Table Data - All Employees: Education and Health Services: Private Education and Health Services in Akron, OH (MSA)
| Title | All Employees: Education and Health Services: Private Education and Health Services in Akron, OH (MSA) |
|---|---|
| Series ID | AKRO439EDUH |
| 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 9:39 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 | 29.3204593948 |
| 1990-02-01 | 29.3532319196 |
| 1990-03-01 | 29.3172893472 |
| 1990-04-01 | 29.2149018015 |
| 1990-05-01 | 29.3434190879 |
| 1990-06-01 | 29.5606573136 |
| 1990-07-01 | 29.5214897124 |
| 1990-08-01 | 29.7600908075 |
| 1990-09-01 | 29.8770861615 |
| 1990-10-01 | 29.9892837565 |
| 1990-11-01 | 30.1721485934 |
| 1990-12-01 | 30.2727452448 |
| 1991-01-01 | 30.2100205244 |
| 1991-02-01 | 30.3408737317 |
| 1991-03-01 | 30.5043456091 |
| 1991-04-01 | 30.7122464546 |
| 1991-05-01 | 30.8405988352 |
| 1991-06-01 | 31.1804624388 |
| 1991-07-01 | 31.2517550122 |
| 1991-08-01 | 31.3970473704 |
| 1991-09-01 | 31.5830927230 |
| 1991-10-01 | 31.5731518046 |
| 1991-11-01 | 31.6646029225 |
| 1991-12-01 | 31.7558988471 |
| 1992-01-01 | 31.8945474351 |
| 1992-02-01 | 32.0133245988 |
| 1992-03-01 | 31.9892289725 |
| 1992-04-01 | 32.6043881411 |
| 1992-05-01 | 32.8324382081 |
| 1992-06-01 | 32.9128953951 |
| 1992-07-01 | 33.1922235989 |
| 1992-08-01 | 33.2439737572 |
| 1992-09-01 | 33.2002714008 |
| 1992-10-01 | 33.3584652565 |
| 1992-11-01 | 33.4571638259 |
| 1992-12-01 | 33.5373374888 |
| 1993-01-01 | 33.7756076405 |
| 1993-02-01 | 34.0692145482 |
| 1993-03-01 | 33.8751778071 |
| 1993-04-01 | 33.4910871373 |
| 1993-05-01 | 33.3179068512 |
| 1993-06-01 | 33.4449027697 |
| 1993-07-01 | 33.7173849338 |
| 1993-08-01 | 33.7659569843 |
| 1993-09-01 | 34.0259137899 |
| 1993-10-01 | 34.2596619997 |
| 1993-11-01 | 34.5670229857 |
| 1993-12-01 | 34.5295413795 |
| 1994-01-01 | 34.6599658240 |
| 1994-02-01 | 34.7043445762 |
| 1994-03-01 | 34.8710973048 |
| 1994-04-01 | 34.3773115035 |
| 1994-05-01 | 34.8954699264 |
| 1994-06-01 | 34.9664834195 |
| 1994-07-01 | 35.0535356393 |
| 1994-08-01 | 35.1879384138 |
| 1994-09-01 | 35.4555579907 |
| 1994-10-01 | 35.5612969734 |
| 1994-11-01 | 35.5857693200 |
| 1994-12-01 | 35.7177942273 |
| 1995-01-01 | 35.7635150667 |
| 1995-02-01 | 35.9517127375 |
| 1995-03-01 | 35.9711460454 |
| 1995-04-01 | 36.0546670192 |
| 1995-05-01 | 36.1837625153 |
| 1995-06-01 | 36.2639649488 |
| 1995-07-01 | 36.0775290883 |
| 1995-08-01 | 36.2933009276 |
| 1995-09-01 | 36.2763576957 |
| 1995-10-01 | 36.3635660050 |
| 1995-11-01 | 36.6058585681 |
| 1995-12-01 | 36.6001847427 |
| 1996-01-01 | 36.6974711536 |
| 1996-02-01 | 36.7220660400 |
| 1996-03-01 | 36.6888146408 |
| 1996-04-01 | 36.7320485328 |
| 1996-05-01 | 36.8758833869 |
| 1996-06-01 | 36.8395896938 |
| 1996-07-01 | 36.9870120728 |
