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 2024-11-01 |
| Last Updated | 2024-12-21 5:18 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 | 20.913780298197103 |
| 1998-02-01 | 20.856978902965400 |
| 1998-03-01 | 20.800732910899300 |
| 1998-04-01 | 21.176480756810600 |
| 1998-05-01 | 21.299777058749000 |
| 1998-06-01 | 21.201492938950500 |
| 1998-07-01 | 20.897700281706900 |
| 1998-08-01 | 20.879720177315400 |
| 1998-09-01 | 20.657327027926897 |
| 1998-10-01 | 20.528090552487600 |
| 1998-11-01 | 20.423003182228000 |
| 1998-12-01 | 20.358585542647198 |
| 1999-01-01 | 20.706092618403400 |
| 1999-02-01 | 20.847793440627800 |
| 1999-03-01 | 20.912402323249600 |
| 1999-04-01 | 20.886679024059000 |
| 1999-05-01 | 21.107845632526200 |
| 1999-06-01 | 21.122943631889104 |
| 1999-07-01 | 21.206384887562802 |
| 1999-08-01 | 21.179069899221002 |
| 1999-09-01 | 21.345107815622700 |
| 1999-10-01 | 21.408623517080000 |
| 1999-11-01 | 21.501962898866000 |
| 1999-12-01 | 21.535100395234103 |
| 2000-01-01 | 20.898574321314500 |
| 2000-02-01 | 21.031299793330103 |
| 2000-03-01 | 21.235052713710400 |
| 2000-04-01 | 21.325135932333000 |
| 2000-05-01 | 21.322574922239802 |
| 2000-06-01 | 21.469122594653896 |
| 2000-07-01 | 21.623305979492102 |
| 2000-08-01 | 21.686318198387603 |
| 2000-09-01 | 21.722153984941100 |
| 2000-10-01 | 21.873635765536500 |
| 2000-11-01 | 21.949954762005600 |
| 2000-12-01 | 21.984293976491000 |
| 2001-01-01 | 21.985744646500002 |
| 2001-02-01 | 22.224477455407400 |
| 2001-03-01 | 22.366485832380200 |
| 2001-04-01 | 22.579100041441700 |
| 2001-05-01 | 22.658885642582200 |
| 2001-06-01 | 22.817614974922800 |
| 2001-07-01 | 22.957024909914800 |
| 2001-08-01 | 22.987028777611798 |
| 2001-09-01 | 23.097257413893300 |
| 2001-10-01 | 23.435211574236003 |
| 2001-11-01 | 23.276566328517397 |
| 2001-12-01 | 23.216484992835200 |
| 2002-01-01 | 23.573229067658300 |
| 2002-02-01 | 23.720713229557400 |
| 2002-03-01 | 23.694575503456600 |
| 2002-04-01 | 23.851307646730103 |
| 2002-05-01 | 23.898474028523100 |
| 2002-06-01 | 23.863660447698802 |
| 2002-07-01 | 23.991316148780104 |
| 2002-08-01 | 24.088849827423100 |
| 2002-09-01 | 24.080404602105197 |
| 2002-10-01 | 24.000635024258600 |
| 2002-11-01 | 23.803985069147500 |
| 2002-12-01 | 23.740424084838900 |
| 2003-01-01 | 23.766817797336802 |
| 2003-02-01 | 23.818111583663000 |
| 2003-03-01 | 23.811974443927898 |
| 2003-04-01 | 23.915827059082900 |
| 2003-05-01 | 24.241491360079200 |
| 2003-06-01 | 24.279383081741600 |
| 2003-07-01 | 24.531660932603300 |
| 2003-08-01 | 24.782265487596900 |
| 2003-09-01 | 25.174112444227700 |
| 2003-10-01 | 25.481886211808400 |
| 2003-11-01 | 25.956269614511700 |
| 2003-12-01 | 26.187379223050197 |
| 2004-01-01 | 26.368557277805100 |
| 2004-02-01 | 26.404059436924400 |
| 2004-03-01 | 26.711000795482100 |
| 2004-04-01 | 26.670292674558702 |
| 2004-05-01 | 27.161569176400200 |
| 2004-06-01 | 27.675830623355605 |
