Table Data - All Employees: Education and Health Services: Private Education and Health Services in Ann Arbor, MI (MSA)
| Title | All Employees: Education and Health Services: Private Education and Health Services in Ann Arbor, MI (MSA) |
|---|---|
| Series ID | ANNA426EDUH |
| 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 2026-08-01 |
| Last Updated | 2026-09-18 12:09 PM 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 | 16.3480971524 |
| 1990-02-01 | 16.5906544227 |
| 1990-03-01 | 17.4948510021 |
| 1990-04-01 | 16.2622822980 |
| 1990-05-01 | 16.2548911959 |
| 1990-06-01 | 16.9134516416 |
| 1990-07-01 | 16.1863581660 |
| 1990-08-01 | 16.2514481562 |
| 1990-09-01 | 16.9749400780 |
| 1990-10-01 | 16.7757383114 |
| 1990-11-01 | 16.7941786947 |
| 1990-12-01 | 17.6239326757 |
| 1991-01-01 | 16.5586564542 |
| 1991-02-01 | 16.4959677681 |
| 1991-03-01 | 16.6088603941 |
| 1991-04-01 | 16.0607072696 |
| 1991-05-01 | 16.2371342608 |
| 1991-06-01 | 16.1894134417 |
| 1991-07-01 | 15.1578564253 |
| 1991-08-01 | 15.2512277563 |
| 1991-09-01 | 15.2785334189 |
| 1991-10-01 | 15.3071389960 |
| 1991-11-01 | 15.2325038906 |
| 1991-12-01 | 15.2384855187 |
| 1992-01-01 | 15.3578589129 |
| 1992-02-01 | 15.3050364900 |
| 1992-03-01 | 15.3223785051 |
| 1992-04-01 | 15.3471173435 |
| 1992-05-01 | 15.3063769435 |
| 1992-06-01 | 15.2514311695 |
| 1992-07-01 | 15.3413119549 |
| 1992-08-01 | 15.0703315295 |
| 1992-09-01 | 15.1899711298 |
| 1992-10-01 | 15.4437333993 |
| 1992-11-01 | 15.3546582883 |
| 1992-12-01 | 15.4397390830 |
| 1993-01-01 | 15.4716465565 |
| 1993-02-01 | 15.3034575427 |
| 1993-03-01 | 15.0272452867 |
| 1993-04-01 | 15.4183911559 |
| 1993-05-01 | 15.3612046066 |
| 1993-06-01 | 15.4034799674 |
| 1993-07-01 | 15.4270791829 |
| 1993-08-01 | 15.5152377997 |
| 1993-09-01 | 15.4126579824 |
| 1993-10-01 | 15.8913633537 |
| 1993-11-01 | 15.4843442904 |
| 1993-12-01 | 15.3390082989 |
| 1994-01-01 | 15.2659255439 |
| 1994-02-01 | 15.4027427567 |
| 1994-03-01 | 15.3219397928 |
| 1994-04-01 | 15.8813135602 |
| 1994-05-01 | 16.1162350669 |
| 1994-06-01 | 16.1505362461 |
| 1994-07-01 | 16.3373526451 |
| 1994-08-01 | 16.1585894262 |
| 1994-09-01 | 16.3354139075 |
| 1994-10-01 | 16.1475774627 |
| 1994-11-01 | 16.3039134276 |
| 1994-12-01 | 16.4451396379 |
| 1995-01-01 | 15.7590070948 |
| 1995-02-01 | 15.9920314749 |
| 1995-03-01 | 16.0078306745 |
| 1995-04-01 | 15.9488378326 |
| 1995-05-01 | 15.8771779279 |
| 1995-06-01 | 15.9112175846 |
| 1995-07-01 | 15.9408000408 |
| 1995-08-01 | 15.8841024093 |
| 1995-09-01 | 15.9536179638 |
| 1995-10-01 | 15.8928101963 |
| 1995-11-01 | 15.8309086899 |
| 1995-12-01 | 16.1700270898 |
| 1996-01-01 | 16.1336792466 |
| 1996-02-01 | 16.1763497629 |
| 1996-03-01 | 16.2800698364 |
| 1996-04-01 | 16.5211575446 |
| 1996-05-01 | 16.5545463733 |