| 1996-08-01 | 37.1852869132 |
| 1996-09-01 | 36.9801685283 |
| 1996-10-01 | 36.8680915555 |
| 1996-11-01 | 36.7217399584 |
| 1996-12-01 | 36.5920147336 |
| 1997-01-01 | 36.9348262548 |
| 1997-02-01 | 37.1353340532 |
| 1997-03-01 | 37.1114047891 |
| 1997-04-01 | 37.2140657793 |
| 1997-05-01 | 37.2774821402 |
| 1997-06-01 | 37.3305797158 |
| 1997-07-01 | 37.2558439654 |
| 1997-08-01 | 37.3541141247 |
| 1997-09-01 | 37.1716011398 |
| 1997-10-01 | 37.2703888248 |
| 1997-11-01 | 37.2199573346 |
| 1997-12-01 | 37.1748264524 |
| 1998-01-01 | 37.6765110358 |
| 1998-02-01 | 37.7704574063 |
| 1998-03-01 | 37.9386000486 |
| 1998-04-01 | 37.1146242077 |
| 1998-05-01 | 36.9849635076 |
| 1998-06-01 | 37.2302464548 |
| 1998-07-01 | 37.2149094322 |
| 1998-08-01 | 37.2106509361 |
| 1998-09-01 | 37.2523164120 |
| 1998-10-01 | 37.7745890186 |
| 1998-11-01 | 37.8989271141 |
| 1998-12-01 | 38.0523600422 |
| 1999-01-01 | 37.8995317272 |
| 1999-02-01 | 37.8220930013 |
| 1999-03-01 | 38.0566258684 |
| 1999-04-01 | 38.4281503171 |
| 1999-05-01 | 38.4062627767 |
| 1999-06-01 | 38.3477781094 |
| 1999-07-01 | 38.3807291141 |
| 1999-08-01 | 38.3806854504 |
| 1999-09-01 | 38.6240755966 |
| 1999-10-01 | 38.5801996017 |
| 1999-11-01 | 38.5618611881 |
| 1999-12-01 | 38.5312213536 |
| 2000-01-01 | 38.6230852519 |
| 2000-02-01 | 38.6649171672 |
| 2000-03-01 | 38.8826072319 |
| 2000-04-01 | 38.0605569177 |
| 2000-05-01 | 38.2263190932 |
| 2000-06-01 | 38.3591454080 |
| 2000-07-01 | 38.7466434957 |
| 2000-08-01 | 38.9412110460 |
| 2000-09-01 | 38.8920370457 |
| 2000-10-01 | 38.9970479516 |
| 2000-11-01 | 39.1229444243 |
| 2000-12-01 | 39.2186707127 |
| 2001-01-01 | 39.3303980534 |
| 2001-02-01 | 39.4019756720 |
| 2001-03-01 | 39.6121408749 |
| 2001-04-01 | 39.7911074889 |
| 2001-05-01 | 39.9412306100 |
| 2001-06-01 | 40.0732573439 |
| 2001-07-01 | 39.8176148951 |
| 2001-08-01 | 40.1987391099 |
| 2001-09-01 | 40.2769730709 |
| 2001-10-01 | 40.3092969829 |
| 2001-11-01 | 40.4875356267 |
| 2001-12-01 | 40.8020663794 |
| 2002-01-01 | 40.6363169916 |
| 2002-02-01 | 40.7343328068 |
| 2002-03-01 | 40.8462143881 |
| 2002-04-01 | 40.6096994996 |
| 2002-05-01 | 40.6508453694 |
| 2002-06-01 | 40.6607309687 |
| 2002-07-01 | 40.7969919905 |
| 2002-08-01 | 40.8611847964 |
| 2002-09-01 | 40.9789353401 |
| 2002-10-01 | 40.9183768144 |
| 2002-11-01 | 41.0797118610 |
| 2002-12-01 | 41.1051399104 |
| 2003-01-01 | 41.5313630336 |
| 2003-02-01 | 41.3650259627 |
| 2003-03-01 | 41.2757149188 |
| 2003-04-01 | 41.2122799129 |
| 2003-05-01 | 41.2571713672 |
| 2003-06-01 | 41.3300169766 |
| 2003-07-01 | 41.4778028809 |
| 2003-08-01 | 41.5469145138 |
| 2003-09-01 | 41.9938197286 |
| 2003-10-01 | 41.8122568494 |
| 2003-11-01 | 41.8777171843 |
| 2003-12-01 | 42.0098367435 |
| 2004-01-01 | 42.1153717995 |
