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 2026-08-01 |
| Last Updated | 2026-09-18 11:17 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 | 60.1217850289 |
| 1990-02-01 | 60.4924143967 |
| 1990-03-01 | 60.8674990375 |
| 1990-04-01 | 61.2688567048 |
| 1990-05-01 | 61.7970420549 |
| 1990-06-01 | 61.7009338766 |
| 1990-07-01 | 61.9108810796 |
| 1990-08-01 | 61.6829529389 |
| 1990-09-01 | 62.1013089980 |
| 1990-10-01 | 61.4973181223 |
| 1990-11-01 | 61.7311243320 |
| 1990-12-01 | 61.6212281680 |
| 1991-01-01 | 61.6093649881 |
| 1991-02-01 | 61.6961697524 |
| 1991-03-01 | 62.0978768325 |
| 1991-04-01 | 62.0538833016 |
| 1991-05-01 | 61.9221536370 |
| 1991-06-01 | 62.1277997438 |
| 1991-07-01 | 62.0686146315 |
| 1991-08-01 | 62.3765044892 |
| 1991-09-01 | 62.7951141854 |
| 1991-10-01 | 63.3031185474 |
| 1991-11-01 | 63.2246681720 |
| 1991-12-01 | 63.4849176596 |
| 1992-01-01 | 63.7006185008 |
| 1992-02-01 | 63.8110209034 |
| 1992-03-01 | 63.8212090289 |
| 1992-04-01 | 63.9577040309 |
| 1992-05-01 | 64.3978812140 |
| 1992-06-01 | 64.5568036306 |
| 1992-07-01 | 64.0935980383 |
| 1992-08-01 | 64.3363576176 |
| 1992-09-01 | 63.7806636100 |
| 1992-10-01 | 63.8184306173 |
| 1992-11-01 | 63.9187602150 |
| 1992-12-01 | 63.9369487744 |
| 1993-01-01 | 64.8140882622 |
| 1993-02-01 | 64.7455560754 |
| 1993-03-01 | 65.0745811603 |
| 1993-04-01 | 64.3746844856 |
| 1993-05-01 | 64.0606407577 |
| 1993-06-01 | 64.3478555959 |
| 1993-07-01 | 64.8929184036 |
| 1993-08-01 | 65.1576594064 |
| 1993-09-01 | 65.4924844810 |
| 1993-10-01 | 66.3731450739 |
| 1993-11-01 | 66.4119295644 |
| 1993-12-01 | 66.5760953752 |
| 1994-01-01 | 66.6600467645 |
| 1994-02-01 | 66.7726575067 |
| 1994-03-01 | 67.0214157318 |
| 1994-04-01 | 67.9942920635 |
| 1994-05-01 | 68.2029466528 |
| 1994-06-01 | 68.2299387967 |
| 1994-07-01 | 69.2154821644 |
| 1994-08-01 | 68.5617759526 |
| 1994-09-01 | 68.9975751363 |
| 1994-10-01 | 68.7158559160 |
| 1994-11-01 | 68.9134902430 |
| 1994-12-01 | 69.2115202370 |
| 1995-01-01 | 69.1689458008 |
| 1995-02-01 | 69.2279013046 |
| 1995-03-01 | 69.8921710744 |
| 1995-04-01 | 69.2678534696 |
| 1995-05-01 | 69.2543656694 |
| 1995-06-01 | 69.5611679067 |
| 1995-07-01 | 69.9777066088 |
| 1995-08-01 | 69.9063929123 |
| 1995-09-01 | 70.3389048522 |
| 1995-10-01 | 69.5517112907 |
| 1995-11-01 | 70.2097027987 |
| 1995-12-01 | 70.2442010239 |
| 1996-01-01 | 70.7088300943 |
| 1996-02-01 | 70.8127073336 |
| 1996-03-01 | 70.8300770780 |
| 1996-04-01 | 70.2902380904 |
| 1996-05-01 | 70.7612290346 |
| 1996-06-01 | 71.2566142496 |
| 1996-07-01 | 71.4170551053 |
| 1996-08-01 | 71.7003535778 |
| 1996-09-01 | 71.1983722701 |
| 1996-10-01 | 71.9394107339 |
| 1996-11-01 | 72.1100709475 |
| 1996-12-01 | 72.2343934119 |
