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 2024-11-01
Last Updated 2024-12-21 6:47 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 9.153813788848660
1990-02-01 9.017543022759410
1990-03-01 9.117137656059930
1990-04-01 9.422367414172260
1990-05-01 9.374180123762160
1990-06-01 8.835543246899770
1990-07-01 8.852072954558711
1990-08-01 9.087032150061140
1990-09-01 9.245343744318099
1990-10-01 9.260710612460590
1990-11-01 9.282097680686840
1990-12-01 9.440846308124750
1991-01-01 9.267190279896990
1991-02-01 9.308650882324551
1991-03-01 9.288362317564210
1991-04-01 8.800135533518350
1991-05-01 8.828961629100630
1991-06-01 8.708688398782611
1991-07-01 8.355077215374750
1991-08-01 8.698078749564920
1991-09-01 8.743770725381180
1991-10-01 8.739898207846670
1991-11-01 8.664807739516340
1991-12-01 8.726884444132759
1992-01-01 8.686105484942670
1992-02-01 8.717905080418250
1992-03-01 8.633683298232690
1992-04-01 8.635870557809369
1992-05-01 8.562046768461231
1992-06-01 8.577165219290139
1992-07-01 8.586445168367330
1992-08-01 8.673041307728460
1992-09-01 8.639987919846881
1992-10-01 8.761726381406910
1992-11-01 8.949469019360440
1992-12-01 8.838346382444150
1993-01-01 8.785805563849950
1993-02-01 8.892704496691640
1993-03-01 8.162675777698710
1993-04-01 8.932512137993712
1993-05-01 8.857738301927350
1993-06-01 9.145738692303460
1993-07-01 9.424240013872868
1993-08-01 9.257505718897160
1993-09-01 9.225621415867240
1993-10-01 9.328142594803700
1993-11-01 9.325677561149450
1993-12-01 9.318395904175930
1994-01-01 9.458018067318640
1994-02-01 9.349860722717539
1994-03-01 9.603647988595029
1994-04-01 9.504190763334330
1994-05-01 9.526199640607240
1994-06-01 9.715357936280949
1994-07-01 9.517767029399142
1994-08-01 9.597982633723720
1994-09-01 9.608538399059910
1994-10-01 9.442819261685411
1994-11-01 9.529493050219190
1994-12-01 9.526113372087108
1995-01-01 9.532120867922430
1995-02-01 9.619569159661971
1995-03-01 9.692123796605971
1995-04-01 9.703671243558000
1995-05-01 9.742834489962780
1995-06-01 9.706081242882490
1995-07-01 9.732364717635269
1995-08-01 9.571856007631949
1995-09-01 9.689964577921190
1995-10-01 9.739502091235830
1995-11-01 9.725739215528420
1995-12-01 9.820772808680099
1996-01-01 9.831209317858160
1996-02-01 9.894947699364769
1996-03-01 9.789434827925150
1996-04-01 9.797270600954150
1996-05-01 9.868870724899230
1996-06-01 9.941564580488349
1996-07-01 9.938747111573340
1996-08-01 10.057714059114900
1996-09-01 10.181135164138400
1996-10-01 10.027869794348800
1996-11-01 9.999027637214000
1996-12-01 10.016920624064800
1997-01-01 9.990979420693481
1997-02-01 10.076948043000302
1997-03-01 9.986077668973420
1997-04-01 10.083973761077800
1997-05-01 10.104935430091500
1997-06-01 10.055645210180801
1997-07-01 9.907869088862760
1997-08-01 10.160924095547200
1997-09-01 10.281699816939000
1997-10-01 10.321425983811200
1997-11-01 10.257429501936300
1997-12-01 10.300608180275000
1998-01-01 10.257316339271400
1998-02-01 10.271168769292600
1998-03-01 10.355736952663500
1998-04-01 10.379833560295500
1998-05-01 10.351075372891302
1998-06-01 9.930045581148061
1998-07-01 10.366711205338700
1998-08-01 10.385867761956100
