Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Private Educational Services in Allentown-Bethlehem-Easton, PA-NJ (MSA)

Title All Employees: Education and Health Services: Private Educational Services in Allentown-Bethlehem-Easton, PA-NJ (MSA)
Series ID SMU42109006561000001SA
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 2024-10-01
Last Updated 2024-11-20 6:26 AM CST
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 9.153922681810440
1990-02-01 9.017782140179260
1990-03-01 9.117178449674189
1990-04-01 9.422128563703689
1990-05-01 9.373977847727712
1990-06-01 8.835452473119660
1990-07-01 8.852043901464489
1990-08-01 9.087007309957599
1990-09-01 9.245355898859380
1990-10-01 9.260755205417530
1990-11-01 9.282115218947650
1990-12-01 9.440972827456608
1991-01-01 9.267294857240690
1991-02-01 9.308899398333290
1991-03-01 9.288343231219010
1991-04-01 8.799944201874150
1991-05-01 8.828788880505220
1991-06-01 8.708609400207690
1991-07-01 8.355055460035880
1991-08-01 8.698061679449200
1991-09-01 8.743785835335990
1991-10-01 8.739942870130980
1991-11-01 8.664823746140291
1991-12-01 8.726987314323170
1992-01-01 8.686195426752850
1992-02-01 8.718113440394180
1992-03-01 8.633611027250030
1992-04-01 8.635728636037190
1992-05-01 8.561907914570590
1992-06-01 8.577102655972390
1992-07-01 8.586429763962820
1992-08-01 8.673041871282330
1992-09-01 8.640008435736050
1992-10-01 8.761773169526310
1992-11-01 8.949482940159840
1992-12-01 8.838424482731980
1993-01-01 8.785874016491610
1993-02-01 8.892874754135232
1993-03-01 8.162559304581400
1993-04-01 8.932429276421240
1993-05-01 8.857641414753198
1993-06-01 9.145691274640770
1993-07-01 9.424229806650109
1993-08-01 9.257521417578780
1993-09-01 9.225645529036312
1993-10-01 9.328189257383670
1993-11-01 9.325682917685040
1993-12-01 9.318451512309120
1994-01-01 9.458071219615990
1994-02-01 9.349987229571160
1994-03-01 9.603477484250780
1994-04-01 9.504163602399440
1994-05-01 9.526139401385100
1994-06-01 9.715332175505320
1994-07-01 9.517764555296930
1994-08-01 9.598012361020471
1994-09-01 9.608561754475520
1994-10-01 9.442855258235848
1994-11-01 9.529494060500301
1994-12-01 9.526139418139010
1995-01-01 9.532144663060990
1995-02-01 9.619660904870360
1995-03-01 9.691959166672538
1995-04-01 9.703679908053970
1995-05-01 9.742812183985329
1995-06-01 9.706070934866100
1995-07-01 9.732367767904470
1995-08-01 9.571884897925962
1995-09-01 9.689980587811212
1995-10-01 9.739524212952840
1995-11-01 9.725736410423599
1995-12-01 9.820781296951920
1996-01-01 9.831215911780651
1996-02-01 9.895002166778950
1996-03-01 9.789337015866200
1996-04-01 9.797274534296550
1996-05-01 9.868861057963100
1996-06-01 9.941559526202320
1996-07-01 9.938751573720960
1996-08-01 10.057741156524200
1996-09-01 10.181145908024199
1996-10-01 10.027879766658600
1996-11-01 9.999028045446640
1996-12-01 10.016918388921200
1997-01-01 9.990974825446190
1997-02-01 10.076967065339900
1997-03-01 9.986047930510380
1997-04-01 10.083968741294099
1997-05-01 10.104932530053100
1997-06-01 10.055639651205901
1997-07-01 9.907870675805220
1997-08-01 10.160940216966198
1997-09-01 10.281707609468200
1997-10-01 10.321430317880100
1997-11-01 10.257429088400698
1997-12-01 10.300606814421600