| 2004-02-01 | 42.2945415441 |
| 2004-03-01 | 42.4056160254 |
| 2004-04-01 | 42.8155473195 |
| 2004-05-01 | 42.9540470942 |
| 2004-06-01 | 43.0956002372 |
| 2004-07-01 | 43.0607990489 |
| 2004-08-01 | 43.2556586507 |
| 2004-09-01 | 43.1045878117 |
| 2004-10-01 | 43.2956792755 |
| 2004-11-01 | 43.3760022166 |
| 2004-12-01 | 43.5259586500 |
| 2005-01-01 | 43.5930182670 |
| 2005-02-01 | 43.6248074609 |
| 2005-03-01 | 43.8306070659 |
| 2005-04-01 | 43.9239985857 |
| 2005-05-01 | 43.9471978410 |
| 2005-06-01 | 43.8606925147 |
| 2005-07-01 | 44.3383415072 |
| 2005-08-01 | 44.4527444659 |
| 2005-09-01 | 44.6205045459 |
| 2005-10-01 | 44.9863342771 |
| 2005-11-01 | 44.8752534332 |
| 2005-12-01 | 45.0578715530 |
| 2006-01-01 | 44.8585510100 |
| 2006-02-01 | 44.9521085634 |
| 2006-03-01 | 45.0312005370 |
| 2006-04-01 | 45.2437322266 |
| 2006-05-01 | 45.3401099418 |
| 2006-06-01 | 45.3389767362 |
| 2006-07-01 | 45.0141381590 |
| 2006-08-01 | 45.1369264300 |
| 2006-09-01 | 45.4301088540 |
| 2006-10-01 | 45.5959551483 |
| 2006-11-01 | 45.6880952093 |
| 2006-12-01 | 45.8065709337 |
| 2007-01-01 | 46.1277870546 |
| 2007-02-01 | 46.2639831757 |
| 2007-03-01 | 46.4146460786 |
| 2007-04-01 | 46.5577669911 |
| 2007-05-01 | 46.8356857044 |
| 2007-06-01 | 47.1206591147 |
| 2007-07-01 | 47.4135738263 |
| 2007-08-01 | 47.5266119130 |
| 2007-09-01 | 47.6260923287 |
| 2007-10-01 | 47.7102571076 |
| 2007-11-01 | 47.8962856535 |
| 2007-12-01 | 47.9615787303 |
| 2008-01-01 | 48.3065690446 |
| 2008-02-01 | 48.3503821068 |
| 2008-03-01 | 48.3853258508 |
| 2008-04-01 | 48.3597050502 |
| 2008-05-01 | 48.5354335871 |
| 2008-06-01 | 48.7161095710 |
| 2008-07-01 | 48.9164037066 |
| 2008-08-01 | 49.0034012236 |
| 2008-09-01 | 49.1197102382 |
| 2008-10-01 | 49.2313361749 |
| 2008-11-01 | 49.4289138434 |
| 2008-12-01 | 49.5274747674 |
| 2009-01-01 | 49.1925507876 |
| 2009-02-01 | 49.3062065496 |
| 2009-03-01 | 49.4509492963 |
| 2009-04-01 | 49.3370916075 |
| 2009-05-01 | 49.4349345854 |
| 2009-06-01 | 49.2103923388 |
| 2009-07-01 | 49.2363657115 |
| 2009-08-01 | 49.3741937285 |
| 2009-09-01 | 49.3239913846 |
| 2009-10-01 | 49.4619871060 |
| 2009-11-01 | 49.4659544958 |
| 2009-12-01 | 49.5867327405 |
| 2010-01-01 | 49.7007938918 |
| 2010-02-01 | 49.6499117906 |
| 2010-03-01 | 49.9154900277 |
| 2010-04-01 | 50.0972866541 |
| 2010-05-01 | 50.0229994992 |
| 2010-06-01 | 50.3142104980 |
| 2010-07-01 | 50.2746788216 |
| 2010-08-01 | 50.3647027714 |
| 2010-09-01 | 50.5303633064 |
| 2010-10-01 | 50.3793530063 |
| 2010-11-01 | 50.3926189415 |
| 2010-12-01 | 50.3227559177 |
| 2011-01-01 | 50.4181260510 |
| 2011-02-01 | 50.6004350312 |
| 2011-03-01 | 50.4850001610 |
| 2011-04-01 | 50.6483308623 |
| 2011-05-01 | 50.6042228575 |
| 2011-06-01 | 50.6106281704 |
| 2011-07-01 | 50.7306950454 |
| 2011-08-01 | 50.6793824242 |
