Table Data - All Employees: Private Service Providing in Kalamazoo-Portage, MI (MSA)
| Title | All Employees: Private Service Providing in Kalamazoo-Portage, MI (MSA) |
|---|---|
| Series ID | SMU26280200800000001SA |
| 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 2026-04-01 |
| Last Updated | 2026-05-26 1:46 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 | 60.1217850288795 |
| 1990-02-01 | 60.4924143967454 |
| 1990-03-01 | 60.8674990374690 |
| 1990-04-01 | 61.2688567048218 |
| 1990-05-01 | 61.7970420548771 |
| 1990-06-01 | 61.7009338765930 |
| 1990-07-01 | 61.9108810796347 |
| 1990-08-01 | 61.6829529388975 |
| 1990-09-01 | 62.1013089980067 |
| 1990-10-01 | 61.4973181223331 |
| 1990-11-01 | 61.7311243319953 |
| 1990-12-01 | 61.6212281679914 |
| 1991-01-01 | 61.6093649880643 |
| 1991-02-01 | 61.6961697523886 |
| 1991-03-01 | 62.0978768325080 |
| 1991-04-01 | 62.0538833015811 |
| 1991-05-01 | 61.9221536370256 |
| 1991-06-01 | 62.1277997437814 |
| 1991-07-01 | 62.0686146314773 |
| 1991-08-01 | 62.3765044892368 |
| 1991-09-01 | 62.7951141853658 |
| 1991-10-01 | 63.3031185474455 |
| 1991-11-01 | 63.2246681719505 |
| 1991-12-01 | 63.4849176596406 |
| 1992-01-01 | 63.7006185008038 |
| 1992-02-01 | 63.8110209033890 |
| 1992-03-01 | 63.8212090289371 |
| 1992-04-01 | 63.9577040309419 |
| 1992-05-01 | 64.3978812139610 |
| 1992-06-01 | 64.5568036305903 |
| 1992-07-01 | 64.0935980383064 |
| 1992-08-01 | 64.3363576175651 |
| 1992-09-01 | 63.7806636099665 |
| 1992-10-01 | 63.8184306172696 |
| 1992-11-01 | 63.9187602149915 |
| 1992-12-01 | 63.9369487744261 |
| 1993-01-01 | 64.8140882621662 |
| 1993-02-01 | 64.7455560753678 |
| 1993-03-01 | 65.0745811602645 |
| 1993-04-01 | 64.3746844855952 |
| 1993-05-01 | 64.0606407576806 |
| 1993-06-01 | 64.3478555959018 |
| 1993-07-01 | 64.8929184035759 |
| 1993-08-01 | 65.1576594064312 |
| 1993-09-01 | 65.4924844810144 |
| 1993-10-01 | 66.3731450739472 |
| 1993-11-01 | 66.4119295643888 |
| 1993-12-01 | 66.5760953752280 |
| 1994-01-01 | 66.6600467645254 |
| 1994-02-01 | 66.7726575067306 |
| 1994-03-01 | 67.0214157318104 |
| 1994-04-01 | 67.9942920634806 |
| 1994-05-01 | 68.2029466528337 |
| 1994-06-01 | 68.2299387966774 |
| 1994-07-01 | 69.2154821644242 |
| 1994-08-01 | 68.5617759526007 |
| 1994-09-01 | 68.9975751363059 |
| 1994-10-01 | 68.7158559159966 |
| 1994-11-01 | 68.9134902429664 |
| 1994-12-01 | 69.2115202370489 |
| 1995-01-01 | 69.1689458008144 |
| 1995-02-01 | 69.2279013045537 |
| 1995-03-01 | 69.8921710744107 |
| 1995-04-01 | 69.2678534695713 |
