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 2026-06-01 |
| Last Updated | 2026-07-22 10:16 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 | 63.2246681719506 |
| 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 | 67.0214157318105 |
| 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 | 71.4170551053092 |
| 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 | 71.8149256263393 |
| 1998-02-01 | 72.1632908265148 |
| 1998-03-01 | 72.1653439188444 |
| 1998-04-01 | 72.1821659049222 |
| 1998-05-01 | 72.0888063199505 |
| 1998-06-01 | 72.1042030767946 |
| 1998-07-01 | 72.1249417071841 |
| 1998-08-01 | 71.8690571773845 |
| 1998-09-01 | 72.0133548969534 |
| 1998-10-01 | 72.8539378268368 |
| 1998-11-01 | 72.6537241293104 |
| 1998-12-01 | 72.7988181899794 |
| 1999-01-01 | 71.8849650253156 |
| 1999-02-01 | 72.3212134616273 |
| 1999-03-01 | 72.6490709179470 |
| 1999-04-01 | 73.3688407660658 |
| 1999-05-01 | 73.2331381587792 |
| 1999-06-01 | 73.5198404480398 |
| 1999-07-01 | 73.4205569510868 |
| 1999-08-01 | 73.5498838399222 |
| 1999-09-01 | 73.1856227166632 |
| 1999-10-01 | 74.3191587948103 |
| 1999-11-01 | 74.4295248984905 |
| 1999-12-01 | 74.4659611918480 |
| 2000-01-01 | 75.2214986385723 |
| 2000-02-01 | 75.3855277018552 |
| 2000-03-01 | 75.6197043203363 |
| 2000-04-01 | 74.9802284536295 |
| 2000-05-01 | 75.4930922808066 |
| 2000-06-01 | 75.8495546036286 |
| 2000-07-01 | 75.9975026998567 |
| 2000-08-01 | 76.1959018015586 |
| 2000-09-01 | 77.0969456160444 |
| 2000-10-01 | 76.2628340138290 |
| 2000-11-01 | 76.5542454312241 |
| 2000-12-01 | 76.5968827417469 |
| 2001-01-01 | 75.4804423760521 |
| 2001-02-01 | 75.7764171772911 |
| 2001-03-01 | 74.9610910644339 |
| 2001-04-01 | 75.6386631989063 |
| 2001-05-01 | 75.5009884173021 |
| 2001-06-01 | 75.1952527807423 |
| 2001-07-01 | 75.2559408000959 |
| 2001-08-01 | 75.3248322076557 |
| 2001-09-01 | 75.0773648746229 |
| 2001-10-01 | 75.2518345252306 |
| 2001-11-01 | 75.4040633611217 |
| 2001-12-01 | 75.3830742702325 |
| 2002-01-01 | 75.6316277974001 |
| 2002-02-01 | 76.1307774901923 |
| 2002-03-01 | 76.6350168888233 |
| 2002-04-01 | 77.0064167240827 |
| 2002-05-01 | 77.6053642872935 |
| 2002-06-01 | 77.6618075779521 |
| 2002-07-01 | 77.9201701669376 |
| 2002-08-01 | 77.9471297966070 |
| 2002-09-01 | 78.3172427964131 |
| 2002-10-01 | 78.7940505194799 |
| 2002-11-01 | 78.5780140508182 |
| 2002-12-01 | 78.3525604693999 |
| 2003-01-01 | 78.9712216891599 |
| 2003-02-01 | 78.7412374965670 |
| 2003-03-01 | 78.7661812573155 |
| 2003-04-01 | 78.6985763757003 |
| 2003-05-01 | 78.7225831519811 |
| 2003-06-01 | 78.9593479660357 |
| 2003-07-01 | 78.8869613904268 |
| 2003-08-01 | 79.3480668831720 |
| 2003-09-01 | 79.1549811836895 |
| 2003-10-01 | 79.0949788608926 |
| 2003-11-01 | 79.4267054646041 |
| 2003-12-01 | 79.3562315577406 |
| 2004-01-01 | 80.3138025187345 |
| 2004-02-01 | 80.1543875430646 |
| 2004-03-01 | 80.1915785685666 |
| 2004-04-01 | 80.6220825573881 |
| 2004-05-01 | 80.3823649345050 |
