Table Data - All Employees: Professional and Business Services in Kalamazoo-Portage, MI (MSA)
| Title | All Employees: Professional and Business Services in Kalamazoo-Portage, MI (MSA) |
|---|---|
| Series ID | KALA026PBSV |
| 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 2025-11-01 |
| Last Updated | 2026-01-07 9:54 PM CST |
| 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 | 7.78516229550960 |
| 1990-02-01 | 8.04682109481506 |
| 1990-03-01 | 8.41305728714030 |
| 1990-04-01 | 8.62403303307864 |
| 1990-05-01 | 8.76712575440799 |
| 1990-06-01 | 8.88420287915916 |
| 1990-07-01 | 8.98381958804307 |
| 1990-08-01 | 8.96083500895267 |
| 1990-09-01 | 9.11718574834769 |
| 1990-10-01 | 8.95211709228988 |
| 1990-11-01 | 8.91099022861577 |
| 1990-12-01 | 8.76872895246964 |
| 1991-01-01 | 9.06151381506406 |
| 1991-02-01 | 9.04574107804756 |
| 1991-03-01 | 9.22408098600572 |
| 1991-04-01 | 9.21456362682188 |
| 1991-05-01 | 9.16942316783564 |
| 1991-06-01 | 9.39696132890188 |
| 1991-07-01 | 9.47770159197103 |
| 1991-08-01 | 9.56741383589777 |
| 1991-09-01 | 9.84227765111218 |
| 1991-10-01 | 10.44589358759970 |
| 1991-11-01 | 10.19310544355260 |
| 1991-12-01 | 10.15499174266400 |
| 1992-01-01 | 10.13871240841030 |
| 1992-02-01 | 10.34382527541910 |
| 1992-03-01 | 10.15332553727310 |
| 1992-04-01 | 10.30965716393830 |
| 1992-05-01 | 10.47758410068790 |
| 1992-06-01 | 10.40660969929000 |
| 1992-07-01 | 10.26732067276510 |
| 1992-08-01 | 10.35335486737330 |
| 1992-09-01 | 10.07821137187260 |
| 1992-10-01 | 9.54366251312941 |
| 1992-11-01 | 9.48108268604546 |
| 1992-12-01 | 9.82586393066317 |
| 1993-01-01 | 9.83807081328547 |
| 1993-02-01 | 9.64592009605348 |
| 1993-03-01 | 9.70264326114997 |
| 1993-04-01 | 9.29365102808141 |
| 1993-05-01 | 9.37521973818167 |
| 1993-06-01 | 9.30223279513514 |
| 1993-07-01 | 9.35948439491507 |
| 1993-08-01 | 9.32012548171528 |
| 1993-09-01 | 9.50182622620455 |
| 1993-10-01 | 10.15067387487610 |
| 1993-11-01 | 10.18337584496860 |
| 1993-12-01 | 10.30816594393840 |
| 1994-01-01 | 10.65659071120600 |
| 1994-02-01 | 10.66153739349010 |
| 1994-03-01 | 10.52769626574390 |
| 1994-04-01 | 11.08158260396430 |
| 1994-05-01 | 10.95989715239840 |
| 1994-06-01 | 10.87250096920820 |
| 1994-07-01 | 11.45840043950440 |
| 1994-08-01 | 11.19397007660870 |
| 1994-09-01 | 11.21396464993760 |
| 1994-10-01 | 11.35679975054860 |
| 1994-11-01 | 11.49654853144340 |
| 1994-12-01 | 11.42892646556390 |
| 1995-01-01 | 11.08729706379510 |
| 1995-02-01 | 11.17291526642340 |
| 1995-03-01 | 11.13295058264340 |
| 1995-04-01 | 11.14873883270960 |
| 1995-05-01 | 11.13216025607310 |
| 1995-06-01 | 11.23438448178390 |
| 1995-07-01 | 11.28143116859760 |
| 1995-08-01 | 11.38279348319780 |
| 1995-09-01 | 11.60618446660250 |
| 1995-10-01 | 10.76140196235050 |
| 1995-11-01 | 10.80425293649820 |
| 1995-12-01 | 10.98139538514790 |
| 1996-01-01 | 10.92022274741120 |
| 1996-02-01 | 10.99143168275390 |
| 1996-03-01 | 11.00430372199370 |
| 1996-04-01 | 11.11037269234110 |
| 1996-05-01 | 11.19143188922330 |
| 1996-06-01 | 11.38208355128200 |
