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 2024-10-01 |
| Last Updated | 2024-11-20 4:55 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 | 20.915155440446500 |
| 1998-02-01 | 20.857935631805397 |
| 1998-03-01 | 20.801345972256300 |
| 1998-04-01 | 21.176938305969998 |
| 1998-05-01 | 21.299844993643998 |
| 1998-06-01 | 21.201590984356300 |
| 1998-07-01 | 20.897615222404603 |
| 1998-08-01 | 20.879441432379200 |
| 1998-09-01 | 20.656898403723700 |
| 1998-10-01 | 20.527521667495503 |
| 1998-11-01 | 20.422144821519800 |
| 1998-12-01 | 20.357348656977600 |
| 1999-01-01 | 20.707405164191000 |
| 1999-02-01 | 20.848681204348800 |
| 1999-03-01 | 20.912989770219000 |
| 1999-04-01 | 20.887115125412700 |
| 1999-05-01 | 21.107916284809800 |
| 1999-06-01 | 21.123020880511802 |
| 1999-07-01 | 21.206296505164000 |
| 1999-08-01 | 21.178815709045697 |
| 1999-09-01 | 21.344725036680800 |
| 1999-10-01 | 21.408119584224302 |
| 1999-11-01 | 21.501216145265698 |
| 1999-12-01 | 21.533997110515198 |
| 2000-01-01 | 20.899741933950600 |
| 2000-02-01 | 21.032035980336800 |
| 2000-03-01 | 21.235570906794898 |
| 2000-04-01 | 21.325506671195000 |
| 2000-05-01 | 21.322663128344100 |
| 2000-06-01 | 21.469158941153900 |
| 2000-07-01 | 21.623208187731105 |
| 2000-08-01 | 21.686103493560700 |
| 2000-09-01 | 21.721849212030396 |
| 2000-10-01 | 21.873232428952697 |
| 2000-11-01 | 21.949382884353200 |
| 2000-12-01 | 21.983379323039200 |
| 2001-01-01 | 21.986725747770600 |
| 2001-02-01 | 22.225041692445604 |
| 2001-03-01 | 22.366886411394500 |
| 2001-04-01 | 22.579372883384300 |
| 2001-05-01 | 22.658964962903298 |
| 2001-06-01 | 22.817608555386000 |
| 2001-07-01 | 22.956922627253498 |
| 2001-08-01 | 22.986866515272304 |
| 2001-09-01 | 23.097040473433900 |
| 2001-10-01 | 23.434927122501000 |
| 2001-11-01 | 23.276201393921200 |
| 2001-12-01 | 23.215873196557897 |
| 2002-01-01 | 23.573926279957700 |
| 2002-02-01 | 23.721052340629303 |
| 2002-03-01 | 23.694854042108698 |
| 2002-04-01 | 23.851480534195700 |
| 2002-05-01 | 23.898534676776900 |
| 2002-06-01 | 23.863624669874600 |
| 2002-07-01 | 23.991228831715100 |
| 2002-08-01 | 24.088744310118297 |
| 2002-09-01 | 24.080272127491398 |
| 2002-10-01 | 24.000467433694602 |
| 2002-11-01 | 23.803815827165800 |
| 2002-12-01 | 23.740069355545398 |
| 2003-01-01 | 23.767221956943697 |
| 2003-02-01 | 23.818292759808700 |
| 2003-03-01 | 23.812146079639803 |
| 2003-04-01 | 23.915918926516800 |
| 2003-05-01 | 24.241509821441003 |
| 2003-06-01 | 24.279345136410697 |
| 2003-07-01 | 24.531602475620400 |
| 2003-08-01 | 24.782209679605900 |
| 2003-09-01 | 25.174041567888900 |
| 2003-10-01 | 25.481809505898900 |
| 2003-11-01 | 25.956227277085400 |
| 2003-12-01 | 26.187251721763896 |
| 2004-01-01 | 26.368689137979000 |
| 2004-02-01 | 26.404122270022000 |
| 2004-03-01 | 26.711107741275200 |
| 2004-04-01 | 26.670333741705200 |
| 2004-05-01 | 27.161566727668000 |
| 2004-06-01 | 27.675806276803400 |
