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 Education and Health Services in Reading, PA (MSA) Series ID: READ742EDUH 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 2024-03-01 Last Updated: 2024-04-20 6:04 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/READ742EDUHN). 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 14.421635933042399 1990-02-01 14.353376843858099 1990-03-01 14.487401185461400 1990-04-01 14.569277354061000 1990-05-01 14.547360035394002 1990-06-01 14.560055833744302 1990-07-01 14.672652912092700 1990-08-01 14.626534295054000 1990-09-01 14.688684304459100 1990-10-01 14.658092174121899 1990-11-01 14.651279277386800 1990-12-01 14.754584773475802 1991-01-01 14.835394173797901 1991-02-01 14.951953662440697 1991-03-01 15.082472153331000 1991-04-01 14.967517855312700 1991-05-01 14.940942515699800 1991-06-01 14.957208283050198 1991-07-01 15.091464250073600 1991-08-01 15.144499497264200 1991-09-01 15.184883035762300 1991-10-01 15.245757174420000 1991-11-01 15.231825363025500 1991-12-01 15.342620173293900 1992-01-01 15.363190401735500 1992-02-01 15.346181484051600 1992-03-01 15.380855547933800 1992-04-01 15.370184133520100 1992-05-01 15.527856066660199 1992-06-01 16.058875724476700 1992-07-01 15.621119824239200 1992-08-01 15.665164410726799 1992-09-01 15.575516117126900 1992-10-01 15.636272613192899 1992-11-01 15.700519704268801 1992-12-01 15.630451690773000 1993-01-01 15.800339652477100 1993-02-01 15.848170417715800 1993-03-01 15.780965776984100 1993-04-01 15.874714459619600 1993-05-01 15.811166906919501 1993-06-01 15.940185792245900 1993-07-01 15.747266260896499 1993-08-01 15.772252804913000 1993-09-01 15.662682760559099 1993-10-01 15.930998842353802 1993-11-01 15.974071928309500 1993-12-01 16.015718689976200 1994-01-01 15.832253402078800 1994-02-01 15.852376633018300 1994-03-01 15.991904812670699 1994-04-01 15.974711461982200 1994-05-01 16.094589992360300 1994-06-01 16.128890003171000 1994-07-01 15.969890322647400 1994-08-01 16.188504796433000 1994-09-01 16.252974030899903 1994-10-01 16.224235005133000 1994-11-01 16.252765120128903 1994-12-01 16.296116773221200 1995-01-01 16.361984235316900 1995-02-01 16.471019418874400 1995-03-01 16.495732048014900 1995-04-01 16.476250746621900 1995-05-01 16.480800195295700 1995-06-01 16.421445365104102 1995-07-01 16.583779774327600 1995-08-01 16.589773122624900 1995-09-01 16.745379261725900 1995-10-01 16.718124326377000 1995-11-01 16.843543630469600 1995-12-01 16.775642104352900 1996-01-01 16.582196596819300 1996-02-01 16.891361944854800 1996-03-01 16.902771127528100 1996-04-01 17.179242549056300 1996-05-01 17.073831783588300 1996-06-01 17.219247663743800 1996-07-01 17.073883102196902 1996-08-01 17.181231022654400 1996-09-01 17.033100772178600 1996-10-01 17.321304788887900 1996-11-01 17.349507526699500 1996-12-01 17.552754858477300 1997-01-01 17.500471551886100 1997-02-01 17.524905563738102 1997-03-01 17.507083774900400 1997-04-01 17.696867247939800 1997-05-01 17.779814486621300 1997-06-01 17.694719173522000 1997-07-01 17.856335192056000 1997-08-01 17.845493329654600 1997-09-01 17.920093148141397 1997-10-01 18.135994336142800 1997-11-01 