| 1996-07-01 | 11.43021310320160 |
| 1996-08-01 | 11.59300922280510 |
| 1996-09-01 | 11.79863411664890 |
| 1996-10-01 | 11.87440964759500 |
| 1996-11-01 | 12.02444948914630 |
| 1996-12-01 | 12.05093919784830 |
| 1997-01-01 | 12.02901169782130 |
| 1997-02-01 | 12.07565416344320 |
| 1997-03-01 | 11.75772204159930 |
| 1997-04-01 | 12.27184853341080 |
| 1997-05-01 | 12.45109574670820 |
| 1997-06-01 | 12.44490822005420 |
| 1997-07-01 | 12.40159125788130 |
| 1997-08-01 | 12.32084230760850 |
| 1997-09-01 | 12.28640916029400 |
| 1997-10-01 | 11.69231020399830 |
| 1997-11-01 | 12.13323053422600 |
| 1997-12-01 | 12.20545239952510 |
| 1998-01-01 | 12.52103373187730 |
| 1998-02-01 | 12.77123701674570 |
| 1998-03-01 | 12.81340603341920 |
| 1998-04-01 | 12.73455435047360 |
| 1998-05-01 | 12.79573581332470 |
| 1998-06-01 | 12.91202973734940 |
| 1998-07-01 | 12.96921831017530 |
| 1998-08-01 | 13.16982647745970 |
| 1998-09-01 | 13.28551701763080 |
| 1998-10-01 | 13.61389727111710 |
| 1998-11-01 | 13.55096924465140 |
| 1998-12-01 | 13.64858894092630 |
| 1999-01-01 | 12.78733033914970 |
| 1999-02-01 | 12.94096468068760 |
| 1999-03-01 | 12.98940641459310 |
| 1999-04-01 | 12.99630100807470 |
| 1999-05-01 | 12.86469396992590 |
| 1999-06-01 | 12.71227119580360 |
| 1999-07-01 | 12.51279783268730 |
| 1999-08-01 | 12.52186102407580 |
| 1999-09-01 | 12.49662245743130 |
| 1999-10-01 | 12.60333821035980 |
| 1999-11-01 | 12.73700101595430 |
| 1999-12-01 | 12.94734243540420 |
| 2000-01-01 | 13.58404024746210 |
| 2000-02-01 | 13.44631689864800 |
| 2000-03-01 | 13.51503055964490 |
| 2000-04-01 | 13.25226298061470 |
| 2000-05-01 | 13.23185306852140 |
| 2000-06-01 | 13.30014773565050 |
| 2000-07-01 | 13.43384456763050 |
| 2000-08-01 | 13.45985852193510 |
| 2000-09-01 | 13.52710660761940 |
| 2000-10-01 | 13.17961617374770 |
| 2000-11-01 | 13.23304540873340 |
| 2000-12-01 | 13.02275955332900 |
| 2001-01-01 | 12.87973004379310 |
| 2001-02-01 | 12.44448151612240 |
| 2001-03-01 | 12.27320241307710 |
| 2001-04-01 | 12.62642460407450 |
| 2001-05-01 | 12.62693544219450 |
| 2001-06-01 | 12.59138202734630 |
| 2001-07-01 | 12.13264125734340 |
| 2001-08-01 | 11.97209681158400 |
| 2001-09-01 | 11.95464136209310 |
| 2001-10-01 | 11.64689345068030 |
| 2001-11-01 | 11.60950487347480 |
| 2001-12-01 | 11.66960162370780 |
| 2002-01-01 | 11.90737171512530 |
| 2002-02-01 | 12.06408292182280 |
| 2002-03-01 | 12.06409175043520 |
| 2002-04-01 | 12.10065933933650 |
| 2002-05-01 | 12.19148139117620 |
| 2002-06-01 | 12.26917256661790 |
| 2002-07-01 | 12.64610921651570 |
| 2002-08-01 | 12.59565731926470 |
| 2002-09-01 | 12.57587696908080 |
| 2002-10-01 | 12.92792282690300 |
| 2002-11-01 | 12.69710287101560 |
| 2002-12-01 | 12.70824334469870 |
| 2003-01-01 | 12.41717795244830 |
| 2003-02-01 | 12.35812332765310 |
| 2003-03-01 | 12.32085184943820 |
| 2003-04-01 | 12.29592268554780 |
| 2003-05-01 | 12.06871510375920 |
| 2003-06-01 | 12.08555588446190 |
| 2003-07-01 | 11.87481599675080 |
| 2003-08-01 | 11.83018106094000 |
| 2003-09-01 | 11.68524536579750 |
| 2003-10-01 | 12.00672162499080 |
