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 2026-09-01 |
| 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 | 1.6401096606 |
| 1990-02-01 | 1.5677862780 |
| 1990-03-01 | 1.6082635604 |
| 1990-04-01 | 1.5952942019 |
| 1990-05-01 | 1.5677708091 |
| 1990-06-01 | 1.5079687760 |
| 1990-07-01 | 1.5141009459 |
| 1990-08-01 | 1.5606799367 |
| 1990-09-01 | 1.7409188910 |
| 1990-10-01 | 1.6324734959 |
| 1990-11-01 | 1.6773689459 |
| 1990-12-01 | 1.7849786675 |
| 1991-01-01 | 1.6330673807 |
| 1991-02-01 | 1.6606672080 |
| 1991-03-01 | 1.7116285396 |
| 1991-04-01 | 1.6930302773 |
| 1991-05-01 | 1.6654363137 |
| 1991-06-01 | 1.7113175983 |
| 1991-07-01 | 1.7256820916 |
| 1991-08-01 | 1.6629236058 |
| 1991-09-01 | 1.6300116926 |
| 1991-10-01 | 1.6338700751 |
| 1991-11-01 | 1.6859581834 |
| 1991-12-01 | 1.6918808614 |
| 1992-01-01 | 1.6229898041 |
| 1992-02-01 | 1.6489507721 |
| 1992-03-01 | 1.6325357212 |
| 1992-04-01 | 1.5112547857 |
| 1992-05-01 | 1.6629120131 |
| 1992-06-01 | 1.7113496523 |
| 1992-07-01 | 1.6099202391 |
| 1992-08-01 | 1.5387170761 |
| 1992-09-01 | 1.6274187234 |
| 1992-10-01 | 1.6354007979 |
| 1992-11-01 | 1.6062125729 |
| 1992-12-01 | 1.6029471545 |
| 1993-01-01 | 1.6071694205 |
| 1993-02-01 | 1.6395196193 |
| 1993-03-01 | 1.6542493110 |
| 1993-04-01 | 1.6114347124 |
| 1993-05-01 | 1.5552357568 |
| 1993-06-01 | 1.6095742839 |
| 1993-07-01 | 1.6069023627 |
| 1993-08-01 | 1.6343138983 |
| 1993-09-01 | 1.6224115421 |
| 1993-10-01 | 1.6363872964 |
| 1993-11-01 | 1.6244300833 |
| 1993-12-01 | 1.6134914582 |
| 1994-01-01 | 1.6881825086 |
| 1994-02-01 | 1.6324306806 |
| 1994-03-01 | 1.5717376771 |
| 1994-04-01 | 1.6199837223 |
| 1994-05-01 | 1.6436866450 |
| 1994-06-01 | 1.6114108995 |
| 1994-07-01 | 1.7126651269 |
| 1994-08-01 | 1.7307973862 |
| 1994-09-01 | 1.8305508662 |
| 1994-10-01 | 1.6347712994 |
| 1994-11-01 | 1.6401014268 |
| 1994-12-01 | 1.6184201448 |
| 1995-01-01 | 1.7676173534 |
| 1995-02-01 | 1.7289851330 |
| 1995-03-01 | 1.6830764215 |
| 1995-04-01 | 1.7258883152 |
| 1995-05-01 | 1.7274773744 |
| 1995-06-01 | 1.7155251660 |
| 1995-07-01 | 1.7180677811 |
| 1995-08-01 | 1.7272421110 |
| 1995-09-01 | 1.7124535738 |
| 1995-10-01 | 1.7282119119 |
| 1995-11-01 | 1.7462651326 |
| 1995-12-01 | 1.7148176833 |
| 1996-01-01 | 1.7574281543 |
| 1996-02-01 | 1.7312448640 |
| 1996-03-01 | 1.7838083152 |
| 1996-04-01 | 1.8345605734 |
| 1996-05-01 | 1.8180249766 |
| 1996-06-01 | 1.8160444708 |
| 1996-07-01 | 1.7293214073 |
| 1996-08-01 | 1.7369843998 |
| 1996-09-01 | 1.7021295383 |
| 1996-10-01 | 1.7243591664 |
| 1996-11-01 | 1.7416849103 |
| 1996-12-01 | 1.8040862877 |
| 1997-01-01 | 1.8513222850 |
