NOTE: THIS DATA FILE WILL CHANGE! To improve accessibility of data for all users, we will convert this file from a text format to an html table by the end of June 2024. Title: All Employees: Education and Health Services: Private Educational Services in Cincinnati, OH-KY-IN (MSA) Series ID: SMU39171406561000001SA Source: U.S. Bureau of Labor Statistics, Federal Reserve Bank of St. Louis Release: State and Metro Area Employment, Hours, and Earnings (Not a Press Release) Seasonal Adjustment: Seasonally Adjusted Frequency: Monthly Units: Thousands of Persons Date Range: 1990-01-01 to 2024-04-01 Last Updated: 2024-05-18 4:45 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 (https://www.statsmodels.org/dev/generated/statsmodels.tsa.x13.x13_arima_analysis.html). More information on X-13ARIMA-SEATS can be found here (https://www.census.gov/data/software/x13as.html). 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 (https://fred.stlouisfed.org/series/SMU39171406561000001). 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 12.016411442999198 1990-02-01 11.887800410741400 1990-03-01 12.049383312220800 1990-04-01 12.151195207117200 1990-05-01 12.292455337483599 1990-06-01 12.416563810645002 1990-07-01 12.169153750248300 1990-08-01 12.224325007204401 1990-09-01 12.253325595794400 1990-10-01 12.223123059158500 1990-11-01 12.233083251180501 1990-12-01 12.194685737034800 1991-01-01 12.223757959822500 1991-02-01 12.157731050395900 1991-03-01 12.231047632292200 1991-04-01 12.255750163921098 1991-05-01 12.111610172848800 1991-06-01 12.343589499956500 1991-07-01 12.261728709316499 1991-08-01 12.238293689814300 1991-09-01 12.139206223532100 1991-10-01 12.126591403903500 1991-11-01 12.134068678769600 1991-12-01 12.096451450420700 1992-01-01 12.032712888564902 1992-02-01 12.013779443529401 1992-03-01 12.027338894318301 1992-04-01 11.958519061353400 1992-05-01 12.018115848517600 1992-06-01 12.095279899829400 1992-07-01 12.055377063117400 1992-08-01 12.049713083448902 1992-09-01 12.005959290215099 1992-10-01 12.117248487187500 1992-11-01 12.037092831021200 1992-12-01 12.000416653067100 1993-01-01 12.558285001158700 1993-02-01 12.245340263243700 1993-03-01 12.217514756687400 1993-04-01 12.142743728367500 1993-05-01 12.122325979713800 1993-06-01 11.987570831713901 1993-07-01 12.071188240348402 1993-08-01 11.973314231724600 1993-09-01 12.032122170083198 1993-10-01 11.922903495281900 1993-11-01 12.013586965632800 1993-12-01 11.902366383818400 1994-01-01 11.876866208307000 1994-02-01 11.617443220421698 1994-03-01 11.819031578040700 1994-04-01 12.015164341263000 1994-05-01 11.992401110619600 1994-06-01 12.095111456052600 1994-07-01 12.027544487244100 1994-08-01 12.108616207514501 1994-09-01 11.663180989298100 1994-10-01 12.097533696405900 1994-11-01 11.998477402664001 1994-12-01 12.005468451036998 1995-01-01 12.217992602325400 1995-02-01 11.977674076213200 1995-03-01 11.870053710980999 1995-04-01 11.705948545358801 1995-05-01 11.750401960867698 1995-06-01 11.892754810350402 1995-07-01 11.995978107795901 1995-08-01 11.955185119171500 1995-09-01 12.083269949376199 1995-10-01 11.886818352042301 1995-11-01 11.965441774934900 1995-12-01 11.993363222391300 1996-01-01 11.954554813587402 1996-02-01 11.982394019334100 1996-03-01 12.005983040071900 1996-04-01 12.069320746296000 1996-05-01 12.067353528263100 