| 1995-05-01 | 69.2543656694180 |
| 1995-06-01 | 69.5611679067054 |
| 1995-07-01 | 69.9777066088261 |
| 1995-08-01 | 69.9063929123285 |
| 1995-09-01 | 70.3389048522241 |
| 1995-10-01 | 69.5517112906682 |
| 1995-11-01 | 70.2097027987365 |
| 1995-12-01 | 70.2442010239429 |
| 1996-01-01 | 70.7088300942988 |
| 1996-02-01 | 70.8127073336135 |
| 1996-03-01 | 70.8300770780450 |
| 1996-04-01 | 70.2902380904438 |
| 1996-05-01 | 70.7612290346303 |
| 1996-06-01 | 71.2566142495938 |
| 1996-07-01 | 71.4170551053091 |
| 1996-08-01 | 71.7003535778412 |
| 1996-09-01 | 71.1983722700765 |
| 1996-10-01 | 71.9394107339469 |
| 1996-11-01 | 72.1100709475200 |
| 1996-12-01 | 72.2343934118862 |
| 1997-01-01 | 71.9201763818584 |
| 1997-02-01 | 72.0885964607505 |
| 1997-03-01 | 71.7515992308540 |
| 1997-04-01 | 71.9948473405429 |
| 1997-05-01 | 72.4364613166575 |
| 1997-06-01 | 72.1140910571742 |
| 1997-07-01 | 72.0085282866089 |
| 1997-08-01 | 72.6300505255112 |
| 1997-09-01 | 72.2204869796346 |
| 1997-10-01 | 71.5968266429412 |
| 1997-11-01 | 71.4788496293904 |
| 1997-12-01 | 71.8370809649740 |
| 1998-01-01 | 71.8149256263394 |
| 1998-02-01 | 72.1632908265147 |
| 1998-03-01 | 72.1653439188442 |
| 1998-04-01 | 72.1821659049221 |
| 1998-05-01 | 72.0888063199504 |
| 1998-06-01 | 72.1042030767946 |
| 1998-07-01 | 72.1249417071843 |
| 1998-08-01 | 71.8690571773849 |
| 1998-09-01 | 72.0133548969538 |
| 1998-10-01 | 72.8539378268370 |
| 1998-11-01 | 72.6537241293104 |
| 1998-12-01 | 72.7988181899790 |
| 1999-01-01 | 71.8849650253151 |
| 1999-02-01 | 72.3212134616266 |
| 1999-03-01 | 72.6490709179464 |
| 1999-04-01 | 73.3688407660655 |
| 1999-05-01 | 73.2331381587792 |
| 1999-06-01 | 73.5198404480402 |
| 1999-07-01 | 73.4205569510879 |
| 1999-08-01 | 73.5498838399238 |
| 1999-09-01 | 73.1856227166650 |
| 1999-10-01 | 74.3191587948121 |
| 1999-11-01 | 74.4295248984927 |
| 1999-12-01 | 74.4659611918504 |
| 2000-01-01 | 75.2214986385740 |
| 2000-02-01 | 75.3855277018476 |
| 2000-03-01 | 75.6197043202998 |
| 2000-04-01 | 74.9802284535392 |
| 2000-05-01 | 75.4930922806538 |
| 2000-06-01 | 75.8495546034430 |
| 2000-07-01 | 75.9975026997159 |
| 2000-08-01 | 76.1959018016532 |
| 2000-09-01 | 77.0969456165927 |
| 2000-10-01 | 76.2628340148154 |
| 2000-11-01 | 76.5542454322787 |
| 2000-12-01 | 76.5968827422722 |
| 2001-01-01 | 75.4804423754965 |
| 2001-02-01 | 75.7764171748783 |
| 2001-03-01 | 74.9610910609742 |
| 2001-04-01 | 75.6386631965723 |
| 2001-05-01 | 75.5009884179959 |
| 2001-06-01 | 75.1952527848084 |
