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 2026-09-01 |
| Last Updated | 2026-10-20 10:44 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 | 9.1546226190 |
| 1990-02-01 | 9.0190533846 |
| 1990-03-01 | 9.1178672499 |
| 1990-04-01 | 9.4207026843 |
| 1990-05-01 | 9.3728392195 |
| 1990-06-01 | 8.8348758647 |
| 1990-07-01 | 8.8518095629 |
| 1990-08-01 | 9.0867952598 |
| 1990-09-01 | 9.2453515696 |
| 1990-10-01 | 9.2609307739 |
| 1990-11-01 | 9.2822476786 |
| 1990-12-01 | 9.4415725279 |
| 1991-01-01 | 9.2679321110 |
| 1991-02-01 | 9.3101699507 |
| 1991-03-01 | 9.2888441767 |
| 1991-04-01 | 8.7987650451 |
| 1991-05-01 | 8.8278026849 |
| 1991-06-01 | 8.7080854269 |
| 1991-07-01 | 8.3548625716 |
| 1991-08-01 | 8.6978939151 |
| 1991-09-01 | 8.7438000091 |
| 1991-10-01 | 8.7401197595 |
| 1991-11-01 | 8.6649337095 |
| 1991-12-01 | 8.7274682433 |
| 1992-01-01 | 8.6866921898 |
| 1992-02-01 | 8.7191439504 |
| 1992-03-01 | 8.6338906355 |
| 1992-04-01 | 8.6348112006 |
| 1992-05-01 | 8.5611007413 |
| 1992-06-01 | 8.5766616202 |
| 1992-07-01 | 8.5862673504 |
| 1992-08-01 | 8.6729576543 |
| 1992-09-01 | 8.6400541908 |
| 1992-10-01 | 8.7619637023 |
| 1992-11-01 | 8.9495730701 |
| 1992-12-01 | 8.8387781186 |
| 1993-01-01 | 8.7862160294 |
| 1993-02-01 | 8.8936781742 |
| 1993-03-01 | 8.1625790268 |
| 1993-04-01 | 8.9318518603 |
| 1993-05-01 | 8.8570640625 |
| 1993-06-01 | 9.1453326207 |
| 1993-07-01 | 9.4240920844 |
| 1993-08-01 | 9.2575042118 |
| 1993-09-01 | 9.2257057312 |
| 1993-10-01 | 9.3283794137 |
| 1993-11-01 | 9.3257261049 |
| 1993-12-01 | 9.3186880983 |
| 1994-01-01 | 9.4582961828 |
| 1994-02-01 | 9.3505479192 |
| 1994-03-01 | 9.6032776829 |
| 1994-04-01 | 9.5039025340 |
| 1994-05-01 | 9.5257683791 |
| 1994-06-01 | 9.7150964782 |
| 1994-07-01 | 9.5176778148 |
| 1994-08-01 | 9.5980639630 |
| 1994-09-01 | 9.6086234696 |
| 1994-10-01 | 9.4430032197 |
| 1994-11-01 | 9.5295059253 |
| 1994-12-01 | 9.5262354934 |
| 1995-01-01 | 9.5322230229 |
| 1995-02-01 | 9.6200377485 |
| 1995-03-01 | 9.6916438197 |
| 1995-04-01 | 9.7036539144 |
| 1995-05-01 | 9.7426591666 |
| 1995-06-01 | 9.7059454080 |
| 1995-07-01 | 9.7323259882 |
| 1995-08-01 | 9.5719469174 |
| 1995-09-01 | 9.6900125409 |
| 1995-10-01 | 9.7396136356 |
| 1995-11-01 | 9.7257226343 |
| 1995-12-01 | 9.8208047495 |
| 1996-01-01 | 9.8312284639 |
| 1996-02-01 | 9.8952283504 |
| 1996-03-01 | 9.7891575495 |
| 1996-04-01 | 9.7972598268 |
| 1996-05-01 | 9.8687905969 |
| 1996-06-01 | 9.9414920630 |
| 1996-07-01 | 9.9387374649 |
| 1996-08-01 | 10.0578115048 |
| 1996-09-01 | 10.1811651908 |
| 1996-10-01 | 10.0279223172 |
| 1996-11-01 | 9.9990256153 |
| 1996-12-01 | 10.0169073718 |
| 1997-01-01 | 9.9909561887 |
| 1997-02-01 | 10.0770569992 |
| 1997-03-01 | 9.9860085086 |
