Title: All Employees: Other Services in Kalamazoo-Portage, MI (MSA) Series ID: KALA026SRVO Source: U.S. Bureau of Labor Statistics Release: State Employment and Unemployment Seasonal Adjustment: Seasonally Adjusted Frequency: Monthly Units: Thousands of Persons Date Range: 1990-01-01 to 2024-03-01 Last Updated: 2024-04-20 6:11 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 (https://www.statsmodels.org/dev/generated/statsmodels.tsa.x13.x13_arima_analysis.html). More information on X-13ARIMA-SEATS can be found here (https://www.census.gov/data/software/x13as.html). 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 (https://fred.stlouisfed.org/series/KALA026SRVON). 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 5.4341766506957300 1990-02-01 5.5150143895945800 1990-03-01 5.5016881136529410 1990-04-01 5.5583634985014110 1990-05-01 5.5445891310525710 1990-06-01 5.6521275246567600 1990-07-01 5.6391755015353700 1990-08-01 5.5901764708876710 1990-09-01 5.5628923351274800 1990-10-01 5.6176081716106700 1990-11-01 5.6744513813712190 1990-12-01 5.6088525538540805 1991-01-01 5.6330857426786600 1991-02-01 5.6201009187726700 1991-03-01 5.5977166556006200 1991-04-01 5.4570413546305600 1991-05-01 5.5427460706512900 1991-06-01 5.4574681403654600 1991-07-01 5.5447671431311500 1991-08-01 5.4888890087009200 1991-09-01 5.5601882521046100 1991-10-01 5.5159088221764100 1991-11-01 5.4731971897085705 1991-12-01 5.5053446632588300 1992-01-01 5.5287821077712200 1992-02-01 5.5280183448687400 1992-03-01 5.4877619097099900 1992-04-01 5.6654335729679800 1992-05-01 5.6414069990081500 1992-06-01 5.6672909328124600 1992-07-01 5.6495552751103300 1992-08-01 5.6878757312093200 1992-09-01 5.6476710431453090 1992-10-01 5.6146048897564900 1992-11-01 5.5793568688986800 1992-12-01 5.5972525912489100 1993-01-01 5.6232113542494410 1993-02-01 5.6362645608653890 1993-03-01 5.6791794076523500 1993-04-01 5.6762417706398290 1993-05-01 5.6427833570995400 1993-06-01 5.6745373559182900 1993-07-01 5.5534220972639700 1993-08-01 5.6849055715066800 1993-09-01 5.6375358075652100 1993-10-01 5.9123471787371800 1993-11-01 5.8873282478951390 1993-12-01 5.8905416125811510 1994-01-01 5.7140848807011400 1994-02-01 5.7403959452118710 1994-03-01 5.8660752339574100 1994-04-01 5.9934252411423400 1994-05-01 5.9524254863207600 1994-06-01 5.8762791604948195 1994-07-01 5.9560878191870500 1994-08-01 5.9826878951069400 1994-09-01 6.0332860745214700 1994-10-01 6.0064091115828200 1994-11-01 5.9957836938798295 1994-12-01 5.9794043379853700 1995-01-01 6.0029433113532900 1995-02-01 6.0422032701835700 1995-03-01 6.1656584562018090 1995-04-01 6.0077541929269700 1995-05-01 5.9621078396020994 1995-06-01 6.1741201367614500 1995-07-01 6.2537256253596400 1995-08-01 6.1784198986009295 1995-09-01 6.3359079452050590 1995-10-01 6.2036331629774810 1995-11-01 6.2010416592927500 1995-12-01 6.2759999591430700 1996-01-01 6.2859555314512000 1996-02-01 6.3381988405193400 1996-03-01 6.3690602064904205 1996-04-01 6.3244871427082900 1996-05-01 6.3747305658717500 1996-06-01 6.3685805743892410 1996-07-01 6.3471869199887410 1996-08-01 6.3734238840195700 1996-09-01 6.3337695189215010 1996-10-01 6.4062291577405300 1996-11-01 6.4097899522652600 1996-12-01 6.3750561327865300 1997-01-01 