18.170768652816900 1997-12-01 18.238379914459700 1998-01-01 18.411835782372602 1998-02-01 18.662798158245300 1998-03-01 18.611381518159500 1998-04-01 18.416492798505700 1998-05-01 18.395058368343697 1998-06-01 18.259232713446300 1998-07-01 18.318427782338300 1998-08-01 18.287525914544400 1998-09-01 18.204256063469600 1998-10-01 18.278163527458002 1998-11-01 18.216961724606602 1998-12-01 18.144416697245300 1999-01-01 18.001147188052100 1999-02-01 18.092046713462697 1999-03-01 18.012037852203697 1999-04-01 18.448853701914900 1999-05-01 18.319873135959398 1999-06-01 18.417576574508500 1999-07-01 18.367927133347198 1999-08-01 18.409154850430898 1999-09-01 18.591797036210600 1999-10-01 18.533969387288000 1999-11-01 18.659933082482200 1999-12-01 18.750363925340300 2000-01-01 18.802300413051300 2000-02-01 18.708613924437700 2000-03-01 18.804084337904197 2000-04-01 18.876130560312300 2000-05-01 18.838176324973897 2000-06-01 19.085517087410800 2000-07-01 19.329659527400300 2000-08-01 19.249712599972900 2000-09-01 19.281576406320102 2000-10-01 19.193228628965700 2000-11-01 19.097123683627200 2000-12-01 19.173489502869700 2001-01-01 19.187654640399900 2001-02-01 19.101811329633000 2001-03-01 19.393750886625700 2001-04-01 19.397217349462302 2001-05-01 19.460176249398398 2001-06-01 19.561760611139800 2001-07-01 19.590404093273500 2001-08-01 19.701607076264104 2001-09-01 19.676932850806700 2001-10-01 19.643642000724100 2001-11-01 19.826885571997302 2001-12-01 20.001149568561600 2002-01-01 20.274655786082000 2002-02-01 20.175832602309700 2002-03-01 20.181840363390500 2002-04-01 20.204906473564200 2002-05-01 20.271705529216200 2002-06-01 20.264919125625802 2002-07-01 20.264574007792600 2002-08-01 20.279593208158000 2002-09-01 20.181589605673400 2002-10-01 20.171516604894396 2002-11-01 20.350718745049200 2002-12-01 20.342935660538100 2003-01-01 20.347742380684900 2003-02-01 20.325046718912900 2003-03-01 20.373027293139103 2003-04-01 20.400305179511400 2003-05-01 20.477118635313900 2003-06-01 20.492283504353400 2003-07-01 20.750795510733700 2003-08-01 20.680193502151102 2003-09-01 20.491748960388900 2003-10-01 20.780361229851200 2003-11-01 20.753765014389200 2003-12-01 20.775905025457700 2004-01-01 20.630505787244502 2004-02-01 20.979565622426100 2004-03-01 21.068179389732100 2004-04-01 21.081955009497600 2004-05-01 21.174572520060900 2004-06-01 21.424802664424800 2004-07-01 21.559865498817000 2004-08-01 21.601233673882298 2004-09-01 21.904012137306800 2004-10-01 21.960776634143200 2004-11-01 22.140470779381900 2004-12-01 22.197461543108897 2005-01-01 22.523371716315400 2005-02-01 22.841126550669603 2005-03-01 22.771303320698600 2005-04-01 22.853766170089003 2005-05-01 22.980643810375500 2005-06-01 23.048594041429897 2005-07-01 23.285368780199498 2005-08-01 23.436820961977200 2005-09-01 23.510420908414602 2005-10-01 23.523221295016900 2005-11-01 23.520675337893100 2005-12-01 23.608968094462700 2006-01-01 23.721947911606100 2006-02-01 23.925465259930600 2006-03-01 23.885388984758702 2006-04-01 24.024362541758798 2006-05-01 24.095003981191700 2006-06-01 23.963445895033900 2006-07-01 23.798871281258100 2006-08-01 24.042692327756300 