| 1996-06-01 | 16.5936411397 |
| 1996-07-01 | 16.3600890918 |
| 1996-08-01 | 16.5038613129 |
| 1996-09-01 | 16.4738864804 |
| 1996-10-01 | 16.8248957303 |
| 1996-11-01 | 16.8405133330 |
| 1996-12-01 | 16.9052875993 |
| 1997-01-01 | 16.1963497801 |
| 1997-02-01 | 16.0608327743 |
| 1997-03-01 | 16.0525832316 |
| 1997-04-01 | 16.0073917122 |
| 1997-05-01 | 16.0563925423 |
| 1997-06-01 | 16.1108490760 |
| 1997-07-01 | 15.7566320376 |
| 1997-08-01 | 16.1016036168 |
| 1997-09-01 | 16.0986969120 |
| 1997-10-01 | 15.9118828804 |
| 1997-11-01 | 15.9551880692 |
| 1997-12-01 | 15.9432148924 |
| 1998-01-01 | 15.4506298010 |
| 1998-02-01 | 15.4524581295 |
| 1998-03-01 | 15.5315150637 |
| 1998-04-01 | 15.7018602883 |
| 1998-05-01 | 15.7786061615 |
| 1998-06-01 | 15.8448097254 |
| 1998-07-01 | 15.8530712159 |
| 1998-08-01 | 16.3921277886 |
| 1998-09-01 | 16.2209498563 |
| 1998-10-01 | 16.3907107557 |
| 1998-11-01 | 16.5549814306 |
| 1998-12-01 | 16.4741909862 |
| 1999-01-01 | 16.6315205641 |
| 1999-02-01 | 16.7309165120 |
| 1999-03-01 | 16.8079958916 |
| 1999-04-01 | 16.6778028791 |
| 1999-05-01 | 16.7868074386 |
| 1999-06-01 | 16.7831989150 |
| 1999-07-01 | 17.0585889056 |
| 1999-08-01 | 16.7858373679 |
| 1999-09-01 | 16.6392016088 |
| 1999-10-01 | 17.3635313179 |
| 1999-11-01 | 17.3522448261 |
| 1999-12-01 | 17.4888476427 |
| 2000-01-01 | 17.6253011718 |
| 2000-02-01 | 17.8130595169 |
| 2000-03-01 | 17.8961101191 |
| 2000-04-01 | 17.8540181194 |
| 2000-05-01 | 17.8981975465 |
| 2000-06-01 | 18.0236957150 |
| 2000-07-01 | 18.2631891711 |
| 2000-08-01 | 18.2994466072 |
| 2000-09-01 | 18.5646590393 |
| 2000-10-01 | 18.6270776008 |
| 2000-11-01 | 18.8469272168 |
| 2000-12-01 | 18.7689640652 |
| 2001-01-01 | 19.0401845826 |
| 2001-02-01 | 19.1062386484 |
| 2001-03-01 | 19.2008056364 |
| 2001-04-01 | 19.4213178143 |
| 2001-05-01 | 19.4010752781 |
| 2001-06-01 | 19.5623354846 |
| 2001-07-01 | 19.8820191721 |
| 2001-08-01 | 19.8316230418 |
| 2001-09-01 | 19.7708168049 |
| 2001-10-01 | 20.0809460408 |
| 2001-11-01 | 20.0280620768 |
| 2001-12-01 | 20.2205315001 |
| 2002-01-01 | 20.0640539969 |
| 2002-02-01 | 20.4168323497 |
| 2002-03-01 | 20.6238676730 |
| 2002-04-01 | 21.0921969144 |
| 2002-05-01 | 21.1976855576 |
| 2002-06-01 | 21.2915409044 |
| 2002-07-01 | 21.4168783506 |
| 2002-08-01 | 21.5758840150 |
| 2002-09-01 | 21.5639898613 |
| 2002-10-01 | 21.5252382176 |
| 2002-11-01 | 21.6999204679 |
| 2002-12-01 | 21.9511906015 |
| 2003-01-01 | 22.1108227690 |
| 2003-02-01 | 22.1367005292 |
| 2003-03-01 | 22.1515771591 |
| 2003-04-01 | 22.1774361071 |
| 2003-05-01 | 22.1803028120 |
| 2003-06-01 | 22.2115735838 |
| 2003-07-01 | 22.2543862916 |
| 2003-08-01 | 22.3165683333 |
| 2003-09-01 | 22.3294251719 |
| 2003-10-01 | 22.4887456235 |
| 2003-11-01 | 22.5757323878 |
| 2003-12-01 | 22.4785024077 |
