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

Title All Employees: Education and Health Services: Private Education and Health Services in Allentown-Bethlehem-Easton, PA-NJ (MSA)
Series ID ALLE942EDUH
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 2026-04-01
Last Updated 2026-05-26 3:09 PM 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 37.5638375185395
1990-02-01 37.6371295010042
1990-03-01 38.1349365679754
1990-04-01 38.4559857168649
1990-05-01 38.5105964152717
1990-06-01 38.0889738242694
1990-07-01 38.4526938719071
1990-08-01 38.5975981313965
1990-09-01 39.0164367029960
1990-10-01 39.1899561963999
1990-11-01 39.4366520877942
1990-12-01 39.7143030161634
1991-01-01 39.9413859227661
1991-02-01 40.1270691711419
1991-03-01 40.2893344574595
1991-04-01 40.2305617941117
1991-05-01 40.3978268893918
1991-06-01 40.6571349954063
1991-07-01 40.5010766244467
1991-08-01 40.8808676541472
1991-09-01 40.8990711324465
1991-10-01 40.8626065139461
1991-11-01 40.9028994025646
1991-12-01 40.9984041027618
1992-01-01 40.8796946602893
1992-02-01 40.9126513630710
1992-03-01 40.8585957855747
1992-04-01 41.2372249328613
1992-05-01 41.4198334207848
1992-06-01 41.2632491192718
1992-07-01 41.5923467054792
1992-08-01 41.6930676871555
1992-09-01 41.6797797348204
1992-10-01 42.2551861836302
1992-11-01 42.3697508745228
1992-12-01 42.1973389182081
1993-01-01 43.0654777277705
1993-02-01 42.9796426637560
1993-03-01 42.3971695858453
1993-04-01 43.2304069262020
1993-05-01 43.3386425739756
1993-06-01 43.6399687034171
1993-07-01 43.5919980769865
1993-08-01 43.5507378694009
1993-09-01 43.4408664211208
1993-10-01 43.6566346172169
1993-11-01 43.6450570736375
1993-12-01 43.7107306227873
1994-01-01 43.8988569570737
1994-02-01 43.8249102535517
1994-03-01 44.1188825297242
1994-04-01 44.2614929002047
1994-05-01 44.2824851404546
1994-06-01 44.4639505399585
1994-07-01 44.6719852123215
1994-08-01 44.6731139638324
1994-09-01 44.9113634630249
1994-10-01 44.4670890478200
1994-11-01 44.7344907973447
1994-12-01 44.7455022683974
1995-01-01 44.7109449784156
1995-02-01 44.7657469578710
1995-03-01 45.1499819820449
1995-04-01 44.8887986608334
1995-05-01 44.9166724063338
1995-06-01 44.9960237816267
1995-07-01 44.8353292216324
1995-08-01 44.9650260551737
1995-09-01 45.5959878483696
1995-10-01 45.2025168619546
1995-11-01 45.3261552349416
1995-12-01 45.3771179719313
1996-01-01 45.1922729843567
1996-02-01 45.4946886957102
1996-03-01 45.5058029102615
1996-04-01 45.4275201611564
1996-05-01 45.4478328825890
1996-06-01 45.4985069323844
1996-07-01 45.9743628989531
1996-08-01 45.9585629807794
1996-09-01 46.4115222212938
1996-10-01 46.3266684262310
1996-11-01 46.3002157314272
1996-12-01 46.3867468349247
1997-01-01 46.6777166828884
1997-02-01 46.7443513176141
1997-03-01 46.6785892038105
1997-04-01 46.7495185109916
1997-05-01 46.9536762893698
1997-06-01 47.0304295756446
1997-07-01 47.1013575064114
1997-08-01 47.3540922158702
1997-09-01 47.4321406022055
1997-10-01 47.8634190347164
1997-11-01 47.6454024501326
1997-12-01 47.7820987172878
1998-01-01 48.0253827026599
1998-02-01 48.3282035127473
1998-03-01 48.5668647774572
1998-04-01 49.2667944595292