| 2004-07-01 | 27.855291213021303 |
| 2004-08-01 | 28.288715497969900 |
| 2004-09-01 | 28.886376944399500 |
| 2004-10-01 | 28.969014100787696 |
| 2004-11-01 | 29.535258581606400 |
| 2004-12-01 | 29.861603378638200 |
| 2005-01-01 | 29.973120916124000 |
| 2005-02-01 | 30.294213699490200 |
| 2005-03-01 | 30.793414417701396 |
| 2005-04-01 | 30.788916426325997 |
| 2005-05-01 | 30.878398677975103 |
| 2005-06-01 | 31.348402517058800 |
| 2005-07-01 | 31.868544743612198 |
| 2005-08-01 | 32.105228929211900 |
| 2005-09-01 | 32.201550022994800 |
| 2005-10-01 | 32.463082868091895 |
| 2005-11-01 | 32.541836452831100 |
| 2005-12-01 | 32.772710506985200 |
| 2006-01-01 | 32.773804378204005 |
| 2006-02-01 | 32.979374564442200 |
| 2006-03-01 | 32.973575439746110 |
| 2006-04-01 | 32.874457213379700 |
| 2006-05-01 | 32.776070555180000 |
| 2006-06-01 | 32.830610899805100 |
| 2006-07-01 | 32.467240051269200 |
| 2006-08-01 | 32.432122925966500 |
| 2006-09-01 | 32.324388652540200 |
| 2006-10-01 | 32.146748519248000 |
| 2006-11-01 | 32.169041261246300 |
| 2006-12-01 | 31.902459554577700 |
| 2007-01-01 | 32.271945314930804 |
| 2007-02-01 | 32.361164038802500 |
| 2007-03-01 | 32.359912342128500 |
| 2007-04-01 | 32.431595491822700 |
| 2007-05-01 | 32.567110224952700 |
| 2007-06-01 | 32.622849727798600 |
| 2007-07-01 | 32.669436977079900 |
| 2007-08-01 | 32.664787596270200 |
| 2007-09-01 | 32.628064225460300 |
| 2007-10-01 | 32.837133385531700 |
| 2007-11-01 | 32.797518074891200 |
| 2007-12-01 | 32.746756738729100 |
| 2008-01-01 | 32.764527956471800 |
| 2008-02-01 | 32.637349319853500 |
| 2008-03-01 | 32.752890321090305 |
| 2008-04-01 | 32.780075665793800 |
| 2008-05-01 | 32.851373287546500 |
| 2008-06-01 | 32.939104345761400 |
| 2008-07-01 | 32.970045407032300 |
| 2008-08-01 | 32.896827416699400 |
| 2008-09-01 | 33.033961461791000 |
| 2008-10-01 | 32.816736724344800 |
| 2008-11-01 | 32.716366817701100 |
| 2008-12-01 | 32.686230898095600 |
| 2009-01-01 | 32.652389604750800 |
| 2009-02-01 | 32.527913322574000 |
| 2009-03-01 | 32.344787851219000 |
| 2009-04-01 | 32.329652003853900 |
| 2009-05-01 | 32.043677630649100 |
| 2009-06-01 | 31.862014540336900 |
| 2009-07-01 | 31.574308151148700 |
| 2009-08-01 | 31.622914938918400 |
| 2009-09-01 | 31.423223422104200 |
| 2009-10-01 | 31.610085693684200 |
| 2009-11-01 | 31.525513305781605 |
| 2009-12-01 | 31.620342367838504 |
| 2010-01-01 | 31.341428446725303 |
| 2010-02-01 | 31.319534257062200 |
| 2010-03-01 | 31.231468320597600 |
| 2010-04-01 | 31.292311699464804 |
| 2010-05-01 | 31.138233531008700 |
| 2010-06-01 | 30.995693711598100 |
| 2010-07-01 | 30.977152440046800 |
| 2010-08-01 | 30.835180371286000 |
| 2010-09-01 | 30.817345692459195 |
| 2010-10-01 | 30.599235840606198 |
| 2010-11-01 | 30.629026388109104 |
| 2010-12-01 | 30.439949713852200 |
| 2011-01-01 | 30.340594528334197 |
| 2011-02-01 | 30.321053101170200 |
| 2011-03-01 | 30.317272522183800 |
| 2011-04-01 | 30.072564516671502 |
