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 2026-09-01 |
| Last Updated | 2026-10-20 9:46 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 | 7.7851622955 |
| 1990-02-01 | 8.0468210948 |
| 1990-03-01 | 8.4130572871 |
| 1990-04-01 | 8.6240330331 |
| 1990-05-01 | 8.7671257544 |
| 1990-06-01 | 8.8842028792 |
| 1990-07-01 | 8.9838195880 |
| 1990-08-01 | 8.9608350090 |
| 1990-09-01 | 9.1171857483 |
| 1990-10-01 | 8.9521170923 |
| 1990-11-01 | 8.9109902286 |
| 1990-12-01 | 8.7687289525 |
| 1991-01-01 | 9.0615138151 |
| 1991-02-01 | 9.0457410780 |
| 1991-03-01 | 9.2240809860 |
| 1991-04-01 | 9.2145636268 |
| 1991-05-01 | 9.1694231678 |
| 1991-06-01 | 9.3969613289 |
| 1991-07-01 | 9.4777015920 |
| 1991-08-01 | 9.5674138359 |
| 1991-09-01 | 9.8422776511 |
| 1991-10-01 | 10.4458935876 |
| 1991-11-01 | 10.1931054436 |
| 1991-12-01 | 10.1549917427 |
| 1992-01-01 | 10.1387124084 |
| 1992-02-01 | 10.3438252754 |
| 1992-03-01 | 10.1533255373 |
| 1992-04-01 | 10.3096571639 |
| 1992-05-01 | 10.4775841007 |
| 1992-06-01 | 10.4066096993 |
| 1992-07-01 | 10.2673206728 |
| 1992-08-01 | 10.3533548674 |
| 1992-09-01 | 10.0782113719 |
| 1992-10-01 | 9.5436625131 |
| 1992-11-01 | 9.4810826860 |
| 1992-12-01 | 9.8258639307 |
| 1993-01-01 | 9.8380708133 |
| 1993-02-01 | 9.6459200961 |
| 1993-03-01 | 9.7026432611 |
| 1993-04-01 | 9.2936510281 |
| 1993-05-01 | 9.3752197382 |
| 1993-06-01 | 9.3022327951 |
| 1993-07-01 | 9.3594843949 |
| 1993-08-01 | 9.3201254817 |
| 1993-09-01 | 9.5018262262 |
| 1993-10-01 | 10.1506738749 |
| 1993-11-01 | 10.1833758450 |
| 1993-12-01 | 10.3081659439 |
| 1994-01-01 | 10.6565907112 |
| 1994-02-01 | 10.6615373935 |
| 1994-03-01 | 10.5276962657 |
| 1994-04-01 | 11.0815826040 |
| 1994-05-01 | 10.9598971524 |
| 1994-06-01 | 10.8725009692 |
| 1994-07-01 | 11.4584004395 |
| 1994-08-01 | 11.1939700766 |
| 1994-09-01 | 11.2139646499 |
| 1994-10-01 | 11.3567997505 |
| 1994-11-01 | 11.4965485314 |
| 1994-12-01 | 11.4289264656 |
| 1995-01-01 | 11.0872970638 |
| 1995-02-01 | 11.1729152664 |
| 1995-03-01 | 11.1329505826 |
| 1995-04-01 | 11.1487388327 |
| 1995-05-01 | 11.1321602561 |
| 1995-06-01 | 11.2343844818 |
| 1995-07-01 | 11.2814311686 |
| 1995-08-01 | 11.3827934832 |
| 1995-09-01 | 11.6061844666 |
| 1995-10-01 | 10.7614019623 |
| 1995-11-01 | 10.8042529365 |
| 1995-12-01 | 10.9813953851 |
| 1996-01-01 | 10.9202227474 |
| 1996-02-01 | 10.9914316828 |
| 1996-03-01 | 11.0043037220 |
| 1996-04-01 | 11.1103726923 |
| 1996-05-01 | 11.1914318892 |
| 1996-06-01 | 11.3820835513 |
| 1996-07-01 | 11.4302131032 |
| 1996-08-01 | 11.5930092228 |
| 1996-09-01 | 11.7986341166 |
| 1996-10-01 | 11.8744096476 |
| 1996-11-01 | 12.0244494891 |
| 1996-12-01 | 12.0509391978 |
| 1997-01-01 | 12.0290116978 |
