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 2026-05-01 |
| Last Updated | 2026-06-24 10:26 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 | 1.64010965792815 |
| 1990-02-01 | 1.56778627532523 |
| 1990-03-01 | 1.60826355819906 |
| 1990-04-01 | 1.59529420320296 |
| 1990-05-01 | 1.56777079712969 |
| 1990-06-01 | 1.50796877749293 |
| 1990-07-01 | 1.51410094976421 |
| 1990-08-01 | 1.56067994483755 |
| 1990-09-01 | 1.74091889876883 |
| 1990-10-01 | 1.63247349968233 |
| 1990-11-01 | 1.67736894735035 |
| 1990-12-01 | 1.78497866918371 |
| 1991-01-01 | 1.63306736440187 |
| 1991-02-01 | 1.66066720765699 |
| 1991-03-01 | 1.71162853699509 |
| 1991-04-01 | 1.69303028173768 |
| 1991-05-01 | 1.66543630142773 |
| 1991-06-01 | 1.71131759536938 |
| 1991-07-01 | 1.72568210034577 |
| 1991-08-01 | 1.66292361891858 |
| 1991-09-01 | 1.63001170495103 |
| 1991-10-01 | 1.63387007633566 |
| 1991-11-01 | 1.68595819273302 |
| 1991-12-01 | 1.69188085824673 |
| 1992-01-01 | 1.62298975799282 |
| 1992-02-01 | 1.64895077965664 |
| 1992-03-01 | 1.63253572187482 |
| 1992-04-01 | 1.51125479437142 |
| 1992-05-01 | 1.66291200303316 |
| 1992-06-01 | 1.71134964692644 |
| 1992-07-01 | 1.60992025310501 |
| 1992-08-01 | 1.53871709412167 |
| 1992-09-01 | 1.62741874191914 |
| 1992-10-01 | 1.63540079697137 |
| 1992-11-01 | 1.60621258785806 |
| 1992-12-01 | 1.60294714365991 |
| 1993-01-01 | 1.60716934308871 |
| 1993-02-01 | 1.63951963223018 |
| 1993-03-01 | 1.65424931321367 |
| 1993-04-01 | 1.61143472608756 |
| 1993-05-01 | 1.55523575393753 |
| 1993-06-01 | 1.60957427791313 |
| 1993-07-01 | 1.60690238529208 |
| 1993-08-01 | 1.63431392794389 |
| 1993-09-01 | 1.62241157056721 |
| 1993-10-01 | 1.63638729391555 |
| 1993-11-01 | 1.62443010136137 |
| 1993-12-01 | 1.61349143185822 |
| 1994-01-01 | 1.68818239994251 |
| 1994-02-01 | 1.63243068991774 |
| 1994-03-01 | 1.57173767797801 |
| 1994-04-01 | 1.61998373726938 |
| 1994-05-01 | 1.64368664611936 |
| 1994-06-01 | 1.61141090380309 |
| 1994-07-01 | 1.71266516176943 |
| 1994-08-01 | 1.73079743172036 |
| 1994-09-01 | 1.83055091575301 |
| 1994-10-01 | 1.63477131245900 |
| 1994-11-01 | 1.64010145776940 |
| 1994-12-01 | 1.61842008427570 |
| 1995-01-01 | 1.76761716563354 |
| 1995-02-01 | 1.72898514777901 |
| 1995-03-01 | 1.68307642693004 |
| 1995-04-01 | 1.72588833581172 |
| 1995-05-01 | 1.72747738763653 |
| 1995-06-01 | 1.71552517738523 |
| 1995-07-01 | 1.71806783327846 |
| 1995-08-01 | 1.72724216940853 |
| 1995-09-01 | 1.71245363691544 |
| 1995-10-01 | 1.72821195109373 |
| 1995-11-01 | 1.74626520165317 |
| 1995-12-01 | 1.71481772200444 |
| 1996-01-01 | 1.75742766153319 |
| 1996-02-01 | 1.73124490247687 |
| 1996-03-01 | 1.78380832589271 |
| 1996-04-01 | 1.83456057787189 |
| 1996-05-01 | 1.81802498230597 |
| 1996-06-01 | 1.81604450134345 |
| 1996-07-01 | 1.72932153740397 |
| 1996-08-01 | 1.73698453471357 |
| 1996-09-01 | 1.70212972775431 |
| 1996-10-01 | 1.72435930025204 |
| 1996-11-01 | 1.74168499276623 |
| 1996-12-01 | 1.80408634963402 |