| 2004-01-01 | 22.4446917364 |
| 2004-02-01 | 22.5679472408 |
| 2004-03-01 | 22.5709381976 |
| 2004-04-01 | 22.4864677482 |
| 2004-05-01 | 22.6577931329 |
| 2004-06-01 | 22.8067155074 |
| 2004-07-01 | 23.1110155159 |
| 2004-08-01 | 23.0701238746 |
| 2004-09-01 | 23.2034524126 |
| 2004-10-01 | 23.2576905895 |
| 2004-11-01 | 23.4586565215 |
| 2004-12-01 | 23.3085274943 |
| 2005-01-01 | 23.1767183172 |
| 2005-02-01 | 23.1833778148 |
| 2005-03-01 | 23.1649817023 |
| 2005-04-01 | 23.3058049015 |
| 2005-05-01 | 23.2390522962 |
| 2005-06-01 | 23.1861281177 |
| 2005-07-01 | 23.1414701437 |
| 2005-08-01 | 23.0078831890 |
| 2005-09-01 | 23.3773996929 |
| 2005-10-01 | 23.2589693612 |
| 2005-11-01 | 23.4654877889 |
| 2005-12-01 | 23.1542363825 |
| 2006-01-01 | 23.1900201196 |
| 2006-02-01 | 23.3044170099 |
| 2006-03-01 | 23.3525068037 |
| 2006-04-01 | 23.4228937436 |
| 2006-05-01 | 23.5158425886 |
| 2006-06-01 | 23.4488151705 |
| 2006-07-01 | 23.5839152351 |
| 2006-08-01 | 23.6387705839 |
| 2006-09-01 | 23.8733889761 |
| 2006-10-01 | 23.7669823794 |
| 2006-11-01 | 23.8819803537 |
| 2006-12-01 | 24.0195761967 |
| 2007-01-01 | 24.0985620977 |
| 2007-02-01 | 24.0306106689 |
| 2007-03-01 | 24.1363161553 |
| 2007-04-01 | 24.1175180415 |
| 2007-05-01 | 24.1678564171 |
| 2007-06-01 | 24.4059433029 |
| 2007-07-01 | 24.1205501282 |
| 2007-08-01 | 24.1473802847 |
| 2007-09-01 | 24.1804845633 |
| 2007-10-01 | 24.4099277490 |
| 2007-11-01 | 24.3896834636 |
| 2007-12-01 | 24.7146923851 |
| 2008-01-01 | 24.4875490004 |
| 2008-02-01 | 24.5684195657 |
| 2008-03-01 | 24.6319670318 |
| 2008-04-01 | 24.1971066911 |
| 2008-05-01 | 24.2122493859 |
| 2008-06-01 | 24.3531988673 |
| 2008-07-01 | 24.4487444337 |
| 2008-08-01 | 24.3499449695 |
| 2008-09-01 | 24.3098411463 |
| 2008-10-01 | 24.3528216549 |
| 2008-11-01 | 24.2687314729 |
| 2008-12-01 | 24.5642514111 |
| 2009-01-01 | 24.3646512273 |
| 2009-02-01 | 24.5035573431 |
| 2009-03-01 | 24.6537057121 |
| 2009-04-01 | 24.1586744497 |
| 2009-05-01 | 24.5498943882 |
| 2009-06-01 | 24.5158231273 |
| 2009-07-01 | 24.5487759747 |
| 2009-08-01 | 24.7613733944 |
| 2009-09-01 | 24.6502536424 |
| 2009-10-01 | 24.4943035426 |
| 2009-11-01 | 24.3096683270 |
| 2009-12-01 | 24.4244289793 |
| 2010-01-01 | 24.5565733739 |
| 2010-02-01 | 24.4419834296 |
| 2010-03-01 | 24.5960738050 |
| 2010-04-01 | 24.6965223916 |
| 2010-05-01 | 24.8934192422 |
| 2010-06-01 | 24.6842702607 |
| 2010-07-01 | 24.5381917114 |
| 2010-08-01 | 24.6616394694 |
| 2010-09-01 | 24.6917550280 |
| 2010-10-01 | 24.6172348085 |
| 2010-11-01 | 24.8306878125 |
| 2010-12-01 | 24.6967400827 |
| 2011-01-01 | 24.7528997533 |
| 2011-02-01 | 24.7699419951 |
| 2011-03-01 | 24.8332672846 |
| 2011-04-01 | 25.2457704440 |
| 2011-05-01 | 25.0506117709 |
| 2011-06-01 | 25.1643356054 |
| 2011-07-01 | 25.2398427178 |