| 2004-07-01 | 27.855266215243700 |
| 2004-08-01 | 28.288693795273600 |
| 2004-09-01 | 28.886347783526700 |
| 2004-10-01 | 28.968991562358397 |
| 2004-11-01 | 29.535261495777302 |
| 2004-12-01 | 29.861543422063498 |
| 2005-01-01 | 29.973143200305200 |
| 2005-02-01 | 30.294240664668102 |
| 2005-03-01 | 30.793479568310900 |
| 2005-04-01 | 30.788930200061102 |
| 2005-05-01 | 30.878391039554300 |
| 2005-06-01 | 31.348389180714303 |
| 2005-07-01 | 31.868535445296400 |
| 2005-08-01 | 32.105222705715605 |
| 2005-09-01 | 32.201539062291900 |
| 2005-10-01 | 32.463080679183400 |
| 2005-11-01 | 32.541839535868400 |
| 2005-12-01 | 32.772686289282400 |
| 2006-01-01 | 32.773803909168400 |
| 2006-02-01 | 32.979374525388700 |
| 2006-03-01 | 32.973620172962306 |
| 2006-04-01 | 32.874460768040400 |
| 2006-05-01 | 32.776065599492100 |
| 2006-06-01 | 32.830603073586900 |
| 2006-07-01 | 32.467238097190500 |
| 2006-08-01 | 32.432121084584300 |
| 2006-09-01 | 32.324382732747600 |
| 2006-10-01 | 32.146748716105700 |
| 2006-11-01 | 32.169042487369104 |
| 2006-12-01 | 31.902443033132702 |
| 2007-01-01 | 32.271944428793400 |
| 2007-02-01 | 32.361163332101500 |
| 2007-03-01 | 32.359941995840300 |
| 2007-04-01 | 32.431597835657500 |
| 2007-05-01 | 32.567108020735600 |
| 2007-06-01 | 32.622844355208900 |
| 2007-07-01 | 32.669434757030600 |
| 2007-08-01 | 32.664785498859100 |
| 2007-09-01 | 32.628060574696300 |
| 2007-10-01 | 32.837134222150400 |
| 2007-11-01 | 32.797516959837700 |
| 2007-12-01 | 32.746748806383300 |
| 2008-01-01 | 32.764528565781500 |
| 2008-02-01 | 32.637349855603400 |
| 2008-03-01 | 32.752905856548300 |
| 2008-04-01 | 32.780076519519800 |
| 2008-05-01 | 32.851372848055895 |
| 2008-06-01 | 32.939101017042200 |
| 2008-07-01 | 32.970043273403100 |
| 2008-08-01 | 32.896825773702000 |
| 2008-09-01 | 33.033960228137900 |
| 2008-10-01 | 32.816736734132700 |
| 2008-11-01 | 32.716366252103400 |
| 2008-12-01 | 32.686229106544600 |
| 2009-01-01 | 32.652389893821805 |
| 2009-02-01 | 32.527914888148000 |
| 2009-03-01 | 32.344790091750500 |
| 2009-04-01 | 32.329654298720700 |
| 2009-05-01 | 32.043677814066400 |
| 2009-06-01 | 31.862013685269602 |
| 2009-07-01 | 31.574306615572098 |
| 2009-08-01 | 31.622914179742104 |
| 2009-09-01 | 31.423222666391800 |
| 2009-10-01 | 31.610086093000200 |
| 2009-11-01 | 31.525513369997000 |
| 2009-12-01 | 31.620341884700498 |
| 2010-01-01 | 31.341428808468500 |
| 2010-02-01 | 31.319534891079996 |
| 2010-03-01 | 31.231468108069800 |
| 2010-04-01 | 31.292312719531196 |
| 2010-05-01 | 31.138233354431500 |
| 2010-06-01 | 30.995693171614700 |
| 2010-07-01 | 30.977151637238197 |
| 2010-08-01 | 30.835180157109700 |
| 2010-09-01 | 30.817345657630100 |
| 2010-10-01 | 30.599237026543797 |
| 2010-11-01 | 30.629027122305800 |
| 2010-12-01 | 30.439950294405104 |
| 2011-01-01 | 30.340595120078397 |
| 2011-02-01 | 30.321052984266400 |
| 2011-03-01 | 30.317270076972200 |
