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 2026-05-01 |
| Last Updated | 2026-06-24 10:27 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 | 60.1217850288795 |
| 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 | 64.3363576175650 |
| 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 | 68.5617759526006 |
| 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 | 71.5968266429411 |
| 1997-11-01 | 71.4788496293903 |
| 1997-12-01 | 71.8370809649740 |
| 1998-01-01 | 71.8149256263394 |
| 1998-02-01 | 72.1632908265149 |
| 1998-03-01 | 72.1653439188445 |
| 1998-04-01 | 72.1821659049223 |
| 1998-05-01 | 72.0888063199505 |
| 1998-06-01 | 72.1042030767946 |
| 1998-07-01 | 72.1249417071839 |
| 1998-08-01 | 71.8690571773843 |
| 1998-09-01 | 72.0133548969531 |
| 1998-10-01 | 72.8539378268366 |
| 1998-11-01 | 72.6537241293105 |
| 1998-12-01 | 72.7988181899796 |
| 1999-01-01 | 71.8849650253160 |
| 1999-02-01 | 72.3212134616278 |
| 1999-03-01 | 72.6490709179475 |
| 1999-04-01 | 73.3688407660662 |
| 1999-05-01 | 73.2331381587793 |
| 1999-06-01 | 73.5198404480394 |
| 1999-07-01 | 73.4205569510859 |
| 1999-08-01 | 73.5498838399211 |
| 1999-09-01 | 73.1856227166625 |
| 1999-10-01 | 74.3191587948109 |
| 1999-11-01 | 74.4295248984935 |
| 1999-12-01 | 74.4659611918530 |
| 2000-01-01 | 75.2214986385774 |
| 2000-02-01 | 75.3855277018513 |
| 2000-03-01 | 75.6197043203027 |
| 2000-04-01 | 74.9802284535406 |
| 2000-05-01 | 75.4930922806536 |
| 2000-06-01 | 75.8495546034413 |
| 2000-07-01 | 75.9975026997115 |
| 2000-08-01 | 76.1959018016427 |
| 2000-09-01 | 77.0969456165873 |
| 2000-10-01 | 76.2628340148116 |
| 2000-11-01 | 76.5542454322768 |
| 2000-12-01 | 76.5968827422795 |
| 2001-01-01 | 75.4804423755358 |
| 2001-02-01 | 75.7764171748759 |
| 2001-03-01 | 74.9610910609684 |
| 2001-04-01 | 75.6386631965626 |
| 2001-05-01 | 75.5009884179839 |
| 2001-06-01 | 75.1952527847965 |
| 2001-07-01 | 75.2559408059933 |
| 2001-08-01 | 75.3248322128939 |
| 2001-09-01 | 75.0773648751372 |
| 2001-10-01 | 75.2518345203920 |
| 2001-11-01 | 75.4040633535761 |
| 2001-12-01 | 75.3830742637185 |
| 2002-01-01 | 75.6316277945838 |
| 2002-02-01 | 76.1307774887358 |
| 2002-03-01 | 76.6350168884730 |
| 2002-04-01 | 77.0064167272579 |
| 2002-05-01 | 77.6053642975165 |
| 2002-06-01 | 77.6618075955439 |
| 2002-07-01 | 77.9201701871147 |
| 2002-08-01 | 77.9471298111472 |
| 2002-09-01 | 78.3172427889117 |
| 2002-10-01 | 78.7940504847354 |
| 2002-11-01 | 78.5780139991962 |
| 2002-12-01 | 78.3525604252616 |
| 2003-01-01 | 78.9712216763441 |
| 2003-02-01 | 78.7412375137935 |
| 2003-03-01 | 78.7661813036043 |
| 2003-04-01 | 78.6985764420368 |
| 2003-05-01 | 78.7225832110554 |
| 2003-06-01 | 78.9593479927369 |
| 2003-07-01 | 78.8869613675148 |
| 2003-08-01 | 79.3480670972315 |
| 2003-09-01 | 79.1549810301190 |
| 2003-10-01 | 79.0949786447522 |
| 2003-11-01 | 79.4267052430063 |
| 2003-12-01 | 79.3562313765972 |
| 2004-01-01 | 80.3138024396463 |
| 2004-02-01 | 80.1543875685352 |
| 2004-03-01 | 80.1915794879281 |
