Federal Reserve Economic Data

Table Data - All Employees: Wholesale Trade: Wholesale Trade Agents and Brokers in Pennsylvania

Title All Employees: Wholesale Trade: Wholesale Trade Agents and Brokers in Pennsylvania
Series ID SMU42000004142500001SA
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 1990-01-01 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
1990-01-01 43.895848538344710
1990-02-01 43.820524940259500
1990-03-01 44.045866499941000
1990-04-01 43.028177287802400
1990-05-01 43.177545877394200
1990-06-01 43.424287459072000
1990-07-01 42.722713848405796
1990-08-01 43.611835387310100
1990-09-01 42.587105535314900
1990-10-01 42.494324469272705
1990-11-01 42.424783181319500
1990-12-01 42.278378254466700
1991-01-01 43.401762500333700
1991-02-01 43.010899401801600
1991-03-01 42.816609915025500
1991-04-01 42.727429518609900
1991-05-01 42.380496659337300
1991-06-01 42.217092847811610
1991-07-01 41.945800148557600
1991-08-01 41.621364400927206
1991-09-01 41.094813759141104
1991-10-01 40.601986143565200
1991-11-01 40.421145714527200
1991-12-01 40.485917559054500
1992-01-01 39.607036896631500
1992-02-01 39.297618931677604
1992-03-01 38.874250252576790
1992-04-01 38.814939689236800
1992-05-01 38.872736263034795
1992-06-01 38.513094707808300
1992-07-01 38.582500650253294
1992-08-01 38.137625566820600
1992-09-01 38.309725594383800
1992-10-01 38.513862276270600
1992-11-01 37.823040010518600
1992-12-01 37.491739263514106
1993-01-01 37.924502236732100
1993-02-01 37.867084953471206
1993-03-01 37.722251741593900
1993-04-01 37.289682132682900
1993-05-01 37.053815994743600
1993-06-01 37.006302360109200
1993-07-01 36.935630609817500
1993-08-01 36.984177353880604
1993-09-01 36.627641277473600
1993-10-01 37.022381952122600
1993-11-01 36.720060844912710
1993-12-01 36.488318252677004
1994-01-01 34.934902986911695
1994-02-01 34.835657793306200
1994-03-01 34.860843060282505
1994-04-01 34.656477734255000
1994-05-01 34.550813093379600
1994-06-01 34.503469261088200
1994-07-01 34.192334103667700
1994-08-01 34.128949243810000
1994-09-01 34.174938170571800
1994-10-01 33.815443367685700
1994-11-01 33.898358107418105
1994-12-01 33.682806912299900
1995-01-01 33.438728370814500
1995-02-01 33.206479617436500
1995-03-01 33.117990630721500
1995-04-01 33.112816900644600
1995-05-01 33.052100590570400
1995-06-01 32.803211425629500
1995-07-01 32.345139113932100
1995-08-01 32.585041162396195
1995-09-01 32.329035551190300
1995-10-01 31.801015644139000
1995-11-01 31.761851660596300
1995-12-01 31.871914692513600
1996-01-01 31.709829671424604
1996-02-01 31.900337059699602
1996-03-01 31.707723565376500
1996-04-01 31.570068320857100
1996-05-01 31.356988845124100
1996-06-01 31.213198095598504
1996-07-01 30.873970740013900
1996-08-01 30.522156620207700
1996-09-01 30.497117845678300
1996-10-01 30.369632897714800
1996-11-01 30.234107137524198
1996-12-01 30.169556037586700
1997-01-01 29.464526938322702
1997-02-01 29.492851182477697
1997-03-01 29.424476074574102
1997-04-01 29.143785071644803
1997-05-01 29.053378589345400
1997-06-01 29.134078005122102
1997-07-01 30.477818891048003
1997-08-01 29.361020537107603
1997-09-01 29.453939414575100
1997-10-01 29.623578629503797
1997-11-01 29.818564380155600
1997-12-01 29.767472636871200