2006-09-01 24.117590444827200 2006-10-01 24.175804142660603 2006-11-01 24.408776329766503 2006-12-01 24.525763648073603 2007-01-01 24.532624013501803 2007-02-01 24.520531330187800 2007-03-01 24.699848213624200 2007-04-01 24.799225200449900 2007-05-01 24.919062183969803 2007-06-01 25.069619757187400 2007-07-01 24.806272715942100 2007-08-01 24.835065995425400 2007-09-01 24.918958493349802 2007-10-01 25.234824940240397 2007-11-01 25.292797515935398 2007-12-01 25.340258388737997 2008-01-01 25.565962781706800 2008-02-01 25.533273570059000 2008-03-01 25.494314652278103 2008-04-01 25.682553449246500 2008-05-01 25.748731087211600 2008-06-01 25.969607667473700 2008-07-01 26.005252141027004 2008-08-01 26.115515181646103 2008-09-01 26.213008004211800 2008-10-01 26.293918869560798 2008-11-01 26.287234696850400 2008-12-01 26.373836385381900 2009-01-01 25.900266903650900 2009-02-01 26.244932503547300 2009-03-01 26.172759460843700 2009-04-01 26.270883890588800 2009-05-01 26.277071586067000 2009-06-01 26.372563012691998 2009-07-01 26.495477078040900 2009-08-01 26.494295465559700 2009-09-01 26.484712507159400 2009-10-01 26.477840676996102 2009-11-01 26.489374584614700 2009-12-01 26.501637027310700 2010-01-01 26.645221958030000 2010-02-01 26.756208892158900 2010-03-01 26.944030896022600 2010-04-01 26.658043217764202 2010-05-01 26.882861151235800 2010-06-01 26.995140751401802 2010-07-01 27.295576690503395 2010-08-01 27.388587057261000 2010-09-01 27.148703379444300 2010-10-01 27.267658152432000 2010-11-01 27.285309527044000 2010-12-01 27.331744176872803 2011-01-01 27.279448549510900 2011-02-01 27.452881695803400 2011-03-01 27.618682787936397 2011-04-01 27.534669761897103 2011-05-01 27.560703464810900 2011-06-01 27.741061946071100 2011-07-01 27.911114209517603 2011-08-01 27.805521363758600 2011-09-01 27.720456736391398 2011-10-01 27.670101340557398 2011-11-01 27.660891424608497 2011-12-01 27.732031321018200 2012-01-01 28.013433474427400 2012-02-01 28.049327142747803 2012-03-01 28.195644757298897 2012-04-01 28.511319322311103 2012-05-01 28.429739670619500 2012-06-01 28.490688759668900 2012-07-01 28.645072153744200 2012-08-01 28.746715906426300 2012-09-01 28.901811602749600 2012-10-01 28.861089779858400 2012-11-01 28.920333722075300 2012-12-01 28.915465048513300 2013-01-01 28.726735058427400 2013-02-01 28.639292531720198 2013-03-01 28.488047363958202 2013-04-01 28.792658637060300 2013-05-01 28.605893606669802 2013-06-01 28.439008145742804 2013-07-01 28.373341358213896 2013-08-01 28.393784676628197 2013-09-01 28.493313414724200 2013-10-01 28.557922798773200 2013-11-01 28.583771834881200 2013-12-01 28.573500996611198 2014-01-01 28.734586128751896 2014-02-01 28.822952853729600 2014-03-01 28.784942923654800 2014-04-01 28.888670974245100 2014-05-01 29.000991900444700 2014-06-01 28.879148578770200 2014-07-01 28.908919155786900 2014-08-01 28.848496342955000 2014-09-01 28.787903465109700 2014-10-01 28.842921742325000 2014-11-01 28.944832613412398 2014-12-01 29.030600907379398 2015-01-01 28.634227239808800 2015-02-01 28.705501680740298 2015-03-01 28.776738342076996 2015-04-01 28.697519936805800 2015-05-01 28.605514859241600 2015-06-01 