| 2004-06-01 | 80.6585616850275 |
| 2004-07-01 | 81.6604192809895 |
| 2004-08-01 | 80.8538044123030 |
| 2004-09-01 | 80.8140297030870 |
| 2004-10-01 | 80.4673113753187 |
| 2004-11-01 | 80.3404159661687 |
| 2004-12-01 | 80.5271281006791 |
| 2005-01-01 | 79.8550941162359 |
| 2005-02-01 | 80.7590901321015 |
| 2005-03-01 | 80.6087778794895 |
| 2005-04-01 | 81.9938137140691 |
| 2005-05-01 | 82.1003739129729 |
| 2005-06-01 | 81.1948589877646 |
| 2005-07-01 | 81.2054214303382 |
| 2005-08-01 | 81.1520151553458 |
| 2005-09-01 | 81.5798348429005 |
| 2005-10-01 | 81.4662634289156 |
| 2005-11-01 | 81.8074008947827 |
| 2005-12-01 | 82.3360097140647 |
| 2006-01-01 | 81.0472693656697 |
| 2006-02-01 | 81.4839961766452 |
| 2006-03-01 | 81.7938506941596 |
| 2006-04-01 | 81.3994738317651 |
| 2006-05-01 | 81.6664752868961 |
| 2006-06-01 | 81.2346857660388 |
| 2006-07-01 | 81.3079645882841 |
| 2006-08-01 | 81.1905521057601 |
| 2006-09-01 | 81.7669291919264 |
| 2006-10-01 | 82.0022215626726 |
| 2006-11-01 | 82.2317107012351 |
| 2006-12-01 | 82.3393464190557 |
| 2007-01-01 | 82.6622447625925 |
| 2007-02-01 | 82.8637809022521 |
| 2007-03-01 | 83.1435671294327 |
| 2007-04-01 | 82.7198368407115 |
| 2007-05-01 | 82.7577200867897 |
| 2007-06-01 | 82.8772952462108 |
| 2007-07-01 | 82.4581784552431 |
| 2007-08-01 | 82.4769659830666 |
| 2007-09-01 | 82.1541521911737 |
| 2007-10-01 | 81.9753748219055 |
| 2007-11-01 | 81.8528584478783 |
| 2007-12-01 | 82.0740761725625 |
| 2008-01-01 | 82.6722325512074 |
| 2008-02-01 | 82.2890335734823 |
| 2008-03-01 | 82.3499271411598 |
| 2008-04-01 | 81.8522252985041 |
| 2008-05-01 | 83.0813132283758 |
| 2008-06-01 | 82.2854372856377 |
| 2008-07-01 | 82.4725413475541 |
| 2008-08-01 | 82.2830043266692 |
| 2008-09-01 | 81.6243993333239 |
| 2008-10-01 | 82.1670390235476 |
| 2008-11-01 | 81.8939439491464 |
| 2008-12-01 | 81.6511961069254 |
| 2009-01-01 | 81.0826437878243 |
| 2009-02-01 | 80.9517267618644 |
| 2009-03-01 | 80.3804769464926 |
| 2009-04-01 | 80.3291314606857 |
| 2009-05-01 | 80.0913240096004 |
| 2009-06-01 | 80.0999989457759 |
| 2009-07-01 | 80.5551230436865 |
| 2009-08-01 | 79.9689827881678 |
| 2009-09-01 | 79.7868302286066 |
| 2009-10-01 | 79.9016436021133 |
| 2009-11-01 | 79.7692735041017 |
| 2009-12-01 | 79.6489434839002 |
| 2010-01-01 | 79.6037314262371 |
| 2010-02-01 | 79.3908351764690 |
| 2010-03-01 | 79.1851813729945 |
| 2010-04-01 | 79.3822272415015 |
| 2010-05-01 | 79.2712390321967 |
| 2010-06-01 | 79.5139751569037 |
| 2010-07-01 | 79.4502928302204 |
| 2010-08-01 | 79.5792181002652 |
| 2010-09-01 | 79.4581485747239 |
| 2010-10-01 | 79.4745109226982 |
| 2010-11-01 | 79.4421041346355 |
| 2010-12-01 | 79.3502537768142 |
| 2011-01-01 | 79.6566439103083 |
| 2011-02-01 | 79.4281243127704 |
| 2011-03-01 | 79.7358382578853 |
| 2011-04-01 | 79.7036797358849 |
| 2011-05-01 | 79.0744657647910 |
| 2011-06-01 | 80.7092856906118 |
| 2011-07-01 | 80.8713057176306 |
| 2011-08-01 | 80.4562204148709 |
| 2011-09-01 | 80.7835209881798 |
