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 2024-10-01 |
| Last Updated | 2024-11-20 5:21 AM 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 | 14.507076894429100 |
| 1990-02-01 | 14.590398963418200 |
| 1990-03-01 | 14.610838834720600 |
| 1990-04-01 | 14.782622129126900 |
| 1990-05-01 | 14.826203327598698 |
| 1990-06-01 | 14.835079488682801 |
| 1990-07-01 | 14.871234791610100 |
| 1990-08-01 | 14.941746866296599 |
| 1990-09-01 | 15.084267897888598 |
| 1990-10-01 | 15.388077273144500 |
| 1990-11-01 | 15.305261000702200 |
| 1990-12-01 | 15.448392663635900 |
| 1991-01-01 | 14.907819891524598 |
| 1991-02-01 | 15.089913378274500 |
| 1991-03-01 | 15.110689574453600 |
| 1991-04-01 | 15.183608531798502 |
| 1991-05-01 | 15.022940848237100 |
| 1991-06-01 | 15.036003270226300 |
| 1991-07-01 | 14.960812400653600 |
| 1991-08-01 | 15.040993792014000 |
| 1991-09-01 | 14.989756866783900 |
| 1991-10-01 | 15.000830987589200 |
| 1991-11-01 | 14.917401997338800 |
| 1991-12-01 | 14.944166880999400 |
| 1992-01-01 | 15.008865753092900 |
| 1992-02-01 | 15.095740862475200 |
| 1992-03-01 | 15.103669958727801 |
| 1992-04-01 | 15.091061171240700 |
| 1992-05-01 | 15.218366202079000 |
| 1992-06-01 | 15.335353759789200 |
| 1992-07-01 | 15.438641522076200 |
| 1992-08-01 | 15.434065322604198 |
| 1992-09-01 | 15.494056297450399 |
| 1992-10-01 | 15.519410078606901 |
| 1992-11-01 | 15.626985758383999 |
| 1992-12-01 | 15.536567488723500 |
| 1993-01-01 | 15.918380888955099 |
| 1993-02-01 | 15.901902494885599 |
| 1993-03-01 | 16.004230116570500 |
| 1993-04-01 | 15.898181088234802 |
| 1993-05-01 | 16.003921511497700 |
| 1993-06-01 | 16.023690494061700 |
| 1993-07-01 | 16.006511272535900 |
| 1993-08-01 | 16.124314519070900 |
| 1993-09-01 | 16.004030773891802 |
| 1993-10-01 | 16.445645491889600 |
| 1993-11-01 | 16.439069188257000 |
| 1993-12-01 | 16.522729100476300 |
| 1994-01-01 | 16.639382096627500 |
| 1994-02-01 | 16.715768453888100 |
| 1994-03-01 | 16.704043339966700 |
| 1994-04-01 | 16.903981061476100 |
| 1994-05-01 | 16.883185733240303 |
| 1994-06-01 | 16.903836889641600 |
| 1994-07-01 | 17.088258819976500 |
| 1994-08-01 | 17.004410573388697 |
| 1994-09-01 | 17.011297845014900 |
| 1994-10-01 | 16.960196311721898 |
| 1994-11-01 | 16.861686352180600 |
| 1994-12-01 | 17.106453429409500 |
| 1995-01-01 | 17.182128309854900 |
| 1995-02-01 | 16.940012276411700 |
| 1995-03-01 | 17.016275917942800 |
| 1995-04-01 | 16.887871914022600 |
| 1995-05-01 | 16.855087537366400 |
| 1995-06-01 | 16.775762138402300 |
| 1995-07-01 | 16.874514124425000 |
| 1995-08-01 | 16.784822132460200 |
| 1995-09-01 | 16.822836212969197 |
| 1995-10-01 | 16.661313570204300 |
| 1995-11-01 | 16.782274121587000 |
| 1995-12-01 | 16.596371006364500 |
| 1996-01-01 | 16.827363321420600 |
| 1996-02-01 | 16.864763044716000 |
| 1996-03-01 | 16.817695031743600 |
| 1996-04-01 | 16.864049284067000 |
| 1996-05-01 | 16.933998999185400 |
| 1996-06-01 | 16.957539728139200 |
| 1996-07-01 | 16.779291079329198 |
| 1996-08-01 | 16.779094176630500 |