| 1997-01-01 | 71.9201763819 |
| 1997-02-01 | 72.0885964608 |
| 1997-03-01 | 71.7515992309 |
| 1997-04-01 | 71.9948473405 |
| 1997-05-01 | 72.4364613167 |
| 1997-06-01 | 72.1140910572 |
| 1997-07-01 | 72.0085282866 |
| 1997-08-01 | 72.6300505255 |
| 1997-09-01 | 72.2204869796 |
| 1997-10-01 | 71.5968266429 |
| 1997-11-01 | 71.4788496294 |
| 1997-12-01 | 71.8370809650 |
| 1998-01-01 | 71.8149256263 |
| 1998-02-01 | 72.1632908265 |
| 1998-03-01 | 72.1653439188 |
| 1998-04-01 | 72.1821659049 |
| 1998-05-01 | 72.0888063200 |
| 1998-06-01 | 72.1042030768 |
| 1998-07-01 | 72.1249417072 |
| 1998-08-01 | 71.8690571774 |
| 1998-09-01 | 72.0133548970 |
| 1998-10-01 | 72.8539378268 |
| 1998-11-01 | 72.6537241293 |
| 1998-12-01 | 72.7988181900 |
| 1999-01-01 | 71.8849650253 |
| 1999-02-01 | 72.3212134616 |
| 1999-03-01 | 72.6490709179 |
| 1999-04-01 | 73.3688407661 |
| 1999-05-01 | 73.2331381588 |
| 1999-06-01 | 73.5198404480 |
| 1999-07-01 | 73.4205569511 |
| 1999-08-01 | 73.5498838399 |
| 1999-09-01 | 73.1856227167 |
| 1999-10-01 | 74.3191587948 |
| 1999-11-01 | 74.4295248985 |
| 1999-12-01 | 74.4659611919 |
| 2000-01-01 | 75.2214986386 |
| 2000-02-01 | 75.3855277019 |
| 2000-03-01 | 75.6197043203 |
| 2000-04-01 | 74.9802284535 |
| 2000-05-01 | 75.4930922807 |
| 2000-06-01 | 75.8495546034 |
| 2000-07-01 | 75.9975026997 |
| 2000-08-01 | 76.1959018016 |
| 2000-09-01 | 77.0969456166 |
| 2000-10-01 | 76.2628340148 |
| 2000-11-01 | 76.5542454323 |
| 2000-12-01 | 76.5968827423 |
| 2001-01-01 | 75.4804423756 |
| 2001-02-01 | 75.7764171749 |
| 2001-03-01 | 74.9610910610 |
| 2001-04-01 | 75.6386631965 |
| 2001-05-01 | 75.5009884180 |
| 2001-06-01 | 75.1952527848 |
| 2001-07-01 | 75.2559408060 |
| 2001-08-01 | 75.3248322129 |
| 2001-09-01 | 75.0773648752 |
| 2001-10-01 | 75.2518345204 |
| 2001-11-01 | 75.4040633536 |
| 2001-12-01 | 75.3830742638 |
| 2002-01-01 | 75.6316277947 |
| 2002-02-01 | 76.1307774887 |
| 2002-03-01 | 76.6350168884 |
| 2002-04-01 | 77.0064167272 |
| 2002-05-01 | 77.6053642974 |
| 2002-06-01 | 77.6618075955 |
| 2002-07-01 | 77.9201701871 |
| 2002-08-01 | 77.9471298112 |
| 2002-09-01 | 78.3172427891 |
| 2002-10-01 | 78.7940504849 |
| 2002-11-01 | 78.5780139993 |
| 2002-12-01 | 78.3525604254 |
| 2003-01-01 | 78.9712216765 |
| 2003-02-01 | 78.7412375135 |
| 2003-03-01 | 78.7661813032 |
| 2003-04-01 | 78.6985764417 |
| 2003-05-01 | 78.7225832107 |
| 2003-06-01 | 78.9593479925 |
| 2003-07-01 | 78.8869613675 |
| 2003-08-01 | 79.3480670983 |
| 2003-09-01 | 79.1549810304 |
| 2003-10-01 | 79.0949786451 |
| 2003-11-01 | 79.4267052433 |
| 2003-12-01 | 79.3562313769 |
| 2004-01-01 | 80.3138024400 |
| 2004-02-01 | 80.1543875683 |
| 2004-03-01 | 80.1915794853 |
| 2004-04-01 | 80.6220826874 |
| 2004-05-01 | 80.3823649942 |