1998-09-01 10.282137229332700
1998-10-01 10.248567079033199
1998-11-01 10.231792647205499
1998-12-01 10.230484866615900
1999-01-01 9.948180351574030
1999-02-01 10.286207989761700
1999-03-01 10.355320348180000
1999-04-01 10.406522133864300
1999-05-01 10.324432106572699
1999-06-01 10.264094653111000
1999-07-01 10.358173249113099
1999-08-01 10.100691558492000
1999-09-01 10.169075005062199
1999-10-01 10.361124329860400
1999-11-01 10.476047979903100
1999-12-01 10.450040542186600
2000-01-01 10.540804740272300
2000-02-01 10.786674964226401
2000-03-01 10.355559085089000
2000-04-01 10.322852141483699
2000-05-01 10.479517639709300
2000-06-01 10.598800753876999
2000-07-01 10.595942899992000
2000-08-01 10.687229586264499
2000-09-01 10.641435091129000
2000-10-01 10.554640790543100
2000-11-01 10.536750052564500
2000-12-01 10.775511849529100
2001-01-01 10.587518805169700
2001-02-01 10.506422378543698
2001-03-01 10.629443973170499
2001-04-01 10.428550433026802
2001-05-01 10.435940864930300
2001-06-01 10.458002503434200
2001-07-01 10.357528395088698
2001-08-01 10.425703181246300
2001-09-01 10.725843110281300
2001-10-01 10.273842051599901
2001-11-01 10.339530815178800
2001-12-01 10.172495912918300
2002-01-01 10.761168115589099
2002-02-01 10.338408403294200
2002-03-01 10.354835861848901
2002-04-01 10.412433885868800
2002-05-01 10.377042315688700
2002-06-01 10.445776222789000
2002-07-01 10.466689316523100
2002-08-01 10.673083010402198
2002-09-01 11.025768591049600
2002-10-01 10.610893443325699
2002-11-01 10.592683661493100
2002-12-01 10.044371985503300
2003-01-01 11.158495210300698
2003-02-01 10.566067381219000
2003-03-01 10.329148983095400
2003-04-01 10.566447286786700
2003-05-01 10.503154245743600
2003-06-01 10.456342283002400
2003-07-01 10.454586850766999
2003-08-01 10.429999414165600
2003-09-01 10.652487644356100
2003-10-01 10.472649873435800
2003-11-01 10.606974360534900
2003-12-01 10.650146796889700
2004-01-01 10.367118904432100
2004-02-01 11.002247536560900
2004-03-01 10.833190200049100
2004-04-01 10.612695315043100
2004-05-01 10.809720250269802
2004-06-01 11.081476248460698
2004-07-01 10.793733494587500
2004-08-01 10.657065940606800
2004-09-01 10.483835826842600
2004-10-01 10.881635106861000
2004-11-01 10.919611151155400
2004-12-01 10.200308603331901
2005-01-01 11.005497236364802
2005-02-01 10.528779026317900
2005-03-01 10.603648744867199
2005-04-01 10.860425403624498
2005-05-01 10.730055057201800
2005-06-01 10.789934395794900
2005-07-01 10.902649021320900
2005-08-01 10.600047645306400
2005-09-01 10.609998542705100
2005-10-01 10.767700196432400
2005-11-01 10.901079478792400
2005-12-01 10.762223892425098
2006-01-01 11.110196716927700
2006-02-01 10.915415594727198
2006-03-01 11.180433605415800
2006-04-01 11.110447433949098
2006-05-01 11.047835544053500
2006-06-01 10.962246760920000
2006-07-01 11.011983613750699
2006-08-01 11.113469696411400
2006-09-01 11.316007448994000
2006-10-01 11.414291679795001
2006-11-01 11.154831948742599
2006-12-01 11.341911535108302
2007-01-01 11.120922715901001
2007-02-01 10.850077376809800
2007-03-01 11.317300851577102
2007-04-01 11.206589864083801
2007-05-01 11.358145430372100
2007-06-01 11.220306395526800
