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

NOTE: To improve accessibility of data for all users, this file was converted from a text format to an html table.

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 2024-05-01
Last Updated 2024-06-26 6:12 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. 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 9.154074984690610
1990-02-01 9.018139929627699
1990-03-01 9.117197910431810
1990-04-01 9.421785682845801
1990-05-01 9.373681364693882
1990-06-01 8.835325320656919
1990-07-01 8.852007868011330
1990-08-01 9.086977480563860
1990-09-01 9.245380422050141
1990-10-01 9.260827593752950
1990-11-01 9.282137006169690
1990-12-01 9.441167026679901
1991-01-01 9.267444240611170
1991-02-01 9.309275606086330
1991-03-01 9.288261715586330
1991-04-01 8.799672837075990
1991-05-01 8.828536919654910
1991-06-01 8.708500677698400
1991-07-01 8.355030057163300
1991-08-01 8.698043164413260
1991-09-01 8.743814477034800
1991-10-01 8.740015298492390
1991-11-01 8.664844665854218
1991-12-01 8.727145789282580
1992-01-01 8.686328452838890
1992-02-01 8.718431790248081
1992-03-01 8.633444604383490
1992-04-01 8.635531161025200
1992-05-01 8.561706692485620
1992-06-01 8.577018810989300
1992-07-01 8.586414075654020
1992-08-01 8.673050680523110
1992-09-01 8.640044820570491
1992-10-01 8.761848554581320
1992-11-01 8.949501519838270
1992-12-01 8.838545979639430
1993-01-01 8.785978425665070
1993-02-01 8.893138105217089
1993-03-01 8.162329009427760
1993-04-01 8.932317718422151
1993-05-01 8.857502281398721
1993-06-01 9.145629814448650
1993-07-01 9.424222078329130
1993-08-01 9.257554139981279
1993-09-01 9.225687640464368
1993-10-01 9.328264475599740
1993-11-01 9.325688791579891
1993-12-01 9.318539546724640
1994-01-01 9.458155863928810
1994-02-01 9.350185975788780
1994-03-01 9.603160440136520
1994-04-01 9.504133446943510
1994-05-01 9.526053974527940
1994-06-01 9.715302322532310
1994-07-01 9.517767420765118
1994-08-01 9.598066652243340
1994-09-01 9.608602158340501
1994-10-01 9.442913171423019
1994-11-01 9.529494366921659
1994-12-01 9.526182102715119
1995-01-01 9.532184506790480
1995-02-01 9.619807525796000
1995-03-01 9.691663823631760
1995-04-01 9.703699295548090
1995-05-01 9.742781947031810
1995-06-01 9.706061661688060
1995-07-01 9.732377466780130
1995-08-01 9.571936595537250
1995-09-01 9.690009152947551
1995-10-01 9.739560023510881
1995-11-01 9.725731766728700
1995-12-01 9.820795879244070
1996-01-01 9.831227747823801
1996-02-01 9.895088944293350
1996-03-01 9.789160836700320
1996-04-01 9.797283588048350
1996-05-01 9.868848312751679
1996-06-01 9.941555453066620
1996-07-01 9.938761562705189
1996-08-01 10.057788590524499
1996-09-01 10.181165214695500
1996-10-01 10.027895727013000
1996-11-01 9.999028995854790
1996-12-01 10.016914914764600
1997-01-01 9.990967401284680
1997-02-01 10.076996339860400
1997-03-01 9.985993033512981
1997-04-01 10.083961097773900
1997-05-01 10.104928677541100
1997-06-01 10.055632388293000
1997-07-01 9.907874719052470
1997-08-01 10.160968351441500
1997-09-01 10.281721526311700
1997-10-01 10.321437131691400
1997-11-01 10.257428308966400
1997-12-01 10.300604199819501
1998-01-01 10.257309197744900
