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 2026-06-01 |
| Last Updated | 2026-07-22 9:58 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 | 20.9154772620921 |
| 1998-02-01 | 20.8581596341150 |
| 1998-03-01 | 20.8014898416737 |
| 1998-04-01 | 21.1770455503728 |
| 1998-05-01 | 21.2998603050285 |
| 1998-06-01 | 21.2016140670568 |
| 1998-07-01 | 20.8975955369292 |
| 1998-08-01 | 20.8793762014655 |
| 1998-09-01 | 20.6567979954619 |
| 1998-10-01 | 20.5273884099116 |
| 1998-11-01 | 20.4219440369031 |
| 1998-12-01 | 20.3570588806717 |
| 1999-01-01 | 20.7077123462712 |
| 1999-02-01 | 20.8488890643396 |
| 1999-03-01 | 20.9131276083821 |
| 1999-04-01 | 20.8872173376906 |
| 1999-05-01 | 21.1079323049728 |
| 1999-06-01 | 21.1230390812903 |
| 1999-07-01 | 21.2062760132909 |
| 1999-08-01 | 21.1787562189426 |
| 1999-09-01 | 21.3446353652346 |
| 1999-10-01 | 21.4080015411053 |
| 1999-11-01 | 21.5010414633612 |
| 1999-12-01 | 21.5337386229426 |
| 2000-01-01 | 20.9000152401026 |
| 2000-02-01 | 21.0322083623341 |
| 2000-03-01 | 21.2356924213540 |
| 2000-04-01 | 21.3255935408823 |
| 2000-05-01 | 21.3226834704958 |
| 2000-06-01 | 21.4691675242821 |
| 2000-07-01 | 21.6231854129376 |
| 2000-08-01 | 21.6860532379350 |
| 2000-09-01 | 21.7217778258908 |
| 2000-10-01 | 21.8731379633705 |
| 2000-11-01 | 21.9492490490278 |
| 2000-12-01 | 21.9831650420956 |
| 2001-01-01 | 21.9869554483849 |
| 2001-02-01 | 22.2251738232734 |
| 2001-03-01 | 22.3669802938316 |
| 2001-04-01 | 22.5794368010731 |
| 2001-05-01 | 22.6589834046494 |
| 2001-06-01 | 22.8176070894273 |
| 2001-07-01 | 22.9568987349613 |
| 2001-08-01 | 22.9868285314942 |
| 2001-09-01 | 23.0969896673856 |
| 2001-10-01 | 23.4348605140789 |
| 2001-11-01 | 23.2761159252981 |
| 2001-12-01 | 23.2157298732875 |
| 2002-01-01 | 23.5740895507503 |
| 2002-02-01 | 23.7211317664323 |
| 2002-03-01 | 23.6949192717357 |
| 2002-04-01 | 23.8515210264789 |
| 2002-05-01 | 23.8985488918325 |
| 2002-06-01 | 23.8636163040758 |
| 2002-07-01 | 23.9912083935043 |
| 2002-08-01 | 24.0887196111839 |
| 2002-09-01 | 24.0802411122146 |
| 2002-10-01 | 24.0004282045822 |
| 2002-11-01 | 23.8037761056279 |
| 2002-12-01 | 23.7399862643787 |
| 2003-01-01 | 23.7673166123819 |
| 2003-02-01 | 23.8183352035404 |
| 2003-03-01 | 23.8121862736016 |
| 2003-04-01 | 23.9159404540019 |
| 2003-05-01 | 24.2415141640713 |
| 2003-06-01 | 24.2793362633145 |
| 2003-07-01 | 24.5315887956006 |
| 2003-08-01 | 24.7821966199899 |
| 2003-09-01 | 25.1740249713114 |
| 2003-10-01 | 25.4817915581759 |
| 2003-11-01 | 25.9562172716487 |
| 2003-12-01 | 26.1872218486677 |
| 2004-01-01 | 26.3687200284475 |
| 2004-02-01 | 26.4041370013184 |
| 2004-03-01 | 26.7111327817584 |
| 2004-04-01 | 26.6703433725044 |
| 2004-05-01 | 27.1615661736276 |
| 2004-06-01 | 27.6758005875763 |
| 2004-07-01 | 27.8552603629415 |
| 2004-08-01 | 28.2886887092433 |
| 2004-09-01 | 28.8863409465902 |
| 2004-10-01 | 28.9689863043908 |