| 1996-09-01 | 16.636879908511900 |
| 1996-10-01 | 16.631452033145003 |
| 1996-11-01 | 16.590321910289900 |
| 1996-12-01 | 16.585289240151000 |
| 1997-01-01 | 16.571365483439100 |
| 1997-02-01 | 16.584852703630098 |
| 1997-03-01 | 16.512561923250000 |
| 1997-04-01 | 16.550822258659600 |
| 1997-05-01 | 16.620346207062600 |
| 1997-06-01 | 16.748223476603600 |
| 1997-07-01 | 16.794541872191100 |
| 1997-08-01 | 16.986528017477000 |
| 1997-09-01 | 16.951216669467000 |
| 1997-10-01 | 16.892236927982100 |
| 1997-11-01 | 16.781040453212400 |
| 1997-12-01 | 16.867505255370600 |
| 1998-01-01 | 16.505332402723900 |
| 1998-02-01 | 16.486914136118802 |
| 1998-03-01 | 16.401915699138100 |
| 1998-04-01 | 16.755687116342400 |
| 1998-05-01 | 16.820807016938200 |
| 1998-06-01 | 16.762746190135800 |
| 1998-07-01 | 16.306095554294000 |
| 1998-08-01 | 16.195026219675800 |
| 1998-09-01 | 16.154488332614100 |
| 1998-10-01 | 16.151552871067000 |
| 1998-11-01 | 16.059003410835700 |
| 1998-12-01 | 16.063194023379500 |
| 1999-01-01 | 16.223966448747200 |
| 1999-02-01 | 16.401444002635300 |
| 1999-03-01 | 16.398437223235000 |
| 1999-04-01 | 16.452383102206300 |
| 1999-05-01 | 16.419256733078598 |
| 1999-06-01 | 16.377458844498100 |
| 1999-07-01 | 17.027841380273300 |
| 1999-08-01 | 16.925866521144400 |
| 1999-09-01 | 16.964248643953700 |
| 1999-10-01 | 17.309877064112403 |
| 1999-11-01 | 17.307392835814000 |
| 1999-12-01 | 17.348673196636100 |
| 2000-01-01 | 17.345563147449700 |
| 2000-02-01 | 17.312884796998198 |
| 2000-03-01 | 17.495769947605400 |
| 2000-04-01 | 17.351497495377900 |
| 2000-05-01 | 17.507806704211400 |
| 2000-06-01 | 17.584498139883200 |
| 2000-07-01 | 17.744733237090700 |
| 2000-08-01 | 17.963219777191302 |
| 2000-09-01 | 18.068553568420800 |
| 2000-10-01 | 17.904855155927300 |
| 2000-11-01 | 17.968436904894300 |
| 2000-12-01 | 18.153119789179400 |
| 2001-01-01 | 17.832401931495300 |
| 2001-02-01 | 17.921773115048300 |
| 2001-03-01 | 17.687819500883400 |
| 2001-04-01 | 17.649909493125800 |
| 2001-05-01 | 17.699963513447500 |
| 2001-06-01 | 17.776757753318500 |
| 2001-07-01 | 18.169725382157800 |
| 2001-08-01 | 18.172597110400897 |
| 2001-09-01 | 18.248666635925100 |
| 2001-10-01 | 18.442280735858300 |
| 2001-11-01 | 18.563611429013600 |
| 2001-12-01 | 18.470978734073900 |
| 2002-01-01 | 18.714745351817600 |
| 2002-02-01 | 18.704428832790400 |
| 2002-03-01 | 18.777875155392900 |
| 2002-04-01 | 19.345460375869898 |
| 2002-05-01 | 19.389174231217800 |
| 2002-06-01 | 19.558882631767002 |
| 2002-07-01 | 19.198246391188500 |
| 2002-08-01 | 19.177540718264602 |
| 2002-09-01 | 19.214602135791700 |
| 2002-10-01 | 19.595165845356900 |
| 2002-11-01 | 19.680164178608102 |
| 2002-12-01 | 19.585210943505200 |
| 2003-01-01 | 19.488794405675602 |
| 2003-02-01 | 19.496106569090500 |
| 2003-03-01 | 19.562971991397397 |
| 2003-04-01 | 19.529806263792500 |
| 2003-05-01 | 19.687186257133600 |
| 2003-06-01 | 19.737120106434602 |
| 2003-07-01 | 19.626590608963102 |
| 2003-08-01 | 19.677946659546300 |
| 2003-09-01 | 19.773458740293500 |
