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 Philadelphia, PA (MD) Series ID: SMU42379646561000001SA 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 4:40 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/SMU42379646561000001). 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 56.842372278770000 1990-02-01 56.889467888781205 1990-03-01 57.029337289182800 1990-04-01 57.785634950955604 1990-05-01 57.496068183466100 1990-06-01 57.185023382200390 1990-07-01 58.380230328302300 1990-08-01 58.873912665374000 1990-09-01 60.079945014607600 1990-10-01 59.013525225760404 1990-11-01 59.019913347310290 1990-12-01 58.431062013111200 1991-01-01 57.987479139999900 1991-02-01 58.662922583105400 1991-03-01 58.749964385513100 1991-04-01 58.539116380794894 1991-05-01 59.005575514512500 1991-06-01 58.558259790590300 1991-07-01 57.119690639238800 1991-08-01 57.110028133622290 1991-09-01 58.616100444521210 1991-10-01 59.976613304273000 1991-11-01 60.763983159977705 1991-12-01 59.885263734044100 1992-01-01 60.404280969405800 1992-02-01 60.036281407898100 1992-03-01 60.056378206439800 1992-04-01 59.779964010020200 1992-05-01 60.106096821851700 1992-06-01 59.930498262799000 1992-07-01 59.966429028316000 1992-08-01 59.539536943570300 1992-09-01 60.003399937127504 1992-10-01 59.848029006991100 1992-11-01 60.103593262168296 1992-12-01 60.269886082950500 1993-01-01 60.426256429059290 1993-02-01 60.018646407065894 1993-03-01 60.212337659455900 1993-04-01 60.623371381141990 1993-05-01 60.898402494817894 1993-06-01 60.976246899882604 1993-07-01 61.480342442783396 1993-08-01 61.868426198224110 1993-09-01 61.747651960327204 1993-10-01 62.374468268180600 1993-11-01 62.144671516556700 1993-12-01 62.527023004709300 1994-01-01 62.981039168904600 1994-02-01 63.369140891565510 1994-03-01 63.554957548339004 1994-04-01 63.572688823761610 1994-05-01 63.485973631030504 1994-06-01 64.017774572786110 1994-07-01 63.563013396300704 1994-08-01 63.847594442610210 1994-09-01 63.575912735868904 1994-10-01 63.552317701823600 1994-11-01 63.567129612195700 1994-12-01 63.426901770226500 1995-01-01 64.030638484328900 1995-02-01 64.628356693432400 1995-03-01 64.751547695236100 1995-04-01 64.586130597921300 1995-05-01 64.677905275488300 1995-06-01 65.223136019024300 1995-07-01 66.151272237750600 1995-08-01 66.528947089848900 1995-09-01 61.080426269155204 1995-10-01 64.963069088530200 1995-11-01 65.094106794055500 1995-12-01 65.289582123311000 1996-01-01 64.092847323249900 1996-02-01 65.173283992621010 1996-03-01 65.607656706883200 1996-04-01 65.647685481190210 1996-05-01 66.042376794919390 1996-06-01 65.771396154327290 1996-07-01 65.174734803631200 1996-08-01 65.185503154451300 1996-09-01 65.561146104335010 1996-10-01 65.844306156083790 1996-11-01 65.712027964785010 1996-12-01 65.798969979333700 1997-01-01 64.973074888253100 1997-02-01 65.299434691542900 1997-03-01 64.721578378596290 1997-04-01 65.387918945380900 1997-05-01 64.557966483987400 1997-06-01 63.991920186681696 1997-07-01 63.254231605837404 1997-08-01 63.809195028311606 1997-09-01 65.647992309331100 1997-10-01 67.325748943396200 1997-11-01 67.420660768690800 1997-12-01 67.792831702068610 