| 2011-09-01 | 50.6381517007 |
| 2011-10-01 | 50.6897688978 |
| 2011-11-01 | 50.5001571847 |
| 2011-12-01 | 50.4415969813 |
| 2012-01-01 | 50.9337984727 |
| 2012-02-01 | 51.0602851583 |
| 2012-03-01 | 51.0763114201 |
| 2012-04-01 | 50.8984663817 |
| 2012-05-01 | 50.9656334019 |
| 2012-06-01 | 51.0228661600 |
| 2012-07-01 | 51.0847985103 |
| 2012-08-01 | 51.2084356785 |
| 2012-09-01 | 51.0544122061 |
| 2012-10-01 | 51.1879517165 |
| 2012-11-01 | 51.3906909653 |
| 2012-12-01 | 51.5469498939 |
| 2013-01-01 | 51.2327296671 |
| 2013-02-01 | 51.5395386029 |
| 2013-03-01 | 51.0704181327 |
| 2013-04-01 | 51.3622145960 |
| 2013-05-01 | 51.4210641198 |
| 2013-06-01 | 51.5471183070 |
| 2013-07-01 | 51.5248412838 |
| 2013-08-01 | 51.5341832180 |
| 2013-09-01 | 51.8786965327 |
| 2013-10-01 | 51.7891188519 |
| 2013-11-01 | 51.8695966335 |
| 2013-12-01 | 51.9406688984 |
| 2014-01-01 | 52.4372007591 |
| 2014-02-01 | 52.2397362987 |
| 2014-03-01 | 52.4784687055 |
| 2014-04-01 | 52.5277719453 |
| 2014-05-01 | 52.6540877936 |
| 2014-06-01 | 52.8800409703 |
| 2014-07-01 | 52.8532898626 |
| 2014-08-01 | 53.1607273473 |
| 2014-09-01 | 53.2983019872 |
| 2014-10-01 | 53.5896863469 |
| 2014-11-01 | 53.7543529636 |
| 2014-12-01 | 53.9368931514 |
| 2015-01-01 | 53.9404106308 |
| 2015-02-01 | 53.9481352390 |
| 2015-03-01 | 54.0923713090 |
| 2015-04-01 | 54.3874513316 |
| 2015-05-01 | 54.4913198742 |
| 2015-06-01 | 54.3962247542 |
| 2015-07-01 | 54.4703716092 |
| 2015-08-01 | 54.3616388116 |
| 2015-09-01 | 54.7257363653 |
| 2015-10-01 | 55.0058055231 |
| 2015-11-01 | 55.1553579917 |
| 2015-12-01 | 55.1455222676 |
| 2016-01-01 | 55.2346743290 |
| 2016-02-01 | 55.2519942907 |
| 2016-03-01 | 55.3219874285 |
| 2016-04-01 | 55.2528259579 |
| 2016-05-01 | 55.2401088067 |
| 2016-06-01 | 55.1933744189 |
| 2016-07-01 | 55.4664357761 |
| 2016-08-01 | 55.3548695478 |
| 2016-09-01 | 55.4608232134 |
| 2016-10-01 | 55.3281531795 |
| 2016-11-01 | 55.2714860779 |
| 2016-12-01 | 55.3583001761 |
| 2017-01-01 | 55.4216006493 |
| 2017-02-01 | 55.4360971657 |
| 2017-03-01 | 55.4501062067 |
| 2017-04-01 | 55.3454254517 |
| 2017-05-01 | 55.4184559636 |
| 2017-06-01 | 55.2730595583 |
| 2017-07-01 | 55.6611506968 |
| 2017-08-01 | 55.2425102548 |
| 2017-09-01 | 55.1830784043 |
| 2017-10-01 | 55.0389138108 |
| 2017-11-01 | 54.9820758761 |
| 2017-12-01 | 54.9705675783 |
| 2018-01-01 | 54.7930724436 |
| 2018-02-01 | 55.1204686840 |
| 2018-03-01 | 55.0798472342 |
| 2018-04-01 | 55.3613921777 |
| 2018-05-01 | 55.3233066335 |
| 2018-06-01 | 55.3618814616 |
| 2018-07-01 | 55.2560093414 |
| 2018-08-01 | 55.4353615745 |
| 2018-09-01 | 55.1825514152 |
| 2018-10-01 | 55.2285675957 |
| 2018-11-01 | 54.9626574427 |
| 2018-12-01 | 55.1612927651 |
| 2019-01-01 | 55.7881302629 |
| 2019-02-01 | 55.7170733476 |