1998-01-01 29.806075917771000
1998-02-01 29.798149451133998
1998-03-01 29.743187481316900
1998-04-01 29.941072584366500
1998-05-01 29.862653033023000
1998-06-01 29.867133875876800
1998-07-01 30.659660534488502
1998-08-01 29.968653972229600
1998-09-01 29.903693268914104
1998-10-01 29.959268145383202
1998-11-01 30.025276923088303
1998-12-01 29.973980006595003
1999-01-01 30.157760968608198
1999-02-01 29.900734737402200
1999-03-01 28.866863829359303
1999-04-01 28.854932322636000
1999-05-01 28.771006606273797
1999-06-01 28.687425556334000
1999-07-01 27.940696088100500
1999-08-01 27.663415711616400
1999-09-01 27.732027174425102
1999-10-01 27.606808866160197
1999-11-01 26.939879179187198
1999-12-01 27.278182777835802
2000-01-01 27.417796695779100
2000-02-01 27.517490017472600
2000-03-01 28.090990283422000
2000-04-01 27.672695084567200
2000-05-01 27.874045367647400
2000-06-01 27.903157260500997
2000-07-01 28.117280132101600
2000-08-01 28.237136100161400
2000-09-01 28.135835078517900
2000-10-01 28.570401800881200
2000-11-01 29.169923159678802
2000-12-01 28.893817811374700
2001-01-01 28.804067904635700
2001-02-01 28.827508871081100
2001-03-01 28.914772347025300
2001-04-01 28.986289653018304
2001-05-01 28.969856251080800
2001-06-01 29.093935228203698
2001-07-01 29.502224892241898
2001-08-01 29.714440211666602
2001-09-01 29.826753407557103
2001-10-01 30.056371502722600
2001-11-01 29.985423585392500
2001-12-01 30.297998256013898
2002-01-01 30.722784854943104
2002-02-01 30.750934301709900
2002-03-01 30.627614912034800
2002-04-01 30.988675045217000
2002-05-01 31.365148058773897
2002-06-01 31.781922765983000
2002-07-01 31.880008155144600
2002-08-01 32.197176267007606
2002-09-01 32.498484878608000
2002-10-01 33.056319995360200
2002-11-01 33.487840922825000
2002-12-01 33.914899312327000
2003-01-01 34.469904581267800
2003-02-01 34.673472452292700
2003-03-01 35.044282638515200
2003-04-01 35.277355406326500
2003-05-01 35.447878560271200
2003-06-01 35.546747682227200
2003-07-01 36.074812570768600
2003-08-01 36.091693438622706
2003-09-01 36.171537324701900
2003-10-01 36.164751994342700
2003-11-01 36.374668928012000
2003-12-01 36.425782274550200
2004-01-01 36.830151928193600
2004-02-01 37.003651706142800
2004-03-01 37.247488294427800
2004-04-01 37.761468165039396
2004-05-01 38.129325649077000
2004-06-01 38.614063548062300
2004-07-01 38.872458710406000
2004-08-01 39.296431564125290
2004-09-01 39.637082133371700
2004-10-01 40.068648653969100
2004-11-01 40.456449832231996
2004-12-01 40.951603127750104
2005-01-01 40.990394661569900
2005-02-01 41.326006315261600
2005-03-01 41.545906922298900
2005-04-01 41.641367681288706
2005-05-01 41.814363519351396
2005-06-01 41.788692910136900
2005-07-01 41.985446317060200
2005-08-01 41.794629937438394
2005-09-01 42.018275377178504
2005-10-01 41.862184635660704
2005-11-01 41.940509965308790
2005-12-01 41.855413992330300
2006-01-01 41.744968080899100
2006-02-01 42.142080951993300
2006-03-01 42.123116261996294
2006-04-01 42.631583975073205
2006-05-01 42.818174772374100
2006-06-01 42.993128835949400
2006-07-01 42.995983083746300
2006-08-01 43.191243097441700
2006-09-01 43.302644343563000
2006-10-01 43.442053730958300
2006-11-01 43.525694450317400
2006-12-01 43.960189279159200