1996-06-01 11.888518943603803 1996-07-01 11.869263373221700 1996-08-01 12.024018769850400 1996-09-01 12.051934204179098 1996-10-01 12.139872496310401 1996-11-01 12.133394744624800 1996-12-01 12.066791647571900 1997-01-01 12.202047253404698 1997-02-01 12.172585554998902 1997-03-01 12.229674120038800 1997-04-01 12.153533550114000 1997-05-01 12.207343965573900 1997-06-01 12.179902773815598 1997-07-01 12.043094358573900 1997-08-01 12.008562295452199 1997-09-01 12.044114584151302 1997-10-01 12.018384247101700 1997-11-01 11.993795257021501 1997-12-01 12.016411106873800 1998-01-01 11.930503672042802 1998-02-01 11.862555433772400 1998-03-01 11.890136863597100 1998-04-01 11.934793585138900 1998-05-01 11.998876682447099 1998-06-01 12.030461740953200 1998-07-01 12.202809984516302 1998-08-01 12.201506745731500 1998-09-01 12.166330740664700 1998-10-01 12.090168085437200 1998-11-01 12.045878752312300 1998-12-01 12.076853338114700 1999-01-01 11.941510374605100 1999-02-01 12.011647963193500 1999-03-01 11.743565338999400 1999-04-01 12.009750155212300 1999-05-01 12.003230932837400 1999-06-01 11.958458634839400 1999-07-01 11.944860121287900 1999-08-01 11.999335232532900 1999-09-01 12.019207528924500 1999-10-01 12.060621511739900 1999-11-01 12.087050607456100 1999-12-01 12.044923775517700 2000-01-01 11.893420542825902 2000-02-01 12.067498727148301 2000-03-01 11.991230018670402 2000-04-01 11.883282309470700 2000-05-01 11.828504103329600 2000-06-01 11.878275902987099 2000-07-01 11.909706955393501 2000-08-01 11.912420752705200 2000-09-01 11.881975051294600 2000-10-01 11.544816168310700 2000-11-01 11.748125739041800 2000-12-01 11.833110367770400 2001-01-01 11.600668699567900 2001-02-01 11.554789481812000 2001-03-01 11.584678076914900 2001-04-01 11.562257502886300 2001-05-01 11.648829709279802 2001-06-01 11.550093837403299 2001-07-01 11.229416584521100 2001-08-01 11.496461677273200 2001-09-01 11.544256341567399 2001-10-01 11.706917478294198 2001-11-01 11.690592519090500 2001-12-01 11.815278531406500 2002-01-01 11.912880124294100 2002-02-01 11.837924532461400 2002-03-01 11.877387140377800 2002-04-01 11.905448506807700 2002-05-01 11.876323362801099 2002-06-01 11.827865816028302 2002-07-01 11.620134679936600 2002-08-01 11.930909853097000 2002-09-01 12.001510565165301 2002-10-01 12.085898328050899 2002-11-01 12.106751753894300 2002-12-01 12.199117263089800 2003-01-01 12.668092408425801 2003-02-01 12.426195260974099 2003-03-01 12.290167927135197 2003-04-01 12.220444175596700 2003-05-01 12.275163035864000 2003-06-01 12.489162039304599 2003-07-01 12.685564447846300 2003-08-01 12.882290195771600 2003-09-01 13.177363600248300 2003-10-01 13.152400291129698 2003-11-01 13.388737801095500 2003-12-01 13.374368286005100 2004-01-01 13.442546432306301 2004-02-01 13.440549333023100 2004-03-01 13.565645983775699 2004-04-01 13.647844789382901 2004-05-01 13.704836540223100 2004-06-01 13.866978747716999 2004-07-01 13.859541831144600 2004-08-01 13.577078218251500 2004-09-01 13.681916857080600 2004-10-01 13.831746608425801 2004-11-01 13.949839532260699 2004-12-01 13.986787622407698 2005-01-01 14.045320390965000 2005-02-01 14.060613712117698 2005-03-01 14.067590919499500 2005-04-01 14.393980651272700 2005-05-01 14.206623757093599 2005-06-01 14.532496035668500 2005-07-01 14.054659520927501 2005-08-01 14.249471304711600 2005-09-01 14.038359706640800 