| 2003-11-01 | 11.96080765791110 |
| 2003-12-01 | 11.83135243054780 |
| 2004-01-01 | 12.24071771775000 |
| 2004-02-01 | 11.84612389022150 |
| 2004-03-01 | 11.75051979337940 |
| 2004-04-01 | 12.19739853083370 |
| 2004-05-01 | 12.23334444446990 |
| 2004-06-01 | 12.60932555023190 |
| 2004-07-01 | 13.02821054485290 |
| 2004-08-01 | 12.88442784529850 |
| 2004-09-01 | 12.60450798332130 |
| 2004-10-01 | 12.20475931831050 |
| 2004-11-01 | 12.41138360768130 |
| 2004-12-01 | 12.45902377704500 |
| 2005-01-01 | 12.22899543559280 |
| 2005-02-01 | 12.51754937460250 |
| 2005-03-01 | 12.35216146126570 |
| 2005-04-01 | 13.12666942221220 |
| 2005-05-01 | 12.92452752172090 |
| 2005-06-01 | 12.25405215516110 |
| 2005-07-01 | 12.55763576736620 |
| 2005-08-01 | 12.62288154678380 |
| 2005-09-01 | 13.01525804368040 |
| 2005-10-01 | 12.91608332723490 |
| 2005-11-01 | 12.95446617453420 |
| 2005-12-01 | 13.19888310597440 |
| 2006-01-01 | 13.22744297899480 |
| 2006-02-01 | 13.09078049009840 |
| 2006-03-01 | 13.34435286463570 |
| 2006-04-01 | 13.06005005269210 |
| 2006-05-01 | 13.02622848054140 |
| 2006-06-01 | 12.79513792637800 |
| 2006-07-01 | 12.86968941425490 |
| 2006-08-01 | 12.75300105128950 |
| 2006-09-01 | 13.31054818086130 |
| 2006-10-01 | 13.33131870706890 |
| 2006-11-01 | 13.41441082149500 |
| 2006-12-01 | 13.35768157342830 |
| 2007-01-01 | 13.31149414905430 |
| 2007-02-01 | 13.47950897297880 |
| 2007-03-01 | 13.82651510136320 |
| 2007-04-01 | 13.08950756778840 |
| 2007-05-01 | 13.06895237251730 |
| 2007-06-01 | 12.94695500263590 |
| 2007-07-01 | 12.74421808864170 |
| 2007-08-01 | 12.64883982568940 |
| 2007-09-01 | 12.29206604440490 |
| 2007-10-01 | 12.42937928726200 |
| 2007-11-01 | 12.60292240741050 |
| 2007-12-01 | 12.54219995863820 |
| 2008-01-01 | 12.90891207703010 |
| 2008-02-01 | 12.57350052956520 |
| 2008-03-01 | 12.49977782310690 |
| 2008-04-01 | 12.30343040573200 |
| 2008-05-01 | 12.93984092717800 |
| 2008-06-01 | 12.68339840197430 |
| 2008-07-01 | 12.60539042907550 |
| 2008-08-01 | 12.33023038096780 |
| 2008-09-01 | 12.08350806704570 |
| 2008-10-01 | 12.11751097103060 |
| 2008-11-01 | 11.89870352270350 |
| 2008-12-01 | 11.65011828533810 |
| 2009-01-01 | 11.49615819079480 |
| 2009-02-01 | 11.28123316481330 |
| 2009-03-01 | 11.28615139542220 |
| 2009-04-01 | 11.19871442594470 |
| 2009-05-01 | 11.00633864665100 |
| 2009-06-01 | 11.20908100671070 |
| 2009-07-01 | 11.85622216031720 |
| 2009-08-01 | 11.80311173855870 |
| 2009-09-01 | 11.57351350343990 |
| 2009-10-01 | 11.41767039626210 |
| 2009-11-01 | 11.42061577817760 |
| 2009-12-01 | 11.47629073599460 |
| 2010-01-01 | 11.28787197224310 |
| 2010-02-01 | 11.36477308807520 |
| 2010-03-01 | 11.35882925396480 |
| 2010-04-01 | 11.58467263593680 |
| 2010-05-01 | 11.55068048676480 |
| 2010-06-01 | 11.72848221810390 |
| 2010-07-01 | 11.83564050020170 |
| 2010-08-01 | 12.10648529156390 |
| 2010-09-01 | 12.15849184537990 |
| 2010-10-01 | 12.02066394008430 |
| 2010-11-01 | 11.94402453273880 |
| 2010-12-01 | 11.79145618681300 |
| 2011-01-01 | 12.38483684596160 |
| 2011-02-01 | 12.34686042161210 |
| 2011-03-01 | 12.53421134547970 |