| 2004-04-01 | 80.6220826878693 |
| 2004-05-01 | 80.3823649946255 |
| 2004-06-01 | 80.6585616029783 |
| 2004-07-01 | 81.6604190313721 |
| 2004-08-01 | 80.8538046063679 |
| 2004-09-01 | 80.8140292285371 |
| 2004-10-01 | 80.4673108856911 |
| 2004-11-01 | 80.3404155580419 |
| 2004-12-01 | 80.5271278428719 |
| 2005-01-01 | 79.8550941608172 |
| 2005-02-01 | 80.7590903339338 |
| 2005-03-01 | 80.6087798480503 |
| 2005-04-01 | 81.9938145568845 |
| 2005-05-01 | 82.1003743177412 |
| 2005-06-01 | 81.1948585346029 |
| 2005-07-01 | 81.2054204618738 |
| 2005-08-01 | 81.1520146591191 |
| 2005-09-01 | 81.5798312575921 |
| 2005-10-01 | 81.4662622751104 |
| 2005-11-01 | 81.8074004816103 |
| 2005-12-01 | 82.3360107217391 |
| 2006-01-01 | 81.0472721403211 |
| 2006-02-01 | 81.4839997718506 |
| 2006-03-01 | 81.7938563256178 |
| 2006-04-01 | 81.3994766640959 |
| 2006-05-01 | 81.6664757003674 |
| 2006-06-01 | 81.2346830963387 |
| 2006-07-01 | 81.3079514008238 |
| 2006-08-01 | 81.1905463973283 |
| 2006-09-01 | 81.7669193995882 |
| 2006-10-01 | 82.0022195312629 |
| 2006-11-01 | 82.2317137377003 |
| 2006-12-01 | 82.3393562238937 |
| 2007-01-01 | 82.6622598653105 |
| 2007-02-01 | 82.8637965821915 |
| 2007-03-01 | 83.1435802085687 |
| 2007-04-01 | 82.7198403783188 |
| 2007-05-01 | 82.7577139781028 |
| 2007-06-01 | 82.8772813519617 |
| 2007-07-01 | 82.4581435671341 |
| 2007-08-01 | 82.4769473520318 |
| 2007-09-01 | 82.1541315350220 |
| 2007-10-01 | 81.9753708807467 |
| 2007-11-01 | 81.8528652790456 |
| 2007-12-01 | 82.0740998921564 |
| 2008-01-01 | 82.6722701829520 |
| 2008-02-01 | 82.2890739257384 |
| 2008-03-01 | 82.3499674509824 |
| 2008-04-01 | 81.8522581887049 |
| 2008-05-01 | 83.0813371619594 |
| 2008-06-01 | 82.2852628584575 |
| 2008-07-01 | 82.4725224481770 |
| 2008-08-01 | 82.2829824473445 |
| 2008-09-01 | 81.6243639594317 |
| 2008-10-01 | 82.1670093659234 |
| 2008-11-01 | 81.8939160641472 |
| 2008-12-01 | 81.6511862393823 |
| 2009-01-01 | 81.0829419203016 |
| 2009-02-01 | 80.9517570802202 |
| 2009-03-01 | 80.3805203234146 |
| 2009-04-01 | 80.3291757851175 |
| 2009-05-01 | 80.0913569955227 |
| 2009-06-01 | 80.0996333669168 |
| 2009-07-01 | 80.5550990566067 |
| 2009-08-01 | 79.9689391219185 |
| 2009-09-01 | 79.7867757470306 |
| 2009-10-01 | 79.9016091509786 |
| 2009-11-01 | 79.7692441906040 |
| 2009-12-01 | 79.6489368336256 |
| 2010-01-01 | 79.6043203341994 |
| 2010-02-01 | 79.3908509522017 |
| 2010-03-01 | 79.1851677182844 |
| 2010-04-01 | 79.3821686398725 |
| 2010-05-01 | 79.2715726653753 |
| 2010-06-01 | 79.5132817209809 |
| 2010-07-01 | 79.4501678278666 |
| 2010-08-01 | 79.5791119790579 |
| 2010-09-01 | 79.4580792182285 |
| 2010-10-01 | 79.4744917239482 |
| 2010-11-01 | 79.4420944103356 |
| 2010-12-01 | 79.3502859380297 |
| 2011-01-01 | 79.6575628611403 |
| 2011-02-01 | 79.4281574307494 |
| 2011-03-01 | 79.7358462023973 |
| 2011-04-01 | 79.7036697542587 |
| 2011-05-01 | 79.0753115353262 |
| 2011-06-01 | 80.7072574365455 |
| 2011-07-01 | 80.8712804653519 |