6.3715080643857000 1997-02-01 6.3314265430106795 1997-03-01 6.4819468686328900 1997-04-01 6.3261703492914805 1997-05-01 6.1839616329947695 1997-06-01 6.2625709498516800 1997-07-01 6.2479851461359200 1997-08-01 6.2702786442719605 1997-09-01 6.2293044588684110 1997-10-01 6.3076532644236000 1997-11-01 6.2112089659351100 1997-12-01 6.2804092019523300 1998-01-01 6.2688192938526800 1998-02-01 6.2244295007817490 1998-03-01 6.1874009526092990 1998-04-01 6.2197176681270700 1998-05-01 6.2974485610554600 1998-06-01 6.2537046384253605 1998-07-01 6.4518616030207690 1998-08-01 6.2720976296890300 1998-09-01 6.2231710696146390 1998-10-01 6.2062084608281305 1998-11-01 6.3084148103323700 1998-12-01 6.2827383910684800 1999-01-01 6.3813637522052000 1999-02-01 6.3204051657014295 1999-03-01 6.2910304516037000 1999-04-01 6.3069273525981400 1999-05-01 6.3008513834969700 1999-06-01 6.4458940091651700 1999-07-01 6.1601152852869810 1999-08-01 6.2810607708730400 1999-09-01 6.2135486873236000 1999-10-01 6.1070230666978595 1999-11-01 6.0979806300524610 1999-12-01 6.0872848004843405 2000-01-01 6.0988001818084100 2000-02-01 6.1191053524862600 2000-03-01 6.0870280125239200 2000-04-01 6.2027970921072310 2000-05-01 6.1068326018110100 2000-06-01 6.1304604552492306 2000-07-01 6.1599788032993000 2000-08-01 6.1906150245108600 2000-09-01 6.3992717853966800 2000-10-01 6.4138144465596610 2000-11-01 6.3999921481127690 2000-12-01 6.3879257300040700 2001-01-01 6.3183427719202900 2001-02-01 6.4179293502333605 2001-03-01 6.4758326836158100 2001-04-01 6.4040620956600405 2001-05-01 6.4047075207449010 2001-06-01 6.4168080054032510 2001-07-01 6.4601468053175200 2001-08-01 6.4018783079591200 2001-09-01 6.3886118143802900 2001-10-01 6.4193386651861800 2001-11-01 6.4019534088188100 2001-12-01 6.3895177936390490 2002-01-01 6.3307417562117690 2002-02-01 6.2192293239846395 2002-03-01 6.3666017711085200 2002-04-01 6.4109961671870900 2002-05-01 6.5954817559404410 2002-06-01 6.5084668413521600 2002-07-01 6.2531631217660000 2002-08-01 6.3088522060703704 2002-09-01 6.0869841400802995 2002-10-01 6.3246989663318000 2002-11-01 6.4133761383410300 2002-12-01 6.3839997395731000 2003-01-01 6.4345161778353700 2003-02-01 6.2188316289058605 2003-03-01 6.3630568257260505 2003-04-01 6.0194339866864600 2003-05-01 5.9735347893266900 2003-06-01 6.1136536222615000 2003-07-01 6.5527717697768400 2003-08-01 6.7077897394068495 2003-09-01 6.4948876885623200 2003-10-01 6.3298710955188800 2003-11-01 6.3194840572795900 2003-12-01 6.3776796382812100 2004-01-01 6.3211922387000900 2004-02-01 6.3193521571590590 2004-03-01 6.3712008170734595 2004-04-01 6.2271866741447900 2004-05-01 6.2573853672217790 2004-06-01 6.2277608557739400 2004-07-01 6.2481142316477500 2004-08-01 6.1961158914155305 2004-09-01 6.2000627267158700 2004-10-01 6.1347260303345000 2004-11-01 6.1299516132969700 2004-12-01 5.9739187713649400 2005-01-01 6.1052600760042590 2005-02-01 6.1225307654502310 2005-03-01 6.0786170778310000 2005-04-01 6.3274109398192800 2005-05-01 6.2448328555755110 2005-06-01 6.1495439734062190 2005-07-01 6.1445106828070590 2005-08-01 6.0849062547421090 2005-09-01 6.1053692003284300 2005-10-01 6.1291134426803895 2005-11-01 6.1327974247640000 2005-12-01 6.1761083383987705 2006-01-01 6.0937733544357100 2006-02-01 