Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Pennsylvania
| Title | All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Pennsylvania |
|---|---|
| Series ID | SMU42000006054120001SA |
| 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 2025-12-01 |
| Last Updated | 2026-01-28 2:16 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 | 28.6090639833123 |
| 1990-02-01 | 28.5820467413311 |
| 1990-03-01 | 28.6958277587451 |
| 1990-04-01 | 28.4402617470311 |
| 1990-05-01 | 29.5832211373879 |
| 1990-06-01 | 29.5746306328469 |
| 1990-07-01 | 29.4771562750509 |
| 1990-08-01 | 29.5428615988326 |
| 1990-09-01 | 29.4424223515225 |
| 1990-10-01 | 29.1204041466231 |
| 1990-11-01 | 29.0435425852003 |
| 1990-12-01 | 28.7228989893869 |
| 1991-01-01 | 28.3325945666065 |
| 1991-02-01 | 28.3447389775793 |
| 1991-03-01 | 28.2609182531657 |
| 1991-04-01 | 27.6157604787416 |
| 1991-05-01 | 27.7048017741645 |
| 1991-06-01 | 27.7304980520163 |
| 1991-07-01 | 27.8552445926852 |
| 1991-08-01 | 27.9358447699979 |
| 1991-09-01 | 28.2510511922486 |
| 1991-10-01 | 28.9588381395099 |
| 1991-11-01 | 29.1513329926743 |
| 1991-12-01 | 29.2257340781188 |
| 1992-01-01 | 29.3461819097589 |
| 1992-02-01 | 29.1737336286257 |
| 1992-03-01 | 29.0467831090763 |
| 1992-04-01 | 29.8087242326296 |
| 1992-05-01 | 29.4632846401182 |
| 1992-06-01 | 29.5126769470657 |
| 1992-07-01 | 29.9418698657484 |
| 1992-08-01 | 29.9270347475972 |
| 1992-09-01 | 29.7670797358032 |
| 1992-10-01 | 29.9772324317793 |
| 1992-11-01 | 29.9382804770856 |
| 1992-12-01 | 30.0592375623640 |
| 1993-01-01 | 28.5883478333104 |
| 1993-02-01 | 28.7218563993301 |
| 1993-03-01 | 28.6718136881010 |
| 1993-04-01 | 28.3458483926974 |
| 1993-05-01 | 30.6569215643503 |
| 1993-06-01 | 28.5752502452538 |
| 1993-07-01 | 28.2689270548793 |
| 1993-08-01 | 28.3327340334592 |
| 1993-09-01 | 28.4722033289194 |
| 1993-10-01 | 28.2983105459660 |
| 1993-11-01 | 28.2165278407891 |
| 1993-12-01 | 28.0275805108040 |
| 1994-01-01 | 28.2758077434977 |
| 1994-02-01 | 28.4391473625093 |
| 1994-03-01 | 28.3244742577610 |
| 1994-04-01 | 28.8248016109033 |
| 1994-05-01 | 28.7269147640887 |
| 1994-06-01 | 28.7838821541652 |
| 1994-07-01 | 28.3680750744802 |
| 1994-08-01 | 28.2368746995690 |
| 1994-09-01 | 28.2762155510533 |
| 1994-10-01 | 27.9337456265186 |
| 1994-11-01 | 28.0163114930755 |
| 1994-12-01 | 28.4509360104424 |
| 1995-01-01 | 27.9691625202247 |
| 1995-02-01 | 28.2720443515934 |
| 1995-03-01 | 28.2299167755139 |
| 1995-04-01 | 27.7610568990508 |
| 1995-05-01 | 28.4043579730773 |
| 1995-06-01 | 27.5825076417418 |
| 1995-07-01 | 27.8609018941959 |
| 1995-08-01 | 27.9033987622263 |
| 1995-09-01 | 27.9012349760776 |
| 1995-10-01 | 28.0355275565250 |
| 1995-11-01 | 28.1581265877962 |
| 1995-12-01 | 27.4956711048905 |
| 1996-01-01 | 26.5640360677587 |
| 1996-02-01 | 27.2309374919602 |
| 1996-03-01 | 27.4608021542770 |
| 1996-04-01 | 27.4361661110664 |
| 1996-05-01 | 28.8575641311694 |
| 1996-06-01 | 27.5168010291449 |