| 2011-08-01 | 80.4562017017465 |
| 2011-09-01 | 80.7835176447624 |
| 2011-10-01 | 80.5782664738763 |
| 2011-11-01 | 80.5350784467400 |
| 2011-12-01 | 80.3657264896455 |
| 2012-01-01 | 79.9971535551277 |
| 2012-02-01 | 80.3047914590226 |
| 2012-03-01 | 80.4275815950475 |
| 2012-04-01 | 80.6009511064863 |
| 2012-05-01 | 80.3439589060182 |
| 2012-06-01 | 80.0844245295616 |
| 2012-07-01 | 80.1521877582320 |
| 2012-08-01 | 80.0006837430337 |
| 2012-09-01 | 79.8611890078175 |
| 2012-10-01 | 79.5694175284462 |
| 2012-11-01 | 79.7283960876486 |
| 2012-12-01 | 80.1733519563530 |
| 2013-01-01 | 80.3499676298797 |
| 2013-02-01 | 80.5417233936036 |
| 2013-03-01 | 80.4897856433045 |
| 2013-04-01 | 80.1605853014795 |
| 2013-05-01 | 79.9737710953633 |
| 2013-06-01 | 80.3494255492554 |
| 2013-07-01 | 80.8753003146498 |
| 2013-08-01 | 81.3092274329312 |
| 2013-09-01 | 81.4841017461030 |
| 2013-10-01 | 81.6785241466705 |
| 2013-11-01 | 81.9384361811449 |
| 2013-12-01 | 81.8734624950867 |
| 2014-01-01 | 81.3406311123047 |
| 2014-02-01 | 81.4113025176426 |
| 2014-03-01 | 81.6130269001973 |
| 2014-04-01 | 81.7315640788552 |
| 2014-05-01 | 82.2250851012584 |
| 2014-06-01 | 82.4337115727203 |
| 2014-07-01 | 82.2752813691080 |
| 2014-08-01 | 82.0502140305930 |
| 2014-09-01 | 81.9128555659240 |
| 2014-10-01 | 82.0487913275261 |
| 2014-11-01 | 81.9950123998603 |
| 2014-12-01 | 82.0644778318146 |
| 2015-01-01 | 82.4240347811835 |
| 2015-02-01 | 82.5966950142457 |
| 2015-03-01 | 82.4276934279698 |
| 2015-04-01 | 83.2195444294491 |
| 2015-05-01 | 82.9940509134953 |
| 2015-06-01 | 83.0744840820396 |
| 2015-07-01 | 83.2121618885245 |
| 2015-08-01 | 83.3082001100567 |
| 2015-09-01 | 83.4207996075477 |
| 2015-10-01 | 84.0385622910820 |
| 2015-11-01 | 83.9468401207085 |
| 2015-12-01 | 84.1728631426887 |
| 2016-01-01 | 84.1327450796622 |
| 2016-02-01 | 84.4977380963917 |
| 2016-03-01 | 84.6335433502223 |
| 2016-04-01 | 85.4145525678049 |
| 2016-05-01 | 85.0828381309755 |
| 2016-06-01 | 84.1490622954294 |
| 2016-07-01 | 85.5878296662294 |
| 2016-08-01 | 85.6511041478926 |
| 2016-09-01 | 86.1841891017135 |
| 2016-10-01 | 85.7094243561471 |
| 2016-11-01 | 85.8662577173837 |
| 2016-12-01 | 85.5802552302948 |
| 2017-01-01 | 86.5422410356924 |
| 2017-02-01 | 86.8185732630890 |
| 2017-03-01 | 86.5921238144289 |
| 2017-04-01 | 86.1394143837905 |
| 2017-05-01 | 86.1523680596062 |
| 2017-06-01 | 86.0273894929225 |
| 2017-07-01 | 86.0429336981671 |
| 2017-08-01 | 86.3674684464979 |
| 2017-09-01 | 86.4806540211568 |
| 2017-10-01 | 86.9307041464404 |
| 2017-11-01 | 87.2021475501210 |
| 2017-12-01 | 87.1932058861540 |
| 2018-01-01 | 87.1426324304055 |
| 2018-02-01 | 87.4234858985944 |
| 2018-03-01 | 87.7790427694832 |
| 2018-04-01 | 87.7671165009025 |
| 2018-05-01 | 87.6350038337111 |
| 2018-06-01 | 88.3663369827555 |
| 2018-07-01 | 88.0692670481768 |
| 2018-08-01 | 88.0219360066425 |
| 2018-09-01 | 88.1540705720634 |
| 2018-10-01 | 88.1337818362169 |
| 2018-11-01 | 88.2299633254735 |
| 2018-12-01 | 88.1875895447950 |