| 2011-10-01 | 80.5782045834885 |
| 2011-11-01 | 80.5349748456430 |
| 2011-12-01 | 80.3655695011228 |
| 2012-01-01 | 79.9960719199283 |
| 2012-02-01 | 80.3045480649802 |
| 2012-03-01 | 80.4272761045835 |
| 2012-04-01 | 80.6019372535966 |
| 2012-05-01 | 80.3422959255018 |
| 2012-06-01 | 80.0875632266147 |
| 2012-07-01 | 80.1520076446764 |
| 2012-08-01 | 80.0005900881310 |
| 2012-09-01 | 79.8611212490896 |
| 2012-10-01 | 79.5692962343471 |
| 2012-11-01 | 79.7282259714127 |
| 2012-12-01 | 80.1731300370248 |
| 2013-01-01 | 80.3488220707333 |
| 2013-02-01 | 80.5413971463113 |
| 2013-03-01 | 80.4891560410716 |
| 2013-04-01 | 80.1624604115079 |
| 2013-05-01 | 79.9713216877662 |
| 2013-06-01 | 80.3534137516999 |
| 2013-07-01 | 80.8741011768283 |
| 2013-08-01 | 81.3080151583014 |
| 2013-09-01 | 81.4878283672628 |
| 2013-10-01 | 81.6773088425909 |
| 2013-11-01 | 81.9371674308243 |
| 2013-12-01 | 81.8726111517120 |
| 2014-01-01 | 81.3386182938242 |
| 2014-02-01 | 81.4140911304925 |
| 2014-03-01 | 81.6112028810626 |
| 2014-04-01 | 81.7338495492216 |
| 2014-05-01 | 82.2216724009333 |
| 2014-06-01 | 82.4371994181792 |
| 2014-07-01 | 82.2732634319950 |
| 2014-08-01 | 82.0482471811929 |
| 2014-09-01 | 81.9208586367622 |
| 2014-10-01 | 82.0469755910923 |
| 2014-11-01 | 81.9930346134003 |
| 2014-12-01 | 82.0631193956038 |
| 2015-01-01 | 82.4210230272151 |
| 2015-02-01 | 82.6023267283731 |
| 2015-03-01 | 82.4243942376589 |
| 2015-04-01 | 83.2207049055619 |
| 2015-05-01 | 82.9900408022906 |
| 2015-06-01 | 83.0775136247326 |
| 2015-07-01 | 83.2094293707225 |
| 2015-08-01 | 83.3058109376702 |
| 2015-09-01 | 83.4336763696144 |
| 2015-10-01 | 84.0368396249961 |
| 2015-11-01 | 83.9449933166871 |
| 2015-12-01 | 84.1720111139741 |
| 2016-01-01 | 84.1297808467509 |
| 2016-02-01 | 84.4989479372118 |
| 2016-03-01 | 84.6297483428495 |
| 2016-04-01 | 85.4155044188696 |
| 2016-05-01 | 85.0793776370318 |
| 2016-06-01 | 84.1511986026222 |
| 2016-07-01 | 85.5859654806597 |
| 2016-08-01 | 85.6497635031457 |
| 2016-09-01 | 86.1982651265588 |
| 2016-10-01 | 85.7092187153178 |
| 2016-11-01 | 85.8659036999186 |
| 2016-12-01 | 85.5807712075728 |
| 2017-01-01 | 86.5410365550550 |
| 2017-02-01 | 86.8138356696838 |
| 2017-03-01 | 86.5839306989196 |
| 2017-04-01 | 86.1309937397082 |
| 2017-05-01 | 86.1595026101924 |
| 2017-06-01 | 86.0303413850709 |
| 2017-07-01 | 86.0427293829354 |
| 2017-08-01 | 86.3673819963622 |
| 2017-09-01 | 86.4958834932353 |
| 2017-10-01 | 86.9318686048526 |
| 2017-11-01 | 87.2031562683264 |
| 2017-12-01 | 87.1933610271927 |
| 2018-01-01 | 87.1410036337841 |
| 2018-02-01 | 87.4145956219434 |
| 2018-03-01 | 87.7632408640905 |
| 2018-04-01 | 87.7478414675575 |
| 2018-05-01 | 87.6614955278415 |
| 2018-06-01 | 88.3684863668669 |
| 2018-07-01 | 88.0725702516859 |
| 2018-08-01 | 88.0230099062170 |
| 2018-09-01 | 88.1655662041395 |
| 2018-10-01 | 88.1361710996421 |
| 2018-11-01 | 88.2321247566506 |
| 2018-12-01 | 88.1865910854077 |
| 2019-01-01 | 88.3362429888010 |
| 2019-02-01 | 87.5435619712500 |
