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 2026-07-01
Last Updated 2026-08-21 7:47 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 39.7143030161635
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 40.6571349954062
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 41.6797797348205
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 43.4408664211209
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 44.1188825297241
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 44.9960237816266
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 48.3421619347015
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 48.7310237090569
1999-06-01 48.8834208908004
1999-07-01 48.7107877616375
1999-08-01 49.0759179110451
1999-09-01 48.6208821968241
1999-10-01 49.3673353901170
1999-11-01 49.4367183584685
1999-12-01 49.5612130073888
2000-01-01 49.9334049945128
2000-02-01 49.9874224089900
2000-03-01 49.6589568933339
2000-04-01 50.5500625517725
2000-05-01 50.9837183370699
2000-06-01 51.5905156899542
2000-07-01 51.2574176415887
2000-08-01 51.2882237715832
2000-09-01 51.3699406083097
2000-10-01 51.1614779482240
2000-11-01 51.4600508416457
2000-12-01 51.4412884846349
2001-01-01 51.5527805313210
2001-02-01 51.5957886899033
2001-03-01 51.7858525875857
2001-04-01 51.7763985911610
2001-05-01 51.7356744140072
2001-06-01 52.1641076797426
2001-07-01 52.3288207870871
2001-08-01 52.9102928166164
2001-09-01 52.9228010886427
2001-10-01 52.4281495861596
2001-11-01 52.6256164637848
2001-12-01 52.8561455180014
2002-01-01 52.8727767159844
2002-02-01 52.6980653844843
2002-03-01 52.8296322188911
2002-04-01 52.8641572417656
2002-05-01 53.1784322557196
2002-06-01 53.3559673502194
2002-07-01 53.7163961912835
2002-08-01 53.8088698807004
2002-09-01 54.2072623737574
2002-10-01 54.5401513226773
2002-11-01 54.7144201158458
2002-12-01 54.1981364914063
2003-01-01 55.4340053015758
2003-02-01 54.9847088892475
2003-03-01 55.0123160006755
2003-04-01 55.4016399902988
2003-05-01 55.4858956841810
2003-06-01 55.5961618773093
2003-07-01 55.6113167661897
2003-08-01 55.8511075179861
2003-09-01 56.0339390847488
2003-10-01 56.2402763931204
2003-11-01 56.5386055882264
2003-12-01 56.7324274537761
2004-01-01 56.5145957132736
2004-02-01 57.3353069790577
2004-03-01 57.3626063182016
2004-04-01 57.3081628956093
2004-05-01 57.5804503751131
2004-06-01 58.0408503802525
2004-07-01 57.7478014939454
2004-08-01 57.6555393335888
2004-09-01 57.3875755726490
2004-10-01 58.0440447231028
2004-11-01 58.1062050905108
2004-12-01 57.3917266540453
2005-01-01 58.3461264166861
2005-02-01 58.1387248679573
2005-03-01 58.3026739218209
2005-04-01 58.8219480086587
2005-05-01 58.8587671508149
2005-06-01 59.1687790450426
2005-07-01 59.6812991369299
2005-08-01 59.3461712880973
2005-09-01 59.3450666844878
2005-10-01 59.4920029640741
2005-11-01 59.6733489771525
2005-12-01 59.8069707266411
2006-01-01 60.2094108910431
2006-02-01 60.2115828826414
2006-03-01 60.7169946252011
2006-04-01 60.6254041523539
2006-05-01 60.5514798742409
2006-06-01 60.5986587627827
2006-07-01 60.7974744741246
2006-08-01 60.9004629408128
2006-09-01 61.3062830953532
2006-10-01 61.5827992219197
2006-11-01 61.4202960026699
2006-12-01 61.6032300266792
2007-01-01 61.7045365125777
2007-02-01 61.5387584125516
2007-03-01 62.1407992348775