| 1997-04-01 | 10.0839436584 |
| 1997-05-01 | 10.1049116735 |
| 1997-06-01 | 10.0555976370 |
| 1997-07-01 | 9.9078600047 |
| 1997-08-01 | 10.1609835538 |
| 1997-09-01 | 10.2817226794 |
| 1997-10-01 | 10.3214503551 |
| 1997-11-01 | 10.2574283126 |
| 1997-12-01 | 10.3006056017 |
| 1998-01-01 | 10.2573116924 |
| 1998-02-01 | 10.2711637176 |
| 1998-03-01 | 10.3557304144 |
| 1998-04-01 | 10.3798246355 |
| 1998-05-01 | 10.3510651375 |
| 1998-06-01 | 9.9300342765 |
| 1998-07-01 | 10.3667038443 |
| 1998-08-01 | 10.3858964211 |
| 1998-09-01 | 10.2821537880 |
| 1998-10-01 | 10.2485677859 |
| 1998-11-01 | 10.2317925242 |
| 1998-12-01 | 10.2304832805 |
| 1999-01-01 | 9.9481766587 |
| 1999-02-01 | 10.2862041485 |
| 1999-03-01 | 10.3553177347 |
| 1999-04-01 | 10.4065195851 |
| 1999-05-01 | 10.3244300684 |
| 1999-06-01 | 10.2640914407 |
| 1999-07-01 | 10.3581727475 |
| 1999-08-01 | 10.1006939563 |
| 1999-09-01 | 10.1690874322 |
| 1999-10-01 | 10.3611254334 |
| 1999-11-01 | 10.4760477086 |
| 1999-12-01 | 10.4500390875 |
| 2000-01-01 | 10.5408016123 |
| 2000-02-01 | 10.7866718830 |
| 2000-03-01 | 10.3555575701 |
| 2000-04-01 | 10.3228514506 |
| 2000-05-01 | 10.4795176017 |
| 2000-06-01 | 10.5987996956 |
| 2000-07-01 | 10.5959431264 |
| 2000-08-01 | 10.6872311314 |
| 2000-09-01 | 10.6414411684 |
| 2000-10-01 | 10.5546407024 |
| 2000-11-01 | 10.5367495156 |
| 2000-12-01 | 10.7755111600 |
| 2001-01-01 | 10.5875172844 |
| 2001-02-01 | 10.5064209553 |
| 2001-03-01 | 10.6294435526 |
| 2001-04-01 | 10.4285502918 |
| 2001-05-01 | 10.4359408075 |
| 2001-06-01 | 10.4580017242 |
| 2001-07-01 | 10.3575282895 |
| 2001-08-01 | 10.4257036156 |
| 2001-09-01 | 10.7258467936 |
| 2001-10-01 | 10.2738417876 |
| 2001-11-01 | 10.3395305081 |
| 2001-12-01 | 10.1724957421 |
| 2002-01-01 | 10.7611673313 |
| 2002-02-01 | 10.3384076174 |
| 2002-03-01 | 10.3548356160 |
| 2002-04-01 | 10.4124337556 |
| 2002-05-01 | 10.3770422050 |
| 2002-06-01 | 10.4457761413 |
| 2002-07-01 | 10.4666892210 |
| 2002-08-01 | 10.6730832107 |
| 2002-09-01 | 11.0257705603 |
| 2002-10-01 | 10.6108932909 |
| 2002-11-01 | 10.5926834699 |
| 2002-12-01 | 10.0443718868 |
| 2003-01-01 | 11.1584947656 |
| 2003-02-01 | 10.5660669303 |
| 2003-03-01 | 10.3291488416 |
| 2003-04-01 | 10.5664472467 |
| 2003-05-01 | 10.5031542484 |
| 2003-06-01 | 10.4563423669 |
| 2003-07-01 | 10.4545869785 |
| 2003-08-01 | 10.4299995708 |
| 2003-09-01 | 10.6524879261 |
| 2003-10-01 | 10.4726499684 |
| 2003-11-01 | 10.6069743736 |
| 2003-12-01 | 10.6501467918 |
| 2004-01-01 | 10.3671186530 |
| 2004-02-01 | 11.0022474081 |
| 2004-03-01 | 10.8331901144 |
| 2004-04-01 | 10.6126952878 |
| 2004-05-01 | 10.8097202610 |
| 2004-06-01 | 11.0814763101 |
| 2004-07-01 | 10.7937335499 |