| 1997-02-01 | 1.8345487493 |
| 1997-03-01 | 1.8760085230 |
| 1997-04-01 | 1.8481136441 |
| 1997-05-01 | 1.9102460073 |
| 1997-06-01 | 1.9120723142 |
| 1997-07-01 | 2.0784009148 |
| 1997-08-01 | 2.0831263519 |
| 1997-09-01 | 2.1132603364 |
| 1997-10-01 | 2.1030827662 |
| 1997-11-01 | 2.0225174113 |
| 1997-12-01 | 2.0853395517 |
| 1998-01-01 | 1.8541643747 |
| 1998-02-01 | 1.9346974661 |
| 1998-03-01 | 1.8597275278 |
| 1998-04-01 | 1.8591852344 |
| 1998-05-01 | 1.9165931997 |
| 1998-06-01 | 1.9111918684 |
| 1998-07-01 | 1.9961913060 |
| 1998-08-01 | 1.8811996040 |
| 1998-09-01 | 1.8857949007 |
| 1998-10-01 | 1.9077148616 |
| 1998-11-01 | 1.9128993220 |
| 1998-12-01 | 1.9731316328 |
| 1999-01-01 | 1.7622655701 |
| 1999-02-01 | 1.9351678548 |
| 1999-03-01 | 1.9452284856 |
| 1999-04-01 | 1.9652604303 |
| 1999-05-01 | 1.9211582458 |
| 1999-06-01 | 2.0116389824 |
| 1999-07-01 | 1.9067481497 |
| 1999-08-01 | 1.8919007834 |
| 1999-09-01 | 1.9762896623 |
| 1999-10-01 | 2.0031329042 |
| 1999-11-01 | 2.0944071688 |
| 1999-12-01 | 2.0614706425 |
| 2000-01-01 | 2.1671823151 |
| 2000-02-01 | 2.1248584620 |
| 2000-03-01 | 2.2270804199 |
| 2000-04-01 | 2.1606655113 |
| 2000-05-01 | 2.2129183028 |
| 2000-06-01 | 2.2148020586 |
| 2000-07-01 | 2.2609133447 |
| 2000-08-01 | 2.3468881258 |
| 2000-09-01 | 2.3763138826 |
| 2000-10-01 | 2.3888664905 |
| 2000-11-01 | 2.3703223257 |
| 2000-12-01 | 2.4493633139 |
| 2001-01-01 | 2.3809920461 |
| 2001-02-01 | 2.4127441908 |
| 2001-03-01 | 2.4136040306 |
| 2001-04-01 | 2.4470171420 |
| 2001-05-01 | 2.4038175582 |
| 2001-06-01 | 2.4244127626 |
| 2001-07-01 | 2.3810931933 |
| 2001-08-01 | 2.4602509206 |
| 2001-09-01 | 2.3596144715 |
| 2001-10-01 | 2.4930102337 |
| 2001-11-01 | 2.5630323890 |
| 2001-12-01 | 2.5375181552 |
| 2002-01-01 | 2.7043559101 |
| 2002-02-01 | 2.6974440587 |
| 2002-03-01 | 2.6972551806 |
| 2002-04-01 | 2.7281933412 |
| 2002-05-01 | 2.7868774592 |
| 2002-06-01 | 2.8496747254 |
| 2002-07-01 | 2.8272243203 |
| 2002-08-01 | 2.7973759622 |
| 2002-09-01 | 2.7450779206 |
| 2002-10-01 | 2.7872863522 |
| 2002-11-01 | 2.7578826475 |
| 2002-12-01 | 2.7229891900 |
| 2003-01-01 | 2.7325202948 |
| 2003-02-01 | 2.6948689308 |
| 2003-03-01 | 2.6993618664 |
| 2003-04-01 | 2.7163546088 |
| 2003-05-01 | 2.7884234188 |
| 2003-06-01 | 2.7664407694 |
| 2003-07-01 | 2.8102274211 |
| 2003-08-01 | 2.7986488201 |
| 2003-09-01 | 2.8199252115 |
| 2003-10-01 | 2.5969462435 |
| 2003-11-01 | 2.8621471577 |
| 2003-12-01 | 2.9067064465 |
| 2004-01-01 | 2.8589636977 |
| 2004-02-01 | 2.8921539073 |
| 2004-03-01 | 2.9906906051 |
| 2004-04-01 | 2.8985220611 |
| 2004-05-01 | 2.6974768228 |
| 2004-06-01 | 2.7810218066 |