| 1996-07-01 | 27.7779757403001 |
| 1996-08-01 | 27.7240188352529 |
| 1996-09-01 | 27.7236720757931 |
| 1996-10-01 | 28.1814752806763 |
| 1996-11-01 | 28.5616153845634 |
| 1996-12-01 | 28.1252802998291 |
| 1997-01-01 | 28.7963688634925 |
| 1997-02-01 | 28.3571041084639 |
| 1997-03-01 | 28.3567584974376 |
| 1997-04-01 | 28.8922346575558 |
| 1997-05-01 | 28.8981240342623 |
| 1997-06-01 | 29.2763539628829 |
| 1997-07-01 | 29.5674249599710 |
| 1997-08-01 | 30.0952988848702 |
| 1997-09-01 | 30.2440350744416 |
| 1997-10-01 | 29.6024434173719 |
| 1997-11-01 | 29.8495602578949 |
| 1997-12-01 | 29.6662975904448 |
| 1998-01-01 | 30.4561127259043 |
| 1998-02-01 | 29.9532824308076 |
| 1998-03-01 | 29.9217574898999 |
| 1998-04-01 | 29.4938752761092 |
| 1998-05-01 | 29.7727086853913 |
| 1998-06-01 | 29.9031827176066 |
| 1998-07-01 | 29.4042249925074 |
| 1998-08-01 | 29.2876723224608 |
| 1998-09-01 | 29.3585168032295 |
| 1998-10-01 | 29.5960454054150 |
| 1998-11-01 | 29.4607035644354 |
| 1998-12-01 | 29.7948746460679 |
| 1999-01-01 | 30.3935764873395 |
| 1999-02-01 | 30.4941186379009 |
| 1999-03-01 | 30.3628213433804 |
| 1999-04-01 | 31.0264743002913 |
| 1999-05-01 | 30.0724369663614 |
| 1999-06-01 | 30.1836082152087 |
| 1999-07-01 | 30.8377175636336 |
| 1999-08-01 | 30.9398127324277 |
| 1999-09-01 | 31.0804839386277 |
| 1999-10-01 | 32.0770527211686 |
| 1999-11-01 | 32.1814494223917 |
| 1999-12-01 | 32.4816322001921 |
| 2000-01-01 | 32.1292832278336 |
| 2000-02-01 | 32.1298068624028 |
| 2000-03-01 | 31.7331901162964 |
| 2000-04-01 | 32.6367224561252 |
| 2000-05-01 | 32.9409366827113 |
| 2000-06-01 | 32.9624585608856 |
| 2000-07-01 | 32.7703025222101 |
| 2000-08-01 | 32.8087061130155 |
| 2000-09-01 | 32.6951931336976 |
| 2000-10-01 | 32.6198420987303 |
| 2000-11-01 | 32.7142278766150 |
| 2000-12-01 | 32.9998528465345 |
| 2001-01-01 | 32.6476699981985 |
| 2001-02-01 | 32.8569887952152 |
| 2001-03-01 | 33.3221317518788 |
| 2001-04-01 | 33.3376483363652 |
| 2001-05-01 | 33.0431450466104 |
| 2001-06-01 | 32.8645137578698 |
| 2001-07-01 | 32.4450405702731 |
| 2001-08-01 | 32.1938134502232 |
| 2001-09-01 | 32.1602712028025 |
| 2001-10-01 | 31.7188593066585 |
| 2001-11-01 | 31.4644575817441 |
| 2001-12-01 | 29.1406359694348 |
| 2002-01-01 | 31.5075516240533 |
| 2002-02-01 | 31.6408208679151 |
| 2002-03-01 | 31.5008543143462 |
| 2002-04-01 | 30.9092661533071 |
| 2002-05-01 | 31.4349379456245 |
| 2002-06-01 | 31.6435943711667 |
| 2002-07-01 | 31.7870890552474 |
| 2002-08-01 | 32.1778914030662 |
| 2002-09-01 | 31.9539928911145 |
| 2002-10-01 | 31.8258476143159 |
| 2002-11-01 | 31.9768331849433 |
| 2002-12-01 | 31.6257666310904 |
| 2003-01-01 | 31.7120709541192 |
| 2003-02-01 | 31.2175883046389 |
| 2003-03-01 | 31.0512035869490 |
| 2003-04-01 | 30.3758425171948 |
| 2003-05-01 | 30.7472617054191 |
| 2003-06-01 | 30.7568634825294 |
| 2003-07-01 | 31.1420642813632 |
| 2003-08-01 | 31.2272344640335 |
| 2003-09-01 | 31.4482118371048 |
| 2003-10-01 | 31.5380665751097 |
| 2003-11-01 | 32.8245921290886 |