2007-01-01 43.481362654307900
2007-02-01 43.447177593817390
2007-03-01 43.401323275377600
2007-04-01 43.229673319881705
2007-05-01 43.226263603975404
2007-06-01 43.409894365983300
2007-07-01 43.216980376612300
2007-08-01 43.175566874876004
2007-09-01 43.304804818528900
2007-10-01 43.420332318444300
2007-11-01 43.719777178108100
2007-12-01 43.549019698988200
2008-01-01 43.788711628497495
2008-02-01 43.948995106421300
2008-03-01 44.079343016172500
2008-04-01 44.338607605100400
2008-05-01 44.334860095866205
2008-06-01 44.340893170873606
2008-07-01 44.535668880715600
2008-08-01 44.657854209028210
2008-09-01 44.407785453494300
2008-10-01 44.305245488222400
2008-11-01 44.011219566530290
2008-12-01 43.839856754538790
2009-01-01 43.679525868165900
2009-02-01 43.453674275066010
2009-03-01 43.277611614922800
2009-04-01 42.741084599664300
2009-05-01 42.636522724366500
2009-06-01 42.470687972481100
2009-07-01 42.252895757134795
2009-08-01 42.134958036181104
2009-09-01 42.112087614817000
2009-10-01 42.104602716890100
2009-11-01 42.112456494106205
2009-12-01 42.009375877861000
2010-01-01 41.873679593044100
2010-02-01 41.747808970282200
2010-03-01 41.979627593710800
2010-04-01 41.958862523028800
2010-05-01 42.035806940204296
2010-06-01 41.985666755132605
2010-07-01 42.167203081686200
2010-08-01 42.334937616936200
2010-09-01 42.200687762136000
2010-10-01 42.216727226144100
2010-11-01 42.305648292689000
2010-12-01 42.472401889517705
2011-01-01 42.667510833326300
2011-02-01 42.632445489226896
2011-03-01 42.602726268913600
2011-04-01 42.684192361036104
2011-05-01 42.738051034328300
2011-06-01 42.483833187945100
2011-07-01 42.378860251841296
2011-08-01 42.341269378684004
2011-09-01 42.091174943205600
2011-10-01 42.030885457268700
2011-11-01 41.799645477861300
2011-12-01 41.531653262299400
2012-01-01 41.050088250792300
2012-02-01 41.110660005495600
2012-03-01 41.132405042734106
2012-04-01 41.113617032971400
2012-05-01 41.054293329817796
2012-06-01 41.373937594755100
2012-07-01 40.986421100930400
2012-08-01 40.947438277643200
2012-09-01 40.988694203730205
2012-10-01 40.835537759327295
2012-11-01 40.788018375981395
2012-12-01 40.805326606573500
2013-01-01 40.627916122315895
2013-02-01 40.790812436258100
2013-03-01 40.873653276505706
2013-04-01 40.531417868372200
2013-05-01 40.469081297014206
2013-06-01 40.373263507305600
2013-07-01 40.181303342879100
2013-08-01 40.044105215706800
2013-09-01 40.088079091882700
2013-10-01 39.840216547894705
2013-11-01 39.883277671177700
2013-12-01 40.000019607580110
2014-01-01 40.012456077724100
2014-02-01 40.067967249891204
2014-03-01 39.903582105754600
2014-04-01 39.934294944535900
2014-05-01 40.275399710040205
2014-06-01 40.673876187555500
2014-07-01 40.876951919714300
2014-08-01 41.037073602928600
2014-09-01 41.491302549126104
2014-10-01 42.050748890481800
2014-11-01 42.484231857457000
2014-12-01 42.611464105527205
2015-01-01 42.900914295879396
2015-02-01 42.951148801598700
2015-03-01 43.221215830287505
2015-04-01 43.321630509625500
2015-05-01 43.267136055294400
2015-06-01 43.373584628616705
2015-07-01 43.570906997783496
2015-08-01 43.633180774898100
2015-09-01 43.513420426067400
2015-10-01 43.562081347322000
2015-11-01 43.485272636922105
2015-12-01 43.447345476067106