| 1997-02-01 | 12.0756541634 |
| 1997-03-01 | 11.7577220416 |
| 1997-04-01 | 12.2718485334 |
| 1997-05-01 | 12.4510957467 |
| 1997-06-01 | 12.4449082200 |
| 1997-07-01 | 12.4015912579 |
| 1997-08-01 | 12.3208423076 |
| 1997-09-01 | 12.2864091603 |
| 1997-10-01 | 11.6923102040 |
| 1997-11-01 | 12.1332305342 |
| 1997-12-01 | 12.2054523995 |
| 1998-01-01 | 12.5210337319 |
| 1998-02-01 | 12.7712370168 |
| 1998-03-01 | 12.8134060335 |
| 1998-04-01 | 12.7345543505 |
| 1998-05-01 | 12.7957358133 |
| 1998-06-01 | 12.9120297373 |
| 1998-07-01 | 12.9692183102 |
| 1998-08-01 | 13.1698264775 |
| 1998-09-01 | 13.2855170176 |
| 1998-10-01 | 13.6138972711 |
| 1998-11-01 | 13.5509692446 |
| 1998-12-01 | 13.6485889409 |
| 1999-01-01 | 12.7873303392 |
| 1999-02-01 | 12.9409646808 |
| 1999-03-01 | 12.9894064148 |
| 1999-04-01 | 12.9963010081 |
| 1999-05-01 | 12.8646939699 |
| 1999-06-01 | 12.7122711957 |
| 1999-07-01 | 12.5127978326 |
| 1999-08-01 | 12.5218610240 |
| 1999-09-01 | 12.4966224573 |
| 1999-10-01 | 12.6033382105 |
| 1999-11-01 | 12.7370010158 |
| 1999-12-01 | 12.9473424353 |
| 2000-01-01 | 13.5840402475 |
| 2000-02-01 | 13.4463168989 |
| 2000-03-01 | 13.5150305601 |
| 2000-04-01 | 13.2522629807 |
| 2000-05-01 | 13.2318530684 |
| 2000-06-01 | 13.3001477352 |
| 2000-07-01 | 13.4338445673 |
| 2000-08-01 | 13.4598585217 |
| 2000-09-01 | 13.5271066075 |
| 2000-10-01 | 13.1796161744 |
| 2000-11-01 | 13.2330454089 |
| 2000-12-01 | 13.0227595533 |
| 2001-01-01 | 12.8797300417 |
| 2001-02-01 | 12.4444815163 |
| 2001-03-01 | 12.2732024166 |
| 2001-04-01 | 12.6264246042 |
| 2001-05-01 | 12.6269354425 |
| 2001-06-01 | 12.5913820278 |
| 2001-07-01 | 12.1326412515 |
| 2001-08-01 | 11.9720968122 |
| 2001-09-01 | 11.9546413623 |
| 2001-10-01 | 11.6468934532 |
| 2001-11-01 | 11.6095048734 |
| 2001-12-01 | 11.6696016233 |
| 2002-01-01 | 11.9073717112 |
| 2002-02-01 | 12.0640829237 |
| 2002-03-01 | 12.0640917604 |
| 2002-04-01 | 12.1006593305 |
| 2002-05-01 | 12.1914814067 |
| 2002-06-01 | 12.2691725669 |
| 2002-07-01 | 12.6461091995 |
| 2002-08-01 | 12.5956573113 |
| 2002-09-01 | 12.5758769605 |
| 2002-10-01 | 12.9279228265 |
| 2002-11-01 | 12.6971028741 |
| 2002-12-01 | 12.7082433545 |
| 2003-01-01 | 12.4171779605 |
| 2003-02-01 | 12.3581233430 |
| 2003-03-01 | 12.3208518723 |
| 2003-04-01 | 12.2959226675 |
| 2003-05-01 | 12.0687151277 |
| 2003-06-01 | 12.0855558721 |
| 2003-07-01 | 11.8748159500 |
| 2003-08-01 | 11.8301810255 |
| 2003-09-01 | 11.6852453301 |
| 2003-10-01 | 12.0067216153 |
| 2003-11-01 | 11.9608076787 |
| 2003-12-01 | 11.8313524842 |
| 2004-01-01 | 12.2407177811 |
| 2004-02-01 | 11.8461239510 |
| 2004-03-01 | 11.7505198412 |
| 2004-04-01 | 12.1973984908 |
| 2004-05-01 | 12.2333444466 |
| 2004-06-01 | 12.6093254952 |