1998-05-01 49.3704889587988
1998-06-01 48.6253807411695
1998-07-01 48.7495720859456
1998-08-01 48.6251873255417
1998-09-01 48.3421619347016
1998-10-01 48.4145187043121
1998-11-01 48.7926364763723
1998-12-01 49.2671328930948
1999-01-01 48.7243155393165
1999-02-01 49.0911678107998
1999-03-01 49.3985157063797
1999-04-01 48.8238210757523
1999-05-01 48.7310237090570
1999-06-01 48.8834208908004
1999-07-01 48.7107877616375
1999-08-01 49.0759179110450
1999-09-01 48.6208821968243
1999-10-01 49.3673353901169
1999-11-01 49.4367183584685
1999-12-01 49.5612130073888
2000-01-01 49.9334049945127
2000-02-01 49.9874224089899
2000-03-01 49.6589568933338
2000-04-01 50.5500625517725
2000-05-01 50.9837183370701
2000-06-01 51.5905156899546
2000-07-01 51.2574176415889
2000-08-01 51.2882237715830
2000-09-01 51.3699406083096
2000-10-01 51.1614779482236
2000-11-01 51.4600508416454
2000-12-01 51.4412884846342
2001-01-01 51.5527805313206
2001-02-01 51.5957886899026
2001-03-01 51.7858525875859
2001-04-01 51.7763985911633
2001-05-01 51.7356744140120
2001-06-01 52.1641076797498
2001-07-01 52.3288207870890
2001-08-01 52.9102928166121
2001-09-01 52.9228010886311
2001-10-01 52.4281495861421
2001-11-01 52.6256164637706
2001-12-01 52.8561455180028
2002-01-01 52.8727767160006
2002-02-01 52.6980653845059
2002-03-01 52.8296322189080
2002-04-01 52.8641572417724
2002-05-01 53.1784322557219
2002-06-01 53.3559673502271
2002-07-01 53.7163961912885
2002-08-01 53.8088698806846
2002-09-01 54.2072623737192
2002-10-01 54.5401513226132
2002-11-01 54.7144201157950
2002-12-01 54.1981364914168
2003-01-01 55.4340053016473
2003-02-01 54.9847088893373
2003-03-01 55.0123160007343
2003-04-01 55.4016399902944
2003-05-01 55.4858956841441
2003-06-01 55.5961618773016
2003-07-01 55.6113167662260
2003-08-01 55.8511075179729
2003-09-01 56.0339390846641
2003-10-01 56.2402763930031
2003-11-01 56.5386055880931
2003-12-01 56.7324274536593
2004-01-01 56.5145957131714
2004-02-01 57.3353069799308
2004-03-01 57.3626063181079
2004-04-01 57.3081628955598
2004-05-01 57.5804503751623
2004-06-01 58.0408503803782
2004-07-01 57.7478014940874
2004-08-01 57.6555393335723
2004-09-01 57.3875755721192
2004-10-01 58.0440447222223
2004-11-01 58.1062050896922
2004-12-01 57.3917266537638
2005-01-01 58.3461264170417
2005-02-01 58.1387248706134
2005-03-01 58.3026739224094
2005-04-01 58.8219480090543
2005-05-01 58.8587671509708
2005-06-01 59.1687790449609
2005-07-01 59.6812991364882
2005-08-01 59.3461712878212
2005-09-01 59.3450666820038
2005-10-01 59.4920029607540
2005-11-01 59.6733489747132
2005-12-01 59.8069707267748
2006-01-01 60.2094108937921
2006-02-01 60.2115828899217
2006-03-01 60.7169946288171
2006-04-01 60.6254041542794
2006-05-01 60.5514798741250
2006-06-01 60.5986587611372
2006-07-01 60.7974744712834
2006-08-01 60.9004629365592
2006-09-01 61.3062830866236
2006-10-01 61.5827992151655
2006-11-01 61.4202959997195
2006-12-01 61.6032300270306
2007-01-01 61.7045365156990
2007-02-01 61.5387584507903
2007-03-01 62.1407992347297
2007-04-01 62.2729494388821
2007-05-01 62.6265897976299
2007-06-01 62.7347044491147
2007-07-01 62.8356172822334
2007-08-01 63.6054120092933
2007-09-01 63.4512114788764