| 2003-12-01 | 31.8600928982640 |
| 2004-01-01 | 31.5809849640093 |
| 2004-02-01 | 31.7813299281345 |
| 2004-03-01 | 32.0361402748380 |
| 2004-04-01 | 31.9959372190868 |
| 2004-05-01 | 32.3480015771049 |
| 2004-06-01 | 32.2759358281016 |
| 2004-07-01 | 31.8993136141150 |
| 2004-08-01 | 32.0398238958368 |
| 2004-09-01 | 32.0007258783633 |
| 2004-10-01 | 32.5251126996084 |
| 2004-11-01 | 33.4049000520970 |
| 2004-12-01 | 32.5531544732105 |
| 2005-01-01 | 31.8069464345394 |
| 2005-02-01 | 32.4175183401546 |
| 2005-03-01 | 32.1470385912411 |
| 2005-04-01 | 32.3235800634311 |
| 2005-05-01 | 32.2834466359377 |
| 2005-06-01 | 32.5132051750072 |
| 2005-07-01 | 33.0358681685016 |
| 2005-08-01 | 32.9761594969619 |
| 2005-09-01 | 32.9925226521864 |
| 2005-10-01 | 32.8146740944252 |
| 2005-11-01 | 32.5202790503385 |
| 2005-12-01 | 32.3554140198356 |
| 2006-01-01 | 32.5352414719965 |
| 2006-02-01 | 32.6192928977481 |
| 2006-03-01 | 32.6207530940232 |
| 2006-04-01 | 32.9208852961555 |
| 2006-05-01 | 33.0500345895933 |
| 2006-06-01 | 33.1113556029715 |
| 2006-07-01 | 33.2997228351264 |
| 2006-08-01 | 33.2406053987651 |
| 2006-09-01 | 33.4540378422948 |
| 2006-10-01 | 33.5689220521611 |
| 2006-11-01 | 33.9417460757760 |
| 2006-12-01 | 34.2443287891680 |
| 2007-01-01 | 34.3311838569427 |
| 2007-02-01 | 34.2375501430858 |
| 2007-03-01 | 34.3427613112036 |
| 2007-04-01 | 34.2342075645028 |
| 2007-05-01 | 34.0225627563399 |
| 2007-06-01 | 34.2303846203997 |
| 2007-07-01 | 34.4452067947263 |
| 2007-08-01 | 34.4449236736535 |
| 2007-09-01 | 34.7211337502216 |
| 2007-10-01 | 34.6390313150854 |
| 2007-11-01 | 34.5924624413420 |
| 2007-12-01 | 34.7752963820725 |
| 2008-01-01 | 34.8222535222341 |
| 2008-02-01 | 35.0486308401519 |
| 2008-03-01 | 35.0754650229840 |
| 2008-04-01 | 34.9773731309352 |
| 2008-05-01 | 35.0079642195474 |
| 2008-06-01 | 34.9692113425614 |
| 2008-07-01 | 34.6227036672802 |
| 2008-08-01 | 34.7767780490765 |
| 2008-09-01 | 34.4335564807833 |
| 2008-10-01 | 34.7402805976488 |
| 2008-11-01 | 34.8978667774567 |
| 2008-12-01 | 34.8272693858082 |
| 2009-01-01 | 34.7939221254921 |
| 2009-02-01 | 34.6703351909947 |
| 2009-03-01 | 34.1871053437762 |
| 2009-04-01 | 34.0438383634962 |
| 2009-05-01 | 33.7539866507487 |
| 2009-06-01 | 33.3677276471850 |
| 2009-07-01 | 33.1032293855224 |
| 2009-08-01 | 33.1275146500555 |
| 2009-09-01 | 32.8868607304090 |
| 2009-10-01 | 33.2780142692132 |
| 2009-11-01 | 33.3424281514548 |
| 2009-12-01 | 33.2231628247964 |
| 2010-01-01 | 33.3148004663336 |
| 2010-02-01 | 32.9859001345647 |
| 2010-03-01 | 33.1452575161126 |
| 2010-04-01 | 33.0407811125764 |
| 2010-05-01 | 32.8466859431960 |
| 2010-06-01 | 33.0703531126664 |
| 2010-07-01 | 33.1782971539329 |
| 2010-08-01 | 33.1469461541906 |
| 2010-09-01 | 32.9833678501447 |
| 2010-10-01 | 32.7320118823416 |
| 2010-11-01 | 32.2798156343418 |
| 2010-12-01 | 32.4778694308726 |
| 2011-01-01 | 32.7447028487685 |
| 2011-02-01 | 32.8021918746293 |
| 2011-03-01 | 33.0393533661102 |