2007-04-01 62.2729494401088
2007-05-01 62.6265897998868
2007-06-01 62.7347044533469
2007-07-01 62.8356172899914
2007-08-01 63.6054120295180
2007-09-01 63.4512114948734
2007-10-01 63.7090628725141
2007-11-01 63.5378276324771
2007-12-01 63.7757160779498
2008-01-01 63.8218007890611
2008-02-01 64.1351782490257
2008-03-01 64.0951247155808
2008-04-01 64.3434380573433
2008-05-01 63.5861200277957
2008-06-01 64.3147341955387
2008-07-01 64.5705073949182
2008-08-01 64.9984544469462
2008-09-01 64.5922868104121
2008-10-01 64.5845168973971
2008-11-01 64.9402156351824
2008-12-01 65.1818173305690
2009-01-01 65.9441218519745
2009-02-01 65.3022071561384
2009-03-01 65.3785421175197
2009-04-01 65.4508009079181
2009-05-01 65.1251847172827
2009-06-01 65.3399642708011
2009-07-01 65.6915318315800
2009-08-01 65.9513905315652
2009-09-01 65.7888851960865
2009-10-01 66.1529238945171
2009-11-01 66.4265457098243
2009-12-01 66.5071799988763
2010-01-01 66.4010952446128
2010-02-01 67.0894479534524
2010-03-01 66.9924795861150
2010-04-01 66.8343011860547
2010-05-01 67.2660228436838
2010-06-01 67.1542332493708
2010-07-01 67.1192315280634
2010-08-01 67.7673577970005
2010-09-01 67.2549155257015
2010-10-01 67.1154604967042
2010-11-01 67.2009299778540
2010-12-01 67.5741271826078
2011-01-01 68.0570772610497
2011-02-01 67.5241814837531
2011-03-01 67.4357371738027
2011-04-01 67.5071574572466
2011-05-01 68.0020673519677
2011-06-01 68.2601926230140
2011-07-01 68.3650011276013
2011-08-01 68.3054536722023
2011-09-01 68.2813680859921
2011-10-01 68.6272520239682
2011-11-01 68.8545478973907
2011-12-01 68.8263946583900
2012-01-01 69.3727930573777
2012-02-01 69.7043544900663
2012-03-01 69.9618208938498
2012-04-01 70.0255794913307
2012-05-01 69.9406593128756
2012-06-01 70.2089761107170
2012-07-01 70.0145300092332
2012-08-01 70.0798544910682
2012-09-01 70.5332239552425
2012-10-01 70.3932537545164
2012-11-01 70.3040896927659
2012-12-01 70.4603165676873
2013-01-01 70.4596455051328
2013-02-01 70.8242064083698
2013-03-01 70.7018176860121
2013-04-01 70.8371577932907
2013-05-01 70.9052378041429
2013-06-01 71.1090023033815
2013-07-01 71.2495167684863
2013-08-01 71.4447382885827
2013-09-01 71.7044782949497
2013-10-01 71.1634881280242
2013-11-01 71.7566572232942
2013-12-01 71.1634457097019
2014-01-01 71.3106554429795
2014-02-01 71.1475633472328
2014-03-01 71.1233794879853
2014-04-01 71.5499743376922
2014-05-01 71.8053205754373
2014-06-01 71.7771644254027
2014-07-01 71.6527476950457
2014-08-01 71.7224253036000
2014-09-01 72.1258834244800
2014-10-01 72.7157569995249
2014-11-01 72.8253033433943
2014-12-01 73.1312351077172
2015-01-01 72.6621214241681
2015-02-01 72.4319899385944
2015-03-01 72.2060428731438
2015-04-01 73.0791099513149
2015-05-01 73.0934833333869
2015-06-01 73.5177036737490
2015-07-01 73.6313512335535
2015-08-01 73.4990853499198
2015-09-01 73.3576791312869
2015-10-01 73.6556835135817
2015-11-01 73.7256790981517
2015-12-01 74.0853960612549
2016-01-01 73.9094313278164
2016-02-01 73.8939010685454
2016-03-01 74.1584496961278
2016-04-01 74.1661055655296
2016-05-01 74.1037659772412
2016-06-01 73.9324886980818
2016-07-01 74.2865397411871
2016-08-01 73.9558567243788
2016-09-01 74.2053595084433
2016-10-01 73.9995864962909
2016-11-01 74.2492686103912
2016-12-01 74.1576698849517