| 2004-11-01 | 29.5352621092080 |
| 2004-12-01 | 29.8615294029735 |
| 2005-01-01 | 29.9731484699191 |
| 2005-02-01 | 30.2942469946194 |
| 2005-03-01 | 30.7934947861478 |
| 2005-04-01 | 30.7889333918479 |
| 2005-05-01 | 30.8783892389633 |
| 2005-06-01 | 31.3483860639330 |
| 2005-07-01 | 31.8685332785003 |
| 2005-08-01 | 32.1052212456885 |
| 2005-09-01 | 32.2015364530150 |
| 2005-10-01 | 32.4630801977151 |
| 2005-11-01 | 32.5418402538649 |
| 2005-12-01 | 32.7726807026881 |
| 2006-01-01 | 32.7738039141828 |
| 2006-02-01 | 32.9793745540685 |
| 2006-03-01 | 32.9736305967678 |
| 2006-04-01 | 32.8744613090847 |
| 2006-05-01 | 32.7760644219721 |
| 2006-06-01 | 32.8306013033648 |
| 2006-07-01 | 32.4672377491909 |
| 2006-08-01 | 32.4321207148168 |
| 2006-09-01 | 32.3243810607368 |
| 2006-10-01 | 32.1467487883239 |
| 2006-11-01 | 32.1690428285500 |
| 2006-12-01 | 31.9024393025767 |
| 2007-01-01 | 32.2719444307463 |
| 2007-02-01 | 32.3611634164440 |
| 2007-03-01 | 32.3599492111969 |
| 2007-04-01 | 32.4315969206793 |
| 2007-05-01 | 32.5671078458061 |
| 2007-06-01 | 32.6228434960420 |
| 2007-07-01 | 32.6694346059706 |
| 2007-08-01 | 32.6647851634989 |
| 2007-09-01 | 32.6280590621330 |
| 2007-10-01 | 32.8371341064054 |
| 2007-11-01 | 32.7975163822986 |
| 2007-12-01 | 32.7467468377961 |
| 2008-01-01 | 32.7645289492259 |
| 2008-02-01 | 32.6373505985127 |
| 2008-03-01 | 32.7529113143353 |
| 2008-04-01 | 32.7800746086026 |
| 2008-05-01 | 32.8513739666440 |
| 2008-06-01 | 32.9391010678900 |
| 2008-07-01 | 32.9700430235068 |
| 2008-08-01 | 32.8968249490910 |
| 2008-09-01 | 33.0339577930108 |
| 2008-10-01 | 32.8167327375198 |
| 2008-11-01 | 32.7163654886466 |
| 2008-12-01 | 32.6862296463812 |
| 2009-01-01 | 32.6523923947009 |
| 2009-02-01 | 32.5279183913838 |
| 2009-03-01 | 32.3447953305317 |
| 2009-04-01 | 32.3296524855651 |
| 2009-05-01 | 32.0436793779510 |
| 2009-06-01 | 31.8620139189091 |
| 2009-07-01 | 31.5743051049869 |
| 2009-08-01 | 31.6229116126200 |
| 2009-09-01 | 31.4232166337173 |
| 2009-10-01 | 31.6100762631213 |
| 2009-11-01 | 31.5255126607429 |
| 2009-12-01 | 31.6203459074864 |
| 2010-01-01 | 31.3414352076894 |
| 2010-02-01 | 31.3195394266830 |
| 2010-03-01 | 31.2314844406819 |
| 2010-04-01 | 31.2923079158011 |
| 2010-05-01 | 31.1382342711274 |
| 2010-06-01 | 30.9956955768747 |
| 2010-07-01 | 30.9771487327446 |
| 2010-08-01 | 30.8351711242728 |
| 2010-09-01 | 30.8173326194972 |
| 2010-10-01 | 30.5992170635800 |
| 2010-11-01 | 30.6290169893245 |
| 2010-12-01 | 30.4399430833859 |
| 2011-01-01 | 30.3406653185961 |
| 2011-02-01 | 30.3210455705639 |
| 2011-03-01 | 30.3172886664886 |
| 2011-04-01 | 30.0725529204161 |
| 2011-05-01 | 29.9322911885125 |
| 2011-06-01 | 29.9203393504979 |
| 2011-07-01 | 29.8788842870222 |
| 2011-08-01 | 29.8350619055546 |
| 2011-09-01 | 29.7000167010001 |
| 2011-10-01 | 29.8105169013289 |
| 2011-11-01 | 29.6292700160050 |
| 2011-12-01 | 29.6468310990612 |
| 2012-01-01 | 29.7451581104328 |
