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 2026-09-01 |
| Last Updated | 2026-10-20 9:42 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 | 16.3487842001 |
| 1990-02-01 | 16.5900595262 |
| 1990-03-01 | 17.4943119788 |
| 1990-04-01 | 16.2626394163 |
| 1990-05-01 | 16.2551046831 |
| 1990-06-01 | 16.9139516734 |
| 1990-07-01 | 16.1860474249 |
| 1990-08-01 | 16.2510937422 |
| 1990-09-01 | 16.9748102612 |
| 1990-10-01 | 16.7757302441 |
| 1990-11-01 | 16.7941610801 |
| 1990-12-01 | 17.6241144663 |
| 1991-01-01 | 16.5592957364 |
| 1991-02-01 | 16.4954871340 |
| 1991-03-01 | 16.6084657216 |
| 1991-04-01 | 16.0609647127 |
| 1991-05-01 | 16.2372864057 |
| 1991-06-01 | 16.1898143764 |
| 1991-07-01 | 15.1575771621 |
| 1991-08-01 | 15.2509339934 |
| 1991-09-01 | 15.2784219399 |
| 1991-10-01 | 15.3071328559 |
| 1991-11-01 | 15.2324899228 |
| 1991-12-01 | 15.2386322640 |
| 1992-01-01 | 15.3582747762 |
| 1992-02-01 | 15.3048486385 |
| 1992-03-01 | 15.3222128021 |
| 1992-04-01 | 15.3472080087 |
| 1992-05-01 | 15.3064320134 |
| 1992-06-01 | 15.2516509746 |
| 1992-07-01 | 15.3410559285 |
| 1992-08-01 | 15.0701043665 |
| 1992-09-01 | 15.1898801177 |
| 1992-10-01 | 15.4437448261 |
| 1992-11-01 | 15.3546754449 |
| 1992-12-01 | 15.4398555698 |
| 1993-01-01 | 15.4719193898 |
| 1993-02-01 | 15.3034843290 |
| 1993-03-01 | 15.0272789908 |
| 1993-04-01 | 15.4183165905 |
| 1993-05-01 | 15.3611596319 |
| 1993-06-01 | 15.4035382231 |
| 1993-07-01 | 15.4268563649 |
| 1993-08-01 | 15.5150802340 |
| 1993-09-01 | 15.4125967322 |
| 1993-10-01 | 15.8914160917 |
| 1993-11-01 | 15.4844066327 |
| 1993-12-01 | 15.3391082207 |
| 1994-01-01 | 15.2660548860 |
| 1994-02-01 | 15.4029058732 |
| 1994-03-01 | 15.3220800589 |
| 1994-04-01 | 15.8811301358 |
| 1994-05-01 | 16.1161196299 |
| 1994-06-01 | 16.1504634384 |
| 1994-07-01 | 16.3371487256 |
| 1994-08-01 | 16.1584992477 |
| 1994-09-01 | 16.3353835354 |
| 1994-10-01 | 16.1476657957 |
| 1994-11-01 | 16.3040478752 |
| 1994-12-01 | 16.4452722858 |
| 1995-01-01 | 15.7590783404 |
| 1995-02-01 | 15.9921501580 |
| 1995-03-01 | 16.0079843915 |
| 1995-04-01 | 15.9486115232 |
| 1995-05-01 | 15.8770380020 |
| 1995-06-01 | 15.9111199580 |
| 1995-07-01 | 15.9406086351 |
| 1995-08-01 | 15.8840733402 |
| 1995-09-01 | 15.9536281123 |
| 1995-10-01 | 15.8929320026 |
| 1995-11-01 | 15.8310834407 |
| 1995-12-01 | 16.1702010776 |
| 1996-01-01 | 16.1336662951 |
| 1996-02-01 | 16.1763814121 |
| 1996-03-01 | 16.2801373200 |
| 1996-04-01 | 16.5209580683 |
| 1996-05-01 | 16.5544298020 |
| 1996-06-01 | 16.5935660478 |
| 1996-07-01 | 16.3599039183 |
| 1996-08-01 | 16.5038720944 |
| 1996-09-01 | 16.4739190397 |
| 1996-10-01 | 16.8250336023 |
| 1996-11-01 | 16.8407315655 |
| 1996-12-01 | 16.9055033488 |
| 1997-01-01 | 16.1962545116 |
