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 2026-07-01 |
| Last Updated | 2026-08-21 7:03 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 | 63.2246681719506 |
| 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 | 65.4924844810145 |
| 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 | 71.4170551053092 |
| 1996-08-01 | 71.7003535778413 |
| 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 | 71.5968266429411 |
| 1997-11-01 | 71.4788496293902 |
| 1997-12-01 | 71.8370809649739 |
| 1998-01-01 | 71.8149256263393 |
| 1998-02-01 | 72.1632908265151 |
| 1998-03-01 | 72.1653439188448 |
| 1998-04-01 | 72.1821659049226 |
| 1998-05-01 | 72.0888063199508 |
| 1998-06-01 | 72.1042030767945 |
| 1998-07-01 | 72.1249417071833 |
| 1998-08-01 | 71.8690571773834 |
| 1998-09-01 | 72.0133548969523 |
| 1998-10-01 | 72.8539378268361 |
| 1998-11-01 | 72.6537241293106 |
| 1998-12-01 | 72.7988181899803 |
| 1999-01-01 | 71.8849650253170 |
| 1999-02-01 | 72.3212134616294 |
| 1999-03-01 | 72.6490709179490 |
| 1999-04-01 | 73.3688407660673 |
| 1999-05-01 | 73.2331381587794 |
| 1999-06-01 | 73.5198404480383 |
| 1999-07-01 | 73.4205569510831 |
| 1999-08-01 | 73.5498838399174 |
| 1999-09-01 | 73.1856227166594 |
| 1999-10-01 | 74.3191587948094 |
| 1999-11-01 | 74.4295248984944 |
| 1999-12-01 | 74.4659611918558 |
| 2000-01-01 | 75.2214986385817 |
| 2000-02-01 | 75.3855277018564 |
| 2000-03-01 | 75.6197043203072 |
| 2000-04-01 | 74.9802284535434 |
| 2000-05-01 | 75.4930922806544 |
| 2000-06-01 | 75.8495546034393 |
| 2000-07-01 | 75.9975026997054 |
| 2000-08-01 | 76.1959018016238 |
| 2000-09-01 | 77.0969456165805 |
| 2000-10-01 | 76.2628340148077 |
| 2000-11-01 | 76.5542454322761 |
| 2000-12-01 | 76.5968827422977 |
| 2001-01-01 | 75.4804423755775 |
| 2001-02-01 | 75.7764171748733 |
| 2001-03-01 | 74.9610910609601 |
| 2001-04-01 | 75.6386631965495 |
| 2001-05-01 | 75.5009884179696 |
| 2001-06-01 | 75.1952527847842 |
| 2001-07-01 | 75.2559408059808 |
| 2001-08-01 | 75.3248322128716 |
| 2001-09-01 | 75.0773648751530 |
| 2001-10-01 | 75.2518345204210 |
| 2001-11-01 | 75.4040633536054 |
| 2001-12-01 | 75.3830742637662 |
| 2002-01-01 | 75.6316277946561 |
| 2002-02-01 | 76.1307774886811 |
| 2002-03-01 | 76.6350168883858 |
| 2002-04-01 | 77.0064167271778 |
| 2002-05-01 | 77.6053642974490 |
| 2002-06-01 | 77.6618075955129 |
| 2002-07-01 | 77.9201701871314 |
| 2002-08-01 | 77.9471298111894 |
| 2002-09-01 | 78.3172427890348 |
| 2002-10-01 | 78.7940504848759 |
| 2002-11-01 | 78.5780139993014 |
| 2002-12-01 | 78.3525604253963 |
| 2003-01-01 | 78.9712216764614 |
| 2003-02-01 | 78.7412375135602 |
| 2003-03-01 | 78.7661813032587 |
| 2003-04-01 | 78.6985764417068 |
| 2003-05-01 | 78.7225832107723 |
| 2003-06-01 | 78.9593479925655 |
| 2003-07-01 | 78.8869613674936 |
| 2003-08-01 | 79.3480670981492 |
| 2003-09-01 | 79.1549810303749 |
| 2003-10-01 | 79.0949786450739 |
| 2003-11-01 | 79.4267052432499 |
| 2003-12-01 | 79.3562313768927 |
| 2004-01-01 | 80.3138024399204 |
| 2004-02-01 | 80.1543875683685 |
| 2004-03-01 | 80.1915794856187 |