| 2012-02-01 | 29.7218512369185 |
| 2012-03-01 | 29.7995784939519 |
| 2012-04-01 | 29.8783328031988 |
| 2012-05-01 | 29.9337769695601 |
| 2012-06-01 | 29.9332704551043 |
| 2012-07-01 | 29.9772381405956 |
| 2012-08-01 | 30.0224174718432 |
| 2012-09-01 | 30.0939685427097 |
| 2012-10-01 | 30.1123599127644 |
| 2012-11-01 | 30.1245860370937 |
| 2012-12-01 | 30.1438991028036 |
| 2013-01-01 | 30.2465870885796 |
| 2013-02-01 | 30.2393160755002 |
| 2013-03-01 | 30.3800883018220 |
| 2013-04-01 | 30.1058647141613 |
| 2013-05-01 | 29.9457091173278 |
| 2013-06-01 | 29.7347326010131 |
| 2013-07-01 | 29.5723975303749 |
| 2013-08-01 | 29.3981493716039 |
| 2013-09-01 | 29.3815408417207 |
| 2013-10-01 | 29.2235712529463 |
| 2013-11-01 | 29.1134157451404 |
| 2013-12-01 | 28.9300592384039 |
| 2014-01-01 | 28.6491719092633 |
| 2014-02-01 | 28.6577899325141 |
| 2014-03-01 | 28.6667287184504 |
| 2014-04-01 | 28.8473475895349 |
| 2014-05-01 | 28.9672409758653 |
| 2014-06-01 | 29.0247743331465 |
| 2014-07-01 | 29.1728365403916 |
| 2014-08-01 | 29.2670995600421 |
| 2014-09-01 | 29.3786711864220 |
| 2014-10-01 | 29.4219819039473 |
| 2014-11-01 | 29.5881221671979 |
| 2014-12-01 | 29.9096349860108 |
| 2015-01-01 | 30.0603508969130 |
| 2015-02-01 | 30.3822043931952 |
| 2015-03-01 | 30.5656472046129 |
| 2015-04-01 | 30.6877076594302 |
| 2015-05-01 | 30.9971985377284 |
| 2015-06-01 | 31.1081075432113 |
| 2015-07-01 | 31.5626338162447 |
| 2015-08-01 | 31.8274219803565 |
| 2015-09-01 | 32.0872941230969 |
| 2015-10-01 | 32.4255566246750 |
| 2015-11-01 | 32.6597002687564 |
| 2015-12-01 | 32.8884979027499 |
| 2016-01-01 | 33.2781241481881 |
| 2016-02-01 | 33.3960498425267 |
| 2016-03-01 | 33.6691502356900 |
| 2016-04-01 | 33.6241155262181 |
| 2016-05-01 | 33.6313185256820 |
| 2016-06-01 | 33.7788891407137 |
| 2016-07-01 | 33.8498510599464 |
| 2016-08-01 | 33.9962615105391 |
| 2016-09-01 | 34.1145333512044 |
| 2016-10-01 | 34.0123359951273 |
| 2016-11-01 | 34.1336393983528 |
| 2016-12-01 | 34.1811734671218 |
| 2017-01-01 | 34.1964985597758 |
| 2017-02-01 | 34.2013234415175 |
| 2017-03-01 | 34.2700405081725 |
| 2017-04-01 | 34.4504057654643 |
| 2017-05-01 | 34.6622989807566 |
| 2017-06-01 | 34.8495627227406 |
| 2017-07-01 | 34.7378643737741 |
| 2017-08-01 | 34.9781458857729 |
| 2017-09-01 | 35.1370774215091 |
| 2017-10-01 | 35.3007660894683 |
| 2017-11-01 | 35.4102092151821 |
| 2017-12-01 | 35.4797428420412 |
| 2018-01-01 | 35.5203110312059 |
| 2018-02-01 | 35.7014702250530 |
| 2018-03-01 | 35.8681431953438 |
| 2018-04-01 | 36.1608737874130 |
| 2018-05-01 | 36.3853894343811 |
| 2018-06-01 | 36.7293449052264 |
| 2018-07-01 | 37.1278570031847 |
| 2018-08-01 | 37.3769283994030 |
| 2018-09-01 | 37.4501053370648 |
| 2018-10-01 | 37.7848263864629 |
| 2018-11-01 | 38.0978280792171 |
| 2018-12-01 | 38.4781975364858 |
| 2019-01-01 | 38.8408474396590 |
| 2019-02-01 | 39.0982162271688 |
| 2019-03-01 | 39.3664684547672 |
