 | 2.7561524796 |
| 2016-02-01 | 2.7296324255 |
| 2016-03-01 | 2.7464337951 |
| 2016-04-01 | 2.8344269692 |
| 2016-05-01 | 2.8097159657 |
| 2016-06-01 | 2.9125550086 |
| 2016-07-01 | 2.9135290765 |
| 2016-08-01 | 2.9199406580 |
| 2016-09-01 | 2.9247522951 |
| 2016-10-01 | 2.8856039590 |
| 2016-11-01 | 2.9415349851 |
| 2016-12-01 | 2.9423567783 |
| 2017-01-01 | 2.9558014356 |
| 2017-02-01 | 3.0201308682 |
| 2017-03-01 | 2.9408409099 |
| 2017-04-01 | 3.0271863997 |
| 2017-05-01 | 3.0993586330 |
| 2017-06-01 | 3.0271167725 |
| 2017-07-01 | 2.9108721188 |
| 2017-08-01 | 3.0252719590 |
| 2017-09-01 | 3.1223204315 |
| 2017-10-01 | 3.0845992332 |
| 2017-11-01 | 3.0381091877 |
| 2017-12-01 | 3.0503802490 |
| 2018-01-01 | 3.0523994312 |
| 2018-02-01 | 3.1081144525 |
| 2018-03-01 | 3.1276366207 |
| 2018-04-01 | 3.1290487065 |
| 2018-05-01 | 3.1980626148 |
| 2018-06-01 | 3.1475186773 |
| 2018-07-01 | 3.1207572722 |
| 2018-08-01 | 3.1260367316 |
| 2018-09-01 | 3.1262610105 |
| 2018-10-01 | 3.0840523870 |
| 2018-11-01 | 3.1379576410 |
| 2018-12-01 | 3.1493416625 |
| 2019-01-01 | 3.1448810357 |
| 2019-02-01 | 3.0993384129 |
| 2019-03-01 | 3.2146914735 |
| 2019-04-01 | 3.2456699275 |
| 2019-05-01 | 3.4034765428 |
| 2019-06-01 | 3.1581665910 |
| 2019-07-01 | 3.1172142413 |
| 2019-08-01 | 3.2218603167 |
| 2019-09-01 | 3.2283639873 |
| 2019-10-01 | 3.2788725130 |
| 2019-11-01 | 3.2356378043 |
| 2019-12-01 | 3.2427001075 |
| 2020-01-01 | 3.2411838797 |
| 2020-02-01 | 3.1947759169 |
| 2020-03-01 | 3.1109676737 |
| 2020-04-01 | 2.9623335877 |
| 2020-05-01 | 3.0106881655 |
| 2020-06-01 | 2.8541609260 |
| 2020-07-01 | 3.0108272671 |
| 2020-08-01 | 2.9959725766 |
| 2020-09-01 | 3.0289209338 |
| 2020-10-01 | 2.9807183842 |
| 2020-11-01 | 3.0547851378 |
| 2020-12-01 | 2.9379909089 |
| 2021-01-01 | 3.0367500363 |
| 2021-02-01 | 3.1035324019 |
| 2021-03-01 | 3.1150872639 |
| 2021-04-01 | 3.2729326875 |
| 2021-05-01 | 3.1157525853 |
| 2021-06-01 | 3.1430044337 |
| 2021-07-01 | 3.2277871906 |
| 2021-08-01 | 3.1926862394 |
| 2021-09-01 | 3.1323604121 |
| 2021-10-01 | 3.1707492966 |
| 2021-11-01 | 3.1617643380 |
| 2021-12-01 | 3.2251598006 |
| 2022-01-01 | 3.2442773580 |
| 2022-02-01 | 3.2100407166 |
| 2022-03-01 | 3.3199053107 |
| 2022-04-01 | 3.0778736552 |
| 2022-05-01 | 3.1131815396 |
| 2022-06-01 | 3.3196125232 |
| 2022-07-01 | 3.2243329488 |
| 2022-08-01 | 3.2790586321 |
| 2022-09-01 | 3.3454409470 |
| 2022-10-01 | 3.3636233033 |
| 2022-11-01 | 3.3764808705 |
| 2022-12-01 | 3.4151737117 |
| 2023-01-01 | 3.3493330231 |
| 2023-02-01 | 3.4164126409 |
| 2023-03-01 | 3.4268184779 |
| 2023-04-01 | 3.4743246870 |
| 2023-05-01 | 3.5056500332 |
| 2023-06-01 | 3.4933254688 |
| 2023-07-01 | 3.4289979870 |
| 2023-08-01 | 3.3643063027 |
| 2023-09-01 | 3.5624947727 |
| 2023-10-01 | 3.5680742262 |
| 2023-11-01 | 3.4935883411 |
| 2023-12-01 | 3.5138394903 |
| 2024-01-01 | 3.4567171002 |
| 2024-02-01 | 3.4281563131 |
| 2024-03-01 | 3.4304932628 |
| 2024-04-01 | 3.4633893183 |
| 2024-05-01 | 3.4924084782 |
| 2024-06-01 | 3.4786264513 |
| 2024-07-01 | 3.4123671274 |
| 2024-08-01 | 3.4545513530 |
| 2024-09-01 | 3.3739634724 |
| 2024-10-01 | 3.3870600199 |
| 2024-11-01 | 3.4159532225 |
| 2024-12-01 | 3.4201416373 |
| 2025-01-01 | 3.5584653843 |
| 2025-02-01 | 3.4344501654 |
| 2025-03-01 | 3.4312460826 |
| 2025-04-01 | 3.3564309994 |
| 2025-05-01 | 3.3836850550 |
| 2025-06-01 | 3.3748969291 |
| 2025-07-01 | 3.4982527081 |
| 2025-08-01 | 3.4426433901 |
| 2025-09-01 | 3.1808035141 |
| 2025-10-01 | 3.1099570378 |
| 2025-11-01 | 3.1311821108 |
| 2025-12-01 | 3.1362770287 |
| 2026-01-01 | 3.1509395149 |
| 2026-02-01 | 3.1401357017 |
| 2026-03-01 | 3.1348307737 |
| 2026-04-01 | 3.1528371822 |
| 2026-05-01 | 3.0819305498 |
| 2026-06-01 | 3.0791249142 |
| 2026-07-01 | 3.1622453479 |
| 2026-08-01 | 3.1229576239 |