| 2001-07-01 | 75.2559408060036 |
| 2001-08-01 | 75.3248322129062 |
| 2001-09-01 | 75.0773648751264 |
| 2001-10-01 | 75.2518345203695 |
| 2001-11-01 | 75.4040633535529 |
| 2001-12-01 | 75.3830742636924 |
| 2002-01-01 | 75.6316277945153 |
| 2002-02-01 | 76.1307774887778 |
| 2002-03-01 | 76.6350168885384 |
| 2002-04-01 | 77.0064167273287 |
| 2002-05-01 | 77.6053642975761 |
| 2002-06-01 | 77.6618075955733 |
| 2002-07-01 | 77.9201701870998 |
| 2002-08-01 | 77.9471298110997 |
| 2002-09-01 | 78.3172427888048 |
| 2002-10-01 | 78.7940504846095 |
| 2002-11-01 | 78.5780139990989 |
| 2002-12-01 | 78.3525604251868 |
| 2003-01-01 | 78.9712216762877 |
| 2003-02-01 | 78.7412375139838 |
| 2003-03-01 | 78.7661813038762 |
| 2003-04-01 | 78.6985764423119 |
| 2003-05-01 | 78.7225832112694 |
| 2003-06-01 | 78.9593479928327 |
| 2003-07-01 | 78.8869613674542 |
| 2003-08-01 | 79.3480670966911 |
| 2003-09-01 | 79.1549810298030 |
| 2003-10-01 | 79.0949786443932 |
| 2003-11-01 | 79.4267052427487 |
| 2003-12-01 | 79.3562313764043 |
| 2004-01-01 | 80.3138024395392 |
| 2004-02-01 | 80.1543875687092 |
| 2004-03-01 | 80.1915794900469 |
| 2004-04-01 | 80.6220826881617 |
| 2004-05-01 | 80.3823649948411 |
| 2004-06-01 | 80.6585616030135 |
| 2004-07-01 | 81.6604190310763 |
| 2004-08-01 | 80.8538046050439 |
| 2004-09-01 | 80.8140292277272 |
| 2004-10-01 | 80.4673108847886 |
| 2004-11-01 | 80.3404155572634 |
| 2004-12-01 | 80.5271278421864 |
| 2005-01-01 | 79.8550941626538 |
| 2005-02-01 | 80.7590903337111 |
| 2005-03-01 | 80.6087798517967 |
| 2005-04-01 | 81.9938145577931 |
| 2005-05-01 | 82.1003743173830 |
| 2005-06-01 | 81.1948585348690 |
| 2005-07-01 | 81.2054204619362 |
| 2005-08-01 | 81.1520146578350 |
| 2005-09-01 | 81.5798312520779 |
| 2005-10-01 | 81.4662622743194 |
| 2005-11-01 | 81.8074004806354 |
| 2005-12-01 | 82.3360107206896 |
| 2006-01-01 | 81.0472721444503 |
| 2006-02-01 | 81.4839997724216 |
| 2006-03-01 | 81.7938563332050 |
| 2006-04-01 | 81.3994766683747 |
| 2006-05-01 | 81.6664757016540 |
| 2006-06-01 | 81.2346830970833 |
| 2006-07-01 | 81.3079513964529 |
| 2006-08-01 | 81.1905463883817 |
| 2006-09-01 | 81.7669193809551 |
| 2006-10-01 | 82.0022195260000 |
| 2006-11-01 | 82.2317137383485 |
| 2006-12-01 | 82.3393562306826 |
| 2007-01-01 | 82.6622598835947 |
| 2007-02-01 | 82.8637965953022 |
| 2007-03-01 | 83.1435802263075 |
| 2007-04-01 | 82.7198403884696 |
| 2007-05-01 | 82.7577139772398 |
| 2007-06-01 | 82.8772813437124 |
| 2007-07-01 | 82.4581435419186 |
| 2007-08-01 | 82.4769473152658 |
| 2007-09-01 | 82.1541314858062 |