| 2011-08-01 | 25.1730621887 |
| 2011-09-01 | 25.4374595371 |
| 2011-10-01 | 25.6329741981 |
| 2011-11-01 | 25.8410326575 |
| 2011-12-01 | 25.8415983554 |
| 2012-01-01 | 26.2735810342 |
| 2012-02-01 | 26.2816904592 |
| 2012-03-01 | 26.2515926687 |
| 2012-04-01 | 26.6188416796 |
| 2012-05-01 | 26.6101869945 |
| 2012-06-01 | 26.4354654531 |
| 2012-07-01 | 26.5421875724 |
| 2012-08-01 | 26.5088876704 |
| 2012-09-01 | 26.4905171595 |
| 2012-10-01 | 26.5275609573 |
| 2012-11-01 | 26.6884331713 |
| 2012-12-01 | 26.5479326179 |
| 2013-01-01 | 26.4867018601 |
| 2013-02-01 | 26.4594173387 |
| 2013-03-01 | 26.4616943332 |
| 2013-04-01 | 26.6500999448 |
| 2013-05-01 | 26.5209154026 |
| 2013-06-01 | 26.7300741863 |
| 2013-07-01 | 27.0299247435 |
| 2013-08-01 | 27.1259549274 |
| 2013-09-01 | 26.6155476223 |
| 2013-10-01 | 26.2052571401 |
| 2013-11-01 | 26.5958402913 |
| 2013-12-01 | 26.4023258055 |
| 2014-01-01 | 26.4116785809 |
| 2014-02-01 | 26.4242968071 |
| 2014-03-01 | 26.5604227454 |
| 2014-04-01 | 26.3100461320 |
| 2014-05-01 | 26.4441620173 |
| 2014-06-01 | 26.8429720870 |
| 2014-07-01 | 26.5000689835 |
| 2014-08-01 | 26.7149202952 |
| 2014-09-01 | 26.6123210882 |
| 2014-10-01 | 26.6693140002 |
| 2014-11-01 | 26.3450629698 |
| 2014-12-01 | 26.7441415500 |
| 2015-01-01 | 26.8293387822 |
| 2015-02-01 | 26.9797258479 |
| 2015-03-01 | 27.0476000731 |
| 2015-04-01 | 26.9694270265 |
| 2015-05-01 | 27.0620299355 |
| 2015-06-01 | 27.4637961322 |
| 2015-07-01 | 27.2122982505 |
| 2015-08-01 | 27.1145887098 |
| 2015-09-01 | 27.1021519303 |
| 2015-10-01 | 27.1207105759 |
| 2015-11-01 | 27.1799797590 |
| 2015-12-01 | 27.3828153710 |
| 2016-01-01 | 27.2480808268 |
| 2016-02-01 | 27.2331092563 |
| 2016-03-01 | 27.1338673389 |
| 2016-04-01 | 27.3372221826 |
| 2016-05-01 | 27.2988426459 |
| 2016-06-01 | 27.2928476389 |
| 2016-07-01 | 27.1955870527 |
| 2016-08-01 | 27.2035141113 |
| 2016-09-01 | 27.4819311659 |
| 2016-10-01 | 27.4809915443 |
| 2016-11-01 | 27.4278570469 |
| 2016-12-01 | 27.6515523159 |
| 2017-01-01 | 27.6449068772 |
| 2017-02-01 | 27.6774168366 |
| 2017-03-01 | 27.8264718199 |
| 2017-04-01 | 28.2732967232 |
| 2017-05-01 | 28.2442838592 |
| 2017-06-01 | 28.0364553794 |
| 2017-07-01 | 28.2004823786 |
| 2017-08-01 | 28.1958123494 |
| 2017-09-01 | 28.3561938862 |
| 2017-10-01 | 28.4385175982 |
| 2017-11-01 | 28.4591567763 |
| 2017-12-01 | 28.4405921943 |
| 2018-01-01 | 28.5436404978 |
| 2018-02-01 | 28.6334064864 |
| 2018-03-01 | 28.6131247899 |
| 2018-04-01 | 28.5001954535 |
| 2018-05-01 | 28.6015146232 |
| 2018-06-01 | 28.8935003273 |
| 2018-07-01 | 28.8718725907 |
| 2018-08-01 | 29.0671856049 |
| 2018-09-01 | 29.0315484929 |
| 2018-10-01 | 29.4162922672 |
| 2018-11-01 | 29.4854246746 |
| 2018-12-01 | 29.5557987298 |
| 2019-01-01 | 29.4368918053 |
