Table Data - All Employees: Professional and Business Services: Scientific Research and Development Services in Pennsylvania
| Title | All Employees: Professional and Business Services: Scientific Research and Development Services in Pennsylvania |
|---|---|
| Series ID | SMU42000006054170001SA |
| 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 | 1998-01-01 to 2025-12-01 |
| Last Updated | 2026-01-28 2:16 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 |
|---|---|
| 1998-01-01 | 20.9441135917650 |
| 1998-02-01 | 20.9281854810655 |
| 1998-03-01 | 20.9060508626791 |
| 1998-04-01 | 21.2406760386726 |
| 1998-05-01 | 21.3105847340997 |
| 1998-06-01 | 21.2271562419125 |
| 1998-07-01 | 20.8999306059378 |
| 1998-08-01 | 20.8575115506525 |
| 1998-09-01 | 20.6181670075582 |
| 1998-10-01 | 20.4746040761040 |
| 1998-11-01 | 20.3563354603602 |
| 1998-12-01 | 20.2347214337072 |
| 1999-01-01 | 20.7409129135612 |
| 1999-02-01 | 20.9140652557003 |
| 1999-03-01 | 21.0101519210577 |
| 1999-04-01 | 20.9477132186164 |
| 1999-05-01 | 21.1199630478445 |
| 1999-06-01 | 21.1458659731273 |
| 1999-07-01 | 21.2071921031414 |
| 1999-08-01 | 21.1580087197265 |
| 1999-09-01 | 21.3093313581573 |
| 1999-10-01 | 21.3606049373361 |
| 1999-11-01 | 21.4432123780912 |
| 1999-12-01 | 21.4235793926793 |
| 2000-01-01 | 20.9357589616784 |
| 2000-02-01 | 21.0890786916702 |
| 2000-03-01 | 21.3144588732796 |
| 2000-04-01 | 21.3769267028311 |
| 2000-05-01 | 21.3387565360436 |
| 2000-06-01 | 21.4852811015050 |
| 2000-07-01 | 21.6212699628015 |
| 2000-08-01 | 21.6681610967008 |
| 2000-09-01 | 21.6932912103433 |
| 2000-10-01 | 21.8353159547765 |
| 2000-11-01 | 21.9022879264128 |
| 2000-12-01 | 21.8931160898484 |
| 2001-01-01 | 22.0195514378302 |
| 2001-02-01 | 22.2729712958372 |
| 2001-03-01 | 22.4255106222405 |
| 2001-04-01 | 22.6180756257266 |
| 2001-05-01 | 22.6747728518087 |
| 2001-06-01 | 22.8265098692920 |
| 2001-07-01 | 22.9524021375018 |
| 2001-08-01 | 22.9725830724756 |
| 2001-09-01 | 23.0762116134363 |
| 2001-10-01 | 23.4082905448102 |
| 2001-11-01 | 23.2424038429037 |
| 2001-12-01 | 23.1540276906994 |
| 2002-01-01 | 23.6031884458412 |
| 2002-02-01 | 23.7521225322724 |
| 2002-03-01 | 23.7317494381119 |
| 2002-04-01 | 23.8766599853494 |
| 2002-05-01 | 23.9124517582735 |
| 2002-06-01 | 23.8661093385871 |
| 2002-07-01 | 23.9859728720333 |
| 2002-08-01 | 24.0792606902257 |
| 2002-09-01 | 24.0672020039243 |
| 2002-10-01 | 23.9848674976715 |
| 2002-11-01 | 23.7834303432903 |
| 2002-12-01 | 23.7042849209656 |
| 2003-01-01 | 23.7870404315597 |
| 2003-02-01 | 23.8348786420058 |
| 2003-03-01 | 23.8349806208912 |
| 2003-04-01 | 23.9301462317534 |
| 2003-05-01 | 24.2485857067398 |
| 2003-06-01 | 24.2790491883949 |
| 2003-07-01 | 24.5275748765653 |
| 2003-08-01 | 24.7767867334650 |
| 2003-09-01 | 25.1663959305858 |
| 2003-10-01 | 25.4742958649632 |
| 2003-11-01 | 25.9463109106239 |
| 2003-12-01 | 26.1730028019550 |
| 2004-01-01 | 26.3786714932307 |