| 2011-05-01 | 29.932296250445900 |
| 2011-06-01 | 29.920340038725300 |
| 2011-07-01 | 29.878886416741500 |
| 2011-08-01 | 29.835070251781698 |
| 2011-09-01 | 29.700036187338600 |
| 2011-10-01 | 29.810553368705200 |
| 2011-11-01 | 29.629305080733800 |
| 2011-12-01 | 29.646860517644500 |
| 2012-01-01 | 29.745014956490998 |
| 2012-02-01 | 29.721838639281803 |
| 2012-03-01 | 29.799517415311800 |
| 2012-04-01 | 29.878328994416105 |
| 2012-05-01 | 29.933818795755500 |
| 2012-06-01 | 29.933260267831102 |
| 2012-07-01 | 29.977312270330600 |
| 2012-08-01 | 30.022466008786697 |
| 2012-09-01 | 30.094003010773000 |
| 2012-10-01 | 30.112418038748900 |
| 2012-11-01 | 30.124667338521200 |
| 2012-12-01 | 30.143973582170000 |
| 2013-01-01 | 30.246303169003802 |
| 2013-02-01 | 30.239217933967900 |
| 2013-03-01 | 30.379792108587104 |
| 2013-04-01 | 30.105751682592203 |
| 2013-05-01 | 29.945853268148397 |
| 2013-06-01 | 29.734861703828200 |
| 2013-07-01 | 29.572783946761103 |
| 2013-08-01 | 29.398465834887800 |
| 2013-09-01 | 29.381315728904000 |
| 2013-10-01 | 29.223689809850000 |
| 2013-11-01 | 29.113513970632100 |
| 2013-12-01 | 28.930166466072800 |
| 2014-01-01 | 28.648767637141500 |
| 2014-02-01 | 28.657533485042500 |
| 2014-03-01 | 28.665775665790600 |
| 2014-04-01 | 28.847080183557200 |
| 2014-05-01 | 28.967368998680200 |
| 2014-06-01 | 29.024741257083804 |
| 2014-07-01 | 29.175196454179000 |
| 2014-08-01 | 29.267451161087000 |
| 2014-09-01 | 29.378010585013400 |
| 2014-10-01 | 29.422038066621898 |
| 2014-11-01 | 29.588139297245604 |
| 2014-12-01 | 29.909652941434604 |
| 2015-01-01 | 30.059641650924900 |
| 2015-02-01 | 30.381569929942900 |
| 2015-03-01 | 30.563983573796800 |
| 2015-04-01 | 30.687243663941103 |
| 2015-05-01 | 30.997051045859603 |
| 2015-06-01 | 31.107524394484000 |
| 2015-07-01 | 31.569754847154698 |
| 2015-08-01 | 31.827262091795300 |
| 2015-09-01 | 32.085301217149900 |
| 2015-10-01 | 32.425295178773600 |
| 2015-11-01 | 32.659393135997895 |
| 2015-12-01 | 32.888144879837000 |
| 2016-01-01 | 33.277176856882100 |
| 2016-02-01 | 33.395211373960700 |
| 2016-03-01 | 33.666994948830400 |
| 2016-04-01 | 33.623563732766300 |
| 2016-05-01 | 33.630946646936394 |
| 2016-06-01 | 33.777904446805100 |
| 2016-07-01 | 33.861871444267000 |
| 2016-08-01 | 33.995517988701600 |
| 2016-09-01 | 34.111176883547100 |
| 2016-10-01 | 34.011195275969700 |
| 2016-11-01 | 34.132771638439100 |
| 2016-12-01 | 34.180776010128200 |
| 2017-01-01 | 34.194374417629500 |
| 2017-02-01 | 34.201010239148200 |
| 2017-03-01 | 34.268266822647100 |
| 2017-04-01 | 34.449918186125800 |
| 2017-05-01 | 34.661773797222400 |
| 2017-06-01 | 34.848049528831500 |
| 2017-07-01 | 34.753963824396500 |
| 2017-08-01 | 34.977673064906000 |
| 2017-09-01 | 35.134243485645300 |
| 2017-10-01 | 35.292999008418995 |
| 2017-11-01 | 35.410151397583400 |
| 2017-12-01 | 35.481048415772800 |
| 2018-01-01 | 35.517149763586104 |