| 2004-06-01 | 80.6585616027 |
| 2004-07-01 | 81.6604190314 |
| 2004-08-01 | 80.8538046087 |
| 2004-09-01 | 80.8140292293 |
| 2004-10-01 | 80.4673108866 |
| 2004-11-01 | 80.3404155589 |
| 2004-12-01 | 80.5271278438 |
| 2005-01-01 | 79.8550941597 |
| 2005-02-01 | 80.7590903345 |
| 2005-03-01 | 80.6087798437 |
| 2005-04-01 | 81.9938145556 |
| 2005-05-01 | 82.1003743180 |
| 2005-06-01 | 81.1948585333 |
| 2005-07-01 | 81.2054204600 |
| 2005-08-01 | 81.1520146600 |
| 2005-09-01 | 81.5798312633 |
| 2005-10-01 | 81.4662622754 |
| 2005-11-01 | 81.8074004841 |
| 2005-12-01 | 82.3360107270 |
| 2006-01-01 | 81.0472721419 |
| 2006-02-01 | 81.4839997743 |
| 2006-03-01 | 81.7938563155 |
| 2006-04-01 | 81.3994766536 |
| 2006-05-01 | 81.6664756919 |
| 2006-06-01 | 81.2346830884 |
| 2006-07-01 | 81.3079513972 |
| 2006-08-01 | 81.1905464115 |
| 2006-09-01 | 81.7669194294 |
| 2006-10-01 | 82.0022195444 |
| 2006-11-01 | 82.2317137443 |
| 2006-12-01 | 82.3393562251 |
| 2007-01-01 | 82.6622598545 |
| 2007-02-01 | 82.8637965696 |
| 2007-03-01 | 83.1435801800 |
| 2007-04-01 | 82.7198403484 |
| 2007-05-01 | 82.7577139566 |
| 2007-06-01 | 82.8772813388 |
| 2007-07-01 | 82.4581435748 |
| 2007-08-01 | 82.4769474028 |
| 2007-09-01 | 82.1541316150 |
| 2007-10-01 | 81.9753709209 |
| 2007-11-01 | 81.8528652903 |
| 2007-12-01 | 82.0740998825 |
| 2008-01-01 | 82.6722701502 |
| 2008-02-01 | 82.2890738904 |
| 2008-03-01 | 82.3499674155 |
| 2008-04-01 | 81.8522581747 |
| 2008-05-01 | 83.0813370155 |
| 2008-06-01 | 82.2852626459 |
| 2008-07-01 | 82.4725225391 |
| 2008-08-01 | 82.2829826107 |
| 2008-09-01 | 81.6243641664 |
| 2008-10-01 | 82.1670095699 |
| 2008-11-01 | 81.8939163001 |
| 2008-12-01 | 81.6511865069 |
| 2009-01-01 | 81.0829407773 |
| 2009-02-01 | 80.9517572895 |
| 2009-03-01 | 80.3805204505 |
| 2009-04-01 | 80.3291758400 |
| 2009-05-01 | 80.0913566966 |
| 2009-06-01 | 80.0996329130 |
| 2009-07-01 | 80.5550991861 |
| 2009-08-01 | 79.9689393622 |
| 2009-09-01 | 79.7867760874 |
| 2009-10-01 | 79.9016095464 |
| 2009-11-01 | 79.7692447183 |
| 2009-12-01 | 79.6489374755 |
| 2010-01-01 | 79.6043181748 |
| 2010-02-01 | 79.3908515370 |
| 2010-03-01 | 79.1851682028 |
| 2010-04-01 | 79.3821690125 |
| 2010-05-01 | 79.2715706781 |
| 2010-06-01 | 79.5132812318 |
| 2010-07-01 | 79.4501681176 |
| 2010-08-01 | 79.5791123483 |
| 2010-09-01 | 79.4580797430 |
| 2010-10-01 | 79.4744925050 |
| 2010-11-01 | 79.4420955281 |
| 2010-12-01 | 79.3502873097 |
| 2011-01-01 | 79.6575599994 |
| 2011-02-01 | 79.4281585345 |
| 2011-03-01 | 79.7358469113 |
| 2011-04-01 | 79.7036701309 |
| 2011-05-01 | 79.0753077251 |
| 2011-06-01 | 80.7072560798 |
| 2011-07-01 | 80.8712808295 |
| 2011-08-01 | 80.4562017861 |
| 2011-09-01 | 80.7835175928 |
| 2011-10-01 | 80.5782670184 |