| 2019-01-01 | 88.3387751412268 |
| 2019-02-01 | 87.5530894986985 |
| 2019-03-01 | 88.3205823377430 |
| 2019-04-01 | 88.2609076561090 |
| 2019-05-01 | 88.3168616797554 |
| 2019-06-01 | 88.0582261594460 |
| 2019-07-01 | 88.0082561861630 |
| 2019-08-01 | 88.1815332913390 |
| 2019-09-01 | 88.0075107303399 |
| 2019-10-01 | 88.1609717933120 |
| 2019-11-01 | 88.2305618089664 |
| 2019-12-01 | 88.2900004043976 |
| 2020-01-01 | 88.7698422170873 |
| 2020-02-01 | 88.8139230790267 |
| 2020-03-01 | 88.3516898988343 |
| 2020-04-01 | 69.5854566407943 |
| 2020-05-01 | 70.8993945474527 |
| 2020-06-01 | 75.4357105613837 |
| 2020-07-01 | 79.0999293285466 |
| 2020-08-01 | 79.5207737147714 |
| 2020-09-01 | 80.2117214312921 |
| 2020-10-01 | 81.3775823826792 |
| 2020-11-01 | 80.7763911591965 |
| 2020-12-01 | 79.4957283311358 |
| 2021-01-01 | 79.8268930523156 |
| 2021-02-01 | 81.4999191351826 |
| 2021-03-01 | 82.0701646530994 |
| 2021-04-01 | 81.5929605607574 |
| 2021-05-01 | 81.3777321199040 |
| 2021-06-01 | 81.8525109744477 |
| 2021-07-01 | 83.6533002767549 |
| 2021-08-01 | 83.3795339318056 |
| 2021-09-01 | 82.5283982576536 |
| 2021-10-01 | 84.0069808085732 |
| 2021-11-01 | 84.3778978422373 |
| 2021-12-01 | 84.8258767372601 |
| 2022-01-01 | 84.6486667615033 |
| 2022-02-01 | 85.2075501836564 |
| 2022-03-01 | 85.3303822660679 |
| 2022-04-01 | 85.8042044854672 |
| 2022-05-01 | 85.3863402897035 |
| 2022-06-01 | 85.4438151591996 |
| 2022-07-01 | 85.6104715448158 |
| 2022-08-01 | 85.0038320796210 |
| 2022-09-01 | 85.4006714821730 |
| 2022-10-01 | 85.1262200591118 |
| 2022-11-01 | 84.9787616150964 |
| 2022-12-01 | 85.4482064764240 |
| 2023-01-01 | 85.4393027053499 |
| 2023-02-01 | 85.6577590459874 |
| 2023-03-01 | 86.0860542735609 |
| 2023-04-01 | 86.0234341714233 |
| 2023-05-01 | 86.2127367810682 |
| 2023-06-01 | 86.4113207972156 |
| 2023-07-01 | 86.1623367866817 |
| 2023-08-01 | 86.2312774333422 |
| 2023-09-01 | 86.0705137830122 |
| 2023-10-01 | 86.2406624612311 |
| 2023-11-01 | 86.4781145253679 |
| 2023-12-01 | 86.2762960467447 |
| 2024-01-01 | 86.3879169417809 |
| 2024-02-01 | 86.3253022126662 |
| 2024-03-01 | 86.6374461983626 |
| 2024-04-01 | 86.6864739589017 |
| 2024-05-01 | 86.8292457209197 |
| 2024-06-01 | 87.0000567924239 |
| 2024-07-01 | 87.0407734763205 |
| 2024-08-01 | 87.2182463097556 |
| 2024-09-01 | 87.4523899412408 |
| 2024-10-01 | 87.8517758465798 |
| 2024-11-01 | 87.7305334344071 |
| 2024-12-01 | 87.9005538768615 |
| 2025-01-01 | 88.4139005401296 |
| 2025-02-01 | 88.3813613954363 |
| 2025-03-01 | 88.2324385556570 |
| 2025-04-01 | 88.1880427417422 |
| 2025-05-01 | 88.1209845523754 |
| 2025-06-01 | 88.3377868213767 |
| 2025-07-01 | 88.0348808255593 |
| 2025-08-01 | 88.6019079209417 |
| 2025-09-01 | 87.6929018291515 |
| 2025-10-01 | 87.4487151906796 |
| 2025-11-01 | 87.3523725805918 |
| 2025-12-01 | 87.4298554675943 |
| 2026-01-01 | 87.3592522933561 |
| 2026-02-01 | 86.9933976328734 |
| 2026-03-01 | 87.0407062004729 |
| 2026-04-01 | 87.2095669110212 |
| 2026-05-01 | 87.2247278133706 |