| 2004-02-01 | 26.4087230149275 |
| 2004-03-01 | 26.7239560667269 |
| 2004-04-01 | 26.6770411892718 |
| 2004-05-01 | 27.1645614929030 |
| 2004-06-01 | 27.6746508054936 |
| 2004-07-01 | 27.8533150354942 |
| 2004-08-01 | 28.2865411467206 |
| 2004-09-01 | 28.8826017262133 |
| 2004-10-01 | 28.9665843750412 |
| 2004-11-01 | 29.5303024252248 |
| 2004-12-01 | 29.8567022269383 |
| 2005-01-01 | 29.9745674139528 |
| 2005-02-01 | 30.2964266235393 |
| 2005-03-01 | 30.8020273142217 |
| 2005-04-01 | 30.7915848029549 |
| 2005-05-01 | 30.8791437331755 |
| 2005-06-01 | 31.3471962159571 |
| 2005-07-01 | 31.8675227220536 |
| 2005-08-01 | 32.1043921401404 |
| 2005-09-01 | 32.1996402916205 |
| 2005-10-01 | 32.4626714768276 |
| 2005-11-01 | 32.5386513597034 |
| 2005-12-01 | 32.7718668283289 |
| 2006-01-01 | 32.7736786487232 |
| 2006-02-01 | 32.9792766205126 |
| 2006-03-01 | 32.9799720492912 |
| 2006-04-01 | 32.8751601867269 |
| 2006-05-01 | 32.7761550363039 |
| 2006-06-01 | 32.8295417127324 |
| 2006-07-01 | 32.4668078239002 |
| 2006-08-01 | 32.4316625343986 |
| 2006-09-01 | 32.3235080689407 |
| 2006-10-01 | 32.1465947506676 |
| 2006-11-01 | 32.1672651164716 |
| 2006-12-01 | 31.9019652451292 |
| 2007-01-01 | 32.2717966748501 |
| 2007-02-01 | 32.3610440182786 |
| 2007-03-01 | 32.3641607588446 |
| 2007-04-01 | 32.4318446035892 |
| 2007-05-01 | 32.5671155343923 |
| 2007-06-01 | 32.6220795984163 |
| 2007-07-01 | 32.6690086982093 |
| 2007-08-01 | 32.6642662092879 |
| 2007-09-01 | 32.6278210307391 |
| 2007-10-01 | 32.8368762077033 |
| 2007-11-01 | 32.7969240714818 |
| 2007-12-01 | 32.7465619120059 |
| 2008-01-01 | 32.7644665392601 |
| 2008-02-01 | 32.6373815822840 |
| 2008-03-01 | 32.7551330952454 |
| 2008-04-01 | 32.7799036920944 |
| 2008-05-01 | 32.8513066452812 |
| 2008-06-01 | 32.9386598508725 |
| 2008-07-01 | 32.9697286070889 |
| 2008-08-01 | 32.8963788522916 |
| 2008-09-01 | 33.0344064311111 |
| 2008-10-01 | 32.8165258230755 |
| 2008-11-01 | 32.7161605045114 |
| 2008-12-01 | 32.6862740608563 |
| 2009-01-01 | 32.6524072326883 |
| 2009-02-01 | 32.5281032238256 |
| 2009-03-01 | 32.3450641439819 |
| 2009-04-01 | 32.3296457634031 |
| 2009-05-01 | 32.0436333053226 |
| 2009-06-01 | 31.8618767505793 |
| 2009-07-01 | 31.5741316781171 |
| 2009-08-01 | 31.6226835875810 |
| 2009-09-01 | 31.4238345737265 |
| 2009-10-01 | 31.6099824854849 |
| 2009-11-01 | 31.5254260055763 |
| 2009-12-01 | 31.6203980308946 |
| 2010-01-01 | 31.3413958376325 |
| 2010-02-01 | 31.3195272964917 |
| 2010-03-01 | 31.2315034163778 |
| 2010-04-01 | 31.2921478426772 |
| 2010-05-01 | 31.1381883901310 |
| 2010-06-01 | 30.9956049667914 |
| 2010-07-01 | 30.9771552864633 |
| 2010-08-01 | 30.8350789431115 |
| 2010-09-01 | 30.8179185990656 |
| 2010-10-01 | 30.5991852631744 |
| 2010-11-01 | 30.6289750182501 |
| 2010-12-01 | 30.4399580931616 |
| 2011-01-01 | 30.3405134163063 |
| 2011-02-01 | 30.3209996421214 |
| 2011-03-01 | 30.3172546226808 |
| 2011-04-01 | 30.0724019935157 |
| 2011-05-01 | 29.9322776368126 |