6.1314900114036000 2006-03-01 6.1920878073652000 2006-04-01 6.0200526372846790 2006-05-01 6.0362556353788700 2006-06-01 5.9651145087524500 2006-07-01 5.9364983700587090 2006-08-01 6.0734562583365300 2006-09-01 6.0083550135199900 2006-10-01 6.1251036412324900 2006-11-01 6.1347108209483210 2006-12-01 6.1817877239630310 2007-01-01 6.1926195319326000 2007-02-01 6.1400470831109900 2007-03-01 6.1007390954594600 2007-04-01 6.1083310338768700 2007-05-01 6.0328332105468405 2007-06-01 6.0716572810693000 2007-07-01 6.1342266731774600 2007-08-01 6.1605775454603690 2007-09-01 6.2146615876141000 2007-10-01 6.1212404871357910 2007-11-01 6.1311275974430600 2007-12-01 6.0888845086732495 2008-01-01 6.1884515515831190 2008-02-01 6.1490561394948210 2008-03-01 6.1121000564084100 2008-04-01 6.3022835899038100 2008-05-01 6.3421501172947100 2008-06-01 6.3654023574812100 2008-07-01 6.4273223595227300 2008-08-01 6.3486518520789690 2008-09-01 6.4104539552473610 2008-10-01 6.5230704364660300 2008-11-01 6.5316072721659810 2008-12-01 6.5947772424166800 2009-01-01 6.5858489439772410 2009-02-01 6.6577412853391700 2009-03-01 6.6165146303759700 2009-04-01 6.8035014647716700 2009-05-01 6.8547480615184700 2009-06-01 6.8524747684407200 2009-07-01 6.8247194813444905 2009-08-01 6.8464178459429100 2009-09-01 6.8076406358902600 2009-10-01 6.7200052883504200 2009-11-01 6.7267281300175300 2009-12-01 6.6939293942543205 2010-01-01 6.6810821389209900 2010-02-01 6.7619286975185700 2010-03-01 6.7221824702236000 2010-04-01 6.7130979381320000 2010-05-01 6.6692534629482200 2010-06-01 6.6391239133351700 2010-07-01 6.6256361201197900 2010-08-01 6.6527413064861000 2010-09-01 6.6026800404407595 2010-10-01 6.6191631266579805 2010-11-01 6.6154487628042900 2010-12-01 6.5846401623801400 2011-01-01 6.6757023216507690 2011-02-01 6.5594669742064500 2011-03-01 6.6248834602683310 2011-04-01 6.4250127649052600 2011-05-01 6.2865650893527500 2011-06-01 6.4296130579474800 2011-07-01 6.4376774354775295 2011-08-01 6.3677088013020390 2011-09-01 6.3016980452444900 2011-10-01 6.2105270126421700 2011-11-01 6.0979511953956200 2011-12-01 6.0691106351772000 2012-01-01 5.9623085112128090 2012-02-01 5.8523309275150700 2012-03-01 5.8318042143145990 2012-04-01 5.8433221188045500 2012-05-01 5.8063186491821800 2012-06-01 5.8256404012218200 2012-07-01 5.7447308182357500 2012-08-01 5.7862963180944300 2012-09-01 5.7991431548285300 2012-10-01 5.7995252170633000 2012-11-01 5.7785131101664600 2012-12-01 5.8600603454257600 2013-01-01 5.7478471856875700 2013-02-01 5.7459247538965400 2013-03-01 5.7435992978122590 2013-04-01 5.6517903702427310 2013-05-01 5.6156481417463600 2013-06-01 5.6252643734074494 2013-07-01 5.6550999456389100 2013-08-01 5.6054873035177800 2013-09-01 5.6034474024345710 2013-10-01 5.5877130250306100 2013-11-01 5.6588920680272010 2013-12-01 5.6580113104266800 2014-01-01 5.6338647033832010 2014-02-01 5.6328569646635000 2014-03-01 5.6533355973370005 2014-04-01 5.6620123709182200 2014-05-01 5.6154823352905705 2014-06-01 5.6299880561199600 2014-07-01 5.5644145486229600 2014-08-01 5.5171132583621200 2014-09-01 5.6121297718139410 2014-10-01 5.5800347300641210 2014-11-01 5.5434754257930100 2014-12-01 5.5618441310906200 2015-01-01 5.5197221107837110 2015-02-01 5.5204976359399900 