| 2004-08-01 | 10.6570659626 |
| 2004-09-01 | 10.4838359527 |
| 2004-10-01 | 10.8816351351 |
| 2004-11-01 | 10.9196111584 |
| 2004-12-01 | 10.2003085940 |
| 2005-01-01 | 11.0054971138 |
| 2005-02-01 | 10.5287789913 |
| 2005-03-01 | 10.6036487201 |
| 2005-04-01 | 10.8604253912 |
| 2005-05-01 | 10.7300550572 |
| 2005-06-01 | 10.7899344272 |
| 2005-07-01 | 10.9026490418 |
| 2005-08-01 | 10.6000476390 |
| 2005-09-01 | 10.6099986076 |
| 2005-10-01 | 10.7677002250 |
| 2005-11-01 | 10.9010794987 |
| 2005-12-01 | 10.7622239031 |
| 2006-01-01 | 11.1101966994 |
| 2006-02-01 | 10.9154155483 |
| 2006-03-01 | 11.1804335489 |
| 2006-04-01 | 11.1104473678 |
| 2006-05-01 | 11.0478354946 |
| 2006-06-01 | 10.9622467616 |
| 2006-07-01 | 11.0119836477 |
| 2006-08-01 | 11.1134697413 |
| 2006-09-01 | 11.3160075699 |
| 2006-10-01 | 11.4142917772 |
| 2006-11-01 | 11.1548320150 |
| 2006-12-01 | 11.3419115719 |
| 2007-01-01 | 11.1209227221 |
| 2007-02-01 | 10.8500773029 |
| 2007-03-01 | 11.3173007252 |
| 2007-04-01 | 11.2065896929 |
| 2007-05-01 | 11.3581452150 |
| 2007-06-01 | 11.2203061767 |
| 2007-07-01 | 11.0116202289 |
| 2007-08-01 | 11.6086800836 |
| 2007-09-01 | 11.4060585816 |
| 2007-10-01 | 11.4712736436 |
| 2007-11-01 | 11.2293150110 |
| 2007-12-01 | 11.4544885267 |
| 2008-01-01 | 11.3712943187 |
| 2008-02-01 | 11.4213049675 |
| 2008-03-01 | 11.2141090848 |
| 2008-04-01 | 11.4106982610 |
| 2008-05-01 | 10.5780325042 |
| 2008-06-01 | 11.0742568659 |
| 2008-07-01 | 11.2351970215 |
| 2008-08-01 | 11.5442324272 |
| 2008-09-01 | 11.2884233504 |
| 2008-10-01 | 11.2807530607 |
| 2008-11-01 | 11.3768368541 |
| 2008-12-01 | 11.5061951401 |
| 2009-01-01 | 11.9828163185 |
| 2009-02-01 | 11.3696630142 |
| 2009-03-01 | 11.5734007203 |
| 2009-04-01 | 11.4347962479 |
| 2009-05-01 | 11.1300758983 |
| 2009-06-01 | 11.3425902886 |
| 2009-07-01 | 11.3516460864 |
| 2009-08-01 | 11.5668494588 |
| 2009-09-01 | 11.6533810482 |
| 2009-10-01 | 11.7217817706 |
| 2009-11-01 | 11.9406481867 |
| 2009-12-01 | 11.8695522731 |
| 2010-01-01 | 11.4929328085 |
| 2010-02-01 | 12.1917939569 |
| 2010-03-01 | 12.0307760981 |
| 2010-04-01 | 11.8846634010 |
| 2010-05-01 | 12.2556736146 |
| 2010-06-01 | 12.2966005265 |
| 2010-07-01 | 12.1851873472 |
| 2010-08-01 | 12.2684921557 |
| 2010-09-01 | 11.8063963960 |
| 2010-10-01 | 11.5854143237 |
| 2010-11-01 | 11.5301421704 |
| 2010-12-01 | 11.7838412831 |
| 2011-01-01 | 12.4327939673 |
| 2011-02-01 | 11.8159720437 |
| 2011-03-01 | 11.7078226954 |
| 2011-04-01 | 11.6684004148 |
| 2011-05-01 | 11.9145412732 |
| 2011-06-01 | 12.3324769258 |
| 2011-07-01 | 12.1058064540 |
| 2011-08-01 | 11.9543647187 |
| 2011-09-01 | 11.7517524125 |
| 2011-10-01 | 11.8681973857 |
| 2011-11-01 | 11.7427578685 |
| 2011-12-01 | 11.7435585791 |