| 2004-07-01 | 2.7959308642 |
| 2004-08-01 | 2.8053293988 |
| 2004-09-01 | 2.7942939650 |
| 2004-10-01 | 2.6901287781 |
| 2004-11-01 | 2.6715032988 |
| 2004-12-01 | 2.7064791745 |
| 2005-01-01 | 3.1820865185 |
| 2005-02-01 | 3.2916722848 |
| 2005-03-01 | 3.2863051371 |
| 2005-04-01 | 3.1750959199 |
| 2005-05-01 | 3.1942845241 |
| 2005-06-01 | 3.1012790489 |
| 2005-07-01 | 3.1176294801 |
| 2005-08-01 | 3.0325686526 |
| 2005-09-01 | 3.0771326995 |
| 2005-10-01 | 3.0671360634 |
| 2005-11-01 | 3.0489787249 |
| 2005-12-01 | 3.1783995114 |
| 2006-01-01 | 2.8823131113 |
| 2006-02-01 | 2.9138547215 |
| 2006-03-01 | 2.9066841754 |
| 2006-04-01 | 2.9796797706 |
| 2006-05-01 | 2.9229356647 |
| 2006-06-01 | 2.9986554780 |
| 2006-07-01 | 2.9998010084 |
| 2006-08-01 | 3.0352032818 |
| 2006-09-01 | 3.0791364072 |
| 2006-10-01 | 3.0526028903 |
| 2006-11-01 | 3.0328506173 |
| 2006-12-01 | 3.0718887777 |
| 2007-01-01 | 3.1904958369 |
| 2007-02-01 | 3.1107721047 |
| 2007-03-01 | 3.2107736788 |
| 2007-04-01 | 3.1791862546 |
| 2007-05-01 | 3.2489343320 |
| 2007-06-01 | 3.1931392980 |
| 2007-07-01 | 3.2118570571 |
| 2007-08-01 | 3.3714431454 |
| 2007-09-01 | 3.2956387419 |
| 2007-10-01 | 3.2279019891 |
| 2007-11-01 | 3.2053557856 |
| 2007-12-01 | 3.1601367945 |
| 2008-01-01 | 3.1795420901 |
| 2008-02-01 | 3.1985112415 |
| 2008-03-01 | 3.2179946892 |
| 2008-04-01 | 3.3964318471 |
| 2008-05-01 | 3.3878551691 |
| 2008-06-01 | 3.3850906312 |
| 2008-07-01 | 3.4197465031 |
| 2008-08-01 | 3.3670886625 |
| 2008-09-01 | 3.3143340825 |
| 2008-10-01 | 3.4066256196 |
| 2008-11-01 | 3.4689644501 |
| 2008-12-01 | 3.5407902406 |
| 2009-01-01 | 3.3762495700 |
| 2009-02-01 | 3.3750069015 |
| 2009-03-01 | 3.3173283139 |
| 2009-04-01 | 3.3228863302 |
| 2009-05-01 | 3.3305992972 |
| 2009-06-01 | 3.3735737500 |
| 2009-07-01 | 3.2874046022 |
| 2009-08-01 | 3.3553689871 |
| 2009-09-01 | 3.2358727758 |
| 2009-10-01 | 3.4009714676 |
| 2009-11-01 | 3.3683470080 |
| 2009-12-01 | 3.6357382204 |
| 2010-01-01 | 3.3731246399 |
| 2010-02-01 | 3.3536048505 |
| 2010-03-01 | 3.3083246387 |
| 2010-04-01 | 3.1538965627 |
| 2010-05-01 | 3.1623820586 |
| 2010-06-01 | 3.1583197190 |
| 2010-07-01 | 3.1581172639 |
| 2010-08-01 | 3.1135660020 |
| 2010-09-01 | 3.1522442703 |
| 2010-10-01 | 3.1163099738 |
| 2010-11-01 | 3.0887495257 |
| 2010-12-01 | 3.0635032010 |
| 2011-01-01 | 3.2707346102 |
| 2011-02-01 | 3.1544724616 |
| 2011-03-01 | 3.0073395628 |
| 2011-04-01 | 2.9759108699 |
| 2011-05-01 | 2.8735459915 |
| 2011-06-01 | 2.7408671074 |
| 2011-07-01 | 2.9229332166 |
| 2011-08-01 | 2.8698929593 |
| 2011-09-01 | 2.9566664031 |
| 2011-10-01 | 2.8384046134 |
| 2011-11-01 | 2.9113050466 |