2007-10-01 63.7090628628698
2007-11-01 63.5378276303982
2007-12-01 63.7757160792087
2008-01-01 63.8218008110923
2008-02-01 64.1351783180609
2008-03-01 64.0951247089036
2008-04-01 64.3434380532487
2008-05-01 63.5861200289285
2008-06-01 64.3147341910031
2008-07-01 64.5705073784846
2008-08-01 64.9984544043267
2008-09-01 64.5922867750673
2008-10-01 64.5845168620218
2008-11-01 64.9402156000208
2008-12-01 65.1818174058516
2009-01-01 65.9441218732721
2009-02-01 65.3022072571929
2009-03-01 65.3785421291437
2009-04-01 65.4508009355431
2009-05-01 65.1251847519328
2009-06-01 65.3399642798021
2009-07-01 65.6915317864651
2009-08-01 65.9513903956461
2009-09-01 65.7888850469989
2009-10-01 66.1529237439662
2009-11-01 66.4265456097800
2009-12-01 66.5071802129746
2010-01-01 66.4010953936334
2010-02-01 67.0894481917286
2010-03-01 66.9924797179426
2010-04-01 66.8343012863540
2010-05-01 67.2660228871876
2010-06-01 67.1542332131030
2010-07-01 67.1192314062665
2010-08-01 67.7673575053152
2010-09-01 67.2549149050718
2010-10-01 67.1154601402916
2010-11-01 67.2009297961699
2010-12-01 67.5741276492276
2011-01-01 68.0570777099355
2011-02-01 67.5241820356737
2011-03-01 67.4357379608004
2011-04-01 67.5071577340924
2011-05-01 68.0020675049997
2011-06-01 68.2601924819467
2011-07-01 68.3650006448353
2011-08-01 68.3054526618952
2011-09-01 68.2813659918348
2011-10-01 68.6272505859981
2011-11-01 68.8545471542421
2011-12-01 68.8263973145642
2012-01-01 69.3727937184750
2012-02-01 69.7043588900465
2012-03-01 69.9618217223497
2012-04-01 70.0255792638551
2012-05-01 69.9406589793233
2012-06-01 70.2089754586323
2012-07-01 70.0145285011649
2012-08-01 70.0798519725259
2012-09-01 70.5332191064387
2012-10-01 70.3932501844030
2012-11-01 70.3040885690277
2012-12-01 70.4603231641252
2013-01-01 70.4596486641832
2013-02-01 70.8242165068733
2013-03-01 70.7018188411367
2013-04-01 70.8371560397870
2013-05-01 70.9052358607804
2013-06-01 71.1090010462728
2013-07-01 71.2495134122481
2013-08-01 71.4447326084016
2013-09-01 71.7044708827021
2013-10-01 71.1634814900623
2013-11-01 71.7566510031272
2013-12-01 71.1634474583856
2014-01-01 71.3106914943130
2014-02-01 71.1475711603923
2014-03-01 71.1233775375381
2014-04-01 71.5499728570696
2014-05-01 71.8053191637456
2014-06-01 71.7771598457021
2014-07-01 71.6527369807517
2014-08-01 71.7224132522779
2014-09-01 72.1258621500389
2014-10-01 72.7157414980624
2014-11-01 72.8253002433334
2014-12-01 73.1312506721419
2015-01-01 72.6622158179083
2015-02-01 72.4320043897628
2015-03-01 72.2060295949641
2015-04-01 73.0790842113848
2015-05-01 73.0934580096424
2015-06-01 73.5176842367573
2015-07-01 73.6313332218235
2015-08-01 73.4990733855742
2015-09-01 73.3576446356287
2015-10-01 73.6556606944029
2015-11-01 73.7256954591546
2015-12-01 74.0854579403499
2016-01-01 73.9096210311623
2016-02-01 73.8939361800976
2016-03-01 74.1583991842299
2016-04-01 74.1660017663932
2016-05-01 74.1036698685478
2016-06-01 73.9324455375170
2016-07-01 74.2865217207779
2016-08-01 73.9558565258329
2016-09-01 74.2053430531414
2016-10-01 73.9995651914153
2016-11-01 74.2492664689934
2016-12-01 74.1576829142075
2017-01-01 74.6558918986926