| 2003-10-01 | 19.650725935919100 |
| 2003-11-01 | 19.822992573613900 |
| 2003-12-01 | 20.096604062593500 |
| 2004-01-01 | 20.474814254242197 |
| 2004-02-01 | 20.571370384515000 |
| 2004-03-01 | 20.642524912493400 |
| 2004-04-01 | 20.623034512201500 |
| 2004-05-01 | 20.488939968951897 |
| 2004-06-01 | 20.624798708874900 |
| 2004-07-01 | 21.156828625869103 |
| 2004-08-01 | 20.993602036408202 |
| 2004-09-01 | 20.940821477012000 |
| 2004-10-01 | 20.682311771968700 |
| 2004-11-01 | 20.653325912482398 |
| 2004-12-01 | 20.687495399120500 |
| 2005-01-01 | 20.849881449843000 |
| 2005-02-01 | 21.051391834773604 |
| 2005-03-01 | 21.129637717051200 |
| 2005-04-01 | 21.230538242923200 |
| 2005-05-01 | 21.309671287499100 |
| 2005-06-01 | 21.340180294498400 |
| 2005-07-01 | 21.257150832048303 |
| 2005-08-01 | 21.289610095745700 |
| 2005-09-01 | 21.712309880019603 |
| 2005-10-01 | 21.486417927727498 |
| 2005-11-01 | 21.565638018746500 |
| 2005-12-01 | 21.659927927259197 |
| 2006-01-01 | 21.141847434533400 |
| 2006-02-01 | 21.329490473682803 |
| 2006-03-01 | 21.335141507032700 |
| 2006-04-01 | 21.350052021979700 |
| 2006-05-01 | 21.439423553691100 |
| 2006-06-01 | 21.563723426432000 |
| 2006-07-01 | 21.653678473668900 |
| 2006-08-01 | 21.704493881146398 |
| 2006-09-01 | 21.810783196858000 |
| 2006-10-01 | 21.751904613855900 |
| 2006-11-01 | 21.744093718883100 |
| 2006-12-01 | 21.827297462775803 |
| 2007-01-01 | 21.832480097471500 |
| 2007-02-01 | 21.933922513921300 |
| 2007-03-01 | 21.968455420868500 |
| 2007-04-01 | 21.862106928863202 |
| 2007-05-01 | 21.868240729046900 |
| 2007-06-01 | 21.777951501575103 |
| 2007-07-01 | 21.853341078573000 |
| 2007-08-01 | 21.821906602103200 |
| 2007-09-01 | 21.731547362056700 |
| 2007-10-01 | 21.991124464798500 |
| 2007-11-01 | 21.799422895621000 |
| 2007-12-01 | 21.797586409182300 |
| 2008-01-01 | 21.825741188744900 |
| 2008-02-01 | 21.843752187329700 |
| 2008-03-01 | 21.914936468953900 |
| 2008-04-01 | 22.079956043366604 |
| 2008-05-01 | 22.191551207300503 |
| 2008-06-01 | 22.178031215429897 |
| 2008-07-01 | 22.362305287009000 |
| 2008-08-01 | 22.342232700714604 |
| 2008-09-01 | 22.347355819246896 |
| 2008-10-01 | 22.439360909018802 |
| 2008-11-01 | 22.448527944454800 |
| 2008-12-01 | 22.463613334989700 |
| 2009-01-01 | 22.515070673154300 |
| 2009-02-01 | 22.557715434688102 |
| 2009-03-01 | 22.567401366920200 |
| 2009-04-01 | 22.491089909435000 |
| 2009-05-01 | 22.416066988118500 |
| 2009-06-01 | 22.482953294079600 |
| 2009-07-01 | 22.364785027012100 |
| 2009-08-01 | 22.341061910057203 |
| 2009-09-01 | 22.247547718504702 |
| 2009-10-01 | 22.700841547029200 |
| 2009-11-01 | 22.516527137966104 |
| 2009-12-01 | 22.557905703091503 |
| 2010-01-01 | 22.609217288358302 |
| 2010-02-01 | 22.563944299454104 |
| 2010-03-01 | 22.504766574765000 |
| 2010-04-01 | 22.492676772956300 |
| 2010-05-01 | 22.430349007438500 |
| 2010-06-01 | 22.487740695776300 |
| 2010-07-01 | 22.369000261506800 |
| 2010-08-01 | 22.443841158045500 |
| 2010-09-01 | 22.341565613611700 |