1998-02-01 10.271160643531600
1998-03-01 10.355728634651500
1998-04-01 10.379825799402100
1998-05-01 10.351069564936500
1998-06-01 9.930041926948368
1998-07-01 10.366712072999800
1998-08-01 10.385888204613401
1998-09-01 10.282151141927400
1998-10-01 10.248567191927801
1998-11-01 10.231791407872400
1998-12-01 10.230482294654300
1999-01-01 9.948176303203660
1999-02-01 10.286204171940698
1999-03-01 10.355317802863699
1999-04-01 10.406520191637199
1999-05-01 10.324431047872501
1999-06-01 10.264093752117800
1999-07-01 10.358174631689000
1999-08-01 10.100693621664501
1999-09-01 10.169084124895200
1999-10-01 10.361124555310000
1999-11-01 10.476047224443901
1999-12-01 10.450039060591600
2000-01-01 10.540802177110100
2000-02-01 10.786672821054498
2000-03-01 10.355558132933900
2000-04-01 10.322851737723600
2000-05-01 10.479517593545001
2000-06-01 10.598800338591198
2000-07-01 10.595943434434900
2000-08-01 10.687230569180802
2000-09-01 10.641439473527000
2000-10-01 10.554640640268800
2000-11-01 10.536749613574400
2000-12-01 10.775511241819197
2001-01-01 10.587517545749401
2001-02-01 10.506421336402001
2001-03-01 10.629443665228100
2001-04-01 10.428550336239400
2001-05-01 10.435940841182902
2001-06-01 10.458002195443100
2001-07-01 10.357528350890599
2001-08-01 10.425703528075900
2001-09-01 10.725845841505699
2001-10-01 10.273841837837600
2001-11-01 10.339530555609500
2001-12-01 10.172495672029500
2002-01-01 10.761167439492500
2002-02-01 10.338407823951300
2002-03-01 10.354835698463699
2002-04-01 10.412433822881802
2002-05-01 10.377042276999001
2002-06-01 10.445776211147999
2002-07-01 10.466689281104800
2002-08-01 10.673083180492500
2002-09-01 11.025770040999000
2002-10-01 10.610893322927200
2002-11-01 10.592683506878500
2002-12-01 10.044371840443800
2003-01-01 11.158494859419100
2003-02-01 10.566067054905000
2003-03-01 10.329148888870302
2003-04-01 10.566447272842598
2003-05-01 10.503154265556400
2003-06-01 10.456342367843100
2003-07-01 10.454586957463200
2003-08-01 10.429999538473199
2003-09-01 10.652487834812199
2003-10-01 10.472649945831302
2003-11-01 10.606974371023801
2003-12-01 10.650146755176399
2004-01-01 10.367118706742001
2004-02-01 11.002247456111100
2004-03-01 10.833190141556699
2004-04-01 10.612695300693199
2004-05-01 10.809720264067600
2004-06-01 11.081476305104198
2004-07-01 10.793733535568700
2004-08-01 10.657065983528199
2004-09-01 10.483835898551300
2004-10-01 10.881635121049099
2004-11-01 10.919611148561700
2004-12-01 10.200308581520801
2005-01-01 11.005497130585498
2005-02-01 10.528779019703400
2005-03-01 10.603648739724000
2005-04-01 10.860425411793400
2005-05-01 10.730055071778000
2005-06-01 10.789934429513400
2005-07-01 10.902649026314400
2005-08-01 10.600047640753198
2005-09-01 10.609998554043400
2005-10-01 10.767700192359400
2005-11-01 10.901079472832699
2005-12-01 10.762223881177700
2006-01-01 11.110196670265000
2006-02-01 10.915415601159700
2006-03-01 11.180433617184100
2006-04-01 11.110447454773100
2006-05-01 11.047835568409200
2006-06-01 10.962246789700101
2006-07-01 11.011983611633802
2006-08-01 11.113469670666001
2006-09-01 11.316007439437001
2006-10-01 11.414291664411600
2006-11-01 11.154831932511900