| 2011-04-01 | 12.36305692270010 |
| 2011-05-01 | 12.24904826307910 |
| 2011-06-01 | 12.33780764229620 |
| 2011-07-01 | 12.44289813877500 |
| 2011-08-01 | 12.42939103058140 |
| 2011-09-01 | 12.56527939629700 |
| 2011-10-01 | 12.82001264323770 |
| 2011-11-01 | 12.97242878361500 |
| 2011-12-01 | 12.80140433042400 |
| 2012-01-01 | 12.89306312109380 |
| 2012-02-01 | 12.90892789813350 |
| 2012-03-01 | 12.90695865525150 |
| 2012-04-01 | 12.93506944820960 |
| 2012-05-01 | 12.92128968008760 |
| 2012-06-01 | 12.72090525611530 |
| 2012-07-01 | 12.77038157031100 |
| 2012-08-01 | 12.58067933187470 |
| 2012-09-01 | 12.52303375977060 |
| 2012-10-01 | 12.31420503554660 |
| 2012-11-01 | 12.37260052937660 |
| 2012-12-01 | 12.38620271315810 |
| 2013-01-01 | 12.62105220968570 |
| 2013-02-01 | 12.66852885836350 |
| 2013-03-01 | 12.79888162196940 |
| 2013-04-01 | 12.49801601800220 |
| 2013-05-01 | 12.56453225246230 |
| 2013-06-01 | 12.38579035363070 |
| 2013-07-01 | 12.71227090789030 |
| 2013-08-01 | 12.83979900424340 |
| 2013-09-01 | 13.09736264137370 |
| 2013-10-01 | 13.11661355588920 |
| 2013-11-01 | 13.17475779031240 |
| 2013-12-01 | 13.27007259427480 |
| 2014-01-01 | 13.24629638864770 |
| 2014-02-01 | 13.11185523552570 |
| 2014-03-01 | 13.16655370957190 |
| 2014-04-01 | 13.27085931752650 |
| 2014-05-01 | 13.51669289931400 |
| 2014-06-01 | 13.54904696283360 |
| 2014-07-01 | 13.87904930559890 |
| 2014-08-01 | 13.71551667560560 |
| 2014-09-01 | 13.46767932102620 |
| 2014-10-01 | 13.71122152509510 |
| 2014-11-01 | 13.55920406735430 |
| 2014-12-01 | 13.54128607799330 |
| 2015-01-01 | 13.36269251354200 |
| 2015-02-01 | 13.46266258627970 |
| 2015-03-01 | 13.42619445171870 |
| 2015-04-01 | 13.75917216824170 |
| 2015-05-01 | 13.68898397690450 |
| 2015-06-01 | 13.80617150040290 |
| 2015-07-01 | 13.85132739966400 |
| 2015-08-01 | 13.79546310567530 |
| 2015-09-01 | 13.72398419213530 |
| 2015-10-01 | 13.90226944537680 |
| 2015-11-01 | 14.04433116302830 |
| 2015-12-01 | 14.32522574492530 |
| 2016-01-01 | 14.15011237721190 |
| 2016-02-01 | 14.51655784831990 |
| 2016-03-01 | 14.57055633258630 |
| 2016-04-01 | 14.75582109210610 |
| 2016-05-01 | 14.67916946673500 |
| 2016-06-01 | 13.86712974961880 |
| 2016-07-01 | 14.73515973684680 |
| 2016-08-01 | 14.89345604024280 |
| 2016-09-01 | 14.97212277413690 |
| 2016-10-01 | 14.58981873885910 |
| 2016-11-01 | 14.69591422354340 |
| 2016-12-01 | 14.61335237257670 |
| 2017-01-01 | 15.11635436640380 |
| 2017-02-01 | 14.67820103881180 |
| 2017-03-01 | 14.62830103384300 |
| 2017-04-01 | 14.26577348212120 |
| 2017-05-01 | 14.38978074041790 |
| 2017-06-01 | 14.12844009992740 |
| 2017-07-01 | 14.10788736021160 |
| 2017-08-01 | 14.18769212295960 |
| 2017-09-01 | 14.09446276872760 |
| 2017-10-01 | 14.48449587744320 |
| 2017-11-01 | 14.84184502865600 |
| 2017-12-01 | 14.61827383510550 |
| 2018-01-01 | 14.77297842765190 |
| 2018-02-01 | 14.73244792512510 |
| 2018-03-01 | 14.89025631499670 |
| 2018-04-01 | 14.78701430175790 |
| 2018-05-01 | 14.80696491973020 |
| 2018-06-01 | 15.10323645688360 |
| 2018-07-01 | 15.17590896644980 |