| 1997-02-01 | 16.0607819096 |
| 1997-03-01 | 16.0525711064 |
| 1997-04-01 | 16.0072436263 |
| 1997-05-01 | 16.0563215234 |
| 1997-06-01 | 16.1108160984 |
| 1997-07-01 | 15.7564777252 |
| 1997-08-01 | 16.1016370856 |
| 1997-09-01 | 16.0987390239 |
| 1997-10-01 | 15.9120139089 |
| 1997-11-01 | 15.9553787106 |
| 1997-12-01 | 15.9434211873 |
| 1998-01-01 | 15.4505013585 |
| 1998-02-01 | 15.4523580515 |
| 1998-03-01 | 15.5314386505 |
| 1998-04-01 | 15.7017790733 |
| 1998-05-01 | 15.7785745935 |
| 1998-06-01 | 15.8448042412 |
| 1998-07-01 | 15.8529606696 |
| 1998-08-01 | 16.3921659413 |
| 1998-09-01 | 16.2209838524 |
| 1998-10-01 | 16.3908170197 |
| 1998-11-01 | 16.5551393103 |
| 1998-12-01 | 16.4743917659 |
| 1999-01-01 | 16.6313729123 |
| 1999-02-01 | 16.7308045223 |
| 1999-03-01 | 16.8079172168 |
| 1999-04-01 | 16.6777415164 |
| 1999-05-01 | 16.7867912803 |
| 1999-06-01 | 16.7832126268 |
| 1999-07-01 | 17.0585027360 |
| 1999-08-01 | 16.7858761797 |
| 1999-09-01 | 16.6392321371 |
| 1999-10-01 | 17.3636095874 |
| 1999-11-01 | 17.3523421372 |
| 1999-12-01 | 17.4890029860 |
| 2000-01-01 | 17.6251937125 |
| 2000-02-01 | 17.8129734823 |
| 2000-03-01 | 17.8960474329 |
| 2000-04-01 | 17.8539792083 |
| 2000-05-01 | 17.8981859655 |
| 2000-06-01 | 18.0237093161 |
| 2000-07-01 | 18.2631394270 |
| 2000-08-01 | 18.2994774340 |
| 2000-09-01 | 18.5646765259 |
| 2000-10-01 | 18.6271200028 |
| 2000-11-01 | 18.8469786075 |
| 2000-12-01 | 18.7690600861 |
| 2001-01-01 | 19.0401298179 |
| 2001-02-01 | 19.1061917724 |
| 2001-03-01 | 19.2007685863 |
| 2001-04-01 | 19.4212908476 |
| 2001-05-01 | 19.4010680035 |
| 2001-06-01 | 19.5623449761 |
| 2001-07-01 | 19.8819958391 |
| 2001-08-01 | 19.8316428226 |
| 2001-09-01 | 19.7708211618 |
| 2001-10-01 | 20.0809590989 |
| 2001-11-01 | 20.0280743950 |
| 2001-12-01 | 20.2205789809 |
| 2002-01-01 | 20.0640459636 |
| 2002-02-01 | 20.4168191677 |
| 2002-03-01 | 20.6238521974 |
| 2002-04-01 | 21.0921792252 |
| 2002-05-01 | 21.1976779657 |
| 2002-06-01 | 21.2915400519 |
| 2002-07-01 | 21.4168762605 |
| 2002-08-01 | 21.5758919682 |
| 2002-09-01 | 21.5639863775 |
| 2002-10-01 | 21.5252368682 |
| 2002-11-01 | 21.6999231803 |
| 2002-12-01 | 21.9512226070 |
| 2003-01-01 | 22.1108182944 |
| 2003-02-01 | 22.1366969165 |
| 2003-03-01 | 22.1515727729 |
| 2003-04-01 | 22.1774265063 |
| 2003-05-01 | 22.1802999406 |
| 2003-06-01 | 22.2115724728 |
| 2003-07-01 | 22.2543855236 |
| 2003-08-01 | 22.3165694520 |
| 2003-09-01 | 22.3294268841 |
| 2003-10-01 | 22.4887405423 |
| 2003-11-01 | 22.5757324196 |
| 2003-12-01 | 22.4785183078 |
| 2004-01-01 | 22.4446897093 |
| 2004-02-01 | 22.5679468055 |
| 2004-03-01 | 22.5709374435 |
| 2004-04-01 | 22.4864621653 |
| 2004-05-01 | 22.6577918956 |
| 2004-06-01 | 22.8067148790 |