2007-07-01 11.011620425002198
2007-08-01 11.608679059758801
2007-09-01 11.406058670508099
2007-10-01 11.471273317164100
2007-11-01 11.229314837550199
2007-12-01 11.454488472587900
2008-01-01 11.371294416297701
2008-02-01 11.421305017767100
2008-03-01 11.214109281531200
2008-04-01 11.410698623424200
2008-05-01 10.578032948225000
2008-06-01 11.074258120478600
2008-07-01 11.235197435036000
2008-08-01 11.544230323175500
2008-09-01 11.288423315320900
2008-10-01 11.280752038523099
2008-11-01 11.376836038773599
2008-12-01 11.506194629220500
2009-01-01 11.982816287866500
2009-02-01 11.369663081213600
2009-03-01 11.573401467623802
2009-04-01 11.434797568834100
2009-05-01 11.130077448668699
2009-06-01 11.342593669510698
2009-07-01 11.351647845560999
2009-08-01 11.566847134826698
2009-09-01 11.653381014462399
2009-10-01 11.721778932347300
2009-11-01 11.940644294851500
2009-12-01 11.869547703571200
2010-01-01 11.492928671253700
2010-02-01 12.191791220386099
2010-03-01 12.030777924272801
2010-04-01 11.884669852036700
2010-05-01 12.255682745556500
2010-06-01 12.296614022302801
2010-07-01 12.185198151261700
2010-08-01 12.268496456478000
2010-09-01 11.806383056248100
2010-10-01 11.585410378120502
2010-11-01 11.530133340103701
2010-12-01 11.783816484800400
2011-01-01 12.432778217838200
2011-02-01 11.815962855913698
2011-03-01 11.707826811120801
2011-04-01 11.668418740947402
2011-05-01 11.914570517661800
2011-06-01 12.332518917886600
2011-07-01 12.105847281028900
2011-08-01 11.954331883887200
2011-09-01 11.751741841869200
2011-10-01 11.868207745461500
2011-11-01 11.742761286493600
2011-12-01 11.743429989681301
2012-01-01 11.675738561326700
2012-02-01 11.975069159325900
2012-03-01 12.019267144915500
2012-04-01 11.980230548182499
2012-05-01 11.885488326019000
2012-06-01 11.966417186591698
2012-07-01 11.537906497783101
2012-08-01 11.384900161822500
2012-09-01 11.819218658104400
2012-10-01 11.648913294217500
2012-11-01 11.674964465977002
2012-12-01 11.459642159848200
2013-01-01 11.559262190116902
2013-02-01 11.612386398219400
2013-03-01 11.621099651806700
2013-04-01 11.642350480706401
2013-05-01 11.586882510941200
2013-06-01 11.541301169839098
2013-07-01 11.705641330684399
2013-08-01 11.646934300318902
2013-09-01 11.999366318719499
2013-10-01 11.595431120836402
2013-11-01 11.797379328517900
2013-12-01 11.315219667786900
2014-01-01 11.509462497758300
2014-02-01 11.661449260248402
2014-03-01 11.474033939858700
2014-04-01 11.772019752091000
2014-05-01 11.893887172354300
2014-06-01 11.978810884120300
2014-07-01 11.727842751173100
2014-08-01 11.602206215415500
2014-09-01 12.109612397549201
2014-10-01 12.264054521889700
2014-11-01 12.298964019034800
2014-12-01 12.498511260592199
2015-01-01 12.326300266759802
2015-02-01 12.080746368627000
2015-03-01 11.862338569336000
2015-04-01 12.204601904273801
2015-05-01 11.993976874422500
2015-06-01 12.437670548310600
2015-07-01 12.357143752356698
2015-08-01 12.113913149856100
2015-09-01 11.942361952729700
2015-10-01 12.126140685220700
2015-11-01 12.124330934175100
2015-12-01 12.219990476946900
2016-01-01 12.135854294599500
2016-02-01 12.131929294359800
2016-03-01 12.143975626704400