2005-10-01 14.132462138601902 2005-11-01 14.060874034212699 2005-12-01 14.221592126377500 2006-01-01 14.368525553389900 2006-02-01 14.690185948122700 2006-03-01 14.440617154991601 2006-04-01 14.318057191893999 2006-05-01 14.391214649027200 2006-06-01 15.031925706235900 2006-07-01 14.542180260292199 2006-08-01 14.625712624309099 2006-09-01 14.659243069838800 2006-10-01 14.814823548367600 2006-11-01 14.803202202885599 2006-12-01 14.843560933295400 2007-01-01 14.841409654159700 2007-02-01 14.927149976041800 2007-03-01 14.846269502759100 2007-04-01 14.893956158448601 2007-05-01 14.929731431703901 2007-06-01 15.048286029460199 2007-07-01 14.997063294361201 2007-08-01 15.104393333261500 2007-09-01 15.347891306343000 2007-10-01 15.223165899023100 2007-11-01 15.437951714815500 2007-12-01 15.470579332256500 2008-01-01 15.541465830884100 2008-02-01 15.584969811429698 2008-03-01 15.845118065429300 2008-04-01 15.757661699626999 2008-05-01 15.731153006434100 2008-06-01 15.073468698061700 2008-07-01 15.711221721115502 2008-08-01 15.546281526727500 2008-09-01 15.671058060403700 2008-10-01 15.727860033945198 2008-11-01 15.812795917800901 2008-12-01 15.793634656157801 2009-01-01 15.834324732827401 2009-02-01 15.837377217049500 2009-03-01 15.821577663601401 2009-04-01 16.008160904964498 2009-05-01 15.970399240420600 2009-06-01 15.784912771540501 2009-07-01 16.196846566556200 2009-08-01 15.448614602970900 2009-09-01 15.898228989348400 2009-10-01 16.168606177542400 2009-11-01 16.533868581776400 2009-12-01 16.223559223930600 2010-01-01 16.290913445216300 2010-02-01 16.443404267502597 2010-03-01 16.531684728983098 2010-04-01 16.810329785925700 2010-05-01 16.908438583106502 2010-06-01 16.839565816842000 2010-07-01 17.261779895828100 2010-08-01 17.374914046810500 2010-09-01 17.322681159991600 2010-10-01 17.301108355551900 2010-11-01 17.345033045878502 2010-12-01 17.549492378518800 2011-01-01 17.451930656569000 2011-02-01 17.518063734270800 2011-03-01 17.592000411243802 2011-04-01 17.571665371103300 2011-05-01 17.703034178376600 2011-06-01 17.916925763696200 2011-07-01 17.827061916842700 2011-08-01 17.894742278501397 2011-09-01 17.813701274556397 2011-10-01 17.665240773713602 2011-11-01 17.639232450538300 2011-12-01 17.808750895933198 2012-01-01 18.032730633790898 2012-02-01 18.089335937183400 2012-03-01 18.021782605247700 2012-04-01 17.969818401275700 2012-05-01 18.073203410483900 2012-06-01 18.136479496576300 2012-07-01 17.771383988967898 2012-08-01 18.020619087552898 2012-09-01 18.782682860688897 2012-10-01 18.475728424339900 2012-11-01 18.554566389765700 2012-12-01 18.311476386326500 2013-01-01 18.311276197651300 2013-02-01 18.596340254389300 2013-03-01 18.323580890004802 2013-04-01 19.073358391941900 2013-05-01 19.110089236716600 2013-06-01 19.266995113313900 2013-07-01 19.316468253988000 2013-08-01 19.062955117262000 2013-09-01 18.852075568220698 2013-10-01 18.778663290205000 2013-11-01 18.935347082903800 2013-12-01 18.743229551176800 2014-01-01 18.875018445982302 2014-02-01 18.479340817646800 2014-03-01 18.308275819541700 2014-04-01 18.182868047033600 2014-05-01 18.292909344191102 2014-06-01 18.337106752937700 2014-07-01 19.113694786508102 2014-08-01 18.981087156911500 2014-09-01 19.078243189870200 2014-10-01 18.946946304363998 2014-11-01 18.902573284733396 2014-12-01 19.165722317142198 2015-01-01 