| 2018-02-01 | 35.701694953742000 |
| 2018-03-01 | 35.867457116283300 |
| 2018-04-01 | 36.161601992202100 |
| 2018-05-01 | 36.386357994997200 |
| 2018-06-01 | 36.722871214121500 |
| 2018-07-01 | 37.146551286525200 |
| 2018-08-01 | 37.377488044939700 |
| 2018-09-01 | 37.448603142395800 |
| 2018-10-01 | 37.770195404656604 |
| 2018-11-01 | 38.098918902361700 |
| 2018-12-01 | 38.481671482403996 |
| 2019-01-01 | 38.836991283485900 |
| 2019-02-01 | 39.099483680008000 |
| 2019-03-01 | 39.367783061594700 |
| 2019-04-01 | 39.665037600603700 |
| 2019-05-01 | 39.905760279138500 |
| 2019-06-01 | 40.212878603777106 |
| 2019-07-01 | 40.337812404804600 |
| 2019-08-01 | 40.480084112943800 |
| 2019-09-01 | 40.648294288526294 |
| 2019-10-01 | 40.953284655253206 |
| 2019-11-01 | 41.195570452215100 |
| 2019-12-01 | 41.381851303359600 |
| 2020-01-01 | 41.454163713355100 |
| 2020-02-01 | 41.899948003818295 |
| 2020-03-01 | 42.158297794884000 |
| 2020-04-01 | 41.972043444462100 |
| 2020-05-01 | 42.122616962397400 |
| 2020-06-01 | 42.104407637158900 |
| 2020-07-01 | 41.932655597746205 |
| 2020-08-01 | 42.193424320365600 |
| 2020-09-01 | 42.433879456282000 |
| 2020-10-01 | 42.629147835122600 |
| 2020-11-01 | 42.609754441638200 |
| 2020-12-01 | 42.282900243681300 |
| 2021-01-01 | 42.454956013997800 |
| 2021-02-01 | 42.608662026078290 |
| 2021-03-01 | 42.851403535338996 |
| 2021-04-01 | 43.079581253910206 |
| 2021-05-01 | 43.126335703249000 |
| 2021-06-01 | 43.301576399320600 |
| 2021-07-01 | 43.741092106172710 |
| 2021-08-01 | 43.911706788413400 |
| 2021-09-01 | 44.001111789633505 |
| 2021-10-01 | 44.097836993345300 |
| 2021-11-01 | 44.324589382687300 |
| 2021-12-01 | 44.787964463008390 |
| 2022-01-01 | 45.057069542517600 |
| 2022-02-01 | 45.232141374729300 |
| 2022-03-01 | 45.349549090765490 |
| 2022-04-01 | 45.580492929233800 |
| 2022-05-01 | 45.820273626459000 |
| 2022-06-01 | 45.996509283439890 |
| 2022-07-01 | 46.252259946075400 |
| 2022-08-01 | 46.527501330686505 |
| 2022-09-01 | 46.667347021622106 |
| 2022-10-01 | 46.770136669957890 |
| 2022-11-01 | 47.048425523483710 |
| 2022-12-01 | 46.987085038641204 |
| 2023-01-01 | 47.051313179158605 |
| 2023-02-01 | 47.156676588864500 |
| 2023-03-01 | 47.261952029673395 |
| 2023-04-01 | 47.077678461561604 |
| 2023-05-01 | 47.103337175811300 |
| 2023-06-01 | 47.194049617952300 |
| 2023-07-01 | 47.165309833066395 |
| 2023-08-01 | 47.136187116679200 |
| 2023-09-01 | 47.243225435724895 |
| 2023-10-01 | 47.348658702078000 |
| 2023-11-01 | 47.259715777502606 |
| 2023-12-01 | 47.492140283022200 |
| 2024-01-01 | 46.850993793036500 |
| 2024-02-01 | 46.776427355879400 |
| 2024-03-01 | 46.968462352090505 |
| 2024-04-01 | 47.276773657327400 |
| 2024-05-01 | 47.489690874087100 |
| 2024-06-01 | 47.485269015666200 |
| 2024-07-01 | 47.472852285246404 |
| 2024-08-01 | 47.545223498650500 |
| 2024-09-01 | 47.931745837171405 |
| 2024-10-01 | 47.834764292435700 |
| 2024-11-01 | 47.770923118983710 |