| 2011-06-01 | 29.9203198095579 |
| 2011-07-01 | 29.8789349047929 |
| 2011-08-01 | 29.8350380425190 |
| 2011-09-01 | 29.7003996400838 |
| 2011-10-01 | 29.8105299992461 |
| 2011-11-01 | 29.6292581804615 |
| 2011-12-01 | 29.6468505502575 |
| 2012-01-01 | 29.7449134569145 |
| 2012-02-01 | 29.7218080072098 |
| 2012-03-01 | 29.7995217531911 |
| 2012-04-01 | 29.8782444253523 |
| 2012-05-01 | 29.9338379110838 |
| 2012-06-01 | 29.9332346282524 |
| 2012-07-01 | 29.9773831331803 |
| 2012-08-01 | 30.0224811199396 |
| 2012-09-01 | 30.0941275436838 |
| 2012-10-01 | 30.1124068129465 |
| 2012-11-01 | 30.1246348549533 |
| 2012-12-01 | 30.1439798413701 |
| 2013-01-01 | 30.2461517552929 |
| 2013-02-01 | 30.2392360062308 |
| 2013-03-01 | 30.3797773010699 |
| 2013-04-01 | 30.1057404078392 |
| 2013-05-01 | 29.9458486544764 |
| 2013-06-01 | 29.7348799353637 |
| 2013-07-01 | 29.5729890969871 |
| 2013-08-01 | 29.3986789355314 |
| 2013-09-01 | 29.3810006084249 |
| 2013-10-01 | 29.2237203161748 |
| 2013-11-01 | 29.1134946188037 |
| 2013-12-01 | 28.9301774633043 |
| 2014-01-01 | 28.6485059342719 |
| 2014-02-01 | 28.6574218882528 |
| 2014-03-01 | 28.6661176187171 |
| 2014-04-01 | 28.8470025447465 |
| 2014-05-01 | 28.9672512915970 |
| 2014-06-01 | 29.0242520299786 |
| 2014-07-01 | 29.1765788176006 |
| 2014-08-01 | 29.2675963365617 |
| 2014-09-01 | 29.3771536607573 |
| 2014-10-01 | 29.4219859425159 |
| 2014-11-01 | 29.5881413664388 |
| 2014-12-01 | 29.9097667044271 |
| 2015-01-01 | 30.0593849904525 |
| 2015-02-01 | 30.3814011126935 |
| 2015-03-01 | 30.5646171353490 |
| 2015-04-01 | 30.6868518350437 |
| 2015-05-01 | 30.9965295830246 |
| 2015-06-01 | 31.1062330168016 |
| 2015-07-01 | 31.5731472730578 |
| 2015-08-01 | 31.8270737512390 |
| 2015-09-01 | 32.0842429370997 |
| 2015-10-01 | 32.4250981398365 |
| 2015-11-01 | 32.6594439069106 |
| 2015-12-01 | 32.8884007448581 |
| 2016-01-01 | 33.2770181338805 |
| 2016-02-01 | 33.3948285115702 |
| 2016-03-01 | 33.6676001242040 |
| 2016-04-01 | 33.6224707975374 |
| 2016-05-01 | 33.6299887299161 |
| 2016-06-01 | 33.7760545061265 |
| 2016-07-01 | 33.8675119220646 |
| 2016-08-01 | 33.9951219796035 |
| 2016-09-01 | 34.1105979769492 |
| 2016-10-01 | 34.0108086992047 |
| 2016-11-01 | 34.1321083080836 |
| 2016-12-01 | 34.1796742733483 |
| 2017-01-01 | 34.1981787178124 |
| 2017-02-01 | 34.1987447414689 |
| 2017-03-01 | 34.2675942839490 |
| 2017-04-01 | 34.4479334974187 |
| 2017-05-01 | 34.6599009594658 |
| 2017-06-01 | 34.8454654611827 |
| 2017-07-01 | 34.7648827525227 |
| 2017-08-01 | 34.9757160592427 |
| 2017-09-01 | 35.1320578306716 |
| 2017-10-01 | 35.2975556401424 |
| 2017-11-01 | 35.4074571479524 |
| 2017-12-01 | 35.4755042275719 |
| 2018-01-01 | 35.5251652281182 |
| 2018-02-01 | 35.6980801125869 |
| 2018-03-01 | 35.8652808558268 |
| 2018-04-01 | 36.1577804728286 |
| 2018-05-01 | 36.3824165338155 |
| 2018-06-01 | 36.7249865663465 |
| 2018-07-01 | 37.1612509345319 |
| 2018-08-01 | 37.3736633769144 |