| 2019-04-01 | 39.6626294435815 |
| 2019-05-01 | 39.9032207479587 |
| 2019-06-01 | 40.2242785653096 |
| 2019-07-01 | 40.3187480729418 |
| 2019-08-01 | 40.4792431734582 |
| 2019-09-01 | 40.6492049215515 |
| 2019-10-01 | 40.9756940335075 |
| 2019-11-01 | 41.1935068077347 |
| 2019-12-01 | 41.3765351011928 |
| 2020-01-01 | 41.4563863056010 |
| 2020-02-01 | 41.8969627402366 |
| 2020-03-01 | 42.1564975132041 |
| 2020-04-01 | 41.9612247922393 |
| 2020-05-01 | 42.1172802469912 |
| 2020-06-01 | 42.1206692601816 |
| 2020-07-01 | 41.9209813359284 |
| 2020-08-01 | 42.1902534613180 |
| 2020-09-01 | 42.4340948348529 |
| 2020-10-01 | 42.6721576705594 |
| 2020-11-01 | 42.5983405270307 |
| 2020-12-01 | 42.2717984973280 |
| 2021-01-01 | 42.4636791009416 |
| 2021-02-01 | 42.5995293590606 |
| 2021-03-01 | 42.8422749921846 |
| 2021-04-01 | 43.0542049825798 |
| 2021-05-01 | 43.1261934319467 |
| 2021-06-01 | 43.3216754789821 |
| 2021-07-01 | 43.7299665451580 |
| 2021-08-01 | 43.9108979253583 |
| 2021-09-01 | 44.0006637565310 |
| 2021-10-01 | 44.1763370277862 |
| 2021-11-01 | 44.3032609204112 |
| 2021-12-01 | 44.7649875906611 |
| 2022-01-01 | 45.0740608896036 |
| 2022-02-01 | 45.2195739565473 |
| 2022-03-01 | 45.3275149204940 |
| 2022-04-01 | 45.5316952379036 |
| 2022-05-01 | 45.8230674546678 |
| 2022-06-01 | 46.0253969086055 |
| 2022-07-01 | 46.2355157184837 |
| 2022-08-01 | 46.5382410540045 |
| 2022-09-01 | 46.6674934684500 |
| 2022-10-01 | 46.8832268759459 |
| 2022-11-01 | 47.0173375498154 |
| 2022-12-01 | 46.9527666559043 |
| 2023-01-01 | 47.0794605075410 |
| 2023-02-01 | 47.1437053852310 |
| 2023-03-01 | 47.2308653661127 |
| 2023-04-01 | 47.0959303652093 |
| 2023-05-01 | 47.2148342511505 |
| 2023-06-01 | 47.4253477061746 |
| 2023-07-01 | 47.2312241831826 |
| 2023-08-01 | 47.3640475721899 |
| 2023-09-01 | 47.4509832263716 |
| 2023-10-01 | 47.3839183399545 |
| 2023-11-01 | 47.5265820917861 |
| 2023-12-01 | 47.6548130649480 |
| 2024-01-01 | 47.4862834764020 |
| 2024-02-01 | 47.4671729452448 |
| 2024-03-01 | 47.4349812504321 |
| 2024-04-01 | 47.5599443179567 |
| 2024-05-01 | 47.3013164393786 |
| 2024-06-01 | 47.2144212394792 |
| 2024-07-01 | 47.1261343144878 |
| 2024-08-01 | 46.8902208621418 |
| 2024-09-01 | 46.8468371257587 |
| 2024-10-01 | 46.6860127832645 |
| 2024-11-01 | 46.5353081465743 |
| 2024-12-01 | 46.5571334986433 |
| 2025-01-01 | 46.4913081827298 |
| 2025-02-01 | 46.4800543565235 |
| 2025-03-01 | 46.5466762490333 |
| 2025-04-01 | 46.4265897506196 |
| 2025-05-01 | 46.3885846048649 |
| 2025-06-01 | 46.1039254915175 |
| 2025-07-01 | 46.2196447119126 |
| 2025-08-01 | 45.9131156779136 |
| 2025-09-01 | 45.7482616286399 |
| 2025-10-01 | 46.0824313972598 |
| 2025-11-01 | 45.8384475954826 |
| 2025-12-01 | 45.5652991254524 |
| 2026-01-01 | 44.5990655893452 |
| 2026-02-01 | 44.4889505189579 |
| 2026-03-01 | 44.3505231029018 |
| 2026-04-01 | 44.6043415785490 |
| 2026-05-01 | 44.5772981617742 |
| 2026-06-01 | 44.8022322777008 |