| 2011-12-01 | 2.7825487264 |
| 2012-01-01 | 2.8594785370 |
| 2012-02-01 | 2.8726413757 |
| 2012-03-01 | 2.9048511960 |
| 2012-04-01 | 2.8848798279 |
| 2012-05-01 | 2.8752395797 |
| 2012-06-01 | 2.6306494052 |
| 2012-07-01 | 2.9142244741 |
| 2012-08-01 | 2.8481421007 |
| 2012-09-01 | 2.7490487216 |
| 2012-10-01 | 2.8472281050 |
| 2012-11-01 | 2.7311432061 |
| 2012-12-01 | 2.7946574647 |
| 2013-01-01 | 2.7563502653 |
| 2013-02-01 | 2.7949525200 |
| 2013-03-01 | 2.8126195171 |
| 2013-04-01 | 2.7787368418 |
| 2013-05-01 | 2.6581204393 |
| 2013-06-01 | 2.8220815051 |
| 2013-07-01 | 2.7997217754 |
| 2013-08-01 | 2.8304824107 |
| 2013-09-01 | 2.7460817228 |
| 2013-10-01 | 3.1438152771 |
| 2013-11-01 | 3.2108323943 |
| 2013-12-01 | 2.8061094299 |
| 2014-01-01 | 2.7571146729 |
| 2014-02-01 | 2.7143194945 |
| 2014-03-01 | 2.7280612168 |
| 2014-04-01 | 2.6653617706 |
| 2014-05-01 | 2.7439614042 |
| 2014-06-01 | 2.8108095982 |
| 2014-07-01 | 2.6929983176 |
| 2014-08-01 | 2.7095558465 |
| 2014-09-01 | 2.7407505113 |
| 2014-10-01 | 2.6757166266 |
| 2014-11-01 | 2.7448968875 |
| 2014-12-01 | 2.7213663818 |
| 2015-01-01 | 2.7573443491 |
| 2015-02-01 | 2.7259906216 |
| 2015-03-01 | 2.7404756624 |
| 2015-04-01 | 2.7509743527 |
| 2015-05-01 | 2.7242593171 |
| 2015-06-01 | 2.7051261936 |
| 2015-07-01 | 2.6951678989 |
| 2015-08-01 | 2.7039231902 |
| 2015-09-01 | 2.7311761657 |
| 2015-10-01 | 2.7833529729 |
| 2015-11-01 | 2.7493388408 |
| 2015-12-01 | 2.7345997363 |
| 2016-01-01 | 2.7561553386 |
| 2016-02-01 | 2.7296396971 |
| 2016-03-01 | 2.7464326242 |
| 2016-04-01 | 2.8344245890 |
| 2016-05-01 | 2.8097100547 |
| 2016-06-01 | 2.9125509892 |
| 2016-07-01 | 2.9135229640 |
| 2016-08-01 | 2.9199372998 |
| 2016-09-01 | 2.9247532122 |
| 2016-10-01 | 2.8856014995 |
| 2016-11-01 | 2.9415490896 |
| 2016-12-01 | 2.9423706608 |
| 2017-01-01 | 2.9558124806 |
| 2017-02-01 | 3.0201461859 |
| 2017-03-01 | 2.9408331621 |
| 2017-04-01 | 3.0271658044 |
| 2017-05-01 | 3.0993379888 |
| 2017-06-01 | 3.0270901808 |
| 2017-07-01 | 2.9108587136 |
| 2017-08-01 | 3.0252658682 |
| 2017-09-01 | 3.1223239449 |
| 2017-10-01 | 3.0846165823 |
| 2017-11-01 | 3.0381389612 |
| 2017-12-01 | 3.0504371765 |
| 2018-01-01 | 3.0524313543 |
| 2018-02-01 | 3.1081549740 |
| 2018-03-01 | 3.1276408811 |
| 2018-04-01 | 3.1288993533 |
| 2018-05-01 | 3.1980368648 |
| 2018-06-01 | 3.1474697235 |
| 2018-07-01 | 3.1207315199 |
| 2018-08-01 | 3.1260213341 |
| 2018-09-01 | 3.1262657422 |
| 2018-10-01 | 3.0840851749 |
| 2018-11-01 | 3.1380176908 |
| 2018-12-01 | 3.1494728061 |
| 2019-01-01 | 3.1449839417 |
| 2019-02-01 | 3.0994664344 |
| 2019-03-01 | 3.2146388396 |
| 2019-04-01 | 3.2453590711 |