| 2004-07-01 | 23.1110146689 |
| 2004-08-01 | 23.0701258285 |
| 2004-09-01 | 23.2034542635 |
| 2004-10-01 | 23.2576882640 |
| 2004-11-01 | 23.4586581592 |
| 2004-12-01 | 23.3085291057 |
| 2005-01-01 | 23.1767186660 |
| 2005-02-01 | 23.1833786135 |
| 2005-03-01 | 23.1649818850 |
| 2005-04-01 | 23.3058010839 |
| 2005-05-01 | 23.2390518942 |
| 2005-06-01 | 23.1861280874 |
| 2005-07-01 | 23.1414695347 |
| 2005-08-01 | 23.0078853623 |
| 2005-09-01 | 23.3774006753 |
| 2005-10-01 | 23.2589681748 |
| 2005-11-01 | 23.4654884101 |
| 2005-12-01 | 23.1542367893 |
| 2006-01-01 | 23.1900203078 |
| 2006-02-01 | 23.3044170522 |
| 2006-03-01 | 23.3525066458 |
| 2006-04-01 | 23.4228919991 |
| 2006-05-01 | 23.5158423882 |
| 2006-06-01 | 23.4488152834 |
| 2006-07-01 | 23.5839147108 |
| 2006-08-01 | 23.6387724570 |
| 2006-09-01 | 23.8733894250 |
| 2006-10-01 | 23.7669822278 |
| 2006-11-01 | 23.8819803274 |
| 2006-12-01 | 24.0195761359 |
| 2007-01-01 | 24.0985619427 |
| 2007-02-01 | 24.0306105814 |
| 2007-03-01 | 24.1363159671 |
| 2007-04-01 | 24.1175173112 |
| 2007-05-01 | 24.1678563346 |
| 2007-06-01 | 24.4059434821 |
| 2007-07-01 | 24.1205498214 |
| 2007-08-01 | 24.1473814830 |
| 2007-09-01 | 24.1804848246 |
| 2007-10-01 | 24.4099276092 |
| 2007-11-01 | 24.3896834208 |
| 2007-12-01 | 24.7146923383 |
| 2008-01-01 | 24.4875488213 |
| 2008-02-01 | 24.5684194002 |
| 2008-03-01 | 24.6319666765 |
| 2008-04-01 | 24.1971069083 |
| 2008-05-01 | 24.2122491592 |
| 2008-06-01 | 24.3531989690 |
| 2008-07-01 | 24.4487443542 |
| 2008-08-01 | 24.3499455075 |
| 2008-09-01 | 24.3098412610 |
| 2008-10-01 | 24.3528215670 |
| 2008-11-01 | 24.2687314362 |
| 2008-12-01 | 24.5642513944 |
| 2009-01-01 | 24.3646510705 |
| 2009-02-01 | 24.5035572079 |
| 2009-03-01 | 24.6537054059 |
| 2009-04-01 | 24.1586749355 |
| 2009-05-01 | 24.5498942302 |
| 2009-06-01 | 24.5158232835 |
| 2009-07-01 | 24.5487760180 |
| 2009-08-01 | 24.7613733785 |
| 2009-09-01 | 24.6502536637 |
| 2009-10-01 | 24.4943035131 |
| 2009-11-01 | 24.3096683064 |
| 2009-12-01 | 24.4244289212 |
| 2010-01-01 | 24.5565732150 |
| 2010-02-01 | 24.4419832933 |
| 2010-03-01 | 24.5960735310 |
| 2010-04-01 | 24.6965231107 |
| 2010-05-01 | 24.8934191865 |
| 2010-06-01 | 24.6842704533 |
| 2010-07-01 | 24.5381917126 |
| 2010-08-01 | 24.6616393844 |
| 2010-09-01 | 24.6917550691 |
| 2010-10-01 | 24.6172345994 |
| 2010-11-01 | 24.8306877975 |
| 2010-12-01 | 24.6967399423 |
| 2011-01-01 | 24.7528995093 |
| 2011-02-01 | 24.7699417669 |
| 2011-03-01 | 24.8332669984 |
| 2011-04-01 | 25.2457710737 |
| 2011-05-01 | 25.0506117315 |
| 2011-06-01 | 25.1643368833 |
| 2011-07-01 | 25.2398426662 |
| 2011-08-01 | 25.1730620501 |
| 2011-09-01 | 25.4374595660 |
| 2011-10-01 | 25.6329736312 |
| 2011-11-01 | 25.8410322379 |