| 2011-11-01 | 80.5350801840 |
| 2011-12-01 | 80.3657294957 |
| 2012-01-01 | 79.9971530938 |
| 2012-02-01 | 80.3047951401 |
| 2012-03-01 | 80.4275840512 |
| 2012-04-01 | 80.6009484374 |
| 2012-05-01 | 80.3439526071 |
| 2012-06-01 | 80.0844209745 |
| 2012-07-01 | 80.1521868641 |
| 2012-08-01 | 80.0006820354 |
| 2012-09-01 | 79.8611867934 |
| 2012-10-01 | 79.5694165812 |
| 2012-11-01 | 79.7283983150 |
| 2012-12-01 | 80.1733583261 |
| 2013-01-01 | 80.3499734728 |
| 2013-02-01 | 80.5417352718 |
| 2013-03-01 | 80.4897951544 |
| 2013-04-01 | 80.1605759785 |
| 2013-05-01 | 79.9737663378 |
| 2013-06-01 | 80.3494114407 |
| 2013-07-01 | 80.8752929913 |
| 2013-08-01 | 81.3092114606 |
| 2013-09-01 | 81.4841275512 |
| 2013-10-01 | 81.6785014868 |
| 2013-11-01 | 81.9384179149 |
| 2013-12-01 | 81.8734631714 |
| 2014-01-01 | 81.3406236375 |
| 2014-02-01 | 81.4114312739 |
| 2014-03-01 | 81.6130270856 |
| 2014-04-01 | 81.7315358349 |
| 2014-05-01 | 82.2250717585 |
| 2014-06-01 | 82.4336783222 |
| 2014-07-01 | 82.2752565354 |
| 2014-08-01 | 82.0501730931 |
| 2014-09-01 | 81.9129013924 |
| 2014-10-01 | 82.0487429696 |
| 2014-11-01 | 81.9949784832 |
| 2014-12-01 | 82.0644891834 |
| 2015-01-01 | 82.4240363090 |
| 2015-02-01 | 82.5969585275 |
| 2015-03-01 | 82.4276888333 |
| 2015-04-01 | 83.2194893102 |
| 2015-05-01 | 82.9940082886 |
| 2015-06-01 | 83.0744080271 |
| 2015-07-01 | 83.2121056262 |
| 2015-08-01 | 83.3081252659 |
| 2015-09-01 | 83.4208609192 |
| 2015-10-01 | 84.0384926478 |
| 2015-11-01 | 83.9467894458 |
| 2015-12-01 | 84.1728688297 |
| 2016-01-01 | 84.1327142555 |
| 2016-02-01 | 84.4985000923 |
| 2016-03-01 | 84.6334407711 |
| 2016-04-01 | 85.4143749599 |
| 2016-05-01 | 85.0826702375 |
| 2016-06-01 | 84.1488780216 |
| 2016-07-01 | 85.5876968840 |
| 2016-08-01 | 85.6509936735 |
| 2016-09-01 | 86.1842534029 |
| 2016-10-01 | 85.7093897910 |
| 2016-11-01 | 85.8662637850 |
| 2016-12-01 | 85.5803480976 |
| 2017-01-01 | 86.5422997935 |
| 2017-02-01 | 86.8198027650 |
| 2017-03-01 | 86.5919826108 |
| 2017-04-01 | 86.1390296954 |
| 2017-05-01 | 86.1521177286 |
| 2017-06-01 | 86.0262785693 |
| 2017-07-01 | 86.0430768908 |
| 2017-08-01 | 86.3675268081 |
| 2017-09-01 | 86.4807962233 |
| 2017-10-01 | 86.9307144500 |
| 2017-11-01 | 87.2021157258 |
| 2017-12-01 | 87.1934347063 |
| 2018-01-01 | 87.1428095332 |
| 2018-02-01 | 87.4255277653 |
| 2018-03-01 | 87.7788503925 |
| 2018-04-01 | 87.7665151269 |
| 2018-05-01 | 87.6341293083 |
| 2018-06-01 | 88.3643362311 |
| 2018-07-01 | 88.0696251882 |
| 2018-08-01 | 88.0223118263 |
| 2018-09-01 | 88.1542598038 |
| 2018-10-01 | 88.1339604133 |
| 2018-11-01 | 88.2299933393 |
| 2018-12-01 | 88.1880303708 |
| 2019-01-01 | 88.3391644743 |
| 2019-02-01 | 87.5554819395 |
| 2019-03-01 | 88.3204312586 |