| 2007-10-01 | 81.9753708653189 |
| 2007-11-01 | 81.8528652946205 |
| 2007-12-01 | 82.0740999373047 |
| 2008-01-01 | 82.6722702489219 |
| 2008-02-01 | 82.2890739778577 |
| 2008-03-01 | 82.3499674867656 |
| 2008-04-01 | 81.8522581922876 |
| 2008-05-01 | 83.0813371432673 |
| 2008-06-01 | 82.2852628042201 |
| 2008-07-01 | 82.4725224033280 |
| 2008-08-01 | 82.2829823421585 |
| 2008-09-01 | 81.6243638463427 |
| 2008-10-01 | 82.1670092889139 |
| 2008-11-01 | 81.8939160271211 |
| 2008-12-01 | 81.6511862490444 |
| 2009-01-01 | 81.0829426377632 |
| 2009-02-01 | 80.9517570969422 |
| 2009-03-01 | 80.3805202949009 |
| 2009-04-01 | 80.3291756979969 |
| 2009-05-01 | 80.0913568812732 |
| 2009-06-01 | 80.0996332031617 |
| 2009-07-01 | 80.5550989684778 |
| 2009-08-01 | 79.9689389554723 |
| 2009-09-01 | 79.7867755722232 |
| 2009-10-01 | 79.9016089654680 |
| 2009-11-01 | 79.7692440300816 |
| 2009-12-01 | 79.6489367766684 |
| 2010-01-01 | 79.6043217491341 |
| 2010-02-01 | 79.3908511023586 |
| 2010-03-01 | 79.1851678899824 |
| 2010-04-01 | 79.3821687567472 |
| 2010-05-01 | 79.2715717454765 |
| 2010-06-01 | 79.5132816135033 |
| 2010-07-01 | 79.4501677711769 |
| 2010-08-01 | 79.5791117618747 |
| 2010-09-01 | 79.4580789874912 |
| 2010-10-01 | 79.4744914181549 |
| 2010-11-01 | 79.4420940792084 |
| 2010-12-01 | 79.3502857914741 |
| 2011-01-01 | 79.6575650224664 |
| 2011-02-01 | 79.4281577271854 |
| 2011-03-01 | 79.7358463954183 |
| 2011-04-01 | 79.7036697299287 |
| 2011-05-01 | 79.0753095412768 |
| 2011-06-01 | 80.7072545388094 |
| 2011-07-01 | 80.8712814185497 |
| 2011-08-01 | 80.4562036012968 |
| 2011-09-01 | 80.7835203106532 |
| 2011-10-01 | 80.5782685502775 |
| 2011-11-01 | 80.5350789393217 |
| 2011-12-01 | 80.3657251949301 |
| 2012-01-01 | 79.9971525886164 |
| 2012-02-01 | 80.3047873086599 |
| 2012-03-01 | 80.4275767237232 |
| 2012-04-01 | 80.6009569552350 |
| 2012-05-01 | 80.3439531024274 |
| 2012-06-01 | 80.0844185216937 |
| 2012-07-01 | 80.1521917185512 |
| 2012-08-01 | 80.0006919364205 |
| 2012-09-01 | 79.8611996059976 |
| 2012-10-01 | 79.5694262720618 |
| 2012-11-01 | 79.7283990240717 |
| 2012-12-01 | 80.1733473718852 |
| 2013-01-01 | 80.3499583368058 |
| 2013-02-01 | 80.5417085878687 |
| 2013-03-01 | 80.4897691106682 |
| 2013-04-01 | 80.1605962012735 |
| 2013-05-01 | 79.9737576318112 |
| 2013-06-01 | 80.3494199747690 |
| 2013-07-01 | 80.8752999252022 |
| 2013-08-01 | 81.3092358835635 |
| 2013-09-01 | 81.4841657688557 |
| 2013-10-01 | 81.6785400073478 |
| 2013-11-01 | 81.9384492592068 |