| 2004-07-01 | 13.0282104471 |
| 2004-08-01 | 12.8844277614 |
| 2004-09-01 | 12.6045078260 |
| 2004-10-01 | 12.2047592848 |
| 2004-11-01 | 12.4113836266 |
| 2004-12-01 | 12.4590238450 |
| 2005-01-01 | 12.2289960387 |
| 2005-02-01 | 12.5175494567 |
| 2005-03-01 | 12.3521615199 |
| 2005-04-01 | 13.1266692551 |
| 2005-05-01 | 12.9245272417 |
| 2005-06-01 | 12.2540520374 |
| 2005-07-01 | 12.5576356087 |
| 2005-08-01 | 12.6228814244 |
| 2005-09-01 | 13.0152577879 |
| 2005-10-01 | 12.9160833002 |
| 2005-11-01 | 12.9544662348 |
| 2005-12-01 | 13.1988832351 |
| 2006-01-01 | 13.2274441675 |
| 2006-02-01 | 13.0907806705 |
| 2006-03-01 | 13.3443530535 |
| 2006-04-01 | 13.0600499455 |
| 2006-05-01 | 13.0262271424 |
| 2006-06-01 | 12.7951380798 |
| 2006-07-01 | 12.8696889954 |
| 2006-08-01 | 12.7530008541 |
| 2006-09-01 | 13.3105480337 |
| 2006-10-01 | 13.3313188006 |
| 2006-11-01 | 13.4144109376 |
| 2006-12-01 | 13.3576817235 |
| 2007-01-01 | 13.3114958890 |
| 2007-02-01 | 13.4795092529 |
| 2007-03-01 | 13.8265154515 |
| 2007-04-01 | 13.0895075890 |
| 2007-05-01 | 13.0689500376 |
| 2007-06-01 | 12.9469553932 |
| 2007-07-01 | 12.7442171478 |
| 2007-08-01 | 12.6488390233 |
| 2007-09-01 | 12.2920664609 |
| 2007-10-01 | 12.4293788372 |
| 2007-11-01 | 12.6029222522 |
| 2007-12-01 | 12.5422010630 |
| 2008-01-01 | 12.9089149875 |
| 2008-02-01 | 12.5735021616 |
| 2008-03-01 | 12.4997790368 |
| 2008-04-01 | 12.3034303500 |
| 2008-05-01 | 12.9398365809 |
| 2008-06-01 | 12.6833973170 |
| 2008-07-01 | 12.6053873800 |
| 2008-08-01 | 12.3302282141 |
| 2008-09-01 | 12.0835095287 |
| 2008-10-01 | 12.1175116653 |
| 2008-11-01 | 11.8987014451 |
| 2008-12-01 | 11.6501233264 |
| 2009-01-01 | 11.4961649899 |
| 2009-02-01 | 11.2812377634 |
| 2009-03-01 | 11.2861530929 |
| 2009-04-01 | 11.1987119354 |
| 2009-05-01 | 11.0063297506 |
| 2009-06-01 | 11.2090750279 |
| 2009-07-01 | 11.8562157148 |
| 2009-08-01 | 11.8031088174 |
| 2009-09-01 | 11.5735179046 |
| 2009-10-01 | 11.4176741933 |
| 2009-11-01 | 11.4206122817 |
| 2009-12-01 | 11.4763004627 |
| 2010-01-01 | 11.2878833627 |
| 2010-02-01 | 11.3647815439 |
| 2010-03-01 | 11.3588374382 |
| 2010-04-01 | 11.5846775561 |
| 2010-05-01 | 11.5506832371 |
| 2010-06-01 | 11.7283894283 |
| 2010-07-01 | 11.8356511587 |
| 2010-08-01 | 12.1064984769 |
| 2010-09-01 | 12.1585089996 |
| 2010-10-01 | 12.0206763348 |
| 2010-11-01 | 11.9440229840 |
| 2010-12-01 | 11.7914732714 |
| 2011-01-01 | 12.3848556485 |
| 2011-02-01 | 12.3468754684 |
| 2011-03-01 | 12.5342241282 |
| 2011-04-01 | 12.3630581621 |
| 2011-05-01 | 12.2490434741 |
| 2011-06-01 | 12.3375999540 |
| 2011-07-01 | 12.4429649292 |
| 2011-08-01 | 12.4293944923 |
| 2011-09-01 | 12.5653594749 |
| 2011-10-01 | 12.8200226518 |
| 2011-11-01 | 12.9724273919 |