| 2011-04-01 | 30.072563779066700 |
| 2011-05-01 | 29.932294351180200 |
| 2011-06-01 | 29.920338334682697 |
| 2011-07-01 | 29.878885948737100 |
| 2011-08-01 | 29.835071960853800 |
| 2011-09-01 | 29.700040139384200 |
| 2011-10-01 | 29.810559107216200 |
| 2011-11-01 | 29.629309463295602 |
| 2011-12-01 | 29.646862065154900 |
| 2012-01-01 | 29.745013143435504 |
| 2012-02-01 | 29.721832218135300 |
| 2012-03-01 | 29.799504529646896 |
| 2012-04-01 | 29.878320388322397 |
| 2012-05-01 | 29.933815239161300 |
| 2012-06-01 | 29.933259924399600 |
| 2012-07-01 | 29.977322971868300 |
| 2012-08-01 | 30.022479167252303 |
| 2012-09-01 | 30.094015100303500 |
| 2012-10-01 | 30.112427961492802 |
| 2012-11-01 | 30.124674448201500 |
| 2012-12-01 | 30.143978689608304 |
| 2013-01-01 | 30.246287759681103 |
| 2013-02-01 | 30.239210887416700 |
| 2013-03-01 | 30.379750916074500 |
| 2013-04-01 | 30.105731228127100 |
| 2013-05-01 | 29.945838795563997 |
| 2013-06-01 | 29.734861028634800 |
| 2013-07-01 | 29.572808086635000 |
| 2013-08-01 | 29.398494868715400 |
| 2013-09-01 | 29.381384483083100 |
| 2013-10-01 | 29.223701233792600 |
| 2013-11-01 | 29.113519165013400 |
| 2013-12-01 | 28.930173838703700 |
| 2014-01-01 | 28.648732030465897 |
| 2014-02-01 | 28.657516805049600 |
| 2014-03-01 | 28.665704343724900 |
| 2014-04-01 | 28.847046444987000 |
| 2014-05-01 | 28.967289366349600 |
| 2014-06-01 | 29.024664985229800 |
| 2014-07-01 | 29.175443931150397 |
| 2014-08-01 | 29.267420699667500 |
| 2014-09-01 | 29.378113138087897 |
| 2014-10-01 | 29.422065713938103 |
| 2014-11-01 | 29.588157382182900 |
| 2014-12-01 | 29.909650792589197 |
| 2015-01-01 | 30.059592986576700 |
| 2015-02-01 | 30.381569904918800 |
| 2015-03-01 | 30.563856546446800 |
| 2015-04-01 | 30.687160988614600 |
| 2015-05-01 | 30.996950642238100 |
| 2015-06-01 | 31.107489570383898 |
| 2015-07-01 | 31.569852040097604 |
| 2015-08-01 | 31.827203745792197 |
| 2015-09-01 | 32.085881784875600 |
| 2015-10-01 | 32.425222420902200 |
| 2015-11-01 | 32.659334185621400 |
| 2015-12-01 | 32.888104911055900 |
| 2016-01-01 | 33.277099825520800 |
| 2016-02-01 | 33.395153735038100 |
| 2016-03-01 | 33.666780170140100 |
| 2016-04-01 | 33.623430764600700 |
| 2016-05-01 | 33.630873892674700 |
| 2016-06-01 | 33.778013555797500 |
| 2016-07-01 | 33.861911422250500 |
| 2016-08-01 | 33.995490804860700 |
| 2016-09-01 | 34.112228272174100 |
| 2016-10-01 | 34.010984372566110 |
| 2016-11-01 | 34.132473134464400 |
| 2016-12-01 | 34.180428960727600 |
| 2017-01-01 | 34.194684552620500 |
| 2017-02-01 | 34.200664970011395 |
| 2017-03-01 | 34.267771633645700 |
| 2017-04-01 | 34.449787153848300 |
| 2017-05-01 | 34.661844583828504 |
| 2017-06-01 | 34.848411289527895 |
| 2017-07-01 | 34.754275920414000 |
| 2017-08-01 | 34.977730871922800 |
| 2017-09-01 | 35.135788168323600 |
| 2017-10-01 | 35.292480319707500 |
| 2017-11-01 | 35.409964807592700 |
| 2017-12-01 | 35.479232476793605 |
| 2018-01-01 | 35.518044070126900 |