| 2019-03-01 | 55.9166771711 |
| 2019-04-01 | 55.9867952259 |
| 2019-05-01 | 56.1433370639 |
| 2019-06-01 | 56.4765075404 |
| 2019-07-01 | 56.4756457554 |
| 2019-08-01 | 56.4220750031 |
| 2019-09-01 | 56.0581517969 |
| 2019-10-01 | 56.0782421850 |
| 2019-11-01 | 56.7217063566 |
| 2019-12-01 | 56.8349023274 |
| 2020-01-01 | 56.6854297571 |
| 2020-02-01 | 56.7451254463 |
| 2020-03-01 | 56.5590003834 |
| 2020-04-01 | 49.9490888385 |
| 2020-05-01 | 51.5015085690 |
| 2020-06-01 | 53.5107340253 |
| 2020-07-01 | 53.1428287469 |
| 2020-08-01 | 53.2726403060 |
| 2020-09-01 | 53.7198375978 |
| 2020-10-01 | 53.8267802600 |
| 2020-11-01 | 53.8086999834 |
| 2020-12-01 | 53.8068568760 |
| 2021-01-01 | 54.4015448583 |
| 2021-02-01 | 54.2829511955 |
| 2021-03-01 | 54.3827989411 |
| 2021-04-01 | 54.3869866712 |
| 2021-05-01 | 54.3073691560 |
| 2021-06-01 | 54.2632636290 |
| 2021-07-01 | 54.4428085768 |
| 2021-08-01 | 54.4313534064 |
| 2021-09-01 | 53.8637469351 |
| 2021-10-01 | 54.2633799279 |
| 2021-11-01 | 54.5010688799 |
| 2021-12-01 | 54.5910285721 |
| 2022-01-01 | 54.1187568314 |
| 2022-02-01 | 54.1256430620 |
| 2022-03-01 | 54.1921890072 |
| 2022-04-01 | 54.3286924060 |
| 2022-05-01 | 54.3248491162 |
| 2022-06-01 | 54.2124317146 |
| 2022-07-01 | 54.4157007050 |
| 2022-08-01 | 54.4667340527 |
| 2022-09-01 | 54.7197953633 |
| 2022-10-01 | 54.8391737249 |
| 2022-11-01 | 54.7117701036 |
| 2022-12-01 | 54.7935459133 |
| 2023-01-01 | 54.6442306088 |
| 2023-02-01 | 54.7583042588 |
| 2023-03-01 | 54.7783119079 |
| 2023-04-01 | 55.0518325008 |
| 2023-05-01 | 55.4290079260 |
| 2023-06-01 | 55.7445643873 |
| 2023-07-01 | 56.0038901500 |
| 2023-08-01 | 56.3168676777 |
| 2023-09-01 | 56.2865788836 |
| 2023-10-01 | 56.6315920907 |
| 2023-11-01 | 56.7323650764 |
| 2023-12-01 | 57.1165083298 |
| 2024-01-01 | 57.2559138396 |
| 2024-02-01 | 57.4758538289 |
| 2024-03-01 | 57.8565800883 |
| 2024-04-01 | 57.9593203635 |
| 2024-05-01 | 58.3301072929 |
| 2024-06-01 | 58.4493057491 |
| 2024-07-01 | 58.6963265284 |
| 2024-08-01 | 59.0837823716 |
| 2024-09-01 | 59.4821922207 |
| 2024-10-01 | 59.7435365439 |
| 2024-11-01 | 60.0477663469 |
| 2024-12-01 | 60.2405111112 |
| 2025-01-01 | 60.7600520464 |
| 2025-02-01 | 61.3773666783 |
| 2025-03-01 | 61.3179729506 |
| 2025-04-01 | 61.6633640771 |
| 2025-05-01 | 61.5260056764 |
| 2025-06-01 | 61.6390985507 |
| 2025-07-01 | 61.7068653053 |
| 2025-08-01 | 61.7893066240 |
| 2025-09-01 | 61.7771622476 |
| 2025-10-01 | 61.5602908022 |
| 2025-11-01 | 61.6692162900 |
| 2025-12-01 | 61.5757538644 |
| 2026-01-01 | 61.8405905535 |
| 2026-02-01 | 61.7558759378 |
| 2026-03-01 | 61.8833435677 |
| 2026-04-01 | 61.6542134173 |
| 2026-05-01 | 61.6426076558 |
| 2026-06-01 | 62.2256891223 |
| 2026-07-01 | 62.4051060737 |
| 2026-08-01 | 62.0001826231 |
| 2026-09-01 | 62.1817629344 |