1998-01-01 10.257313878402000
1998-02-01 10.271165970885699
1998-03-01 10.355734044841899
1998-04-01 10.379830763286700
1998-05-01 10.351073175522100
1998-06-01 9.930044058748670
1998-07-01 10.366711278881500
1998-08-01 10.385875234230800
1998-09-01 10.282142272538600
1998-10-01 10.248567137254302
1998-11-01 10.231792239896800
1998-12-01 10.230483982451000
1999-01-01 9.948178924563490
1999-02-01 10.286206632913698
1999-03-01 10.355319441505500
1999-04-01 10.406521425272400
1999-05-01 10.324431699817099
1999-06-01 10.264094262810600
1999-07-01 10.358173684147301
1999-08-01 10.100692297599400
1999-09-01 10.169078351443300
1999-10-01 10.361124433608301
1999-11-01 10.476047724699400
1999-12-01 10.450040016741001
2000-01-01 10.540803813094900
2000-02-01 10.786674175091902
2000-03-01 10.355558730154302
2000-04-01 10.322851989357000
2000-05-01 10.479517622834400
2000-06-01 10.598800586740900
2000-07-01 10.595943081072400
2000-08-01 10.687229950519301
2000-09-01 10.641436702046200
2000-10-01 10.554640738693500
2000-11-01 10.536749893535099
2000-12-01 10.775511631270700
2001-01-01 10.587518349541100
2001-02-01 10.506421996376199
2001-03-01 10.629443859973600
2001-04-01 10.428550397014401
2001-05-01 10.435940855279300
2001-06-01 10.458002380161600
2001-07-01 10.357528377558301
2001-08-01 10.425703306541000
2001-09-01 10.725844111655600
2001-10-01 10.273841973976399
2001-11-01 10.339530721248302
2001-12-01 10.172495829278400
2002-01-01 10.761167871659500
2002-02-01 10.338408190882500
2002-03-01 10.354835801174001
2002-04-01 10.412433861458000
2002-05-01 10.377042299814900
2002-06-01 10.445776216600200
2002-07-01 10.466689302153801
2002-08-01 10.673083071404099
2002-09-01 11.025769122981801
2002-10-01 10.610893399460700
2002-11-01 10.592683605321900
2002-12-01 10.044371935361800
2003-01-01 11.158495082613802
2003-02-01 10.566067261375698
2003-03-01 10.329148948100800
2003-04-01 10.566447280992099
2003-05-01 10.503154252238100
2003-06-01 10.456342313142400
2003-07-01 10.454586889400801
2003-08-01 10.429999459420800
2003-09-01 10.652487714896301
2003-10-01 10.472649899924600
2003-11-01 10.606974364375300
2003-12-01 10.650146783178100
2004-01-01 10.367118832354000
2004-02-01 11.002247506907802
2004-03-01 10.833190178048199
2004-04-01 10.612695309175200
2004-05-01 10.809720254846400
2004-06-01 11.081476268762100
2004-07-01 10.793733510114400
2004-08-01 10.657065955175199
2004-09-01 10.483835854499800
2004-10-01 10.881635112872601
2004-11-01 10.919611150897500
2004-12-01 10.200308595982800
2005-01-01 11.005497197847200
2005-02-01 10.528779023320100
2005-03-01 10.603648740905700
2005-04-01 10.860425404635198
2005-05-01 10.730055060688400
2005-06-01 10.789934407954302
2005-07-01 10.902649024174800
2005-08-01 10.600047649106200
2005-09-01 10.609998547032000
2005-10-01 10.767700194778099
2005-11-01 10.901079477250700
2005-12-01 10.762223891544900
2006-01-01 11.110196705652400
2006-02-01 10.915415600635600
2006-03-01 11.180433606656600
2006-04-01 11.110447433612599
2006-05-01 11.047835541752601
2006-06-01 10.962246763256000
2006-07-01 11.011983608628200
2006-08-01 11.113469697280800
2006-09-01 11.316007445696199
2006-10-01 11.414291676815500
2006-11-01 11.154831949012001
2006-12-01 11.341911542320800