1998-01-01 67.959505030871000 1998-02-01 67.690703639521500 1998-03-01 67.902142601500200 1998-04-01 68.669532145847200 1998-05-01 68.210372543378500 1998-06-01 68.414961267851900 1998-07-01 68.057565356581290 1998-08-01 68.314775398176000 1998-09-01 68.893767108719600 1998-10-01 69.633646224893900 1998-11-01 69.579027540900300 1998-12-01 69.876964801121290 1999-01-01 69.108882670919200 1999-02-01 69.444905906501890 1999-03-01 69.725757701751200 1999-04-01 70.204732116942710 1999-05-01 72.223619690658910 1999-06-01 71.747063951374000 1999-07-01 72.062399527729600 1999-08-01 71.748431985373000 1999-09-01 71.166084440918000 1999-10-01 69.950474746723800 1999-11-01 70.162897536393600 1999-12-01 70.657426580917200 2000-01-01 71.569621103147200 2000-02-01 70.693734865998900 2000-03-01 71.254127563570210 2000-04-01 70.948770613963500 2000-05-01 71.561845048695200 2000-06-01 71.539288438016000 2000-07-01 71.672430628801790 2000-08-01 71.720675457318210 2000-09-01 70.951524950332700 2000-10-01 69.624689614869300 2000-11-01 69.155444762224000 2000-12-01 71.047741227646710 2001-01-01 72.796099924238700 2001-02-01 72.697924773732000 2001-03-01 72.719425730419800 2001-04-01 72.189832368613990 2001-05-01 72.055453144597100 2001-06-01 72.925883105866000 2001-07-01 72.607078366236800 2001-08-01 73.040009901444310 2001-09-01 73.066048359007000 2001-10-01 73.280271756702790 2001-11-01 73.757476446817210 2001-12-01 73.407876098931710 2002-01-01 73.670531348647400 2002-02-01 73.387739808677000 2002-03-01 73.553707917296200 2002-04-01 73.276027054764090 2002-05-01 73.670439281545800 2002-06-01 74.933345716231300 2002-07-01 75.924954217421800 2002-08-01 76.158947285390700 2002-09-01 76.440451964955300 2002-10-01 75.816169802828000 2002-11-01 76.099215933309600 2002-12-01 75.589105440243800 2003-01-01 75.663384609830590 2003-02-01 76.133536844498600 2003-03-01 76.976710575662500 2003-04-01 77.386622858373300 2003-05-01 77.626737765164100 2003-06-01 79.029206788852300 2003-07-01 77.767451316038290 2003-08-01 78.253702710375010 2003-09-01 77.796248197168600 2003-10-01 77.311247741306800 2003-11-01 77.441422373997100 2003-12-01 77.363611467108000 2004-01-01 72.105325244937700 2004-02-01 73.795785537479800 2004-03-01 74.908163913005600 2004-04-01 74.657965148255400 2004-05-01 73.636911949404100 2004-06-01 73.707960063997900 2004-07-01 73.550000915300500 2004-08-01 73.042268090973300 2004-09-01 73.791718291479800 2004-10-01 74.074889354859200 2004-11-01 73.557116955359200 2004-12-01 74.661745910813210 2005-01-01 74.195175605186500 2005-02-01 74.273854684302100 2005-03-01 73.943714868730500 2005-04-01 75.380389413098500 2005-05-01 74.497083354758300 2005-06-01 73.042461510829200 2005-07-01 73.696455547410200 2005-08-01 72.188626087507000 2005-09-01 74.331756836402500 2005-10-01 75.108508821362900 2005-11-01 75.507431619064400 2005-12-01 75.445485649604900 2006-01-01 74.521503283771000 2006-02-01 74.703924748213700 2006-03-01 74.325351406324500 2006-04-01 74.594257100687200 2006-05-01 74.867649461673900 2006-06-01 74.699450911048910 2006-07-01 74.364108608135800 2006-08-01 73.453130978537090 2006-09-01 75.646429102676300 