| 2011-12-01 | 25.8415978228 |
| 2012-01-01 | 26.2735804876 |
| 2012-02-01 | 26.2816901054 |
| 2012-03-01 | 26.2515924768 |
| 2012-04-01 | 26.6188423876 |
| 2012-05-01 | 26.6101870927 |
| 2012-06-01 | 26.4354695978 |
| 2012-07-01 | 26.5421872510 |
| 2012-08-01 | 26.5088871376 |
| 2012-09-01 | 26.4905167724 |
| 2012-10-01 | 26.5275594776 |
| 2012-11-01 | 26.6884317149 |
| 2012-12-01 | 26.5479312474 |
| 2013-01-01 | 26.4867009019 |
| 2013-02-01 | 26.4594171703 |
| 2013-03-01 | 26.4616948484 |
| 2013-04-01 | 26.6501011688 |
| 2013-05-01 | 26.5209159965 |
| 2013-06-01 | 26.7300811674 |
| 2013-07-01 | 27.0299239611 |
| 2013-08-01 | 27.1259538491 |
| 2013-09-01 | 26.6155471443 |
| 2013-10-01 | 26.2052553907 |
| 2013-11-01 | 26.5958377564 |
| 2013-12-01 | 26.4023229489 |
| 2014-01-01 | 26.4116751022 |
| 2014-02-01 | 26.4242931638 |
| 2014-03-01 | 26.5604194523 |
| 2014-04-01 | 26.3100661744 |
| 2014-05-01 | 26.4441597881 |
| 2014-06-01 | 26.8429792352 |
| 2014-07-01 | 26.5000672498 |
| 2014-08-01 | 26.7149177372 |
| 2014-09-01 | 26.6123191804 |
| 2014-10-01 | 26.6693110272 |
| 2014-11-01 | 26.3450597636 |
| 2014-12-01 | 26.7441373429 |
| 2015-01-01 | 26.8293320977 |
| 2015-02-01 | 26.9797172549 |
| 2015-03-01 | 27.0475907715 |
| 2015-04-01 | 26.9694654461 |
| 2015-05-01 | 27.0620253416 |
| 2015-06-01 | 27.4638052598 |
| 2015-07-01 | 27.2123006795 |
| 2015-08-01 | 27.1145879210 |
| 2015-09-01 | 27.1021507137 |
| 2015-10-01 | 27.1207072186 |
| 2015-11-01 | 27.1799757580 |
| 2015-12-01 | 27.3828114031 |
| 2016-01-01 | 27.2480758637 |
| 2016-02-01 | 27.2331042440 |
| 2016-03-01 | 27.1337813874 |
| 2016-04-01 | 27.3372901438 |
| 2016-05-01 | 27.2988481633 |
| 2016-06-01 | 27.2928738221 |
| 2016-07-01 | 27.1956150694 |
| 2016-08-01 | 27.2035336179 |
| 2016-09-01 | 27.4819403283 |
| 2016-10-01 | 27.4809809814 |
| 2016-11-01 | 27.4278194048 |
| 2016-12-01 | 27.6515350878 |
| 2017-01-01 | 27.6448572339 |
| 2017-02-01 | 27.6776133053 |
| 2017-03-01 | 27.8261186714 |
| 2017-04-01 | 28.2734822101 |
| 2017-05-01 | 28.2440748943 |
| 2017-06-01 | 28.0366533876 |
| 2017-07-01 | 28.2005498241 |
| 2017-08-01 | 28.1957635685 |
| 2017-09-01 | 28.3564982527 |
| 2017-10-01 | 28.4384355980 |
| 2017-11-01 | 28.4590373530 |
| 2017-12-01 | 28.4405370048 |
| 2018-01-01 | 28.5435428287 |
| 2018-02-01 | 28.6338240514 |
| 2018-03-01 | 28.6123693066 |
| 2018-04-01 | 28.5005067223 |
| 2018-05-01 | 28.6010863018 |
| 2018-06-01 | 28.8938882795 |
| 2018-07-01 | 28.8720020039 |
| 2018-08-01 | 29.0671014899 |
| 2018-09-01 | 29.0321972019 |
| 2018-10-01 | 29.4161555812 |
| 2018-11-01 | 29.4852225321 |
| 2018-12-01 | 29.5556914333 |
| 2019-01-01 | 29.4367281433 |
| 2019-02-01 | 29.6004682664 |
| 2019-03-01 | 30.0881533089 |
| 2019-04-01 | 29.7078359618 |