| 2012-01-01 | 11.6757543672 |
| 2012-02-01 | 11.9750808714 |
| 2012-03-01 | 12.0192504190 |
| 2012-04-01 | 11.9802232957 |
| 2012-05-01 | 11.8854641496 |
| 2012-06-01 | 11.9661501249 |
| 2012-07-01 | 11.5378886856 |
| 2012-08-01 | 11.3850068784 |
| 2012-09-01 | 11.8192647847 |
| 2012-10-01 | 11.6489053319 |
| 2012-11-01 | 11.6749570870 |
| 2012-12-01 | 11.4598655396 |
| 2013-01-01 | 11.5592667451 |
| 2013-02-01 | 11.6123848334 |
| 2013-03-01 | 11.6210569271 |
| 2013-04-01 | 11.6423430508 |
| 2013-05-01 | 11.5868600982 |
| 2013-06-01 | 11.5407996287 |
| 2013-07-01 | 11.7056704269 |
| 2013-08-01 | 11.6471579942 |
| 2013-09-01 | 11.9994702560 |
| 2013-10-01 | 11.5954534596 |
| 2013-11-01 | 11.7973813413 |
| 2013-12-01 | 11.3155187323 |
| 2014-01-01 | 11.5094363992 |
| 2014-02-01 | 11.6614055227 |
| 2014-03-01 | 11.4739348514 |
| 2014-04-01 | 11.7719826382 |
| 2014-05-01 | 11.8938274588 |
| 2014-06-01 | 11.9779826825 |
| 2014-07-01 | 11.7278760917 |
| 2014-08-01 | 11.6029373786 |
| 2014-09-01 | 12.1097825540 |
| 2014-10-01 | 12.2641558819 |
| 2014-11-01 | 12.2990493429 |
| 2014-12-01 | 12.4988693885 |
| 2015-01-01 | 12.3261092333 |
| 2015-02-01 | 12.0805698181 |
| 2015-03-01 | 11.8620327305 |
| 2015-04-01 | 12.2042824851 |
| 2015-05-01 | 11.9936143948 |
| 2015-06-01 | 12.4372872409 |
| 2015-07-01 | 12.3569194793 |
| 2015-08-01 | 12.1152458328 |
| 2015-09-01 | 11.9427011679 |
| 2015-10-01 | 12.1273581672 |
| 2015-11-01 | 12.1245139183 |
| 2015-12-01 | 12.2201699754 |
| 2016-01-01 | 12.1351096419 |
| 2016-02-01 | 12.1310923771 |
| 2016-03-01 | 12.1429352097 |
| 2016-04-01 | 12.1218206558 |
| 2016-05-01 | 12.0930212472 |
| 2016-06-01 | 11.9439713001 |
| 2016-07-01 | 12.2347608370 |
| 2016-08-01 | 12.1919428432 |
| 2016-09-01 | 12.3817831118 |
| 2016-10-01 | 12.4633833970 |
| 2016-11-01 | 12.5176352320 |
| 2016-12-01 | 12.5471549883 |
| 2017-01-01 | 12.5983928941 |
| 2017-02-01 | 12.6250635591 |
| 2017-03-01 | 12.6969768323 |
| 2017-04-01 | 12.6715392780 |
| 2017-05-01 | 12.7640606041 |
| 2017-06-01 | 12.2508217180 |
| 2017-07-01 | 12.7322091894 |
| 2017-08-01 | 12.2305636810 |
| 2017-09-01 | 12.6861609347 |
| 2017-10-01 | 12.8310239910 |
| 2017-11-01 | 12.6557668371 |
| 2017-12-01 | 12.8243420480 |
| 2018-01-01 | 12.3020415360 |
| 2018-02-01 | 12.7206434908 |
| 2018-03-01 | 12.8069516521 |
| 2018-04-01 | 12.6912678226 |
| 2018-05-01 | 12.7653830073 |
| 2018-06-01 | 12.5230217226 |
| 2018-07-01 | 12.4872614848 |
| 2018-08-01 | 12.7276468323 |
| 2018-09-01 | 12.7791709156 |
| 2018-10-01 | 13.0559571751 |
| 2018-11-01 | 12.7967217794 |
| 2018-12-01 | 12.7467435038 |
| 2019-01-01 | 12.6563248946 |
| 2019-02-01 | 12.6909413907 |
| 2019-03-01 | 12.9426885054 |
| 2019-04-01 | 12.9101883380 |