| 2011-12-01 | 12.8014277982 |
| 2012-01-01 | 12.8930932670 |
| 2012-02-01 | 12.9089549606 |
| 2012-03-01 | 12.9069779264 |
| 2012-04-01 | 12.9350623305 |
| 2012-05-01 | 12.9212645219 |
| 2012-06-01 | 12.7205651288 |
| 2012-07-01 | 12.7704932951 |
| 2012-08-01 | 12.5806737412 |
| 2012-09-01 | 12.5231853326 |
| 2012-10-01 | 12.3142312129 |
| 2012-11-01 | 12.3726216345 |
| 2012-12-01 | 12.3862688223 |
| 2013-01-01 | 12.6209485518 |
| 2013-02-01 | 12.6686219137 |
| 2013-03-01 | 12.7989760960 |
| 2013-04-01 | 12.4980969640 |
| 2013-05-01 | 12.5646056992 |
| 2013-06-01 | 12.3848255896 |
| 2013-07-01 | 12.7125427611 |
| 2013-08-01 | 12.8398732158 |
| 2013-09-01 | 13.0976469181 |
| 2013-10-01 | 13.1166333813 |
| 2013-11-01 | 13.1748432500 |
| 2013-12-01 | 13.2702018578 |
| 2014-01-01 | 13.2459643807 |
| 2014-02-01 | 13.1120152616 |
| 2014-03-01 | 13.1667235518 |
| 2014-04-01 | 13.2710308231 |
| 2014-05-01 | 13.5168736076 |
| 2014-06-01 | 13.5474860819 |
| 2014-07-01 | 13.8794625878 |
| 2014-08-01 | 13.7157423909 |
| 2014-09-01 | 13.4680700129 |
| 2014-10-01 | 13.7113126274 |
| 2014-11-01 | 13.5593696567 |
| 2014-12-01 | 13.5414578105 |
| 2015-01-01 | 13.3620360492 |
| 2015-02-01 | 13.4627548420 |
| 2015-03-01 | 13.4263152736 |
| 2015-04-01 | 13.7593747199 |
| 2015-05-01 | 13.6893016278 |
| 2015-06-01 | 13.8042259951 |
| 2015-07-01 | 13.8520309135 |
| 2015-08-01 | 13.7959823904 |
| 2015-09-01 | 13.7245843328 |
| 2015-10-01 | 13.9024664222 |
| 2015-11-01 | 14.0445394182 |
| 2015-12-01 | 14.3252950044 |
| 2016-01-01 | 14.1490614896 |
| 2016-02-01 | 14.5162705355 |
| 2016-03-01 | 14.5703086239 |
| 2016-04-01 | 14.7558081405 |
| 2016-05-01 | 14.6794845739 |
| 2016-06-01 | 13.8654865215 |
| 2016-07-01 | 14.7368452265 |
| 2016-08-01 | 14.8943200649 |
| 2016-09-01 | 14.9729039173 |
| 2016-10-01 | 14.5902058825 |
| 2016-11-01 | 14.6961955585 |
| 2016-12-01 | 14.6132560330 |
| 2017-01-01 | 15.1147659285 |
| 2017-02-01 | 14.6771261754 |
| 2017-03-01 | 14.6268858134 |
| 2017-04-01 | 14.2647772321 |
| 2017-05-01 | 14.3882407439 |
| 2017-06-01 | 14.1318189569 |
| 2017-07-01 | 14.1104863430 |
| 2017-08-01 | 14.1886551940 |
| 2017-09-01 | 14.0951678921 |
| 2017-10-01 | 14.4847670900 |
| 2017-11-01 | 14.8418624728 |
| 2017-12-01 | 14.6177615605 |
| 2018-01-01 | 14.7709275956 |
| 2018-02-01 | 14.7304771819 |
| 2018-03-01 | 14.8876187816 |
| 2018-04-01 | 14.7849674905 |
| 2018-05-01 | 14.8034482294 |
| 2018-06-01 | 15.1111647809 |
| 2018-07-01 | 15.1813848933 |
| 2018-08-01 | 14.9813966300 |
| 2018-09-01 | 15.1033716986 |
| 2018-10-01 | 15.1683063394 |
| 2018-11-01 | 15.0739148406 |
| 2018-12-01 | 15.1113171563 |
| 2019-01-01 | 15.1467691238 |
| 2019-02-01 | 14.8032294994 |
| 2019-03-01 | 14.9794335214 |
| 2019-04-01 | 15.0919823897 |