| 2011-04-01 | 33.1513986582139 |
| 2011-05-01 | 33.2917294596120 |
| 2011-06-01 | 33.1581115345917 |
| 2011-07-01 | 33.1293846102841 |
| 2011-08-01 | 32.9967926777425 |
| 2011-09-01 | 33.1607909155896 |
| 2011-10-01 | 33.0638781961336 |
| 2011-11-01 | 33.6322270872167 |
| 2011-12-01 | 33.2344253503557 |
| 2012-01-01 | 33.2114485565882 |
| 2012-02-01 | 33.4048271513757 |
| 2012-03-01 | 33.2683410207730 |
| 2012-04-01 | 33.3204118663524 |
| 2012-05-01 | 33.4013996976242 |
| 2012-06-01 | 33.4450496594738 |
| 2012-07-01 | 33.2488840338804 |
| 2012-08-01 | 33.3286820353867 |
| 2012-09-01 | 33.2383033375518 |
| 2012-10-01 | 33.3700927700975 |
| 2012-11-01 | 33.1910356359339 |
| 2012-12-01 | 32.9132635531896 |
| 2013-01-01 | 33.4381209671293 |
| 2013-02-01 | 34.0161602012672 |
| 2013-03-01 | 33.9378766804642 |
| 2013-04-01 | 33.9252233335640 |
| 2013-05-01 | 33.9669806945716 |
| 2013-06-01 | 33.8895570806444 |
| 2013-07-01 | 33.8445374901082 |
| 2013-08-01 | 33.8544636652097 |
| 2013-09-01 | 33.8039434773043 |
| 2013-10-01 | 33.7638319711324 |
| 2013-11-01 | 33.2708627049162 |
| 2013-12-01 | 33.7550077778456 |
| 2014-01-01 | 33.9090446349837 |
| 2014-02-01 | 34.1659558766152 |
| 2014-03-01 | 34.1768438684034 |
| 2014-04-01 | 34.0801246915027 |
| 2014-05-01 | 34.1005456936217 |
| 2014-06-01 | 34.2508504553671 |
| 2014-07-01 | 34.3856830873705 |
| 2014-08-01 | 34.3281090147218 |
| 2014-09-01 | 34.4153501158431 |
| 2014-10-01 | 34.5634245161151 |
| 2014-11-01 | 34.6537413181318 |
| 2014-12-01 | 34.9051985387833 |
| 2015-01-01 | 34.7863631232985 |
| 2015-02-01 | 34.8426772987908 |
| 2015-03-01 | 34.8621431057221 |
| 2015-04-01 | 34.8381483562730 |
| 2015-05-01 | 34.9032230797366 |
| 2015-06-01 | 34.9947628331624 |
| 2015-07-01 | 35.0272085605380 |
| 2015-08-01 | 35.0850346426457 |
| 2015-09-01 | 35.0846068682492 |
| 2015-10-01 | 35.1897139512860 |
| 2015-11-01 | 35.2347061172192 |
| 2015-12-01 | 35.2804097518324 |
| 2016-01-01 | 35.3958899525907 |
| 2016-02-01 | 35.4312149679632 |
| 2016-03-01 | 35.4626593449217 |
| 2016-04-01 | 35.7829234513451 |
| 2016-05-01 | 35.7738961169194 |
| 2016-06-01 | 35.6975646410018 |
| 2016-07-01 | 35.8752874601341 |
| 2016-08-01 | 35.9289897540852 |
| 2016-09-01 | 35.9470652136391 |
| 2016-10-01 | 35.8271187714891 |
| 2016-11-01 | 35.8649831951872 |
| 2016-12-01 | 35.2645742074632 |
| 2017-01-01 | 35.9237456763919 |
| 2017-02-01 | 36.0411955876685 |
| 2017-03-01 | 36.0209412651861 |
| 2017-04-01 | 36.0226110782695 |
| 2017-05-01 | 36.0162629567027 |
| 2017-06-01 | 36.0612789152069 |
| 2017-07-01 | 35.9445210242625 |
| 2017-08-01 | 35.7830470429411 |
| 2017-09-01 | 35.7432763485493 |
| 2017-10-01 | 35.5355175102342 |
| 2017-11-01 | 35.6043561570523 |
| 2017-12-01 | 35.5574056314286 |
| 2018-01-01 | 35.4475728705367 |
| 2018-02-01 | 35.5684372660235 |
| 2018-03-01 | 35.5884566937469 |
| 2018-04-01 | 35.5780564986521 |
| 2018-05-01 | 35.5219493324231 |
| 2018-06-01 | 35.6115880044919 |
| 2018-07-01 | 35.6088146542142 |
| 2018-08-01 | 35.6507442462213 |