2006-12-01 11.341911511214300
2007-01-01 11.120922667761600
2007-02-01 10.850077367339498
2007-03-01 11.317300873090698
2007-04-01 11.206589917296000
2007-05-01 11.358145516783900
2007-06-01 11.220306496400301
2007-07-01 11.011620501865098
2007-08-01 11.608678771176300
2007-09-01 11.406058703407500
2007-10-01 11.471273280118101
2007-11-01 11.229314823683400
2007-12-01 11.454488414371500
2008-01-01 11.371294339096199
2008-02-01 11.421304967704302
2008-03-01 11.214109294965198
2008-04-01 11.410698687487600
2008-05-01 10.578033033076000
2008-06-01 11.074258950745199
2008-07-01 11.235197449511400
2008-08-01 11.544229626631598
2008-09-01 11.288423216946500
2008-10-01 11.280751824051098
2008-11-01 11.376835901040800
2008-12-01 11.506194483967800
2009-01-01 11.982816203034698
2009-02-01 11.369663135069402
2009-03-01 11.573401708039300
2009-04-01 11.434797909407001
2009-05-01 11.130077736159501
2009-06-01 11.342595301841099
2009-07-01 11.351647657439802
2009-08-01 11.566845750415700
2009-09-01 11.653380418509800
2009-10-01 11.721778201719100
2009-11-01 11.940643772136500
2009-12-01 11.869547308958600
2010-01-01 11.492928523966300
2010-02-01 12.191791505539598
2010-03-01 12.030778868168001
2010-04-01 11.884671246910500
2010-05-01 12.255684038056200
2010-06-01 12.296617287504699
2010-07-01 12.185198256787801
2010-08-01 12.268495004321899
2010-09-01 11.806376892437699
2010-10-01 11.585409446273598
2010-11-01 11.530132601632399
2010-12-01 11.783816187922099
2011-01-01 12.432777828083598
2011-02-01 11.815963491424197
2011-03-01 11.707828978020000
2011-04-01 11.668422136212198
2011-05-01 11.914574482258502
2011-06-01 12.332525239135801
2011-07-01 12.105850126389600
2011-08-01 11.954319945527699
2011-09-01 11.751731696697700
2011-10-01 11.868207451013500
2011-11-01 11.742760672903700
2011-12-01 11.743430112994500
2012-01-01 11.675737590393900
2012-02-01 11.975069201607198
2012-03-01 12.019271517541402
2012-04-01 11.980233058179000
2012-05-01 11.885498997137900
2012-06-01 11.966435512086802
2012-07-01 11.537908401896500
2012-08-01 11.384876788061800
2012-09-01 11.819195674960598
2012-10-01 11.648914082962301
2012-11-01 11.674964706875400
2012-12-01 11.459643408272600
2013-01-01 11.559261149976198
2013-02-01 11.612386531195199
2013-03-01 11.621107039882801
2013-04-01 11.642353961954500
2013-05-01 11.586902091535402
2013-06-01 11.541329387077802
2013-07-01 11.705642555399400
2013-08-01 11.646895577510600
2013-09-01 11.999331421977699
2013-10-01 11.595428759045301
2013-11-01 11.797377307249802
2013-12-01 11.315220085602501
2014-01-01 11.509461265297000
2014-02-01 11.661450641907100
2014-03-01 11.474047470950598
2014-04-01 11.772030192365700
2014-05-01 11.893925308112099
2014-06-01 11.978844693000200
2014-07-01 11.727850154772101
2014-08-01 11.602137971880900
2014-09-01 12.109561556811100
2014-10-01 12.264040415502300
2014-11-01 12.298951123334401
2014-12-01 12.498502571873500
2015-01-01 12.326342507950802
2015-02-01 12.080746885760100
2015-03-01 11.862352221647999
2015-04-01 12.204617516144200
2015-05-01 11.994027857419601
2015-06-01 12.437820307791801
2015-07-01 12.357147427166801
2015-08-01 12.113822634535401
2015-09-01 11.942306551299500