| 2019-05-01 | 15.1199894091 |
| 2019-06-01 | 14.9830622568 |
| 2019-07-01 | 14.7260054518 |
| 2019-08-01 | 14.9711875452 |
| 2019-09-01 | 14.8948572665 |
| 2019-10-01 | 14.7485216696 |
| 2019-11-01 | 14.9239006522 |
| 2019-12-01 | 14.8040897153 |
| 2020-01-01 | 14.9573722719 |
| 2020-02-01 | 14.9889880014 |
| 2020-03-01 | 14.9801891225 |
| 2020-04-01 | 10.5671112512 |
| 2020-05-01 | 10.9112204365 |
| 2020-06-01 | 11.4524695553 |
| 2020-07-01 | 12.6841309113 |
| 2020-08-01 | 12.8519919784 |
| 2020-09-01 | 12.8789389099 |
| 2020-10-01 | 13.1405278071 |
| 2020-11-01 | 13.2878240074 |
| 2020-12-01 | 13.3949358802 |
| 2021-01-01 | 13.4793648704 |
| 2021-02-01 | 13.6872992647 |
| 2021-03-01 | 13.6832571235 |
| 2021-04-01 | 13.5161466380 |
| 2021-05-01 | 13.4865948200 |
| 2021-06-01 | 13.4248798552 |
| 2021-07-01 | 13.9490281759 |
| 2021-08-01 | 13.9177409745 |
| 2021-09-01 | 13.7514722695 |
| 2021-10-01 | 14.3480003629 |
| 2021-11-01 | 14.4834488113 |
| 2021-12-01 | 14.5980548128 |
| 2022-01-01 | 14.4887767368 |
| 2022-02-01 | 14.6847528006 |
| 2022-03-01 | 14.6638671865 |
| 2022-04-01 | 14.9650240628 |
| 2022-05-01 | 14.9451689541 |
| 2022-06-01 | 14.9051796720 |
| 2022-07-01 | 14.9324967679 |
| 2022-08-01 | 14.6758252871 |
| 2022-09-01 | 14.8304309969 |
| 2022-10-01 | 14.6488813577 |
| 2022-11-01 | 14.5922780630 |
| 2022-12-01 | 14.9068920155 |
| 2023-01-01 | 14.4766092678 |
| 2023-02-01 | 14.6001220259 |
| 2023-03-01 | 14.8458735397 |
| 2023-04-01 | 14.6124618451 |
| 2023-05-01 | 14.6944893567 |
| 2023-06-01 | 14.7809167365 |
| 2023-07-01 | 14.6025076149 |
| 2023-08-01 | 14.7311263175 |
| 2023-09-01 | 14.8204588988 |
| 2023-10-01 | 14.8552167387 |
| 2023-11-01 | 14.9161491198 |
| 2023-12-01 | 14.9156649592 |
| 2024-01-01 | 15.0479522158 |
| 2024-02-01 | 14.9164124288 |
| 2024-03-01 | 15.0234019854 |
| 2024-04-01 | 15.0758288215 |
| 2024-05-01 | 15.0463717888 |
| 2024-06-01 | 14.9551124177 |
| 2024-07-01 | 14.9694477580 |
| 2024-08-01 | 15.1663939135 |
| 2024-09-01 | 15.1257512042 |
| 2024-10-01 | 15.0606690907 |
| 2024-11-01 | 15.1332309923 |
| 2024-12-01 | 15.1278177203 |
| 2025-01-01 | 15.2089510602 |
| 2025-02-01 | 15.1334880640 |
| 2025-03-01 | 15.0105252817 |
| 2025-04-01 | 15.0530052707 |
| 2025-05-01 | 15.0093278048 |
| 2025-06-01 | 15.0399697313 |
| 2025-07-01 | 14.8074536846 |
| 2025-08-01 | 14.9810910789 |
| 2025-09-01 | 15.0455317392 |
| 2025-10-01 | 15.0687679230 |
| 2025-11-01 | 14.9451396449 |
| 2025-12-01 | 14.9343889943 |
| 2026-01-01 | 14.9779622408 |
| 2026-02-01 | 14.9326633303 |
| 2026-03-01 | 14.9985810330 |
| 2026-04-01 | 14.9492495040 |
| 2026-05-01 | 14.9988723030 |
| 2026-06-01 | 15.1320714842 |
| 2026-07-01 | 14.8205863866 |
| 2026-08-01 | 14.6888524952 |
| 2026-09-01 | 14.6659223694 |