| 2013-12-01 | 81.8734567770257 |
| 2014-01-01 | 81.3406356043300 |
| 2014-02-01 | 81.4111589674607 |
| 2014-03-01 | 81.6130205193906 |
| 2014-04-01 | 81.7315963831179 |
| 2014-05-01 | 82.2250737634163 |
| 2014-06-01 | 82.4337156803607 |
| 2014-07-01 | 82.2752841430424 |
| 2014-08-01 | 82.0502308013124 |
| 2014-09-01 | 81.9129812615443 |
| 2014-10-01 | 82.0488239070034 |
| 2014-11-01 | 81.9950399732386 |
| 2014-12-01 | 82.0644647967043 |
| 2015-01-01 | 82.4240364381930 |
| 2015-02-01 | 82.5964010557914 |
| 2015-03-01 | 82.4276789772151 |
| 2015-04-01 | 83.2195799016067 |
| 2015-05-01 | 82.9940478330388 |
| 2015-06-01 | 83.0745137218553 |
| 2015-07-01 | 83.2121884820973 |
| 2015-08-01 | 83.3082477586263 |
| 2015-09-01 | 83.4210074471329 |
| 2015-10-01 | 84.0386266572920 |
| 2015-11-01 | 83.9468911118366 |
| 2015-12-01 | 84.1728452053348 |
| 2016-01-01 | 84.1327400672472 |
| 2016-02-01 | 84.4971447510833 |
| 2016-03-01 | 84.6335205458934 |
| 2016-04-01 | 85.4145979435076 |
| 2016-05-01 | 85.0828697198573 |
| 2016-06-01 | 84.1491512823027 |
| 2016-07-01 | 85.5879273892803 |
| 2016-08-01 | 85.6512215420110 |
| 2016-09-01 | 86.1844545122933 |
| 2016-10-01 | 85.7095421727453 |
| 2016-11-01 | 85.8663388524403 |
| 2016-12-01 | 85.5802244182062 |
| 2017-01-01 | 86.5421889419607 |
| 2017-02-01 | 86.8177559056159 |
| 2017-03-01 | 86.5919790772093 |
| 2017-04-01 | 86.1390362860749 |
| 2017-05-01 | 86.1527829973717 |
| 2017-06-01 | 86.0277037395990 |
| 2017-07-01 | 86.0431377765081 |
| 2017-08-01 | 86.3676526729350 |
| 2017-09-01 | 86.4809614238789 |
| 2017-10-01 | 86.9308520181082 |
| 2017-11-01 | 87.2022330223804 |
| 2017-12-01 | 87.1931506586824 |
| 2018-01-01 | 87.1425272346185 |
| 2018-02-01 | 87.4223674831561 |
| 2018-03-01 | 87.7787295939795 |
| 2018-04-01 | 87.7662932368832 |
| 2018-05-01 | 87.6360314529011 |
| 2018-06-01 | 88.3668441998425 |
| 2018-07-01 | 88.0695847017781 |
| 2018-08-01 | 88.0221720206006 |
| 2018-09-01 | 88.1543606028663 |
| 2018-10-01 | 88.1339290865390 |
| 2018-11-01 | 88.2300183857627 |
| 2018-12-01 | 88.1874875686244 |
| 2019-01-01 | 88.3385775653295 |
| 2019-02-01 | 87.5519201027369 |
| 2019-03-01 | 88.3200729254898 |
| 2019-04-01 | 88.2596191657324 |
| 2019-05-01 | 88.3184866491652 |
| 2019-06-01 | 88.0589063601460 |
| 2019-07-01 | 88.0086624160602 |
| 2019-08-01 | 88.1817935522712 |
| 2019-09-01 | 88.0077548368179 |
| 2019-10-01 | 88.1610769647417 |
| 2019-11-01 | 88.2305521441573 |
| 2019-12-01 | 88.2898466970853 |
| 2020-01-01 | 88.7695697548044 |
| 2020-02-01 | 88.8127514821983 |