| 2010-10-01 | 22.575435930719900 |
| 2010-11-01 | 22.393475542398500 |
| 2010-12-01 | 22.364638202920900 |
| 2011-01-01 | 22.310293086506500 |
| 2011-02-01 | 22.271639817715897 |
| 2011-03-01 | 22.223217713801304 |
| 2011-04-01 | 22.388596910629600 |
| 2011-05-01 | 22.335811795243900 |
| 2011-06-01 | 22.692382300682200 |
| 2011-07-01 | 22.975198115731803 |
| 2011-08-01 | 22.843994654538303 |
| 2011-09-01 | 22.933001267170400 |
| 2011-10-01 | 22.757740016189300 |
| 2011-11-01 | 22.779838773664498 |
| 2011-12-01 | 22.780625214126800 |
| 2012-01-01 | 22.323111773241000 |
| 2012-02-01 | 22.579431028506104 |
| 2012-03-01 | 22.524359955315700 |
| 2012-04-01 | 22.472337730490498 |
| 2012-05-01 | 22.630532086395103 |
| 2012-06-01 | 22.306897514354500 |
| 2012-07-01 | 22.248061679045602 |
| 2012-08-01 | 22.226120428906103 |
| 2012-09-01 | 22.335053111782800 |
| 2012-10-01 | 22.361245340201800 |
| 2012-11-01 | 22.396630488966200 |
| 2012-12-01 | 22.417841307046900 |
| 2013-01-01 | 22.538617006766400 |
| 2013-02-01 | 22.583293343338400 |
| 2013-03-01 | 22.610748102694500 |
| 2013-04-01 | 22.643923030966896 |
| 2013-05-01 | 22.404337691959700 |
| 2013-06-01 | 22.618836929184898 |
| 2013-07-01 | 22.733587308508000 |
| 2013-08-01 | 22.726273414482698 |
| 2013-09-01 | 22.545438198327400 |
| 2013-10-01 | 22.765759412246698 |
| 2013-11-01 | 23.011723441038700 |
| 2013-12-01 | 22.662446252477004 |
| 2014-01-01 | 22.650133324982100 |
| 2014-02-01 | 22.675518144627700 |
| 2014-03-01 | 22.683095436442400 |
| 2014-04-01 | 22.316128088192800 |
| 2014-05-01 | 22.474452384174900 |
| 2014-06-01 | 22.626695448377400 |
| 2014-07-01 | 22.409775705967803 |
| 2014-08-01 | 22.420059748166900 |
| 2014-09-01 | 22.462492197123400 |
| 2014-10-01 | 22.491587426965500 |
| 2014-11-01 | 22.543284505002102 |
| 2014-12-01 | 22.610888319495400 |
| 2015-01-01 | 22.552787076657600 |
| 2015-02-01 | 22.556694504141603 |
| 2015-03-01 | 22.653339862335600 |
| 2015-04-01 | 22.792362266692600 |
| 2015-05-01 | 22.740056009646302 |
| 2015-06-01 | 22.714162296800800 |
| 2015-07-01 | 22.911829887518397 |
| 2015-08-01 | 22.933816492196804 |
| 2015-09-01 | 22.883182884961098 |
| 2015-10-01 | 22.913972045766396 |
| 2015-11-01 | 22.861015096946602 |
| 2015-12-01 | 22.941399251883300 |
| 2016-01-01 | 23.154196253069802 |
| 2016-02-01 | 23.039430303484900 |
| 2016-03-01 | 23.025945346968697 |
| 2016-04-01 | 23.186232894919200 |
| 2016-05-01 | 23.307135479149700 |
| 2016-06-01 | 23.302900134434600 |
| 2016-07-01 | 23.314764942513800 |
| 2016-08-01 | 23.343314681788100 |
| 2016-09-01 | 23.390571129742302 |
| 2016-10-01 | 23.441443886920500 |
| 2016-11-01 | 23.478274067907500 |
| 2016-12-01 | 23.463223477763700 |
| 2017-01-01 | 23.539358415472500 |
| 2017-02-01 | 23.814997713950200 |
| 2017-03-01 | 23.808848920256200 |
| 2017-04-01 | 23.803915208126500 |
| 2017-05-01 | 23.887688167106106 |
| 2017-06-01 | 23.984010319865700 |
| 2017-07-01 | 24.121418447968303 |
| 2017-08-01 | 24.259872896975303 |
| 2017-09-01 | 24.389453341989900 |
| 2017-10-01 | 24.354361508923997 |