| 1997-01-01 | 1.85132132258999 |
| 1997-02-01 | 1.83454867516448 |
| 1997-03-01 | 1.87600843234290 |
| 1997-04-01 | 1.84811359789815 |
| 1997-05-01 | 1.91024604386957 |
| 1997-06-01 | 1.91207246013459 |
| 1997-07-01 | 2.07840135037766 |
| 1997-08-01 | 2.08312684363086 |
| 1997-09-01 | 2.11326094946970 |
| 1997-10-01 | 2.10308313299634 |
| 1997-11-01 | 2.02251743351432 |
| 1997-12-01 | 2.08533944201896 |
| 1998-01-01 | 1.85416276978868 |
| 1998-02-01 | 1.93469701440957 |
| 1998-03-01 | 1.85972720449356 |
| 1998-04-01 | 1.85918511815336 |
| 1998-05-01 | 1.91659329489462 |
| 1998-06-01 | 1.91119209932810 |
| 1998-07-01 | 1.99619202067027 |
| 1998-08-01 | 1.88120048735372 |
| 1998-09-01 | 1.88579658097999 |
| 1998-10-01 | 1.90771588302677 |
| 1998-11-01 | 1.91290026067899 |
| 1998-12-01 | 1.97313264197313 |
| 1999-01-01 | 1.76225765840241 |
| 1999-02-01 | 1.93516840006603 |
| 1999-03-01 | 1.94522881986528 |
| 1999-04-01 | 1.96526062746032 |
| 1999-05-01 | 1.92115839624712 |
| 1999-06-01 | 2.01163921391466 |
| 1999-07-01 | 1.90674902458357 |
| 1999-08-01 | 1.89190227991731 |
| 1999-09-01 | 1.97629318548132 |
| 1999-10-01 | 2.00313550689295 |
| 1999-11-01 | 2.09440992048881 |
| 1999-12-01 | 2.06147315229215 |
| 2000-01-01 | 2.16716438432931 |
| 2000-02-01 | 2.12485929913001 |
| 2000-03-01 | 2.22708036475572 |
| 2000-04-01 | 2.16066490208008 |
| 2000-05-01 | 2.21291759572230 |
| 2000-06-01 | 2.21480179499238 |
| 2000-07-01 | 2.26091478620669 |
| 2000-08-01 | 2.34689185233926 |
| 2000-09-01 | 2.37632226590249 |
| 2000-10-01 | 2.38887326008458 |
| 2000-11-01 | 2.37032928737072 |
| 2000-12-01 | 2.44936867424162 |
| 2001-01-01 | 2.38096291195059 |
| 2001-02-01 | 2.41274335429490 |
| 2001-03-01 | 2.41360205496547 |
| 2001-04-01 | 2.44701263483823 |
| 2001-05-01 | 2.40381523973787 |
| 2001-06-01 | 2.42440984165009 |
| 2001-07-01 | 2.38109362506679 |
| 2001-08-01 | 2.46025648616907 |
| 2001-09-01 | 2.35962732382359 |
| 2001-10-01 | 2.49302494067478 |
| 2001-11-01 | 2.56305256545444 |
| 2001-12-01 | 2.53754161612734 |
| 2002-01-01 | 2.70430345463862 |
| 2002-02-01 | 2.69742821646720 |
| 2002-03-01 | 2.69724436036657 |
| 2002-04-01 | 2.72818181914325 |
| 2002-05-01 | 2.78687302887077 |
| 2002-06-01 | 2.84966961286120 |
| 2002-07-01 | 2.82722561013545 |
| 2002-08-01 | 2.79738600664819 |
| 2002-09-01 | 2.74509960389726 |
| 2002-10-01 | 2.78731317915923 |
| 2002-11-01 | 2.75792030063473 |
| 2002-12-01 | 2.72303979768975 |
| 2003-01-01 | 2.73243487039035 |
| 2003-02-01 | 2.69483965934202 |
| 2003-03-01 | 2.69934304170412 |
| 2003-04-01 | 2.71633682720449 |
| 2003-05-01 | 2.78841742090073 |
| 2003-06-01 | 2.76643488908945 |
| 2003-07-01 | 2.81022989538950 |
| 2003-08-01 | 2.79866208787739 |
| 2003-09-01 | 2.81995231277704 |
| 2003-10-01 | 2.59697968259231 |
| 2003-11-01 | 2.86220031254496 |
| 2003-12-01 | 2.90678504004421 |
| 2004-01-01 | 2.85884998029153 |
| 2004-02-01 | 2.89210724577923 |
| 2004-03-01 | 2.99065983441779 |
| 2004-04-01 | 2.89849814750912 |