28.705917343446497 2015-07-01 28.735406058767700 2015-08-01 28.790109935619103 2015-09-01 28.988087587989202 2015-10-01 28.726845498890400 2015-11-01 28.722549518436700 2015-12-01 28.885616585888700 2016-01-01 28.841481104290300 2016-02-01 28.891045241415000 2016-03-01 28.959927849233900 2016-04-01 29.108702088384298 2016-05-01 29.114588619090600 2016-06-01 29.023145337695304 2016-07-01 29.378982692335300 2016-08-01 29.313287354091500 2016-09-01 29.489587716848000 2016-10-01 29.509903799421200 2016-11-01 29.505913173003698 2016-12-01 29.444681056785498 2017-01-01 29.534463065748895 2017-02-01 29.691780846409603 2017-03-01 29.651777468666200 2017-04-01 29.613165342652998 2017-05-01 29.708323419047197 2017-06-01 29.949541500512400 2017-07-01 30.015612579311398 2017-08-01 30.119437557113105 2017-09-01 30.289316039057496 2017-10-01 30.498753057929100 2017-11-01 30.694138225575900 2017-12-01 30.919057360736500 2018-01-01 30.622220462478700 2018-02-01 30.899149324191900 2018-03-01 31.046386973728300 2018-04-01 31.009672330043998 2018-05-01 31.082931708773300 2018-06-01 31.073360430944700 2018-07-01 31.053116576380300 2018-08-01 31.113878485390000 2018-09-01 31.295421238640397 2018-10-01 31.396458348741800 2018-11-01 31.397195804453002 2018-12-01 31.720939291891998 2019-01-01 31.588128231459798 2019-02-01 32.112015207277600 2019-03-01 32.055196900513500 2019-04-01 32.199207338171895 2019-05-01 32.239784213635000 2019-06-01 32.205795141550496 2019-07-01 32.187480467005500 2019-08-01 32.406075559577000 2019-09-01 32.395990656786296 2019-10-01 32.496542670908200 2019-11-01 32.700488362509400 2019-12-01 32.737952975432200 2020-01-01 32.748323946904605 2020-02-01 32.524261819957000 2020-03-01 32.460756443354505 2020-04-01 28.217872564239602 2020-05-01 28.816344827295500 2020-06-01 30.406167310962000 2020-07-01 30.575154365000100 2020-08-01 30.667141060954105 2020-09-01 30.499276063745604 2020-10-01 30.431722321837203 2020-11-01 30.343669043694000 2020-12-01 30.166791044921400 2021-01-01 30.176047992730304 2021-02-01 30.136235518907398 2021-03-01 30.189855454882900 2021-04-01 30.100881595854997 2021-05-01 30.096404498756500 2021-06-01 30.032698029290900 2021-07-01 29.971279529302503 2021-08-01 29.750870941412202 2021-09-01 29.686656300745100 2021-10-01 29.744519215046100 2021-11-01 29.758101405649800 2021-12-01 29.886641276421000 2022-01-01 30.135916317780400 2022-02-01 30.326604184129700 2022-03-01 30.389366861761197 2022-04-01 30.602027565776897 2022-05-01 30.692070601283497 2022-06-01 30.567725914115200 2022-07-01 30.787524957491197 2022-08-01 31.080104357011000 2022-09-01 31.365236679715000 2022-10-01 31.530349868214504 2022-11-01 31.437310973868698 2022-12-01 31.288033587207800 2023-01-01 31.611655023661500 2023-02-01 31.605427644848800 2023-03-01 31.782051194174198 2023-04-01 31.801602901621102 2023-05-01 31.891441015711198 2023-06-01 32.014942348102100 2023-07-01 32.223069335253600 2023-08-01 32.310771262438900 2023-09-01 32.541192556018100 2023-10-01 32.615158066070700 2023-11-01 32.820790944662800 2023-12-01 32.978159773504200 2024-01-01 33.002575044120500 2024-02-01 33.086455624776505 2024-03-01 33.071312918821505