| 2019-04-01 | 88.2601591182 |
| 2019-05-01 | 88.3154073636 |
| 2019-06-01 | 88.0553589035 |
| 2019-07-01 | 88.0088442265 |
| 2019-08-01 | 88.1822287275 |
| 2019-09-01 | 88.0077417727 |
| 2019-10-01 | 88.1613129877 |
| 2019-11-01 | 88.2306377661 |
| 2019-12-01 | 88.2906002337 |
| 2020-01-01 | 88.7703643359 |
| 2020-02-01 | 88.8166042892 |
| 2020-03-01 | 88.3515449077 |
| 2020-04-01 | 69.5846526180 |
| 2020-05-01 | 70.8973030072 |
| 2020-06-01 | 75.4327515110 |
| 2020-07-01 | 79.1003132599 |
| 2020-08-01 | 79.5214962864 |
| 2020-09-01 | 80.2118781732 |
| 2020-10-01 | 81.3781367253 |
| 2020-11-01 | 80.7768079890 |
| 2020-12-01 | 79.4967872619 |
| 2021-01-01 | 79.8279244969 |
| 2021-02-01 | 81.5023758921 |
| 2021-03-01 | 82.0700055572 |
| 2021-04-01 | 81.5917551767 |
| 2021-05-01 | 81.3749917351 |
| 2021-06-01 | 81.8488905948 |
| 2021-07-01 | 83.6531686333 |
| 2021-08-01 | 83.3800616390 |
| 2021-09-01 | 82.5288139443 |
| 2021-10-01 | 84.0082046710 |
| 2021-11-01 | 84.3792416808 |
| 2021-12-01 | 84.8279743513 |
| 2022-01-01 | 84.6520491236 |
| 2022-02-01 | 85.2098312942 |
| 2022-03-01 | 85.3295041705 |
| 2022-04-01 | 85.8014113486 |
| 2022-05-01 | 85.3813092989 |
| 2022-06-01 | 85.4388664104 |
| 2022-07-01 | 85.6084633078 |
| 2022-08-01 | 85.0037348787 |
| 2022-09-01 | 85.4016471397 |
| 2022-10-01 | 85.1291265074 |
| 2022-11-01 | 84.9825767392 |
| 2022-12-01 | 85.4533189609 |
| 2023-01-01 | 85.4474114160 |
| 2023-02-01 | 85.6613917410 |
| 2023-03-01 | 86.0855374470 |
| 2023-04-01 | 86.0191795758 |
| 2023-05-01 | 86.2043625193 |
| 2023-06-01 | 86.3876131005 |
| 2023-07-01 | 86.1557074295 |
| 2023-08-01 | 86.2406677847 |
| 2023-09-01 | 86.0752686910 |
| 2023-10-01 | 86.2467901757 |
| 2023-11-01 | 86.4858542635 |
| 2023-12-01 | 86.2853989821 |
| 2024-01-01 | 86.4008714206 |
| 2024-02-01 | 86.3310229479 |
| 2024-03-01 | 86.6370972677 |
| 2024-04-01 | 86.6798635646 |
| 2024-05-01 | 86.8174599094 |
| 2024-06-01 | 86.9670333808 |
| 2024-07-01 | 87.0217049749 |
| 2024-08-01 | 87.2251050609 |
| 2024-09-01 | 87.4627395804 |
| 2024-10-01 | 87.8624263237 |
| 2024-11-01 | 87.7434713843 |
| 2024-12-01 | 87.9155418457 |
| 2025-01-01 | 88.4327887566 |
| 2025-02-01 | 88.3906564376 |
| 2025-03-01 | 88.2331582747 |
| 2025-04-01 | 88.1797752223 |
| 2025-05-01 | 88.1065909100 |
| 2025-06-01 | 88.2942038733 |
| 2025-07-01 | 88.0006456109 |
| 2025-08-01 | 88.6052321248 |
| 2025-09-01 | 87.7101073908 |
| 2025-10-01 | 87.4641789536 |
| 2025-11-01 | 87.3702639475 |
| 2025-12-01 | 87.4500924400 |
| 2026-01-01 | 87.3833708379 |
| 2026-02-01 | 87.0061201527 |
| 2026-03-01 | 87.0426598774 |
| 2026-04-01 | 87.2004150614 |
| 2026-05-01 | 87.2095253948 |
| 2026-06-01 | 87.2772220132 |
| 2026-07-01 | 87.3865855707 |
| 2026-08-01 | 87.3570096236 |