| 2004-05-01 | 2.69746982486180 |
| 2004-06-01 | 2.78101777189239 |
| 2004-07-01 | 2.79593680476672 |
| 2004-08-01 | 2.80534618037667 |
| 2004-09-01 | 2.79432332328744 |
| 2004-10-01 | 2.69016643491566 |
| 2004-11-01 | 2.67155506155827 |
| 2004-12-01 | 2.70655691203476 |
| 2005-01-01 | 3.18195533151906 |
| 2005-02-01 | 3.29161678605412 |
| 2005-03-01 | 3.28626882355908 |
| 2005-04-01 | 3.17506663946371 |
| 2005-05-01 | 3.19427634993450 |
| 2005-06-01 | 3.10127571021394 |
| 2005-07-01 | 3.11763659056059 |
| 2005-08-01 | 3.03258544108711 |
| 2005-09-01 | 3.07716313769864 |
| 2005-10-01 | 3.06717451375575 |
| 2005-11-01 | 3.04903186422377 |
| 2005-12-01 | 3.17849787126742 |
| 2006-01-01 | 2.88220361513589 |
| 2006-02-01 | 2.91380476110599 |
| 2006-03-01 | 2.90665191649092 |
| 2006-04-01 | 2.97965381630723 |
| 2006-05-01 | 2.92292948610066 |
| 2006-06-01 | 2.99865538981425 |
| 2006-07-01 | 2.99980888251895 |
| 2006-08-01 | 3.03521725932565 |
| 2006-09-01 | 3.07916186977349 |
| 2006-10-01 | 3.05262990496781 |
| 2006-11-01 | 3.03288619222779 |
| 2006-12-01 | 3.07197578100736 |
| 2007-01-01 | 3.19039661607161 |
| 2007-02-01 | 3.11073464224068 |
| 2007-03-01 | 3.21074718409103 |
| 2007-04-01 | 3.17916312520077 |
| 2007-05-01 | 3.24892855176830 |
| 2007-06-01 | 3.19313995588343 |
| 2007-07-01 | 3.21186300349649 |
| 2007-08-01 | 3.37145215052177 |
| 2007-09-01 | 3.29565803604060 |
| 2007-10-01 | 3.22791641449399 |
| 2007-11-01 | 3.20537286958737 |
| 2007-12-01 | 3.16021125868770 |
| 2008-01-01 | 3.17948049403915 |
| 2008-02-01 | 3.19848931082249 |
| 2008-03-01 | 3.21797617101232 |
| 2008-04-01 | 3.39641286523810 |
| 2008-05-01 | 3.38784899961834 |
| 2008-06-01 | 3.38509092714197 |
| 2008-07-01 | 3.41974980273475 |
| 2008-08-01 | 3.36709183740681 |
| 2008-09-01 | 3.31434659489335 |
| 2008-10-01 | 3.40662711876057 |
| 2008-11-01 | 3.46896267278272 |
| 2008-12-01 | 3.54085459131190 |
| 2009-01-01 | 3.37622338353603 |
| 2009-02-01 | 3.37499997962217 |
| 2009-03-01 | 3.31731748643185 |
| 2009-04-01 | 3.32287109029378 |
| 2009-05-01 | 3.33059304267553 |
| 2009-06-01 | 3.37357046229337 |
| 2009-07-01 | 3.28740383022017 |
| 2009-08-01 | 3.35536594427052 |
| 2009-09-01 | 3.23588010057837 |
| 2009-10-01 | 3.40096482796815 |
| 2009-11-01 | 3.36833791489460 |
| 2009-12-01 | 3.63580433705403 |
| 2010-01-01 | 3.37311455007124 |
| 2010-02-01 | 3.35360026515307 |
| 2010-03-01 | 3.30831567406367 |
| 2010-04-01 | 3.15388539789115 |
| 2010-05-01 | 3.16237640593886 |
| 2010-06-01 | 3.15831581397861 |
| 2010-07-01 | 3.15811686144023 |
| 2010-08-01 | 3.11356274657858 |
| 2010-09-01 | 3.15225092409140 |
| 2010-10-01 | 3.11630088364391 |
| 2010-11-01 | 3.08873164005348 |
| 2010-12-01 | 3.06355838712198 |
| 2011-01-01 | 3.27072798120766 |
| 2011-02-01 | 3.15447111159633 |
| 2011-03-01 | 3.00733383517328 |
| 2011-04-01 | 2.97590291236338 |
| 2011-05-01 | 2.87354148184841 |
| 2011-06-01 | 2.74086345963752 |
| 2011-07-01 | 2.92293491680715 |
| 2011-08-01 | 2.86989180822300 |
| 2011-09-01 | 2.95667339712631 |