2016-04-01 12.122745873098900
2016-05-01 12.093752784817300
2016-06-01 11.943666137746300
2016-07-01 12.234864679854601
2016-08-01 12.189557624142301
2016-09-01 12.380674035917401
2016-10-01 12.460357202075501
2016-11-01 12.516662004176700
2016-12-01 12.546674494268201
2017-01-01 12.601371400054800
2017-02-01 12.626698253918901
2017-03-01 12.699622907488802
2017-04-01 12.674377547714300
2017-05-01 12.766709784940900
2017-06-01 12.248843331740902
2017-07-01 12.731701985338600
2017-08-01 12.225990401094000
2017-09-01 12.683347345616697
2017-10-01 12.824598558755698
2017-11-01 12.651594949246800
2017-12-01 12.822363176271000
2018-01-01 12.305510517348800
2018-02-01 12.729594585406598
2018-03-01 12.811935331156700
2018-04-01 12.702130928450500
2018-05-01 12.769498840255500
2018-06-01 12.513692993855901
2018-07-01 12.485125701435800
2018-08-01 12.718911968531101
2018-09-01 12.773759249925098
2018-10-01 13.044870534187100
2018-11-01 12.787529605625998
2018-12-01 12.742282530215100
2019-01-01 12.660924812511801
2019-02-01 12.708330959296400
2019-03-01 12.950723518733199
2019-04-01 12.928398601423600
2019-05-01 12.878237900046301
2019-06-01 12.864249748879500
2019-07-01 12.585751778000200
2019-08-01 12.708838899029100
2019-09-01 12.645212397493400
2019-10-01 12.835690027862900
2019-11-01 12.920246163341000
2019-12-01 12.850613954351301
2020-01-01 13.126986730573100
2020-02-01 12.965531055331800
2020-03-01 12.719341455284800
2020-04-01 10.362010020872901
2020-05-01 10.224939913304000
2020-06-01 11.029389547136100
2020-07-01 11.094141713475098
2020-08-01 11.282602635787300
2020-09-01 11.254619999682300
2020-10-01 11.066557938248698
2020-11-01 11.033098103291000
2020-12-01 10.274708314896700
2021-01-01 10.411197518345700
2021-02-01 10.681772286259500
2021-03-01 11.207581981915100
2021-04-01 11.339305349823999
2021-05-01 11.745285556209900
2021-06-01 12.163078817910900
2021-07-01 11.750763941642000
2021-08-01 11.799345247755900
2021-09-01 11.229886300516801
2021-10-01 11.666542897833500
2021-11-01 11.688129855036099
2021-12-01 11.776211494073300
2022-01-01 11.764642580199200
2022-02-01 11.869930330014999
2022-03-01 11.879794820336402
2022-04-01 11.872566573542700
2022-05-01 12.405087762398601
2022-06-01 11.990022956385600
2022-07-01 12.166669990778901
2022-08-01 12.103735426079700
2022-09-01 12.198702679192900
2022-10-01 12.155002802776101
2022-11-01 12.241331883973698
2022-12-01 12.306606361759600
2023-01-01 12.502096401556699
2023-02-01 12.500189598539100
2023-03-01 12.545079727526500
2023-04-01 12.395651447960400
2023-05-01 12.375937587900000
2023-06-01 12.660092327574999
2023-07-01 12.585064677633400
2023-08-01 12.663444250460800
2023-09-01 12.878283025495401
2023-10-01 13.002423629531900
2023-11-01 12.969501042296500
2023-12-01 12.934834823035901
2024-01-01 12.512166153098700
2024-02-01 12.767048970855598
2024-03-01 12.730063497915499
2024-04-01 12.806653560988500
2024-05-01 12.720512052661600
2024-06-01 12.864621457533698
2024-07-01 12.917308339641600
2024-08-01 12.892193557640800
2024-09-01 12.690032355219600
2024-10-01 12.630693621939301
2024-11-01 12.682035750506001

Subscribe to the FRED newsletter


Follow us

Back to Top