| 2020-03-01 | 88.3510836775651 |
| 2020-04-01 | 69.5841298963596 |
| 2020-05-01 | 70.9012793045399 |
| 2020-06-01 | 75.4364310387402 |
| 2020-07-01 | 79.1004383185788 |
| 2020-08-01 | 79.5211080154375 |
| 2020-09-01 | 80.2119539329858 |
| 2020-10-01 | 81.3776044155067 |
| 2020-11-01 | 80.7761935718429 |
| 2020-12-01 | 79.4953514683971 |
| 2021-01-01 | 79.8264078054517 |
| 2021-02-01 | 81.4989173901625 |
| 2021-03-01 | 82.0695709866373 |
| 2021-04-01 | 81.5917636717067 |
| 2021-05-01 | 81.3798109788008 |
| 2021-06-01 | 81.8534379972970 |
| 2021-07-01 | 83.6539939914229 |
| 2021-08-01 | 83.3800044896788 |
| 2021-09-01 | 82.5286857014980 |
| 2021-10-01 | 84.0068324622363 |
| 2021-11-01 | 84.3772958820509 |
| 2021-12-01 | 84.8249720779769 |
| 2022-01-01 | 84.6475549558316 |
| 2022-02-01 | 85.2065146895856 |
| 2022-03-01 | 85.3300068797841 |
| 2022-04-01 | 85.8038487490777 |
| 2022-05-01 | 85.3886205201016 |
| 2022-06-01 | 85.4450875101386 |
| 2022-07-01 | 85.6115164325929 |
| 2022-08-01 | 85.0046456220214 |
| 2022-09-01 | 85.4013110355127 |
| 2022-10-01 | 85.1260521254657 |
| 2022-11-01 | 84.9776065531045 |
| 2022-12-01 | 85.4463287543327 |
| 2023-01-01 | 85.4363947321590 |
| 2023-02-01 | 85.6545642947907 |
| 2023-03-01 | 86.0826177220792 |
| 2023-04-01 | 86.0329811633196 |
| 2023-05-01 | 86.2136493786728 |
| 2023-06-01 | 86.4128753671344 |
| 2023-07-01 | 86.1635493027620 |
| 2023-08-01 | 86.2322904333836 |
| 2023-09-01 | 86.0712588694510 |
| 2023-10-01 | 86.2404274638353 |
| 2023-11-01 | 86.4765509364797 |
| 2023-12-01 | 86.2735336103361 |
| 2024-01-01 | 86.3832439807317 |
| 2024-02-01 | 86.3192736709607 |
| 2024-03-01 | 86.6295168889551 |
| 2024-04-01 | 86.7060749613547 |
| 2024-05-01 | 86.8284679625559 |
| 2024-06-01 | 87.0022752671861 |
| 2024-07-01 | 87.0425023225789 |
| 2024-08-01 | 87.2198161674390 |
| 2024-09-01 | 87.4535485568776 |
| 2024-10-01 | 87.8516981685651 |
| 2024-11-01 | 87.7287491731144 |
| 2024-12-01 | 87.8970829637965 |
| 2025-01-01 | 88.4075542267683 |
| 2025-02-01 | 88.3719656442482 |
| 2025-03-01 | 88.2188116245347 |
| 2025-04-01 | 88.2195514998801 |
| 2025-05-01 | 88.1170286611177 |
| 2025-06-01 | 88.3408021425254 |
| 2025-07-01 | 88.0371514383179 |
| 2025-08-01 | 88.6040021958226 |
| 2025-09-01 | 87.6943264326751 |
| 2025-10-01 | 87.4487993882102 |
| 2025-11-01 | 87.3507626201100 |
| 2025-12-01 | 87.4263827166706 |
| 2026-01-01 | 87.3524085143840 |
| 2026-02-01 | 86.9823979283179 |
| 2026-03-01 | 87.0237879301061 |
| 2026-04-01 | 87.0465344509869 |