| 2018-08-01 | 14.98075559255640 |
| 2018-09-01 | 15.10259548666520 |
| 2018-10-01 | 15.16862119368540 |
| 2018-11-01 | 15.07471743175920 |
| 2018-12-01 | 15.11274603288890 |
| 2019-01-01 | 15.14943936857720 |
| 2019-02-01 | 14.80602653303640 |
| 2019-03-01 | 14.98291099954300 |
| 2019-04-01 | 15.09450580612820 |
| 2019-05-01 | 15.12479483244140 |
| 2019-06-01 | 14.96987896884260 |
| 2019-07-01 | 14.71770717023530 |
| 2019-08-01 | 14.97180521693930 |
| 2019-09-01 | 14.89404230309430 |
| 2019-10-01 | 14.75008640902410 |
| 2019-11-01 | 14.92657654705720 |
| 2019-12-01 | 14.80715483878420 |
| 2020-01-01 | 14.96193935510730 |
| 2020-02-01 | 14.99253661042310 |
| 2020-03-01 | 14.98004317319050 |
| 2020-04-01 | 10.56878540908320 |
| 2020-05-01 | 10.91490858099770 |
| 2020-06-01 | 11.43847810093240 |
| 2020-07-01 | 12.67309828706850 |
| 2020-08-01 | 12.85419291789060 |
| 2020-09-01 | 12.87844728323950 |
| 2020-10-01 | 13.14358392763360 |
| 2020-11-01 | 13.29270315324150 |
| 2020-12-01 | 13.40000829510850 |
| 2021-01-01 | 13.48642723248610 |
| 2021-02-01 | 13.69243828440600 |
| 2021-03-01 | 13.68139519146910 |
| 2021-04-01 | 13.51361903485870 |
| 2021-05-01 | 13.47969549779620 |
| 2021-06-01 | 13.41301511492920 |
| 2021-07-01 | 13.93966027411810 |
| 2021-08-01 | 13.92714223175050 |
| 2021-09-01 | 13.74831777158150 |
| 2021-10-01 | 14.34645250789540 |
| 2021-11-01 | 14.49589357611940 |
| 2021-12-01 | 14.60975571422400 |
| 2022-01-01 | 14.49622972593910 |
| 2022-02-01 | 14.69013493125960 |
| 2022-03-01 | 14.65286980932470 |
| 2022-04-01 | 14.96406241146660 |
| 2022-05-01 | 14.91130669741430 |
| 2022-06-01 | 14.91106827623050 |
| 2022-07-01 | 14.93315767663000 |
| 2022-08-01 | 14.69347155857030 |
| 2022-09-01 | 14.82072101955360 |
| 2022-10-01 | 14.63997838747160 |
| 2022-11-01 | 14.61055047902370 |
| 2022-12-01 | 14.91875762951660 |
| 2023-01-01 | 14.48525808284800 |
| 2023-02-01 | 14.60026043401610 |
| 2023-03-01 | 14.82996139625240 |
| 2023-04-01 | 14.61738318048300 |
| 2023-05-01 | 14.63931271594570 |
| 2023-06-01 | 14.81464055520700 |
| 2023-07-01 | 14.61069429540450 |
| 2023-08-01 | 14.74793331179920 |
| 2023-09-01 | 14.79971464151770 |
| 2023-10-01 | 14.83559961315410 |
| 2023-11-01 | 14.94019652533910 |
| 2023-12-01 | 14.92987352844770 |
| 2024-01-01 | 15.05910217564590 |
| 2024-02-01 | 14.91099741495720 |
| 2024-03-01 | 15.00008320056880 |
| 2024-04-01 | 15.19127254822520 |
| 2024-05-01 | 15.17339910873100 |
| 2024-06-01 | 15.02167185987960 |
| 2024-07-01 | 14.98742856146980 |
| 2024-08-01 | 15.07566829465160 |
| 2024-09-01 | 15.08850210052780 |
| 2024-10-01 | 15.03319344835580 |
| 2024-11-01 | 14.95790462566790 |
| 2024-12-01 | 14.93841615986220 |
| 2025-01-01 | 15.12690106630410 |
| 2025-02-01 | 15.02239038197210 |
| 2025-03-01 | 14.98903900521680 |
| 2025-04-01 | 14.87686043434550 |
| 2025-05-01 | 15.03172703139770 |
| 2025-06-01 | 14.83032329777340 |
| 2025-07-01 | 14.72920394279500 |
| 2025-08-01 | 14.77999408541600 |
| 2025-09-01 | 14.88977367354020 |
| 2025-10-01 | 14.93230032208790 |
| 2025-11-01 | 14.87237000031050 |