2006-10-01 75.329504556540200 2006-11-01 75.653959356390590 2006-12-01 74.996686548819710 2007-01-01 75.876137638166580 2007-02-01 75.322432814614420 2007-03-01 77.506589266026710 2007-04-01 75.750822041375200 2007-05-01 76.482554963564000 2007-06-01 76.108192202553500 2007-07-01 76.891199656910300 2007-08-01 76.518784321967910 2007-09-01 77.010148220833500 2007-10-01 77.625995360732300 2007-11-01 77.269512479822600 2007-12-01 77.368837947974700 2008-01-01 76.604346589188080 2008-02-01 78.271180429350100 2008-03-01 78.152091570115200 2008-04-01 78.555010245475500 2008-05-01 78.110022358213700 2008-06-01 77.704394199688410 2008-07-01 78.475611499037300 2008-08-01 78.577245374321900 2008-09-01 78.905021482633200 2008-10-01 78.815398578014710 2008-11-01 79.072572370044300 2008-12-01 79.599905947528710 2009-01-01 79.706166657042500 2009-02-01 79.740977445786300 2009-03-01 79.025492138400200 2009-04-01 78.619400911335200 2009-05-01 78.528012560260800 2009-06-01 78.671200294165910 2009-07-01 80.289244643648090 2009-08-01 79.795274126110710 2009-09-01 78.309961287864100 2009-10-01 78.948645093341910 2009-11-01 79.036470773407710 2009-12-01 79.002720999384900 2010-01-01 79.067794283966590 2010-02-01 78.573583113077700 2010-03-01 78.408729692013300 2010-04-01 79.111838596361510 2010-05-01 79.089345920031590 2010-06-01 80.042564235829500 2010-07-01 80.991319901732300 2010-08-01 80.275212845737700 2010-09-01 78.465625576833200 2010-10-01 80.513658058030200 2010-11-01 80.548229906370300 2010-12-01 80.464861105195410 2011-01-01 78.979783319104000 2011-02-01 81.060952690171000 2011-03-01 81.725662917044290 2011-04-01 81.164706274261200 2011-05-01 82.206450615096700 2011-06-01 82.423852042376600 2011-07-01 82.216520314129300 2011-08-01 81.947308873942500 2011-09-01 81.397014379012000 2011-10-01 81.274748958990400 2011-11-01 81.502366227667790 2011-12-01 82.259289920045800 2012-01-01 81.329010253685710 2012-02-01 81.302084553319900 2012-03-01 83.498091563476590 2012-04-01 81.709380577819700 2012-05-01 81.713065324733590 2012-06-01 81.020494313787410 2012-07-01 80.462874141596800 2012-08-01 80.405509925758410 2012-09-01 81.137594851751200 2012-10-01 81.777431807681300 2012-11-01 81.000285390609000 2012-12-01 80.975361497543790 2013-01-01 81.254433408582710 2013-02-01 81.498770739390790 2013-03-01 83.331471021935600 2013-04-01 81.249667521062210 2013-05-01 80.694640678462800 2013-06-01 80.952892161455000 2013-07-01 81.353619137567100 2013-08-01 81.013752778649500 2013-09-01 82.371575743919100 2013-10-01 81.724531359067800 2013-11-01 82.231050554635590 2013-12-01 81.706258649663500 2014-01-01 81.841246317535410 2014-02-01 81.758233225461100 2014-03-01 81.631307499434500 2014-04-01 83.470768636119600 2014-05-01 82.966156075726300 2014-06-01 83.420728569889200 2014-07-01 83.862090916672910 2014-08-01 84.605477177516500 2014-09-01 84.150767443767300 2014-10-01 83.927147230134600 2014-11-01 84.500589461664900 2014-12-01 84.052247518861400 2015-01-01 85.726020736011900 2015-02-01 84.597053509386410 2015-03-01 84.533421881012300 2015-04-01 84.601626944687800 2015-05-01 84.269824849960600 2015-06-01 84.786431047143100 2015-07-01 