| 2018-02-01 | 35.701160869673790 |
| 2018-03-01 | 35.866675543801900 |
| 2018-04-01 | 36.161239976883294 |
| 2018-05-01 | 36.386150928338200 |
| 2018-06-01 | 36.725369593190100 |
| 2018-07-01 | 37.147213721220900 |
| 2018-08-01 | 37.377518587143605 |
| 2018-09-01 | 37.450097613001000 |
| 2018-10-01 | 37.769238629090790 |
| 2018-11-01 | 38.098483192181400 |
| 2018-12-01 | 38.478095990723900 |
| 2019-01-01 | 38.838411265904100 |
| 2019-02-01 | 39.098793397691004 |
| 2019-03-01 | 39.366672902815104 |
| 2019-04-01 | 39.664318098539205 |
| 2019-05-01 | 39.905353284932700 |
| 2019-06-01 | 40.217814837317100 |
| 2019-07-01 | 40.339155380404500 |
| 2019-08-01 | 40.480869971624100 |
| 2019-09-01 | 40.650316931642706 |
| 2019-10-01 | 40.952070678103400 |
| 2019-11-01 | 41.193900504222500 |
| 2019-12-01 | 41.376257473003200 |
| 2020-01-01 | 41.455139498459790 |
| 2020-02-01 | 41.898840307270300 |
| 2020-03-01 | 42.156642676252800 |
| 2020-04-01 | 41.970439874500500 |
| 2020-05-01 | 42.121873253857100 |
| 2020-06-01 | 42.112206479025600 |
| 2020-07-01 | 41.935492786521100 |
| 2020-08-01 | 42.196488870777600 |
| 2020-09-01 | 42.438084377951704 |
| 2020-10-01 | 42.630332981927296 |
| 2020-11-01 | 42.600838879932000 |
| 2020-12-01 | 42.276807106781895 |
| 2021-01-01 | 42.453742749445894 |
| 2021-02-01 | 42.608075263962604 |
| 2021-03-01 | 42.847498066756200 |
| 2021-04-01 | 43.076444254102000 |
| 2021-05-01 | 43.125300555139894 |
| 2021-06-01 | 43.310765842620500 |
| 2021-07-01 | 43.747408407632210 |
| 2021-08-01 | 43.920268062653506 |
| 2021-09-01 | 44.005779511921100 |
| 2021-10-01 | 44.110787279175995 |
| 2021-11-01 | 44.303589956908800 |
| 2021-12-01 | 44.778386903215800 |
| 2022-01-01 | 45.051211076943700 |
| 2022-02-01 | 45.231071802777700 |
| 2022-03-01 | 45.342856050865300 |
| 2022-04-01 | 45.575629919023400 |
| 2022-05-01 | 45.819455146197500 |
| 2022-06-01 | 46.007859635242100 |
| 2022-07-01 | 46.262488858527000 |
| 2022-08-01 | 46.542229295341500 |
| 2022-09-01 | 46.673489389153396 |
| 2022-10-01 | 46.795824712801700 |
| 2022-11-01 | 47.015692826841200 |
| 2022-12-01 | 46.974210040315110 |
| 2023-01-01 | 47.039669005494100 |
| 2023-02-01 | 47.154939342873200 |
| 2023-03-01 | 47.251902176549300 |
| 2023-04-01 | 47.071159771145894 |
| 2023-05-01 | 47.103114161108294 |
| 2023-06-01 | 47.205675617204506 |
| 2023-07-01 | 47.179459341970700 |
| 2023-08-01 | 47.157263123144500 |
| 2023-09-01 | 47.249726068703900 |
| 2023-10-01 | 47.387816357089996 |
| 2023-11-01 | 47.219244096402800 |
| 2023-12-01 | 47.474634142046300 |
| 2024-01-01 | 46.833848787592100 |
| 2024-02-01 | 46.772586054414205 |
| 2024-03-01 | 46.955929601806204 |
| 2024-04-01 | 47.269059253348296 |
| 2024-05-01 | 47.490627591679500 |
| 2024-06-01 | 47.497464393318500 |
| 2024-07-01 | 47.490202963850610 |
| 2024-08-01 | 47.570876217796496 |
| 2024-09-01 | 47.940840446082106 |
| 2024-10-01 | 47.881609575275000 |