| 2018-09-01 | 37.4455051985547 |
| 2018-10-01 | 37.7808161774298 |
| 2018-11-01 | 38.0903308893139 |
| 2018-12-01 | 38.4720941451627 |
| 2019-01-01 | 38.8493200698800 |
| 2019-02-01 | 39.0942905085008 |
| 2019-03-01 | 39.3634204361539 |
| 2019-04-01 | 39.6595136194884 |
| 2019-05-01 | 39.9000512538502 |
| 2019-06-01 | 40.2203997491289 |
| 2019-07-01 | 40.3559275672221 |
| 2019-08-01 | 40.4758820246497 |
| 2019-09-01 | 40.6452564297311 |
| 2019-10-01 | 40.9704550365262 |
| 2019-11-01 | 41.1806795577899 |
| 2019-12-01 | 41.3686819001572 |
| 2020-01-01 | 41.4656592856437 |
| 2020-02-01 | 41.8944265273175 |
| 2020-03-01 | 42.1543552545280 |
| 2020-04-01 | 41.9616266810106 |
| 2020-05-01 | 42.1149949970435 |
| 2020-06-01 | 42.1203002403090 |
| 2020-07-01 | 41.9538382764462 |
| 2020-08-01 | 42.1882700837514 |
| 2020-09-01 | 42.4301331816251 |
| 2020-10-01 | 42.6643576643471 |
| 2020-11-01 | 42.5786981446076 |
| 2020-12-01 | 42.2596515276491 |
| 2021-01-01 | 42.4748168261925 |
| 2021-02-01 | 42.6014337965892 |
| 2021-03-01 | 42.8454637067125 |
| 2021-04-01 | 43.0574130577608 |
| 2021-05-01 | 43.1239751996319 |
| 2021-06-01 | 43.3301379581572 |
| 2021-07-01 | 43.7555806186715 |
| 2021-08-01 | 43.9088373125007 |
| 2021-09-01 | 43.9981362431764 |
| 2021-10-01 | 44.1616286298054 |
| 2021-11-01 | 44.2715955650043 |
| 2021-12-01 | 44.7399189980600 |
| 2022-01-01 | 45.0929463216703 |
| 2022-02-01 | 45.2320069389846 |
| 2022-03-01 | 45.3415541112306 |
| 2022-04-01 | 45.5398312295356 |
| 2022-05-01 | 45.8227561066966 |
| 2022-06-01 | 46.0412445114888 |
| 2022-07-01 | 46.2592016776078 |
| 2022-08-01 | 46.5320348947577 |
| 2022-09-01 | 46.6568495803301 |
| 2022-10-01 | 46.8594989704481 |
| 2022-11-01 | 46.9697043775361 |
| 2022-12-01 | 46.9113644204787 |
| 2023-01-01 | 47.1173778746934 |
| 2023-02-01 | 47.1687740209444 |
| 2023-03-01 | 47.2526271604039 |
| 2023-04-01 | 47.1158270721944 |
| 2023-05-01 | 47.2093588930700 |
| 2023-06-01 | 47.4522506491138 |
| 2023-07-01 | 47.2603439366449 |
| 2023-08-01 | 47.3506649029045 |
| 2023-09-01 | 47.4285983125173 |
| 2023-10-01 | 47.3501148980422 |
| 2023-11-01 | 47.4618821425139 |
| 2023-12-01 | 47.5905141948733 |
| 2024-01-01 | 47.5472593668046 |
| 2024-02-01 | 47.5059051047918 |
| 2024-03-01 | 47.4605649258908 |
| 2024-04-01 | 47.5954109833179 |
| 2024-05-01 | 47.3929399097827 |
| 2024-06-01 | 47.2510635758039 |
| 2024-07-01 | 47.2651309399049 |
| 2024-08-01 | 46.9687904432861 |
| 2024-09-01 | 46.9070789725539 |
| 2024-10-01 | 46.9437203735974 |
| 2024-11-01 | 46.9581449151499 |
| 2024-12-01 | 47.0718537247002 |
| 2025-01-01 | 46.9746275596704 |
| 2025-02-01 | 47.1283312426980 |
| 2025-03-01 | 47.3710006514331 |
| 2025-04-01 | 47.7781297701950 |
| 2025-05-01 | 47.8752633537974 |
| 2025-06-01 | 47.6518860149898 |
| 2025-07-01 | 47.9678697354927 |
| 2025-08-01 | 48.1851625971693 |
| 2025-09-01 | 48.4990338050710 |
| 2025-10-01 | 48.7343073285232 |
| 2025-11-01 | 48.5508047120449 |
| 2025-12-01 | 48.2608556425744 |