| 2004-04-01 | 80.6220826875043 |
| 2004-05-01 | 80.3823649942571 |
| 2004-06-01 | 80.6585616027409 |
| 2004-07-01 | 81.6604190314396 |
| 2004-08-01 | 80.8538046083938 |
| 2004-09-01 | 80.8140292291723 |
| 2004-10-01 | 80.4673108864775 |
| 2004-11-01 | 80.3404155587615 |
| 2004-12-01 | 80.5271278436899 |
| 2005-01-01 | 79.8550941598368 |
| 2005-02-01 | 80.7590903343938 |
| 2005-03-01 | 80.6087798442416 |
| 2005-04-01 | 81.9938145558021 |
| 2005-05-01 | 82.1003743179416 |
| 2005-06-01 | 81.1948585334763 |
| 2005-07-01 | 81.2054204602867 |
| 2005-08-01 | 81.1520146599133 |
| 2005-09-01 | 81.5798312624886 |
| 2005-10-01 | 81.4662622753163 |
| 2005-11-01 | 81.8074004837653 |
| 2005-12-01 | 82.3360107262089 |
| 2006-01-01 | 81.0472721416116 |
| 2006-02-01 | 81.4839997739728 |
| 2006-03-01 | 81.7938563168904 |
| 2006-04-01 | 81.3994766550714 |
| 2006-05-01 | 81.6664756930625 |
| 2006-06-01 | 81.2346830895375 |
| 2006-07-01 | 81.3079513978673 |
| 2006-08-01 | 81.1905464096166 |
| 2006-09-01 | 81.7669194253221 |
| 2006-10-01 | 82.0022195425554 |
| 2006-11-01 | 82.2317137432508 |
| 2006-12-01 | 82.3393562247759 |
| 2007-01-01 | 82.6622598557249 |
| 2007-02-01 | 82.8637965711741 |
| 2007-03-01 | 83.1435801838893 |
| 2007-04-01 | 82.7198403525668 |
| 2007-05-01 | 82.7577139597130 |
| 2007-06-01 | 82.8772813408086 |
| 2007-07-01 | 82.4581435742470 |
| 2007-08-01 | 82.4769473962718 |
| 2007-09-01 | 82.1541316043648 |
| 2007-10-01 | 81.9753709154471 |
| 2007-11-01 | 81.8528652881976 |
| 2007-12-01 | 82.0740998827733 |
| 2008-01-01 | 82.6722701535986 |
| 2008-02-01 | 82.2890738944229 |
| 2008-03-01 | 82.3499674201051 |
| 2008-04-01 | 81.8522581769887 |
| 2008-05-01 | 83.0813370403252 |
| 2008-06-01 | 82.2852626727900 |
| 2008-07-01 | 82.4725225279765 |
| 2008-08-01 | 82.2829825883653 |
| 2008-09-01 | 81.6243641374841 |
| 2008-10-01 | 82.1670095411514 |
| 2008-11-01 | 81.8939162667064 |
| 2008-12-01 | 81.6511864701793 |
| 2009-01-01 | 81.0829409295384 |
| 2009-02-01 | 80.9517572631850 |
| 2009-03-01 | 80.3805204354022 |
| 2009-04-01 | 80.3291758340304 |
| 2009-05-01 | 80.0913567459964 |
| 2009-06-01 | 80.0996329683596 |
| 2009-07-01 | 80.5550991679546 |
| 2009-08-01 | 79.9689393269608 |
| 2009-09-01 | 79.7867760382951 |
| 2009-10-01 | 79.9016094897619 |
| 2009-11-01 | 79.7692446430387 |
| 2009-12-01 | 79.6489373881432 |
| 2010-01-01 | 79.6043184652748 |
| 2010-02-01 | 79.3908514655173 |
| 2010-03-01 | 79.1851681424267 |
| 2010-04-01 | 79.3821689612746 |
| 2010-05-01 | 79.2715709919633 |
| 2010-06-01 | 79.5132812800424 |
| 2010-07-01 | 79.4501680698061 |
| 2010-08-01 | 79.5791122892765 |
| 2010-09-01 | 79.4580796627783 |
| 2010-10-01 | 79.4744923823672 |
| 2010-11-01 | 79.4420953496454 |
| 2010-12-01 | 79.3502871042539 |
| 2011-01-01 | 79.6575603780754 |
| 2011-02-01 | 79.4281584067689 |
| 2011-03-01 | 79.7358468588257 |
| 2011-04-01 | 79.7036701367914 |
| 2011-05-01 | 79.0753083888925 |
| 2011-06-01 | 80.7072560515342 |
| 2011-07-01 | 80.8712808189846 |
| 2011-08-01 | 80.4562018066217 |