| 2011-10-01 | 2.83839674234469 |
| 2011-11-01 | 2.91128199941818 |
| 2011-12-01 | 2.78258874579354 |
| 2012-01-01 | 2.85947625361874 |
| 2012-02-01 | 2.87264272701993 |
| 2012-03-01 | 2.90484730798336 |
| 2012-04-01 | 2.88487446399495 |
| 2012-05-01 | 2.87523594630781 |
| 2012-06-01 | 2.63064656390885 |
| 2012-07-01 | 2.91422816452818 |
| 2012-08-01 | 2.84814382786575 |
| 2012-09-01 | 2.74905694799818 |
| 2012-10-01 | 2.84722136953907 |
| 2012-11-01 | 2.73111609607514 |
| 2012-12-01 | 2.79468752977893 |
| 2013-01-01 | 2.75635101145904 |
| 2013-02-01 | 2.79495461097066 |
| 2013-03-01 | 2.81261734637420 |
| 2013-04-01 | 2.77873256375962 |
| 2013-05-01 | 2.65811813147233 |
| 2013-06-01 | 2.82207892105641 |
| 2013-07-01 | 2.79972672153514 |
| 2013-08-01 | 2.83048604579539 |
| 2013-09-01 | 2.74609054151796 |
| 2013-10-01 | 3.14381076425487 |
| 2013-11-01 | 3.21080336236583 |
| 2013-12-01 | 2.80613044508653 |
| 2014-01-01 | 2.75711756397935 |
| 2014-02-01 | 2.71432234167507 |
| 2014-03-01 | 2.72805158709517 |
| 2014-04-01 | 2.66535851401044 |
| 2014-05-01 | 2.74395945295072 |
| 2014-06-01 | 2.81080614769438 |
| 2014-07-01 | 2.69300264520358 |
| 2014-08-01 | 2.70955798037138 |
| 2014-09-01 | 2.74077648837592 |
| 2014-10-01 | 2.67571339131024 |
| 2014-11-01 | 2.74487360670644 |
| 2014-12-01 | 2.72138023952341 |
| 2015-01-01 | 2.75734788830865 |
| 2015-02-01 | 2.72599166319628 |
| 2015-03-01 | 2.74045557780368 |
| 2015-04-01 | 2.75096945285267 |
| 2015-05-01 | 2.72425639092517 |
| 2015-06-01 | 2.70512183947167 |
| 2015-07-01 | 2.69517258534626 |
| 2015-08-01 | 2.70392506908481 |
| 2015-09-01 | 2.73121953834043 |
| 2015-10-01 | 2.78335258273292 |
| 2015-11-01 | 2.74932634359680 |
| 2015-12-01 | 2.73460708579310 |
| 2016-01-01 | 2.75616060537165 |
| 2016-02-01 | 2.72962543386144 |
| 2016-03-01 | 2.74640584437343 |
| 2016-04-01 | 2.83442301138767 |
| 2016-05-01 | 2.80968445428572 |
| 2016-06-01 | 2.91254718880863 |
| 2016-07-01 | 2.91353121439060 |
| 2016-08-01 | 2.91993804943831 |
| 2016-09-01 | 2.92482129593610 |
| 2016-10-01 | 2.88561207431424 |
| 2016-11-01 | 2.94156186990797 |
| 2016-12-01 | 2.94239331277589 |
| 2017-01-01 | 2.95582557223005 |
| 2017-02-01 | 3.02010811451342 |
| 2017-03-01 | 2.94079072732484 |
| 2017-04-01 | 3.02709384684831 |
| 2017-05-01 | 3.09925624233166 |
| 2017-06-01 | 3.02713113647027 |
| 2017-07-01 | 2.91086200963849 |
| 2017-08-01 | 3.02527465065992 |
| 2017-09-01 | 3.12242737911216 |
| 2017-10-01 | 3.08468644005321 |
| 2017-11-01 | 3.03823413226440 |
| 2017-12-01 | 3.05047046778014 |
| 2018-01-01 | 3.05247120108657 |
| 2018-02-01 | 3.10806448651104 |
| 2018-03-01 | 3.12751297022267 |
| 2018-04-01 | 3.12868421964464 |
| 2018-05-01 | 3.19784333993561 |
| 2018-06-01 | 3.14754935770612 |
| 2018-07-01 | 3.12076138618365 |
| 2018-08-01 | 3.12609077142931 |
| 2018-09-01 | 3.12644785542738 |
| 2018-10-01 | 3.08425698457483 |
| 2018-11-01 | 3.13824143597790 |
| 2018-12-01 | 3.14957443211871 |
| 2019-01-01 | 3.14514338356520 |