2015-03-01 5.4581433824884700 2015-04-01 5.4673119709848000 2015-05-01 5.5093856985979010 2015-06-01 5.5410576329440495 2015-07-01 5.5790874734865200 2015-08-01 5.5199478196458700 2015-09-01 5.5184574308077100 2015-10-01 5.5766262063954000 2015-11-01 5.5320750928587010 2015-12-01 5.4633362217455710 2016-01-01 5.5058123885751600 2016-02-01 5.5112352863537800 2016-03-01 5.4597183159495990 2016-04-01 5.5787219650088610 2016-05-01 5.6028605688295000 2016-06-01 5.4560003677442195 2016-07-01 5.4882823693858400 2016-08-01 5.5167922953965900 2016-09-01 5.4220719829515300 2016-10-01 5.3684467043161210 2016-11-01 5.4257485350381796 2016-12-01 5.3605298767161200 2017-01-01 5.3992044814503490 2017-02-01 5.4087597876851910 2017-03-01 5.3630225707378500 2017-04-01 5.2851822543979905 2017-05-01 5.3025665820398700 2017-06-01 5.2694554770718700 2017-07-01 5.2016451425336000 2017-08-01 5.1047663593748200 2017-09-01 5.2152514543262690 2017-10-01 5.2601199479483100 2017-11-01 5.2222262722991100 2017-12-01 5.2542993729189105 2018-01-01 5.3061832204896700 2018-02-01 5.2081341471966000 2018-03-01 5.2606667857693400 2018-04-01 5.1940201629689810 2018-05-01 5.2085781148746600 2018-06-01 5.1767637324564810 2018-07-01 5.2086127837894690 2018-08-01 5.1947469814767800 2018-09-01 5.2072609755947000 2018-10-01 5.1481062142637100 2018-11-01 5.2252379972696210 2018-12-01 5.2452642156877800 2019-01-01 5.2203996050582400 2019-02-01 5.2103778870295900 2019-03-01 5.2563072123131604 2019-04-01 5.2966513217154400 2019-05-01 5.3210006700308800 2019-06-01 5.2722126073993500 2019-07-01 5.3153676394708300 2019-08-01 5.2902198127285200 2019-09-01 5.2951180289115200 2019-10-01 5.3393690485550300 2019-11-01 5.3293812852395900 2019-12-01 5.3412496776018900 2020-01-01 5.3389381343364600 2020-02-01 5.4136014827939410 2020-03-01 5.3485349308220300 2020-04-01 4.2942755482911300 2020-05-01 4.4296957255734900 2020-06-01 4.6577223514207900 2020-07-01 4.6194574574854900 2020-08-01 4.7970257736608800 2020-09-01 4.8878609333116700 2020-10-01 4.9311001827729810 2020-11-01 4.9365076284250190 2020-12-01 4.8439810978654500 2021-01-01 4.9529837170132000 2021-02-01 5.0162460435664690 2021-03-01 5.1391954887877690 2021-04-01 5.0839633812103610 2021-05-01 5.1357481258767805 2021-06-01 5.1405765530707095 2021-07-01 5.2253168038277105 2021-08-01 5.2045957752629500 2021-09-01 5.1843823681839900 2021-10-01 5.2320139776813200 2021-11-01 5.2411870024600700 2021-12-01 5.3534101010274410 2022-01-01 5.3605961971636100 2022-02-01 5.4190346535079900 2022-03-01 5.4236366588182700 2022-04-01 5.5737994113178490 2022-05-01 5.4340467359798300 2022-06-01 5.5262704592841400 2022-07-01 5.4295471302538900 2022-08-01 5.4165823020455990 2022-09-01 5.2876260926389405 2022-10-01 5.4373740167619800 2022-11-01 5.4480766336709910 2022-12-01 5.3588808519946705 2023-01-01 5.8581844396610700 2023-02-01 5.8221656909054900 2023-03-01 5.8087803136046700 2023-04-01 5.7655035314259100 2023-05-01 5.7316223394725190 2023-06-01 5.7170982681373500 2023-07-01 5.6324283636876000 2023-08-01 5.6266273857520900 2023-09-01 5.6922151972619295 2023-10-01 5.6456739686707310 2023-11-01 5.6492866654939200 2023-12-01 5.6638557287360000 2024-01-01 5.6525776918118000 2024-02-01 5.6254417508712900 2024-03-01 5.6979103620832690