2015-10-01 12.125962130141499
2015-11-01 12.124252101708901
2015-12-01 12.219925283881599
2016-01-01 12.135931001306698
2016-02-01 12.131975881138501
2016-03-01 12.144087948928900
2016-04-01 12.122883953173700
2016-05-01 12.093914687559801
2016-06-01 11.943970710175000
2016-07-01 12.234846265565901
2016-08-01 12.189379866432500
2016-09-01 12.380477339303000
2016-10-01 12.459836375956900
2016-11-01 12.516361230053501
2016-12-01 12.546467107467300
2017-01-01 12.601365495454500
2017-02-01 12.626993580537200
2017-03-01 12.700249699151900
2017-04-01 12.674758652136500
2017-05-01 12.767137389157900
2017-06-01 12.249241680974901
2017-07-01 12.731540942117698
2017-08-01 12.225644367977800
2017-09-01 12.682930141117401
2017-10-01 12.823584596926501
2017-11-01 12.650932840067401
2017-12-01 12.821807969373800
2018-01-01 12.304912251926599
2018-02-01 12.729385815756200
2018-03-01 12.813933309275901
2018-04-01 12.705432435380700
2018-05-01 12.768767450263800
2018-06-01 12.514327602197401
2018-07-01 12.484135282774698
2018-08-01 12.717987893773500
2018-09-01 12.772323749585500
2018-10-01 13.043540727714500
2018-11-01 12.786663043618100
2018-12-01 12.741539782087400
2019-01-01 12.659798408777800
2019-02-01 12.707693694050200
2019-03-01 12.954322592286902
2019-04-01 12.935220454544401
2019-05-01 12.875104717100001
2019-06-01 12.866116059253900
2019-07-01 12.584702242821699
2019-08-01 12.707740698315101
2019-09-01 12.642621654380902
2019-10-01 12.833451049507900
2019-11-01 12.918354249379801
2019-12-01 12.848978599035000
2020-01-01 13.124961727013499
2020-02-01 12.964504803690900
2020-03-01 12.725152073706699
2020-04-01 10.371891639424700
2020-05-01 10.217551188155099
2020-06-01 11.034763869738800
2020-07-01 11.095437153094599
2020-08-01 11.282545148228800
2020-09-01 11.251030493497200
2020-10-01 11.062671186958001
2020-11-01 11.028720040263698
2020-12-01 10.270949701804800
2021-01-01 10.410642968024100
2021-02-01 10.680172116457300
2021-03-01 11.213812876914501
2021-04-01 11.353908679834600
2021-05-01 11.729608176419198
2021-06-01 12.175494069294600
2021-07-01 11.767330490626302
2021-08-01 11.811218220739400
2021-09-01 11.221107356016299
2021-10-01 11.647227150029100
2021-11-01 11.673772868994000
2021-12-01 11.772409789761500
2022-01-01 11.767579927225500
2022-02-01 11.868525713936400
2022-03-01 11.887962900035500
2022-04-01 11.892030010683598
2022-05-01 12.379493186730200
2022-06-01 12.010744634451600
2022-07-01 12.203287521427800
2022-08-01 12.132537336097600
2022-09-01 12.180076444018700
2022-10-01 12.116569318836800
2022-11-01 12.217226072097300
2022-12-01 12.303546729725700
2023-01-01 12.510238057412200
2023-02-01 12.499309811328800
2023-03-01 12.553532628764500
2023-04-01 12.416304030575700
2023-05-01 12.343332854903100
2023-06-01 12.690870406934400
2023-07-01 12.646469780226200
2023-08-01 12.713556066613600
2023-09-01 12.848191822862999
2023-10-01 12.938924002293700
2023-11-01 12.934904615006499
2023-12-01 12.934337084925499
2024-01-01 12.524115825574100
2024-02-01 12.767922482375800
2024-03-01 12.738865681252598
2024-04-01 12.827121163284600
2024-05-01 12.778863892620098

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