2007-01-01 11.120922725492600
2007-02-01 10.850077391586199
2007-03-01 11.317300856751599
2007-04-01 11.206589858391302
2007-05-01 11.358145413661001
2007-06-01 11.220306376583400
2007-07-01 11.011620402342501
2007-08-01 11.608679080777900
2007-09-01 11.406058666464100
2007-10-01 11.471273300554700
2007-11-01 11.229314826354802
2007-12-01 11.454488504916101
2008-01-01 11.371294483193800
2008-02-01 11.421305050046800
2008-03-01 11.214109292147999
2008-04-01 11.410698616546302
2008-05-01 10.578032938436401
2008-06-01 11.074257803306502
2008-07-01 11.235197463593100
2008-08-01 11.544230439715701
2008-09-01 11.288423383086600
2008-10-01 11.280752061810501
2008-11-01 11.376836047102401
2008-12-01 11.506194689247902
2009-01-01 11.982816394116100
2009-02-01 11.369663103213199
2009-03-01 11.573401443883600
2009-04-01 11.434797512796399
2009-05-01 11.130077399928200
2009-06-01 11.342593010127699
2009-07-01 11.351647905117801
2009-08-01 11.566847338898300
2009-09-01 11.653381163523600
2009-10-01 11.721779021425100
2009-11-01 11.940644387398200
2009-12-01 11.869547945984900
2010-01-01 11.492929031411900
2010-02-01 12.191791480015800
2010-03-01 12.030777930773500
2010-04-01 11.884669550816698
2010-05-01 12.255682231428600
2010-06-01 12.296612324542599
2010-07-01 12.185197505746900
2010-08-01 12.268496011618900
2010-09-01 11.806385345759900
2010-10-01 11.585410301097000
2010-11-01 11.530133622661399
2010-12-01 11.783816615664000
2011-01-01 12.432779566984800
2011-02-01 11.815963898806000
2011-03-01 11.707827056839900
2011-04-01 11.668417943784302
2011-05-01 11.914568846108100
2011-06-01 12.332515533353000
2011-07-01 12.105844912852302
2011-08-01 11.954330985557101
2011-09-01 11.751745754387601
2011-10-01 11.868207028626400
2011-11-01 11.742761113479302
2011-12-01 11.743432939839401
2012-01-01 11.675740598365600
2012-02-01 11.975071189015999
2012-03-01 12.019269855433700
2012-04-01 11.980231189055100
2012-05-01 11.885487724548600
2012-06-01 11.966395760810098
2012-07-01 11.537905397416502
2012-08-01 11.384900867169900
2012-09-01 11.819225733994301
2012-10-01 11.648912862325599
2012-11-01 11.674964528838599
2012-12-01 11.459648057833700
2013-01-01 11.559264855886600
2013-02-01 11.612389207109300
2013-03-01 11.621104815767300
2013-04-01 11.642353020197598
2013-05-01 11.586883802207000
2013-06-01 11.541257539020000
2013-07-01 11.705642902438900
2013-08-01 11.646938274666700
2013-09-01 11.999375568885400
2013-10-01 11.595432010958800
2013-11-01 11.797380045183400
2013-12-01 11.315228746063198
2014-01-01 11.509464690841200
2014-02-01 11.661451746333500
2014-03-01 11.474041163508401
2014-04-01 11.772025218479700
2014-05-01 11.893893044253499
2014-06-01 11.978734433029500
2014-07-01 11.727851321300301
2014-08-01 11.602214194255900
2014-09-01 12.109626460171000
2014-10-01 12.264058257932199
2014-11-01 12.298966294013601
2014-12-01 12.498520889911498
2015-01-01 12.326300632940600
2015-02-01 12.080746644707801
2015-03-01 11.862343724480901
2015-04-01 12.204604833293400
2015-05-01 11.993980371625499
2015-06-01 12.437604496226001
2015-07-01 12.357168533421302
2015-08-01 12.113919860370900
2015-09-01 11.942370715225302
2015-10-01 12.126151098600099
2015-11-01 12.124315882287199
2015-12-01 12.219980800218801