19.073486659462000 2015-02-01 18.826342577770802 2015-03-01 19.127432993223600 2015-04-01 19.142140654314100 2015-05-01 19.040207803546200 2015-06-01 19.032050959956700 2015-07-01 18.798208781298300 2015-08-01 18.824023345320600 2015-09-01 18.968735862425500 2015-10-01 19.192306728377500 2015-11-01 19.166447352995900 2015-12-01 19.125749719658300 2016-01-01 18.834982519751602 2016-02-01 19.010497361725800 2016-03-01 19.128829115761200 2016-04-01 18.886069703381600 2016-05-01 18.857039533493700 2016-06-01 18.694286874733898 2016-07-01 18.669143324882604 2016-08-01 18.519682149995700 2016-09-01 18.561979876586500 2016-10-01 18.253395939920400 2016-11-01 18.270753976870900 2016-12-01 18.171104333057603 2017-01-01 18.360158723451900 2017-02-01 18.332580331732398 2017-03-01 18.396118266859600 2017-04-01 18.213941248000300 2017-05-01 18.237393683519700 2017-06-01 18.713994817055300 2017-07-01 17.564719537461700 2017-08-01 17.713186995083200 2017-09-01 17.976232879378300 2017-10-01 18.084346654302500 2017-11-01 18.017831590995100 2017-12-01 18.176818496679100 2018-01-01 18.101075872159300 2018-02-01 18.449340222683700 2018-03-01 18.059467166233900 2018-04-01 17.827161408282400 2018-05-01 17.847243912244500 2018-06-01 17.579748593906300 2018-07-01 17.095959251101597 2018-08-01 17.159156780473403 2018-09-01 17.525079620394800 2018-10-01 17.730293513475200 2018-11-01 17.737830083063300 2018-12-01 17.622773616855604 2019-01-01 17.793400452762803 2019-02-01 17.748326775911600 2019-03-01 17.662711962751697 2019-04-01 17.971124677451698 2019-05-01 17.977219444917900 2019-06-01 18.091786276637603 2019-07-01 17.959205346072200 2019-08-01 17.889108253708898 2019-09-01 17.959124589426000 2019-10-01 17.669269958476500 2019-11-01 17.561420312567698 2019-12-01 17.658494278480802 2020-01-01 17.566033340931302 2020-02-01 17.634883107902200 2020-03-01 17.467283832131300 2020-04-01 14.163956803289900 2020-05-01 14.237000251978000 2020-06-01 14.359728347781400 2020-07-01 15.359002993719301 2020-08-01 15.491187180373199 2020-09-01 15.596094142444901 2020-10-01 15.715705349662398 2020-11-01 15.927638762835300 2020-12-01 15.964711259973500 2021-01-01 16.002323440261300 2021-02-01 16.099351636043700 2021-03-01 16.290655239216500 2021-04-01 16.530755237624800 2021-05-01 16.346641867545600 2021-06-01 16.619289649451500 2021-07-01 17.288881258938698 2021-08-01 16.981762062904500 2021-09-01 16.382040111815500 2021-10-01 17.112181476278500 2021-11-01 16.899229333079400 2021-12-01 16.915216708516300 2022-01-01 16.988104308473900 2022-02-01 17.145951216748400 2022-03-01 17.170261100489100 2022-04-01 17.373032904635803 2022-05-01 17.278436692308900 2022-06-01 17.316642271410903 2022-07-01 17.964983512206800 2022-08-01 17.761434046854802 2022-09-01 17.791885839934398 2022-10-01 17.565765605543803 2022-11-01 17.551643600440800 2022-12-01 17.838610607587000 2023-01-01 18.175807709461300 2023-02-01 18.101658254565603 2023-03-01 18.220216323110897 2023-04-01 18.163822867845603 2023-05-01 18.356171547112698 2023-06-01 18.396472042501603 2023-07-01 18.441379353109300 2023-08-01 18.400855023648600 2023-09-01 18.429807550494700 2023-10-01 18.666444344805800 2023-11-01 18.676520137068900 2023-12-01 18.623898613901900 2024-01-01 18.036067299917100 2024-02-01 18.565475087174600 2024-03-01 18.719178739430500 2024-04-01 18.459526809220500