| 2011-09-01 | 80.7835176235329 |
| 2011-10-01 | 80.5782669252461 |
| 2011-11-01 | 80.5350798737994 |
| 2011-12-01 | 80.3657289867206 |
| 2012-01-01 | 79.9971530501344 |
| 2012-02-01 | 80.3047945772936 |
| 2012-03-01 | 80.4275837234281 |
| 2012-04-01 | 80.6009491953324 |
| 2012-05-01 | 80.3439537127009 |
| 2012-06-01 | 80.0844210769177 |
| 2012-07-01 | 80.1521871042315 |
| 2012-08-01 | 80.0006823839035 |
| 2012-09-01 | 79.8611871997870 |
| 2012-10-01 | 79.5694167217815 |
| 2012-11-01 | 79.7283978795563 |
| 2012-12-01 | 80.1733572008053 |
| 2013-01-01 | 80.3499723073441 |
| 2013-02-01 | 80.5417332511366 |
| 2013-03-01 | 80.4897935367751 |
| 2013-04-01 | 80.1605784969821 |
| 2013-05-01 | 79.9737670642973 |
| 2013-06-01 | 80.3494129679586 |
| 2013-07-01 | 80.8752943135126 |
| 2013-08-01 | 81.3092143174782 |
| 2013-09-01 | 81.4841234684330 |
| 2013-10-01 | 81.6785054891739 |
| 2013-11-01 | 81.9384210566551 |
| 2013-12-01 | 81.8734625633876 |
| 2014-01-01 | 81.3406245930670 |
| 2014-02-01 | 81.4114094500079 |
| 2014-03-01 | 81.6130267460958 |
| 2014-04-01 | 81.7315420341626 |
| 2014-05-01 | 82.2250737121518 |
| 2014-06-01 | 82.4336829114840 |
| 2014-07-01 | 82.2752606775806 |
| 2014-08-01 | 82.0501801633405 |
| 2014-09-01 | 81.9128941273760 |
| 2014-10-01 | 82.0487516877637 |
| 2014-11-01 | 81.9949846656935 |
| 2014-12-01 | 82.0644866394075 |
| 2015-01-01 | 82.4240358960170 |
| 2015-02-01 | 82.5969140428439 |
| 2015-03-01 | 82.4276889821494 |
| 2015-04-01 | 83.2195000938411 |
| 2015-05-01 | 82.9940146131328 |
| 2015-06-01 | 83.0744193751423 |
| 2015-07-01 | 83.2121148565416 |
| 2015-08-01 | 83.3081385783182 |
| 2015-09-01 | 83.4208520651038 |
| 2015-10-01 | 84.0385060704396 |
| 2015-11-01 | 83.9467989458179 |
| 2015-12-01 | 84.1728667512403 |
| 2016-01-01 | 84.1327194831027 |
| 2016-02-01 | 84.4983585687119 |
| 2016-03-01 | 84.6334607294283 |
| 2016-04-01 | 85.4144110987246 |
| 2016-05-01 | 85.0827027186824 |
| 2016-06-01 | 84.1489120669463 |
| 2016-07-01 | 85.5877214747883 |
| 2016-08-01 | 85.6510133047487 |
| 2016-09-01 | 86.1842415825953 |
| 2016-10-01 | 85.7093939855413 |
| 2016-11-01 | 85.8662580173386 |
| 2016-12-01 | 85.5803240561840 |
| 2017-01-01 | 86.5422868644689 |
| 2017-02-01 | 86.8195737648488 |
| 2017-03-01 | 86.5920283302713 |
| 2017-04-01 | 86.1390682831978 |
| 2017-05-01 | 86.1522267867970 |
| 2017-06-01 | 86.0264589257618 |
| 2017-07-01 | 86.0430562142158 |
| 2017-08-01 | 86.3675173698512 |
| 2017-09-01 | 86.4807688366565 |
| 2017-10-01 | 86.9307088845538 |
| 2017-11-01 | 87.2021128509935 |
| 2017-12-01 | 87.1933733763932 |
| 2018-01-01 | 87.1427637163526 |
| 2018-02-01 | 87.4251101674112 |
| 2018-03-01 | 87.7789158953048 |
| 2018-04-01 | 87.7665178967484 |
| 2018-05-01 | 87.6345532537861 |
| 2018-06-01 | 88.3646835145026 |
| 2018-07-01 | 88.0695430846790 |
| 2018-08-01 | 88.0222259238863 |
| 2018-09-01 | 88.1541816677078 |
| 2018-10-01 | 88.1339186418265 |
| 2018-11-01 | 88.2299747583282 |
| 2018-12-01 | 88.1879205420749 |
| 2019-01-01 | 88.3390695058889 |