2017-01-01 74.6551797011214
2017-02-01 74.7442728197646
2017-03-01 74.7381603899345
2017-04-01 74.8014511880716
2017-05-01 74.9364108733840
2017-06-01 74.6358546136016
2017-07-01 75.2491461791112
2017-08-01 75.0932552394339
2017-09-01 75.7893545718711
2017-10-01 76.1084479408561
2017-11-01 76.2565437222572
2017-12-01 76.6344714994215
2018-01-01 76.7477864916836
2018-02-01 77.3079665979488
2018-03-01 77.3109345633839
2018-04-01 77.5254138695661
2018-05-01 77.6803506990085
2018-06-01 77.5196963332829
2018-07-01 77.6144104980142
2018-08-01 78.1552904567041
2018-09-01 78.2460596700218
2018-10-01 78.6367553918548
2018-11-01 78.4521290271957
2018-12-01 78.7213640012190
2019-01-01 78.7639404968720
2019-02-01 78.9018225791588
2019-03-01 79.3406977188780
2019-04-01 79.2770562985243
2019-05-01 79.4240672624344
2019-06-01 79.3421652956970
2019-07-01 79.0097813105914
2019-08-01 79.3648635114866
2019-09-01 79.1016795226887
2019-10-01 79.3048020815125
2019-11-01 79.6702881550933
2019-12-01 79.7147306341315
2020-01-01 80.4738558416896
2020-02-01 80.3310669169290
2020-03-01 79.6046827983338
2020-04-01 67.2298904984624
2020-05-01 68.9662970219603
2020-06-01 72.1222654306835
2020-07-01 73.5977785548631
2020-08-01 74.7475682156247
2020-09-01 74.8948256897647
2020-10-01 75.0035438577142
2020-11-01 75.0889369285267
2020-12-01 74.3298739922843
2021-01-01 75.2516539848927
2021-02-01 75.2952888998544
2021-03-01 76.1180469590817
2021-04-01 76.5839219674268
2021-05-01 76.5861640321870
2021-06-01 77.0626460282041
2021-07-01 77.0953559735877
2021-08-01 76.7504498699740
2021-09-01 76.0577072237986
2021-10-01 76.7169761072301
2021-11-01 77.0056858359981
2021-12-01 76.9618285080817
2022-01-01 77.0064021295391
2022-02-01 77.4946256239022
2022-03-01 77.7452032257267
2022-04-01 78.2517951990808
2022-05-01 78.8531447445771
2022-06-01 78.9367316107252
2022-07-01 79.5839909145522
2022-08-01 80.0127170070751
2022-09-01 80.1262250959757
2022-10-01 80.9090484612930
2022-11-01 81.2699243221599
2022-12-01 82.0436942903224
2023-01-01 83.0963971365161
2023-02-01 83.3419266746089
2023-03-01 83.4199984150360
2023-04-01 83.6870308357743
2023-05-01 83.7987451215975
2023-06-01 84.4219911450068
2023-07-01 84.5524216250863
2023-08-01 85.2221514442484
2023-09-01 85.8972270635646
2023-10-01 86.2671276309380
2023-11-01 86.5147573979546
2023-12-01 87.2254103992852
2024-01-01 87.4277668867595
2024-02-01 87.6973273730403
2024-03-01 88.3950900322179
2024-04-01 88.6286925987498
2024-05-01 89.2568563642249
2024-06-01 89.5021207025412
2024-07-01 89.9645555392117
2024-08-01 90.1212624871929
2024-09-01 90.6697337061850
2024-10-01 90.5373931865404
2024-11-01 90.8467087129826
2024-12-01 90.9301506036843
2025-01-01 91.0510535923968
2025-02-01 91.3750913515458
2025-03-01 91.3909275009617
2025-04-01 91.5857541490192
2025-05-01 91.9091436716813
2025-06-01 92.3712174901773
2025-07-01 92.6001673587638
2025-08-01 93.0770856068326
2025-09-01 93.2315640472512
2025-10-01 93.6083731229302
2025-11-01 94.1812831026359
2025-12-01 94.5658588605699
2026-01-01 95.9221762556444
2026-02-01 95.2668158877732
2026-03-01 95.6683101004645
2026-04-01 96.0942528946822
2026-05-01 96.3501768606117
2026-06-01 96.8533407514763
2026-07-01 97.3808144429412

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