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 2026-05-01 |
| Last Updated | 2026-06-24 10:04 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 |
|---|---|
| 1998-01-01 | 20.9171942794693 |
| 1998-02-01 | 20.8593554005308 |
| 1998-03-01 | 20.8022599680519 |
| 1998-04-01 | 21.1776188015604 |
| 1998-05-01 | 21.2999382704268 |
| 1998-06-01 | 21.2017380802230 |
| 1998-07-01 | 20.8974919081577 |
| 1998-08-01 | 20.8790281863037 |
| 1998-09-01 | 20.6562616462317 |
| 1998-10-01 | 20.5266766391817 |
| 1998-11-01 | 20.4208734358812 |
| 1998-12-01 | 20.3555108368978 |
| 1999-01-01 | 20.7093513147614 |
| 1999-02-01 | 20.8499986914992 |
| 1999-03-01 | 20.9138653210561 |
| 1999-04-01 | 20.8877636582898 |
| 1999-05-01 | 21.1080145145396 |
| 1999-06-01 | 21.1231369555118 |
| 1999-07-01 | 21.2061679010061 |
| 1999-08-01 | 21.1784387981226 |
| 1999-09-01 | 21.3441563512716 |
| 1999-10-01 | 21.4073710340451 |
| 1999-11-01 | 21.5001100177604 |
| 1999-12-01 | 21.5323576580551 |
| 2000-01-01 | 20.9014737349969 |
| 2000-02-01 | 21.0331286773925 |
| 2000-03-01 | 21.2363423010164 |
| 2000-04-01 | 21.3260577085617 |
| 2000-05-01 | 21.3227900984086 |
| 2000-06-01 | 21.4692138025399 |
| 2000-07-01 | 21.6230646076119 |
| 2000-08-01 | 21.6857850485278 |
| 2000-09-01 | 21.7213965627533 |
| 2000-10-01 | 21.8726334784780 |
| 2000-11-01 | 21.9485350082116 |
| 2000-12-01 | 21.9820203281069 |
| 2001-01-01 | 21.9881815699899 |
| 2001-02-01 | 22.2258793256942 |
| 2001-03-01 | 22.3674820658751 |
| 2001-04-01 | 22.5797782502433 |
| 2001-05-01 | 22.6590810316686 |
| 2001-06-01 | 22.8175994979549 |
| 2001-07-01 | 22.9567715449482 |
| 2001-08-01 | 22.9866258106755 |
| 2001-09-01 | 23.0967183653983 |
| 2001-10-01 | 23.4345048813673 |
| 2001-11-01 | 23.2756595130906 |
| 2001-12-01 | 23.2149642493887 |
| 2002-01-01 | 23.5749612964546 |
| 2002-02-01 | 23.7215559436752 |
| 2002-03-01 | 23.6952676228373 |
| 2002-04-01 | 23.8517372741638 |
| 2002-05-01 | 23.8986248804042 |
| 2002-06-01 | 23.8635717046013 |
| 2002-07-01 | 23.9910993265733 |
| 2002-08-01 | 24.0885877993530 |
| 2002-09-01 | 24.0800755482134 |
| 2002-10-01 | 24.0002188467561 |
| 2002-11-01 | 23.8035634345017 |
| 2002-12-01 | 23.7395424470136 |
| 2003-01-01 | 23.7678220690015 |
| 2003-02-01 | 23.8185619283377 |
| 2003-03-01 | 23.8124009752601 |
| 2003-04-01 | 23.9160554828927 |
| 2003-05-01 | 24.2415374789806 |
| 2003-06-01 | 24.2792889583826 |
| 2003-07-01 | 24.5315158183174 |
| 2003-08-01 | 24.7821269592410 |
| 2003-09-01 | 25.1739363616553 |
| 2003-10-01 | 25.4816958076865 |
| 2003-11-01 | 25.9561632185207 |
| 2003-12-01 | 26.1870622127420 |
| 2004-01-01 | 26.3688849830834 |
| 2004-02-01 | 26.4042157432999 |
| 2004-03-01 | 26.7112666022978 |
| 2004-04-01 | 26.6703949019691 |
| 2004-05-01 | 27.1615633516016 |
| 2004-06-01 | 27.6757702979132 |
| 2004-07-01 | 27.8552292119839 |
| 2004-08-01 | 28.2886616772257 |
| 2004-09-01 | 28.8863044940967 |
| 2004-10-01 | 28.9689582874599 |