2016-01-01 43.383289728557500
2016-02-01 43.333034801382800
2016-03-01 43.211187469616900
2016-04-01 43.293625377538994
2016-05-01 43.356838451700604
2016-06-01 43.079724174560900
2016-07-01 43.273037422864896
2016-08-01 43.237669596028205
2016-09-01 43.346461771541210
2016-10-01 43.178797315941800
2016-11-01 43.182414056655400
2016-12-01 43.184329203710796
2017-01-01 43.152785313718500
2017-02-01 43.316348476209800
2017-03-01 43.282944658064900
2017-04-01 43.467107461828390
2017-05-01 43.546983821430200
2017-06-01 43.592449592672700
2017-07-01 43.480235799543100
2017-08-01 43.562440267982700
2017-09-01 43.883889387990800
2017-10-01 43.492917929331895
2017-11-01 43.476364989881600
2017-12-01 43.616790893720506
2018-01-01 43.610135120416790
2018-02-01 43.682319898613390
2018-03-01 43.934443610997110
2018-04-01 44.056803341312200
2018-05-01 44.159639901375996
2018-06-01 44.311165986607600
2018-07-01 44.288107033694800
2018-08-01 44.403402280428900
2018-09-01 44.313559774910100
2018-10-01 44.508825139806400
2018-11-01 44.571007584760800
2018-12-01 44.417457829404500
2019-01-01 44.556015576343100
2019-02-01 44.652604809526610
2019-03-01 44.587839160338300
2019-04-01 44.456977774442300
2019-05-01 44.387854974530110
2019-06-01 44.345256970281800
2019-07-01 44.290732355634100
2019-08-01 44.249661772179900
2019-09-01 44.335194672464500
2019-10-01 44.203029324510496
2019-11-01 44.267995228086700
2019-12-01 44.109070171983600
2020-01-01 44.004025533191790
2020-02-01 43.723784651109400
2020-03-01 43.341748441696900
2020-04-01 40.068940775575000
2020-05-01 40.125683613860800
2020-06-01 39.491678486650900
2020-07-01 39.793665385084710
2020-08-01 39.790813480103200
2020-09-01 39.730475879697200
2020-10-01 40.087589211351600
2020-11-01 39.967139623079400
2020-12-01 40.072457085419800
2021-01-01 40.476816005855500
2021-02-01 40.524358160083900
2021-03-01 40.617642880975000
2021-04-01 40.680470157950800
2021-05-01 40.837302055131800
2021-06-01 41.245655826539505
2021-07-01 41.598156723946100
2021-08-01 41.718307980418800
2021-09-01 41.904075843368000
2021-10-01 42.159739674596600
2021-11-01 42.572339046083100
2021-12-01 42.940695361421206
2022-01-01 43.176852099846200
2022-02-01 43.531716546590500
2022-03-01 43.911274514323700
2022-04-01 44.395337125124400
2022-05-01 44.636117383091790
2022-06-01 44.876293398666500
2022-07-01 45.309783877144390
2022-08-01 45.529876066145896
2022-09-01 45.870748652091900
2022-10-01 45.934543806370400
2022-11-01 45.976438876549800
2022-12-01 46.002885165266800
2023-01-01 46.501245355651290
2023-02-01 46.760193766428700
2023-03-01 46.916627906921100
2023-04-01 46.897863387349600
2023-05-01 47.018740478343200
2023-06-01 47.394977591229704
2023-07-01 47.124100957881296
2023-08-01 47.330649809606400
2023-09-01 47.542680790118300
2023-10-01 48.108570247751800
2023-11-01 47.879873960489206
2023-12-01 47.088617127789604
2024-01-01 46.926501829513210
2024-02-01 46.875942266518400
2024-03-01 47.022260886946604
2024-04-01 47.103438205035495
2024-05-01 47.303393819231900
2024-06-01 47.195921222946610
2024-07-01 47.242467694007800
2024-08-01 47.229731968634795
2024-09-01 47.223891583546300
2024-10-01 47.192081341792710

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