| 2019-02-01 | 87.5549666717714 |
| 2019-03-01 | 88.3204999951707 |
| 2019-04-01 | 88.2601150770521 |
| 2019-05-01 | 88.3161415132810 |
| 2019-06-01 | 88.0558721803262 |
| 2019-07-01 | 88.0087010198101 |
| 2019-08-01 | 88.1820682523424 |
| 2019-09-01 | 88.0076159108507 |
| 2019-10-01 | 88.1612367218382 |
| 2019-11-01 | 88.2306070516255 |
| 2019-12-01 | 88.2904516188861 |
| 2020-01-01 | 88.7702292561780 |
| 2020-02-01 | 88.8159890844576 |
| 2020-03-01 | 88.3516018214588 |
| 2020-04-01 | 69.5845874684427 |
| 2020-05-01 | 70.8983173309140 |
| 2020-06-01 | 75.4333461451375 |
| 2020-07-01 | 79.1002233376587 |
| 2020-08-01 | 79.5213432484777 |
| 2020-09-01 | 80.2117216547905 |
| 2020-10-01 | 81.3779557876951 |
| 2020-11-01 | 80.7765907982953 |
| 2020-12-01 | 79.4964017340644 |
| 2021-01-01 | 79.8275564292891 |
| 2021-02-01 | 81.5017721648877 |
| 2021-03-01 | 82.0701995837703 |
| 2021-04-01 | 81.5920603756057 |
| 2021-05-01 | 81.3764978526568 |
| 2021-06-01 | 81.8499207626537 |
| 2021-07-01 | 83.6533096958027 |
| 2021-08-01 | 83.3798272648545 |
| 2021-09-01 | 82.5282416605090 |
| 2021-10-01 | 84.0073693093408 |
| 2021-11-01 | 84.3782971982379 |
| 2021-12-01 | 84.8269785518875 |
| 2022-01-01 | 84.6507907169408 |
| 2022-02-01 | 85.2094826754781 |
| 2022-03-01 | 85.3304896293152 |
| 2022-04-01 | 85.8030781869411 |
| 2022-05-01 | 85.3842493545663 |
| 2022-06-01 | 85.4408993600642 |
| 2022-07-01 | 85.6090328070995 |
| 2022-08-01 | 85.0036051899095 |
| 2022-09-01 | 85.3998475944103 |
| 2022-10-01 | 85.1266236370360 |
| 2022-11-01 | 84.9798700983955 |
| 2022-12-01 | 85.4507648202542 |
| 2023-01-01 | 85.4442563693004 |
| 2023-02-01 | 85.6607145401383 |
| 2023-03-01 | 86.0873710265237 |
| 2023-04-01 | 86.0231317173101 |
| 2023-05-01 | 86.2108663562819 |
| 2023-06-01 | 86.3952204588628 |
| 2023-07-01 | 86.1640632730275 |
| 2023-08-01 | 86.2310351838406 |
| 2023-09-01 | 86.0693810785728 |
| 2023-10-01 | 86.2413797616223 |
| 2023-11-01 | 86.4809299470593 |
| 2023-12-01 | 86.2812354069794 |
| 2024-01-01 | 86.3963610150381 |
| 2024-02-01 | 86.3304099253125 |
| 2024-03-01 | 86.6399260966493 |
| 2024-04-01 | 86.6863426097069 |
| 2024-05-01 | 86.8271022961092 |
| 2024-06-01 | 86.9786284392336 |
| 2024-07-01 | 87.0341826518272 |
| 2024-08-01 | 87.2184896976808 |
| 2024-09-01 | 87.4512372386520 |
| 2024-10-01 | 87.8531021228490 |
| 2024-11-01 | 87.7355066178600 |
| 2024-12-01 | 87.9088305862750 |
| 2025-01-01 | 88.4260797108461 |
| 2025-02-01 | 88.3891259216294 |
| 2025-03-01 | 88.2365107179467 |
| 2025-04-01 | 88.1883564182407 |
| 2025-05-01 | 88.1192252325393 |
| 2025-06-01 | 88.3101454379276 |
| 2025-07-01 | 88.0178804225789 |
| 2025-08-01 | 88.6031629983110 |
| 2025-09-01 | 87.6923833164534 |
| 2025-10-01 | 87.4509269223923 |
| 2025-11-01 | 87.3595373048637 |
| 2025-12-01 | 87.4412183447449 |
| 2026-01-01 | 87.3749328255076 |
| 2026-02-01 | 87.0037818252241 |
| 2026-03-01 | 87.0459122400174 |
| 2026-04-01 | 87.2097544763943 |
| 2026-05-01 | 87.2227303506879 |
| 2026-06-01 | 87.2928481393041 |
| 2026-07-01 | 87.4012520225048 |