| 2004-11-01 | 29.5352646514092 |
| 2004-12-01 | 29.8614542379257 |
| 2005-01-01 | 29.9731764918305 |
| 2005-02-01 | 30.2942808593967 |
| 2005-03-01 | 30.7935763182413 |
| 2005-04-01 | 30.7889507738490 |
| 2005-05-01 | 30.8783799016773 |
| 2005-06-01 | 31.3483695113575 |
| 2005-07-01 | 31.8685217313041 |
| 2005-08-01 | 32.1052135481236 |
| 2005-09-01 | 32.2015227260229 |
| 2005-10-01 | 32.4630775891899 |
| 2005-11-01 | 32.5418433059364 |
| 2005-12-01 | 32.7726502162260 |
| 2006-01-01 | 32.7738034662883 |
| 2006-02-01 | 32.9793746319060 |
| 2006-03-01 | 32.9736865731287 |
| 2006-04-01 | 32.8744658735677 |
| 2006-05-01 | 32.7760583816550 |
| 2006-06-01 | 32.8305916171681 |
| 2006-07-01 | 32.4672353662398 |
| 2006-08-01 | 32.4321184625701 |
| 2006-09-01 | 32.3243736059398 |
| 2006-10-01 | 32.1467490841170 |
| 2006-11-01 | 32.1690439003840 |
| 2006-12-01 | 31.9024184857940 |
| 2007-01-01 | 32.2719434096839 |
| 2007-02-01 | 32.3611626262330 |
| 2007-03-01 | 32.3599863346091 |
| 2007-04-01 | 32.4315998894404 |
| 2007-05-01 | 32.5671052036449 |
| 2007-06-01 | 32.6228368764834 |
| 2007-07-01 | 32.6694318971674 |
| 2007-08-01 | 32.6647825633418 |
| 2007-09-01 | 32.6280543972178 |
| 2007-10-01 | 32.8371350860798 |
| 2007-11-01 | 32.7975148160329 |
| 2007-12-01 | 32.7467367709299 |
| 2008-01-01 | 32.7645297500368 |
| 2008-02-01 | 32.6373513688862 |
| 2008-03-01 | 32.7529308196575 |
| 2008-04-01 | 32.7800756990849 |
| 2008-05-01 | 32.8513735562107 |
| 2008-06-01 | 32.9390970212902 |
| 2008-07-01 | 32.9700404145305 |
| 2008-08-01 | 32.8968228801784 |
| 2008-09-01 | 33.0339561107133 |
| 2008-10-01 | 32.8167322419770 |
| 2008-11-01 | 32.7163646739950 |
| 2008-12-01 | 32.6862274201096 |
| 2009-01-01 | 32.6523929204099 |
| 2009-02-01 | 32.5279206234505 |
| 2009-03-01 | 32.3447983771937 |
| 2009-04-01 | 32.3296554263579 |
| 2009-05-01 | 32.0436797738456 |
| 2009-06-01 | 31.8620129213807 |
| 2009-07-01 | 31.5743031548666 |
| 2009-08-01 | 31.6229105475220 |
| 2009-09-01 | 31.4232153255740 |
| 2009-10-01 | 31.6100756594554 |
| 2009-11-01 | 31.5255126278987 |
| 2009-12-01 | 31.6203454975829 |
| 2010-01-01 | 31.3414360009325 |
| 2010-02-01 | 31.3195404743205 |
| 2010-03-01 | 31.2314857035243 |
| 2010-04-01 | 31.2923091047408 |
| 2010-05-01 | 31.1382342780138 |
| 2010-06-01 | 30.9956952159730 |
| 2010-07-01 | 30.9771476617166 |
| 2010-08-01 | 30.8351702646612 |
| 2010-09-01 | 30.8173314672005 |
| 2010-10-01 | 30.5992161465897 |
| 2010-11-01 | 30.6290167357792 |
| 2010-12-01 | 30.4399429220646 |
| 2011-01-01 | 30.3406701896688 |
| 2011-02-01 | 30.3210451238584 |
| 2011-03-01 | 30.3172887774268 |
| 2011-04-01 | 30.0725528948533 |
| 2011-05-01 | 29.9322907195087 |
| 2011-06-01 | 29.9203388847292 |
| 2011-07-01 | 29.8788833474957 |
| 2011-08-01 | 29.8350608135207 |
| 2011-09-01 | 29.7000151399052 |
| 2011-10-01 | 29.8105149854682 |
| 2011-11-01 | 29.6292690525808 |
| 2011-12-01 | 29.6468309598563 |