84.928072626899210 2015-08-01 84.430217694821790 2015-09-01 83.972645544839100 2015-10-01 84.497335276105200 2015-11-01 84.538949358436200 2015-12-01 84.525452912645400 2016-01-01 85.415639275609300 2016-02-01 85.071073945103000 2016-03-01 84.934179622539400 2016-04-01 86.062267243115710 2016-05-01 86.411342074512900 2016-06-01 86.830303705075700 2016-07-01 87.585098988157000 2016-08-01 87.603884965340710 2016-09-01 87.707866724719300 2016-10-01 87.565490549654000 2016-11-01 87.474991352185400 2016-12-01 87.690978687486920 2017-01-01 87.446349208189790 2017-02-01 87.403792279483580 2017-03-01 87.444777420840710 2017-04-01 86.680401870494700 2017-05-01 87.038992658437900 2017-06-01 84.520533277533400 2017-07-01 86.558685593336000 2017-08-01 85.540034079451590 2017-09-01 86.980470974524000 2017-10-01 86.779722690270290 2017-11-01 87.358554336158690 2017-12-01 88.166145526510690 2018-01-01 87.454843212760080 2018-02-01 87.856191738331420 2018-03-01 87.570161926409090 2018-04-01 87.628473618218300 2018-05-01 87.797649467636420 2018-06-01 87.218619780329700 2018-07-01 87.004820697432490 2018-08-01 87.431276431846200 2018-09-01 88.402733768675190 2018-10-01 88.448049343881590 2018-11-01 87.515784308284710 2018-12-01 86.673447851783080 2019-01-01 88.690640732926300 2019-02-01 87.321556160027700 2019-03-01 88.078815755600910 2019-04-01 87.843175798385290 2019-05-01 87.187424136869410 2019-06-01 86.487683526150490 2019-07-01 84.423283056560900 2019-08-01 84.833487816538100 2019-09-01 87.159736448591290 2019-10-01 87.376640686112410 2019-11-01 87.462247735125790 2019-12-01 87.655920023298490 2020-01-01 87.848782121407200 2020-02-01 88.071423350518400 2020-03-01 87.000417839168700 2020-04-01 80.657678714506500 2020-05-01 80.212689444525210 2020-06-01 81.363460539410410 2020-07-01 80.840808155448410 2020-08-01 80.411007054502700 2020-09-01 78.814000073150990 2020-10-01 78.011057560340090 2020-11-01 79.029403843413000 2020-12-01 75.316155871487910 2021-01-01 78.473088545450200 2021-02-01 75.215147696892400 2021-03-01 80.791298023707100 2021-04-01 80.559523405303300 2021-05-01 83.201314366857400 2021-06-01 82.740961202262710 2021-07-01 82.463291023515300 2021-08-01 83.107109593500910 2021-09-01 82.742355699876500 2021-10-01 83.793465572543710 2021-11-01 84.033797678358300 2021-12-01 84.494874794836700 2022-01-01 84.703338069287600 2022-02-01 84.792305772766600 2022-03-01 84.714468115591400 2022-04-01 86.011248593363990 2022-05-01 86.604054680152590 2022-06-01 86.084306106242790 2022-07-01 86.619340068847790 2022-08-01 87.777084120648280 2022-09-01 88.212028193878000 2022-10-01 87.396130902321300 2022-11-01 87.494120990060600 2022-12-01 87.942651445052700 2023-01-01 89.258858242586710 2023-02-01 88.384706863072800 2023-03-01 89.929666899676590 2023-04-01 88.533872245802500 2023-05-01 88.614683046799410 2023-06-01 88.927280106183090 2023-07-01 89.385538878615000 2023-08-01 89.938563769184800 2023-09-01 90.448582921297000 2023-10-01 90.681260171181690 2023-11-01 91.287068361566090 2023-12-01 91.281500236163710 2024-01-01 89.856703757591000 2024-02-01 90.657635390097910 2024-03-01 91.147262385682000 2024-04-01 90.837684322123580