| 2019-05-01 | 3.4034417441 |
| 2019-06-01 | 3.1579549627 |
| 2019-07-01 | 3.1172334829 |
| 2019-08-01 | 3.2218727398 |
| 2019-09-01 | 3.2283909244 |
| 2019-10-01 | 3.2789349391 |
| 2019-11-01 | 3.2357377736 |
| 2019-12-01 | 3.2429087887 |
| 2020-01-01 | 3.2413477591 |
| 2020-02-01 | 3.1949874534 |
| 2020-03-01 | 3.1108562456 |
| 2020-04-01 | 2.9619083013 |
| 2020-05-01 | 3.0106710026 |
| 2020-06-01 | 2.8538926662 |
| 2020-07-01 | 3.0109959342 |
| 2020-08-01 | 2.9955632545 |
| 2020-09-01 | 3.0291070917 |
| 2020-10-01 | 2.9809090574 |
| 2020-11-01 | 3.0549803577 |
| 2020-12-01 | 2.9382521908 |
| 2021-01-01 | 3.0369615362 |
| 2021-02-01 | 3.1037829698 |
| 2021-03-01 | 3.1148536425 |
| 2021-04-01 | 3.2723474201 |
| 2021-05-01 | 3.1156455706 |
| 2021-06-01 | 3.1425303229 |
| 2021-07-01 | 3.2280889448 |
| 2021-08-01 | 3.1918473997 |
| 2021-09-01 | 3.1328229243 |
| 2021-10-01 | 3.1712575359 |
| 2021-11-01 | 3.1622621944 |
| 2021-12-01 | 3.2257043744 |
| 2022-01-01 | 3.2440372848 |
| 2022-02-01 | 3.2103845421 |
| 2022-03-01 | 3.3196099466 |
| 2022-04-01 | 3.0771393007 |
| 2022-05-01 | 3.1127922064 |
| 2022-06-01 | 3.3188334257 |
| 2022-07-01 | 3.2245277375 |
| 2022-08-01 | 3.2776412065 |
| 2022-09-01 | 3.3467861661 |
| 2022-10-01 | 3.3650646174 |
| 2022-11-01 | 3.3772551184 |
| 2022-12-01 | 3.4159523501 |
| 2023-01-01 | 3.3485788503 |
| 2023-02-01 | 3.4168525385 |
| 2023-03-01 | 3.4263973023 |
| 2023-04-01 | 3.4732797603 |
| 2023-05-01 | 3.5046382596 |
| 2023-06-01 | 3.4917361595 |
| 2023-07-01 | 3.4282737148 |
| 2023-08-01 | 3.3617723989 |
| 2023-09-01 | 3.5670176704 |
| 2023-10-01 | 3.5711029725 |
| 2023-11-01 | 3.4947519481 |
| 2023-12-01 | 3.5147608541 |
| 2024-01-01 | 3.4551580115 |
| 2024-02-01 | 3.4281977735 |
| 2024-03-01 | 3.4295123646 |
| 2024-04-01 | 3.4616823436 |
| 2024-05-01 | 3.4905556169 |
| 2024-06-01 | 3.4766820492 |
| 2024-07-01 | 3.4117513702 |
| 2024-08-01 | 3.4530508182 |
| 2024-09-01 | 3.3785114246 |
| 2024-10-01 | 3.3915825974 |
| 2024-11-01 | 3.4173060719 |
| 2024-12-01 | 3.4209600531 |
| 2025-01-01 | 3.5564444993 |
| 2025-02-01 | 3.4340806654 |
| 2025-03-01 | 3.4296282327 |
| 2025-04-01 | 3.3539393656 |
| 2025-05-01 | 3.3809497600 |
| 2025-06-01 | 3.3725879624 |
| 2025-07-01 | 3.4977202226 |
| 2025-08-01 | 3.4430391109 |
| 2025-09-01 | 3.1857922061 |
| 2025-10-01 | 3.1152313326 |
| 2025-11-01 | 3.1326028783 |
| 2025-12-01 | 3.1369209331 |
| 2026-01-01 | 3.1485408135 |
| 2026-02-01 | 3.1393191265 |
| 2026-03-01 | 3.1327347622 |
| 2026-04-01 | 3.1496487838 |
| 2026-05-01 | 3.0787311195 |
| 2026-06-01 | 3.0769859616 |
| 2026-07-01 | 3.1626021521 |
| 2026-08-01 | 3.1262322095 |
| 2026-09-01 | 3.0912506090 |