| 2012-01-01 | 29.7451688800702 |
| 2012-02-01 | 29.7218526581747 |
| 2012-03-01 | 29.7995813528057 |
| 2012-04-01 | 29.8783331482116 |
| 2012-05-01 | 29.9337733144113 |
| 2012-06-01 | 29.9332647533636 |
| 2012-07-01 | 29.9772311371987 |
| 2012-08-01 | 30.0224127542972 |
| 2012-09-01 | 30.0939671983271 |
| 2012-10-01 | 30.1123597524361 |
| 2012-11-01 | 30.1245864912243 |
| 2012-12-01 | 30.1439009869552 |
| 2013-01-01 | 30.2466093558342 |
| 2013-02-01 | 30.2393265222926 |
| 2013-03-01 | 30.3800942007535 |
| 2013-04-01 | 30.1058686182076 |
| 2013-05-01 | 29.9457017507087 |
| 2013-06-01 | 29.7347088608838 |
| 2013-07-01 | 29.5723692585564 |
| 2013-08-01 | 29.3981297788824 |
| 2013-09-01 | 29.3815543703130 |
| 2013-10-01 | 29.2235747247322 |
| 2013-11-01 | 29.1134194207858 |
| 2013-12-01 | 28.9300667148575 |
| 2014-01-01 | 28.6492119390953 |
| 2014-02-01 | 28.6578212749820 |
| 2014-03-01 | 28.6667292099882 |
| 2014-04-01 | 28.8473745095695 |
| 2014-05-01 | 28.9672667740019 |
| 2014-06-01 | 29.0246845718386 |
| 2014-07-01 | 29.1727008155177 |
| 2014-08-01 | 29.2671026220386 |
| 2014-09-01 | 29.3787171903088 |
| 2014-10-01 | 29.4219951635961 |
| 2014-11-01 | 29.5881378773672 |
| 2014-12-01 | 29.9096581918817 |
| 2015-01-01 | 30.0604127518969 |
| 2015-02-01 | 30.3822583516489 |
| 2015-03-01 | 30.5656428915420 |
| 2015-04-01 | 30.6877578158497 |
| 2015-05-01 | 30.9972583058864 |
| 2015-06-01 | 31.1079524409241 |
| 2015-07-01 | 31.5623376471560 |
| 2015-08-01 | 31.8274533518330 |
| 2015-09-01 | 32.0873813662031 |
| 2015-10-01 | 32.4255919573448 |
| 2015-11-01 | 32.6597437576660 |
| 2015-12-01 | 32.8885514264350 |
| 2016-01-01 | 33.2782055301093 |
| 2016-02-01 | 33.3961183530698 |
| 2016-03-01 | 33.6691372750710 |
| 2016-04-01 | 33.6241809679125 |
| 2016-05-01 | 33.6314059313004 |
| 2016-06-01 | 33.7786697175906 |
| 2016-07-01 | 33.8493943974558 |
| 2016-08-01 | 33.9963196787278 |
| 2016-09-01 | 34.1146513078102 |
| 2016-10-01 | 34.0124104896092 |
| 2016-11-01 | 34.1337240374516 |
| 2016-12-01 | 34.1812578781595 |
| 2017-01-01 | 34.1966328100879 |
| 2017-02-01 | 34.2013987662948 |
| 2017-03-01 | 34.2699447478992 |
| 2017-04-01 | 34.4504777396782 |
| 2017-05-01 | 34.6623942725685 |
| 2017-06-01 | 34.8493495052381 |
| 2017-07-01 | 34.7372778628948 |
| 2017-08-01 | 34.9782044401170 |
| 2017-09-01 | 35.1371892325226 |
| 2017-10-01 | 35.3009780203526 |
| 2017-11-01 | 35.4102688997324 |
| 2017-12-01 | 35.4799387874362 |
| 2018-01-01 | 35.5204297907994 |
| 2018-02-01 | 35.7014882020926 |
| 2018-03-01 | 35.8679179920719 |
| 2018-04-01 | 36.1609266559279 |
| 2018-05-01 | 36.3854877302765 |
| 2018-06-01 | 36.7293015429952 |
| 2018-07-01 | 37.1272157221074 |
| 2018-08-01 | 37.3769875007356 |
| 2018-09-01 | 37.4501770858716 |
| 2018-10-01 | 37.7851550638900 |
| 2018-11-01 | 38.0978397626191 |
| 2018-12-01 | 38.4784676388120 |
| 2019-01-01 | 38.8409033949876 |
| 2019-02-01 | 39.0981063280221 |