2016-01-01 12.135840320722199
2016-02-01 12.131926477043299
2016-03-01 12.143989209722800
2016-04-01 12.122764769568100
2016-05-01 12.093774390174902
2016-06-01 11.943637898289099
2016-07-01 12.234913361921000
2016-08-01 12.189562180867000
2016-09-01 12.380667809496500
2016-10-01 12.460355831848900
2016-11-01 12.516607694557600
2016-12-01 12.546625309536000
2017-01-01 12.601228980027699
2017-02-01 12.626716422685900
2017-03-01 12.699731529278800
2017-04-01 12.674436402931300
2017-05-01 12.766788477694800
2017-06-01 12.248878348731699
2017-07-01 12.731772742271700
2017-08-01 12.225990861768599
2017-09-01 12.683328194639302
2017-10-01 12.824571627674400
2017-11-01 12.651465450042698
2017-12-01 12.822206851874402
2018-01-01 12.305130779369100
2018-02-01 12.729490262837200
2018-03-01 12.812080633339901
2018-04-01 12.702885087356698
2018-05-01 12.769425743381000
2018-06-01 12.513897641097099
2018-07-01 12.485041225630100
2018-08-01 12.718774435359500
2018-09-01 12.773840074422800
2018-10-01 13.044745251215598
2018-11-01 12.787304861999900
2018-12-01 12.742001769851600
2019-01-01 12.660257509604302
2019-02-01 12.708050589803900
2019-03-01 12.950851358424700
2019-04-01 12.929850837241900
2019-05-01 12.878111977222600
2019-06-01 12.864819366086500
2019-07-01 12.585729110905700
2019-08-01 12.708742684724200
2019-09-01 12.645446265389600
2019-10-01 12.835385280614700
2019-11-01 12.919705891078000
2019-12-01 12.849915045646200
2020-01-01 13.125830163836000
2020-02-01 12.964853597622600
2020-03-01 12.719329990416600
2020-04-01 10.363815851117200
2020-05-01 10.225055588441500
2020-06-01 11.030649129096801
2020-07-01 11.094712879352699
2020-08-01 11.282940198328399
2020-09-01 11.255035784114803
2020-10-01 11.065821644979598
2020-11-01 11.031731222195498
2020-12-01 10.273077359556801
2021-01-01 10.410541621023699
2021-02-01 10.680518304156900
2021-03-01 11.207295980425000
2021-04-01 11.341336897401000
2021-05-01 11.746165317634699
2021-06-01 12.165896237680700
2021-07-01 11.753001538705700
2021-08-01 11.801668313860600
2021-09-01 11.232560237051300
2021-10-01 11.668576504377501
2021-11-01 11.675554087712500
2021-12-01 11.773776133362100
2022-01-01 11.765055999902101
2022-02-01 11.868402871442699
2022-03-01 11.879655127755100
2022-04-01 11.875385632650199
2022-05-01 12.407067174626000
2022-06-01 11.994139793327301
2022-07-01 12.170739123530000
2022-08-01 12.108365397917100
2022-09-01 12.204395724693802
2022-10-01 12.160266288397999
2022-11-01 12.216794450584100
2022-12-01 12.303283995810800
2023-01-01 12.504064612447000
2023-02-01 12.498390223295200
2023-03-01 12.544952231356401
2023-04-01 12.398424781938601
2023-05-01 12.378920147612300
2023-06-01 12.665464014806900
2023-07-01 12.591022531513300
2023-08-01 12.670846275913200
2023-09-01 12.887672251238500
2023-10-01 13.012572922852199
2023-11-01 12.930503963624700
2023-12-01 12.931175769861099
2024-01-01 12.515157397094400
2024-02-01 12.765442611268000
2024-03-01 12.730138958173300
2024-04-01 12.809464635969600
2024-05-01 12.724118682774902
2024-06-01 12.870002268162400
2024-07-01 12.924010387119500
2024-08-01 12.900737299055500
2024-09-01 12.700366188629100
2024-10-01 12.641770306485300

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