| 2017-11-01 | 24.593329504602300 |
| 2017-12-01 | 24.570414363729500 |
| 2018-01-01 | 24.623940274764198 |
| 2018-02-01 | 24.694651679995605 |
| 2018-03-01 | 24.691513374223500 |
| 2018-04-01 | 24.836098755581100 |
| 2018-05-01 | 24.792648505360898 |
| 2018-06-01 | 24.773069506984502 |
| 2018-07-01 | 24.511792646774000 |
| 2018-08-01 | 24.550139617031004 |
| 2018-09-01 | 24.591900889175502 |
| 2018-10-01 | 24.762589596890397 |
| 2018-11-01 | 24.807988510792498 |
| 2018-12-01 | 24.970355298524900 |
| 2019-01-01 | 25.007530551115700 |
| 2019-02-01 | 25.073707135721303 |
| 2019-03-01 | 25.290112937801400 |
| 2019-04-01 | 25.180375936044697 |
| 2019-05-01 | 25.420595200582400 |
| 2019-06-01 | 25.248191410479198 |
| 2019-07-01 | 25.194064694146900 |
| 2019-08-01 | 25.342335606519900 |
| 2019-09-01 | 25.495300679574900 |
| 2019-10-01 | 25.462132376320600 |
| 2019-11-01 | 25.518765911212302 |
| 2019-12-01 | 25.556051966055100 |
| 2020-01-01 | 25.901986887734800 |
| 2020-02-01 | 25.962146281183100 |
| 2020-03-01 | 25.995834813340203 |
| 2020-04-01 | 23.217710846634997 |
| 2020-05-01 | 22.759009153369800 |
| 2020-06-01 | 23.539417169020800 |
| 2020-07-01 | 24.154902390850600 |
| 2020-08-01 | 24.302026079720896 |
| 2020-09-01 | 24.500232554778500 |
| 2020-10-01 | 24.970500967274000 |
| 2020-11-01 | 24.637752235929200 |
| 2020-12-01 | 24.848157057791600 |
| 2021-01-01 | 24.895414929414300 |
| 2021-02-01 | 24.853301838839300 |
| 2021-03-01 | 25.018137228833400 |
| 2021-04-01 | 25.145643338907900 |
| 2021-05-01 | 25.077928500935396 |
| 2021-06-01 | 25.117950388345300 |
| 2021-07-01 | 25.128011847558398 |
| 2021-08-01 | 25.187128701979500 |
| 2021-09-01 | 25.005896502621898 |
| 2021-10-01 | 25.174733530315600 |
| 2021-11-01 | 25.243621142795100 |
| 2021-12-01 | 25.236027999978900 |
| 2022-01-01 | 25.210057303621500 |
| 2022-02-01 | 25.355945760068302 |
| 2022-03-01 | 25.331699548120397 |
| 2022-04-01 | 25.244568585082696 |
| 2022-05-01 | 25.381207571191700 |
| 2022-06-01 | 25.607711581990500 |
| 2022-07-01 | 25.515095041196900 |
| 2022-08-01 | 25.474616783874197 |
| 2022-09-01 | 25.619585778556400 |
| 2022-10-01 | 25.479289361326398 |
| 2022-11-01 | 25.536927213976200 |
| 2022-12-01 | 25.526345089430100 |
| 2023-01-01 | 25.635207448820200 |
| 2023-02-01 | 25.659046018522100 |
| 2023-03-01 | 25.542646009983200 |
| 2023-04-01 | 25.530666762655300 |
| 2023-05-01 | 25.569386998044894 |
| 2023-06-01 | 25.595285594445702 |
| 2023-07-01 | 25.716651533187200 |
| 2023-08-01 | 25.785469546968700 |
| 2023-09-01 | 25.528004330219602 |
| 2023-10-01 | 25.782174757433100 |
| 2023-11-01 | 25.830230842447300 |
| 2023-12-01 | 25.916054435404398 |
| 2024-01-01 | 25.652690540444897 |
| 2024-02-01 | 25.965765295303303 |
| 2024-03-01 | 26.043340828972802 |
| 2024-04-01 | 26.114330675287900 |
| 2024-05-01 | 26.148355751089102 |
| 2024-06-01 | 26.092338555502600 |
| 2024-07-01 | 26.030070873917400 |
| 2024-08-01 | 25.996782225701300 |
| 2024-09-01 | 26.033657774154600 |
| 2024-10-01 | 26.080886972829400 |