| 2019-05-01 | 29.8485198459 |
| 2019-06-01 | 30.0329105416 |
| 2019-07-01 | 30.0487528258 |
| 2019-08-01 | 30.1332798100 |
| 2019-09-01 | 30.1298744496 |
| 2019-10-01 | 29.9098986383 |
| 2019-11-01 | 30.0076781524 |
| 2019-12-01 | 29.9801188239 |
| 2020-01-01 | 30.6393240580 |
| 2020-02-01 | 30.6953456684 |
| 2020-03-01 | 30.4690566666 |
| 2020-04-01 | 25.2386581526 |
| 2020-05-01 | 24.9144338929 |
| 2020-06-01 | 26.0469004581 |
| 2020-07-01 | 26.8511731416 |
| 2020-08-01 | 27.4372861162 |
| 2020-09-01 | 27.8082281486 |
| 2020-10-01 | 27.8589914330 |
| 2020-11-01 | 27.8616398993 |
| 2020-12-01 | 28.0179943258 |
| 2021-01-01 | 28.2022828570 |
| 2021-02-01 | 28.3252553373 |
| 2021-03-01 | 28.6713119706 |
| 2021-04-01 | 28.3981213250 |
| 2021-05-01 | 28.5951034759 |
| 2021-06-01 | 28.5536371447 |
| 2021-07-01 | 28.9469159807 |
| 2021-08-01 | 28.9142105712 |
| 2021-09-01 | 29.0159946013 |
| 2021-10-01 | 29.1984059135 |
| 2021-11-01 | 29.2879216899 |
| 2021-12-01 | 29.4251213902 |
| 2022-01-01 | 29.3873416224 |
| 2022-02-01 | 29.4475139944 |
| 2022-03-01 | 29.5660229954 |
| 2022-04-01 | 29.7754582215 |
| 2022-05-01 | 29.8680350733 |
| 2022-06-01 | 30.0476222048 |
| 2022-07-01 | 29.9274102096 |
| 2022-08-01 | 29.8795203584 |
| 2022-09-01 | 29.8293557353 |
| 2022-10-01 | 30.2524911699 |
| 2022-11-01 | 30.5244004780 |
| 2022-12-01 | 30.6258424544 |
| 2023-01-01 | 30.7582175703 |
| 2023-02-01 | 30.9677176771 |
| 2023-03-01 | 30.9657113597 |
| 2023-04-01 | 31.5675380049 |
| 2023-05-01 | 31.7464869891 |
| 2023-06-01 | 31.9113304842 |
| 2023-07-01 | 32.1318404789 |
| 2023-08-01 | 32.3486774565 |
| 2023-09-01 | 32.5707743594 |
| 2023-10-01 | 32.5998641183 |
| 2023-11-01 | 32.7525514432 |
| 2023-12-01 | 32.9158643815 |
| 2024-01-01 | 33.1325113533 |
| 2024-02-01 | 33.2826578960 |
| 2024-03-01 | 33.4648986382 |
| 2024-04-01 | 33.4768772367 |
| 2024-05-01 | 33.6405028575 |
| 2024-06-01 | 33.6717003995 |
| 2024-07-01 | 33.8174126875 |
| 2024-08-01 | 34.1985579538 |
| 2024-09-01 | 34.4944561312 |
| 2024-10-01 | 34.1505535429 |
| 2024-11-01 | 34.2960365619 |
| 2024-12-01 | 34.2170785427 |
| 2025-01-01 | 34.4939913369 |
| 2025-02-01 | 34.5856170213 |
| 2025-03-01 | 34.5664385441 |
| 2025-04-01 | 34.5953902652 |
| 2025-05-01 | 34.5611451291 |
| 2025-06-01 | 34.5497940693 |
| 2025-07-01 | 34.3976093885 |
| 2025-08-01 | 34.3339667684 |
| 2025-09-01 | 34.2908640038 |
| 2025-10-01 | 34.3790540415 |
| 2025-11-01 | 34.3349103485 |
| 2025-12-01 | 34.5292416540 |
| 2026-01-01 | 34.5630518818 |
| 2026-02-01 | 34.4836484582 |
| 2026-03-01 | 34.5681257583 |
| 2026-04-01 | 34.6202597411 |
| 2026-05-01 | 34.6860396581 |
| 2026-06-01 | 35.0439323938 |
| 2026-07-01 | 35.5755526123 |
| 2026-08-01 | 35.4037635604 |
| 2026-09-01 | 35.4009337948 |