| 2019-02-01 | 29.5998176363 |
| 2019-03-01 | 30.0892827594 |
| 2019-04-01 | 29.7074421157 |
| 2019-05-01 | 29.8492477047 |
| 2019-06-01 | 30.0324199641 |
| 2019-07-01 | 30.0487207689 |
| 2019-08-01 | 30.1336019771 |
| 2019-09-01 | 30.1280260487 |
| 2019-10-01 | 29.9102461366 |
| 2019-11-01 | 30.0080421058 |
| 2019-12-01 | 29.9803301127 |
| 2020-01-01 | 30.6395483933 |
| 2020-02-01 | 30.6946982773 |
| 2020-03-01 | 30.4702063085 |
| 2020-04-01 | 25.2383856030 |
| 2020-05-01 | 24.9151227348 |
| 2020-06-01 | 26.0466067251 |
| 2020-07-01 | 26.8513119429 |
| 2020-08-01 | 27.4377482555 |
| 2020-09-01 | 27.8057138375 |
| 2020-10-01 | 27.8593871946 |
| 2020-11-01 | 27.8619543848 |
| 2020-12-01 | 28.0180917982 |
| 2021-01-01 | 28.2023746360 |
| 2021-02-01 | 28.3245538949 |
| 2021-03-01 | 28.6721864334 |
| 2021-04-01 | 28.3980701667 |
| 2021-05-01 | 28.5962649994 |
| 2021-06-01 | 28.5537721933 |
| 2021-07-01 | 28.9475175712 |
| 2021-08-01 | 28.9165175845 |
| 2021-09-01 | 29.0111252887 |
| 2021-10-01 | 29.1987523734 |
| 2021-11-01 | 29.2879190591 |
| 2021-12-01 | 29.4241573183 |
| 2022-01-01 | 29.3868851544 |
| 2022-02-01 | 29.4466875848 |
| 2022-03-01 | 29.5666085751 |
| 2022-04-01 | 29.7761901771 |
| 2022-05-01 | 29.8701509786 |
| 2022-06-01 | 30.0492246010 |
| 2022-07-01 | 29.9290625019 |
| 2022-08-01 | 29.8837864807 |
| 2022-09-01 | 29.8230286909 |
| 2022-10-01 | 30.2521109744 |
| 2022-11-01 | 30.5231711780 |
| 2022-12-01 | 30.6227001907 |
| 2023-01-01 | 30.7561100497 |
| 2023-02-01 | 30.9654657579 |
| 2023-03-01 | 30.9647457569 |
| 2023-04-01 | 31.5682863862 |
| 2023-05-01 | 31.7546254985 |
| 2023-06-01 | 31.9158374888 |
| 2023-07-01 | 32.1361781263 |
| 2023-08-01 | 32.3611400608 |
| 2023-09-01 | 32.5553796857 |
| 2023-10-01 | 32.5972181560 |
| 2023-11-01 | 32.7487381075 |
| 2023-12-01 | 32.9099092503 |
| 2024-01-01 | 33.1282329629 |
| 2024-02-01 | 33.2785483358 |
| 2024-03-01 | 33.4623259827 |
| 2024-04-01 | 33.4778683669 |
| 2024-05-01 | 33.6559977963 |
| 2024-06-01 | 33.6804184708 |
| 2024-07-01 | 33.8257828835 |
| 2024-08-01 | 34.2188106237 |
| 2024-09-01 | 34.4700442410 |
| 2024-10-01 | 34.1448022534 |
| 2024-11-01 | 34.2889282342 |
| 2024-12-01 | 34.2084676980 |
| 2025-01-01 | 34.4873515115 |
| 2025-02-01 | 34.5789910673 |
| 2025-03-01 | 34.5621517903 |
| 2025-04-01 | 34.5960332920 |
| 2025-05-01 | 34.5853820085 |
| 2025-06-01 | 34.5625898405 |
| 2025-07-01 | 34.4101716766 |
| 2025-08-01 | 34.3634307448 |
| 2025-09-01 | 34.2550676168 |
| 2025-10-01 | 34.3702951319 |
| 2025-11-01 | 34.3250053152 |
| 2025-12-01 | 34.5187032226 |
| 2026-01-01 | 34.5550379379 |
| 2026-02-01 | 34.4757763923 |
| 2026-03-01 | 34.5635206319 |
| 2026-04-01 | 34.6213176704 |
| 2026-05-01 | 34.7148458721 |
| 2026-06-01 | 35.0600561292 |
| 2026-07-01 | 35.5918054403 |
| 2026-08-01 | 35.4375485772 |