2017-02-01 74.7441885474636
2017-03-01 74.7380273189560
2017-04-01 74.8012482703260
2017-05-01 74.9359766375423
2017-06-01 74.6357818655758
2017-07-01 75.2492716069510
2017-08-01 75.0933369345439
2017-09-01 75.7893394671164
2017-10-01 76.1084115090590
2017-11-01 76.2565193566916
2017-12-01 76.6344954183421
2018-01-01 76.7490829550445
2018-02-01 77.3077676077340
2018-03-01 77.3107058301633
2018-04-01 77.5250698065485
2018-05-01 77.6795097302183
2018-06-01 77.5195749661814
2018-07-01 77.6147026671430
2018-08-01 78.1554969167359
2018-09-01 78.2458977672623
2018-10-01 78.6367140367270
2018-11-01 78.4521056254011
2018-12-01 78.7214515176186
2019-01-01 78.7658760491062
2019-02-01 78.9015708560182
2019-03-01 79.3403968003659
2019-04-01 79.2765578437351
2019-05-01 79.4227956811809
2019-06-01 79.3420021943450
2019-07-01 79.0102165531045
2019-08-01 79.3651314160748
2019-09-01 79.1013533030009
2019-10-01 79.3047262411479
2019-11-01 79.6701286628261
2019-12-01 79.7146329857411
2020-01-01 80.4771994062658
2020-02-01 80.3305697615427
2020-03-01 79.6042034534612
2020-04-01 67.2293451673270
2020-05-01 68.9650664867076
2020-06-01 72.1219792724173
2020-07-01 73.5980576902656
2020-08-01 74.7477138208381
2020-09-01 74.8943539479835
2020-10-01 75.0035853058700
2020-11-01 75.0889571085721
2020-12-01 74.3299424139211
2021-01-01 75.2563961066573
2021-02-01 75.2946261764502
2021-03-01 76.1169230820925
2021-04-01 76.5823512897097
2021-05-01 76.5839675430258
2021-06-01 77.0619539333407
2021-07-01 77.0957997293409
2021-08-01 76.7510628218064
2021-09-01 76.0576340903328
2021-10-01 76.7174326906261
2021-11-01 77.0063454663713
2021-12-01 76.9628210296368
2022-01-01 77.0131959556348
2022-02-01 77.4939760494416
2022-03-01 77.7422560008442
2022-04-01 78.2471868414710
2022-05-01 78.8484848421040
2022-06-01 78.9350789941327
2022-07-01 79.5854105916168
2022-08-01 80.0155189123661
2022-09-01 80.1274271634871
2022-10-01 80.9100138003959
2022-11-01 81.2722879479225
2022-12-01 82.0478653348848
2023-01-01 83.1043300671126
2023-02-01 83.3430692912683
2023-03-01 83.4174718648207
2023-04-01 83.6754650978703
2023-05-01 83.7763199830168
2023-06-01 84.4210224326377
2023-07-01 84.5652381207492
2023-08-01 85.2283105161956
2023-09-01 85.9000371095528
2023-10-01 86.2688688050489
2023-11-01 86.5191771209019
2023-12-01 87.2336722651804
2024-01-01 87.4382581286782
2024-02-01 87.7014127462136
2024-03-01 88.3930348879516
2024-04-01 88.6059399563617
2024-05-01 89.2091630734675
2024-06-01 89.4977274619440
2024-07-01 90.0004385924557
2024-08-01 90.1313416519864
2024-09-01 90.6741874891227
2024-10-01 90.5397897984041
2024-11-01 90.8533111539801
2024-12-01 90.9428987916477
2025-01-01 91.0629523409897
2025-02-01 91.3830503689774
2025-03-01 91.3908859964131
2025-04-01 91.5508084734697
2025-05-01 91.8314406290509
2025-06-01 92.3606933647017
2025-07-01 92.6678753407146
2025-08-01 93.0902463093150
2025-09-01 93.2370559325160
2025-10-01 93.6114327864148
2025-11-01 94.1895135052740
2025-12-01 94.5819235348756
2026-01-01 95.9362900849400
2026-02-01 95.2783669885834
2026-03-01 95.6687068065726
2026-04-01 96.1470057334579

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