| 2019-05-01 | 12.8537687563 |
| 2019-06-01 | 12.8867997249 |
| 2019-07-01 | 12.5957809322 |
| 2019-08-01 | 12.7268916652 |
| 2019-09-01 | 12.6576819468 |
| 2019-10-01 | 12.8544324599 |
| 2019-11-01 | 12.9364383687 |
| 2019-12-01 | 12.8577828694 |
| 2020-01-01 | 13.1217609559 |
| 2020-02-01 | 12.9364277863 |
| 2020-03-01 | 12.7047418692 |
| 2020-04-01 | 10.3319855969 |
| 2020-05-01 | 10.1770000981 |
| 2020-06-01 | 11.0735316024 |
| 2020-07-01 | 11.1217083759 |
| 2020-08-01 | 11.3143619848 |
| 2020-09-01 | 11.2738447660 |
| 2020-10-01 | 11.0935592956 |
| 2020-11-01 | 11.0532551432 |
| 2020-12-01 | 10.2776591590 |
| 2021-01-01 | 10.4071102146 |
| 2021-02-01 | 10.6420944327 |
| 2021-03-01 | 11.1852355776 |
| 2021-04-01 | 11.2874620744 |
| 2021-05-01 | 11.6441927250 |
| 2021-06-01 | 12.2553289886 |
| 2021-07-01 | 11.8080594000 |
| 2021-08-01 | 11.8754413900 |
| 2021-09-01 | 11.2515321316 |
| 2021-10-01 | 11.6969701492 |
| 2021-11-01 | 11.7118924753 |
| 2021-12-01 | 11.7760793769 |
| 2022-01-01 | 11.7577148279 |
| 2022-02-01 | 11.8034080608 |
| 2022-03-01 | 11.8401621978 |
| 2022-04-01 | 11.7991452576 |
| 2022-05-01 | 12.2647223919 |
| 2022-06-01 | 12.1212349711 |
| 2022-07-01 | 12.2656311387 |
| 2022-08-01 | 12.2427527321 |
| 2022-09-01 | 12.2111087653 |
| 2022-10-01 | 12.1813633119 |
| 2022-11-01 | 12.2638149144 |
| 2022-12-01 | 12.2975933161 |
| 2023-01-01 | 12.4810235881 |
| 2023-02-01 | 12.4123444108 |
| 2023-03-01 | 12.4880957437 |
| 2023-04-01 | 12.4100642074 |
| 2023-05-01 | 12.3156362586 |
| 2023-06-01 | 12.3517093784 |
| 2023-07-01 | 12.2344551282 |
| 2023-08-01 | 12.3969660698 |
| 2023-09-01 | 12.8765397020 |
| 2023-10-01 | 12.5554837673 |
| 2023-11-01 | 12.6213220228 |
| 2023-12-01 | 12.7301787627 |
| 2024-01-01 | 12.4577147541 |
| 2024-02-01 | 12.7641165620 |
| 2024-03-01 | 12.6615471255 |
| 2024-04-01 | 12.8264267925 |
| 2024-05-01 | 12.7662833924 |
| 2024-06-01 | 12.6862711965 |
| 2024-07-01 | 12.9491163065 |
| 2024-08-01 | 12.6701860745 |
| 2024-09-01 | 13.2662761526 |
| 2024-10-01 | 12.9105830695 |
| 2024-11-01 | 12.8757245931 |
| 2024-12-01 | 12.8853213192 |
| 2025-01-01 | 12.7462631804 |
| 2025-02-01 | 12.8513579148 |
| 2025-03-01 | 12.8531175571 |
| 2025-04-01 | 12.7628128166 |
| 2025-05-01 | 12.8253153519 |
| 2025-06-01 | 13.1472209644 |
| 2025-07-01 | 12.8096277632 |
| 2025-08-01 | 12.9256091068 |
| 2025-09-01 | 13.1704395903 |
| 2025-10-01 | 13.1740239877 |
| 2025-11-01 | 13.2299999312 |
| 2025-12-01 | 13.2487744639 |
| 2026-01-01 | 13.8757958252 |
| 2026-02-01 | 13.3147118650 |
| 2026-03-01 | 13.4099564269 |
| 2026-04-01 | 13.4311728524 |
| 2026-05-01 | 13.4556529014 |
| 2026-06-01 | 13.6021327658 |
| 2026-07-01 | 13.7594642480 |
| 2026-08-01 | 14.0066323296 |
| 2026-09-01 | 13.1770008610 |