| 2018-09-01 | 35.6512431350231 |
| 2018-10-01 | 35.6137704969911 |
| 2018-11-01 | 35.7621789032141 |
| 2018-12-01 | 35.9182308908800 |
| 2019-01-01 | 36.1450220139234 |
| 2019-02-01 | 36.1431308253105 |
| 2019-03-01 | 36.3975994558212 |
| 2019-04-01 | 36.4803765393529 |
| 2019-05-01 | 36.2801335064449 |
| 2019-06-01 | 36.2416357957970 |
| 2019-07-01 | 36.2585437015785 |
| 2019-08-01 | 36.3432061464581 |
| 2019-09-01 | 36.1747345606169 |
| 2019-10-01 | 36.2332408069980 |
| 2019-11-01 | 36.1842761107367 |
| 2019-12-01 | 35.9702147641340 |
| 2020-01-01 | 36.1701477709075 |
| 2020-02-01 | 36.3413271418861 |
| 2020-03-01 | 36.0682549419698 |
| 2020-04-01 | 32.9198393588402 |
| 2020-05-01 | 35.9836905492678 |
| 2020-06-01 | 35.8534615507737 |
| 2020-07-01 | 36.2751534134580 |
| 2020-08-01 | 35.1612991598326 |
| 2020-09-01 | 35.2818877685284 |
| 2020-10-01 | 34.9816387983106 |
| 2020-11-01 | 34.8058764091650 |
| 2020-12-01 | 35.0101225892989 |
| 2021-01-01 | 34.8868132909154 |
| 2021-02-01 | 34.6631033664894 |
| 2021-03-01 | 34.9054721958867 |
| 2021-04-01 | 35.0611499540218 |
| 2021-05-01 | 37.5732745735667 |
| 2021-06-01 | 35.6790021308081 |
| 2021-07-01 | 35.6930989788548 |
| 2021-08-01 | 35.7775045281011 |
| 2021-09-01 | 35.9051206490773 |
| 2021-10-01 | 36.2707397542485 |
| 2021-11-01 | 36.3246686100577 |
| 2021-12-01 | 36.2992759777593 |
| 2022-01-01 | 36.2931011434528 |
| 2022-02-01 | 36.5166447778709 |
| 2022-03-01 | 36.7832551848105 |
| 2022-04-01 | 37.0512689128180 |
| 2022-05-01 | 37.3972777178939 |
| 2022-06-01 | 37.6318120011352 |
| 2022-07-01 | 37.9339684311047 |
| 2022-08-01 | 38.0849300323854 |
| 2022-09-01 | 38.3201328948029 |
| 2022-10-01 | 38.5265555214326 |
| 2022-11-01 | 38.8189421567984 |
| 2022-12-01 | 38.9690807601889 |
| 2023-01-01 | 39.0165395486236 |
| 2023-02-01 | 39.0854030959571 |
| 2023-03-01 | 39.1467307678062 |
| 2023-04-01 | 39.0391941071491 |
| 2023-05-01 | 39.2075765152667 |
| 2023-06-01 | 38.9330294601854 |
| 2023-07-01 | 38.8576055183628 |
| 2023-08-01 | 38.8119042680551 |
| 2023-09-01 | 38.6377085415518 |
| 2023-10-01 | 38.3670528622053 |
| 2023-11-01 | 38.4246121240107 |
| 2023-12-01 | 38.7237809156456 |
| 2024-01-01 | 38.4876818569371 |
| 2024-02-01 | 38.4766009814999 |
| 2024-03-01 | 38.3680315752959 |
| 2024-04-01 | 38.4102452702695 |
| 2024-05-01 | 38.6049366546684 |
| 2024-06-01 | 38.6510338213596 |
| 2024-07-01 | 38.6640570610206 |
| 2024-08-01 | 38.4835914700303 |
| 2024-09-01 | 38.2540406354810 |
| 2024-10-01 | 38.1721214275936 |
| 2024-11-01 | 37.8248829748583 |
| 2024-12-01 | 37.6266685815739 |
| 2025-01-01 | 37.0157233474610 |
| 2025-02-01 | 37.7294708484841 |
| 2025-03-01 | 37.8399785725741 |
| 2025-04-01 | 38.2197647026765 |
| 2025-05-01 | 37.5421019903246 |
| 2025-06-01 | 37.6071549921413 |
| 2025-07-01 | 37.0338162892864 |
| 2025-08-01 | 37.5967573932630 |
| 2025-09-01 | 38.5926817550398 |
| 2025-10-01 | 37.9813289948990 |
| 2025-11-01 | 38.0787762331136 |
| 2025-12-01 | 37.8644348517704 |