| 2019-03-01 | 88.2968181780536 |
| 2019-04-01 | 88.2315738100815 |
| 2019-05-01 | 88.3624681886867 |
| 2019-06-01 | 88.0606775421177 |
| 2019-07-01 | 88.0145573624568 |
| 2019-08-01 | 88.1831823537565 |
| 2019-09-01 | 88.0145360675653 |
| 2019-10-01 | 88.1634508965825 |
| 2019-11-01 | 88.2328836459876 |
| 2019-12-01 | 88.2872243785837 |
| 2020-01-01 | 88.7655625380941 |
| 2020-02-01 | 88.8025147380656 |
| 2020-03-01 | 88.3254432969961 |
| 2020-04-01 | 69.5565276458156 |
| 2020-05-01 | 70.9549972206301 |
| 2020-06-01 | 75.4371885108704 |
| 2020-07-01 | 79.1084454612870 |
| 2020-08-01 | 79.5221810424704 |
| 2020-09-01 | 80.2131970767727 |
| 2020-10-01 | 81.3790355090572 |
| 2020-11-01 | 80.7777510951890 |
| 2020-12-01 | 79.4917724493653 |
| 2021-01-01 | 79.8221223643748 |
| 2021-02-01 | 81.4923591451603 |
| 2021-03-01 | 82.0441810042783 |
| 2021-04-01 | 81.5656036853348 |
| 2021-05-01 | 81.4338744709921 |
| 2021-06-01 | 81.8542893818084 |
| 2021-07-01 | 83.6616693061456 |
| 2021-08-01 | 83.3802841411279 |
| 2021-09-01 | 82.5286579247063 |
| 2021-10-01 | 84.0066549401302 |
| 2021-11-01 | 84.3774743086590 |
| 2021-12-01 | 84.8201991282251 |
| 2022-01-01 | 84.6419905676211 |
| 2022-02-01 | 85.2055659751153 |
| 2022-03-01 | 85.3085977581862 |
| 2022-04-01 | 85.7849116802517 |
| 2022-05-01 | 85.4325895299054 |
| 2022-06-01 | 85.4458695339444 |
| 2022-07-01 | 85.6175809153840 |
| 2022-08-01 | 85.0033377557128 |
| 2022-09-01 | 85.4001248976511 |
| 2022-10-01 | 85.1248600116193 |
| 2022-11-01 | 84.9773343763541 |
| 2022-12-01 | 85.4430243742489 |
| 2023-01-01 | 85.4330224870104 |
| 2023-02-01 | 85.6591597091893 |
| 2023-03-01 | 86.0707742111130 |
| 2023-04-01 | 86.0120136231937 |
| 2023-05-01 | 86.2376274621393 |
| 2023-06-01 | 86.4185955237606 |
| 2023-07-01 | 86.1680765602841 |
| 2023-08-01 | 86.2310629417358 |
| 2023-09-01 | 86.0703638913257 |
| 2023-10-01 | 86.2396022030038 |
| 2023-11-01 | 86.4770345883035 |
| 2023-12-01 | 86.2729661016876 |
| 2024-01-01 | 86.3832762950701 |
| 2024-02-01 | 86.3227066546055 |
| 2024-03-01 | 86.6286026770909 |
| 2024-04-01 | 86.6805227978138 |
| 2024-05-01 | 86.8301072658851 |
| 2024-06-01 | 87.0216033135353 |
| 2024-07-01 | 87.0452486144522 |
| 2024-08-01 | 87.2180903395444 |
| 2024-09-01 | 87.4524581433551 |
| 2024-10-01 | 87.8512004347203 |
| 2024-11-01 | 87.7298842736717 |
| 2024-12-01 | 87.8993757665876 |
| 2025-01-01 | 88.4117670151872 |
| 2025-02-01 | 88.3762906292153 |
| 2025-03-01 | 88.2245810211200 |
| 2025-04-01 | 88.1779858756345 |
| 2025-05-01 | 88.1058186475282 |
| 2025-06-01 | 88.3768346029710 |
| 2025-07-01 | 88.0389378564761 |
| 2025-08-01 | 88.6024758518740 |
| 2025-09-01 | 87.6934174629251 |
| 2025-10-01 | 87.4487180346733 |
| 2025-11-01 | 87.3520416743409 |
| 2025-12-01 | 87.4289438012197 |
| 2026-01-01 | 87.3572870150453 |
| 2026-02-01 | 86.9873764437894 |
| 2026-03-01 | 87.0303274177449 |
| 2026-04-01 | 87.1939616649254 |
| 2026-05-01 | 87.2030259896713 |
| 2026-06-01 | 87.0695534136690 |