| 2019-02-01 | 3.09949064367280 |
| 2019-03-01 | 3.21426520123419 |
| 2019-04-01 | 3.24436430970927 |
| 2019-05-01 | 3.40280098598288 |
| 2019-06-01 | 3.15853416893980 |
| 2019-07-01 | 3.11745269026360 |
| 2019-08-01 | 3.22215132066957 |
| 2019-09-01 | 3.22874774958303 |
| 2019-10-01 | 3.27927900823137 |
| 2019-11-01 | 3.23608221921327 |
| 2019-12-01 | 3.24304199676705 |
| 2020-01-01 | 3.24159774760284 |
| 2020-02-01 | 3.19504954801795 |
| 2020-03-01 | 3.11015092486662 |
| 2020-04-01 | 2.96025253058425 |
| 2020-05-01 | 3.00959224316473 |
| 2020-06-01 | 2.85460439730638 |
| 2020-07-01 | 3.01109418940739 |
| 2020-08-01 | 2.99788307672822 |
| 2020-09-01 | 3.02923859294517 |
| 2020-10-01 | 2.98107085000729 |
| 2020-11-01 | 3.05520241218758 |
| 2020-12-01 | 2.93830429429606 |
| 2021-01-01 | 3.03712466487581 |
| 2021-02-01 | 3.10376819866110 |
| 2021-03-01 | 3.11371889916198 |
| 2021-04-01 | 3.26965928284489 |
| 2021-05-01 | 3.11413698751813 |
| 2021-06-01 | 3.14375550615516 |
| 2021-07-01 | 3.22835349087584 |
| 2021-08-01 | 3.19672790866774 |
| 2021-09-01 | 3.13283662869086 |
| 2021-10-01 | 3.17118428839531 |
| 2021-11-01 | 3.16215693873265 |
| 2021-12-01 | 3.22538791898398 |
| 2022-01-01 | 3.24407977199472 |
| 2022-02-01 | 3.20975479270103 |
| 2022-03-01 | 3.31770485195241 |
| 2022-04-01 | 3.07420306600714 |
| 2022-05-01 | 3.11110559493132 |
| 2022-06-01 | 3.32010599821805 |
| 2022-07-01 | 3.22685368101266 |
| 2022-08-01 | 3.28653294767827 |
| 2022-09-01 | 3.34552732401302 |
| 2022-10-01 | 3.36262035770887 |
| 2022-11-01 | 3.37722572021935 |
| 2022-12-01 | 3.41556095600526 |
| 2023-01-01 | 3.34854783575813 |
| 2023-02-01 | 3.41545328315024 |
| 2023-03-01 | 3.42353447047854 |
| 2023-04-01 | 3.46895158826369 |
| 2023-05-01 | 3.50143128867825 |
| 2023-06-01 | 3.49282018348948 |
| 2023-07-01 | 3.43719865659359 |
| 2023-08-01 | 3.37590869429130 |
| 2023-09-01 | 3.56258770391199 |
| 2023-10-01 | 3.56515216659547 |
| 2023-11-01 | 3.49410517760981 |
| 2023-12-01 | 3.51373031154523 |
| 2024-01-01 | 3.45457508516095 |
| 2024-02-01 | 3.42568250584713 |
| 2024-03-01 | 3.42614336386340 |
| 2024-04-01 | 3.45760037079613 |
| 2024-05-01 | 3.48721314370707 |
| 2024-06-01 | 3.47473013242989 |
| 2024-07-01 | 3.42984965310564 |
| 2024-08-01 | 3.47157465554600 |
| 2024-09-01 | 3.37328814395346 |
| 2024-10-01 | 3.38153372081430 |
| 2024-11-01 | 3.41587385040925 |
| 2024-12-01 | 3.41923383871532 |
| 2025-01-01 | 3.55485519588733 |
| 2025-02-01 | 3.43032594292927 |
| 2025-03-01 | 3.42580693176659 |
| 2025-04-01 | 3.35029492515198 |
| 2025-05-01 | 3.37763601670722 |
| 2025-06-01 | 3.36755888966810 |
| 2025-07-01 | 3.52727824238896 |
| 2025-08-01 | 3.46383264001075 |
| 2025-09-01 | 3.17980824484052 |
| 2025-10-01 | 3.10316720828069 |
| 2025-11-01 | 3.13001170260385 |
| 2025-12-01 | 3.13423580064779 |
| 2026-01-01 | 3.14614901923404 |
| 2026-02-01 | 3.13478879021237 |
| 2026-03-01 | 3.12906553581485 |
| 2026-04-01 | 3.14698458781880 |
| 2026-05-01 | 3.07647484812659 |