| 2019-03-01 | 39.3660806789877 |
| 2019-04-01 | 39.6626615044276 |
| 2019-05-01 | 39.9033664811051 |
| 2019-06-01 | 40.2245581527298 |
| 2019-07-01 | 40.3182168836747 |
| 2019-08-01 | 40.4792818964243 |
| 2019-09-01 | 40.6491784997978 |
| 2019-10-01 | 40.9760865820087 |
| 2019-11-01 | 41.1934629426179 |
| 2019-12-01 | 41.3768342124008 |
| 2020-01-01 | 41.4562475846214 |
| 2020-02-01 | 41.8966898204792 |
| 2020-03-01 | 42.1559605472322 |
| 2020-04-01 | 41.9610402869477 |
| 2020-05-01 | 42.1170991749381 |
| 2020-06-01 | 42.1224344264075 |
| 2020-07-01 | 41.9202759345308 |
| 2020-08-01 | 42.1900549988751 |
| 2020-09-01 | 42.4340034815001 |
| 2020-10-01 | 42.6726345816171 |
| 2020-11-01 | 42.5984632655505 |
| 2020-12-01 | 42.2725373825372 |
| 2021-01-01 | 42.4635001737021 |
| 2021-02-01 | 42.5988250817042 |
| 2021-03-01 | 42.8408784072555 |
| 2021-04-01 | 43.0535284778919 |
| 2021-05-01 | 43.1251152691117 |
| 2021-06-01 | 43.3246677147743 |
| 2021-07-01 | 43.7293607106479 |
| 2021-08-01 | 43.9109175226132 |
| 2021-09-01 | 44.0010243104253 |
| 2021-10-01 | 44.1774394622813 |
| 2021-11-01 | 44.3042818100817 |
| 2021-12-01 | 44.7668085736254 |
| 2022-01-01 | 45.0740128258623 |
| 2022-02-01 | 45.2178718639496 |
| 2022-03-01 | 45.3240752974435 |
| 2022-04-01 | 45.5289773521925 |
| 2022-05-01 | 45.8197720535293 |
| 2022-06-01 | 46.0288244654107 |
| 2022-07-01 | 46.2368015791486 |
| 2022-08-01 | 46.5389457528123 |
| 2022-09-01 | 46.6691345312444 |
| 2022-10-01 | 46.8859771180750 |
| 2022-11-01 | 47.0203652455905 |
| 2022-12-01 | 46.9567369468367 |
| 2023-01-01 | 47.0802920843411 |
| 2023-02-01 | 47.1424252153984 |
| 2023-03-01 | 47.2196375443070 |
| 2023-04-01 | 47.0920773340062 |
| 2023-05-01 | 47.2010073149959 |
| 2023-06-01 | 47.4329100640494 |
| 2023-07-01 | 47.2372722625005 |
| 2023-08-01 | 47.3656236085705 |
| 2023-09-01 | 47.4556874665726 |
| 2023-10-01 | 47.3900871484266 |
| 2023-11-01 | 47.5323226699930 |
| 2023-12-01 | 47.6608288951721 |
| 2024-01-01 | 47.4877569746276 |
| 2024-02-01 | 47.4658549627034 |
| 2024-03-01 | 47.4154060130551 |
| 2024-04-01 | 47.5531094697546 |
| 2024-05-01 | 47.2717137025225 |
| 2024-06-01 | 47.2295992230854 |
| 2024-07-01 | 47.1380681778433 |
| 2024-08-01 | 46.8927078075858 |
| 2024-09-01 | 46.8552223111376 |
| 2024-10-01 | 46.6962489736444 |
| 2024-11-01 | 46.5437354800019 |
| 2024-12-01 | 46.5652329296272 |
| 2025-01-01 | 46.4936439503101 |
| 2025-02-01 | 46.4793553450108 |
| 2025-03-01 | 46.5178428848188 |
| 2025-04-01 | 46.4178301807553 |
| 2025-05-01 | 46.3409291097228 |
| 2025-06-01 | 46.1273737387434 |
| 2025-07-01 | 46.2372549121930 |
| 2025-08-01 | 45.9166949053067 |
| 2025-09-01 | 45.7605160226525 |
| 2025-10-01 | 46.0967080714304 |
| 2025-11-01 | 45.8490733568916 |
| 2025-12-01 | 45.5746784310764 |
| 2026-01-01 | 44.6018459892085 |
| 2026-02-01 | 44.4878998374573 |
| 2026-03-01 | 44.3168999584862 |
| 2026-04-01 | 44.5926761669683 |
| 2026-05-01 | 44.6170592866964 |