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 2026-02-01 |
| Last Updated | 2026-04-23 11:12 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 |
|---|---|
| 1990-01-01 | 28.6088021160189 |
| 1990-02-01 | 28.5817481418197 |
| 1990-03-01 | 28.6955513267138 |
| 1990-04-01 | 28.4397698815695 |
| 1990-05-01 | 29.5830983550765 |
| 1990-06-01 | 29.5746084061605 |
| 1990-07-01 | 29.4772230202353 |
| 1990-08-01 | 29.5430155555566 |
| 1990-09-01 | 29.4426556239251 |
| 1990-10-01 | 29.1205348737035 |
| 1990-11-01 | 29.0442230414999 |
| 1990-12-01 | 28.7232754913027 |
| 1991-01-01 | 28.3321659581225 |
| 1991-02-01 | 28.3443450761777 |
| 1991-03-01 | 28.2605969229423 |
| 1991-04-01 | 27.6152380813410 |
| 1991-05-01 | 27.7049037455670 |
| 1991-06-01 | 27.7304457645734 |
| 1991-07-01 | 27.8552876432804 |
| 1991-08-01 | 27.9359840525731 |
| 1991-09-01 | 28.2512833664351 |
| 1991-10-01 | 28.9590091325295 |
| 1991-11-01 | 29.1520531175959 |
| 1991-12-01 | 29.2262452091407 |
| 1992-01-01 | 29.3455639247738 |
| 1992-02-01 | 29.1732245688765 |
| 1992-03-01 | 29.0464054138089 |
| 1992-04-01 | 29.8082025104970 |
| 1992-05-01 | 29.4636206757518 |
| 1992-06-01 | 29.5126128684003 |
| 1992-07-01 | 29.9418963854169 |
| 1992-08-01 | 29.9271533159734 |
| 1992-09-01 | 29.7672951674616 |
| 1992-10-01 | 29.9774728318884 |
| 1992-11-01 | 29.9389318862745 |
| 1992-12-01 | 30.0598722084084 |
| 1993-01-01 | 28.5875333403024 |
| 1993-02-01 | 28.7212266870692 |
| 1993-03-01 | 28.6713554733682 |
| 1993-04-01 | 28.3453743916446 |
| 1993-05-01 | 30.6577174129752 |
| 1993-06-01 | 28.5751555353975 |
| 1993-07-01 | 28.2689305225050 |
| 1993-08-01 | 28.3328186728290 |
| 1993-09-01 | 28.4723653578274 |
| 1993-10-01 | 28.2984996009142 |
| 1993-11-01 | 28.2169521959913 |
| 1993-12-01 | 28.0279776843773 |
| 1994-01-01 | 28.2751773596447 |
| 1994-02-01 | 28.4386493440995 |
| 1994-03-01 | 28.3240833723832 |
| 1994-04-01 | 28.8244525082476 |
| 1994-05-01 | 28.7278372133865 |
| 1994-06-01 | 28.7837915262248 |
| 1994-07-01 | 28.3680620156253 |
| 1994-08-01 | 28.2369141087056 |
| 1994-09-01 | 28.2762981209068 |
| 1994-10-01 | 27.9338617509761 |
| 1994-11-01 | 28.0165000936497 |
| 1994-12-01 | 28.4511074278054 |
| 1995-01-01 | 27.9687219578181 |
| 1995-02-01 | 28.2717235646203 |
| 1995-03-01 | 28.2296286441587 |
| 1995-04-01 | 27.7608145935428 |
| 1995-05-01 | 28.4053975300189 |
| 1995-06-01 | 27.5823969466582 |
| 1995-07-01 | 27.8608497865211 |
| 1995-08-01 | 27.9033809117368 |
| 1995-09-01 | 27.9012356665045 |
| 1995-10-01 | 28.0355248657233 |
| 1995-11-01 | 28.1581825191812 |
| 1995-12-01 | 27.4956383640001 |
| 1996-01-01 | 26.5638004081699 |
| 1996-02-01 | 27.2308349342093 |
| 1996-03-01 | 27.4606844703333 |
| 1996-04-01 | 27.4360532844985 |
| 1996-05-01 | 28.8582841795779 |
| 1996-06-01 | 27.5167335169189 |
| 1996-07-01 | 27.7779258776868 |
| 1996-08-01 | 27.7239770961744 |
| 1996-09-01 | 27.7236329830699 |
| 1996-10-01 | 28.1814368467317 |
| 1996-11-01 | 28.5616350123739 |
| 1996-12-01 | 28.1252654187089 |
| 1997-01-01 | 28.7961762532597 |
| 1997-02-01 | 28.3570828941752 |
| 1997-03-01 | 28.3567351530592 |
| 1997-04-01 | 28.8921784008191 |
| 1997-05-01 | 28.8985556568794 |
| 1997-06-01 | 29.2763285730459 |
| 1997-07-01 | 29.5673924728721 |
| 1997-08-01 | 30.0952589983968 |
| 1997-09-01 | 30.2439906662603 |
| 1997-10-01 | 29.6024044935050 |
| 1997-11-01 | 29.8495646368276 |
| 1997-12-01 | 29.6663006284025 |
| 1998-01-01 | 30.4560025255492 |
| 1998-02-01 | 29.9533037639064 |
| 1998-03-01 | 29.9218005804898 |
| 1998-04-01 | 29.4938407581504 |
| 1998-05-01 | 29.7728319959222 |
| 1998-06-01 | 29.9031929466451 |
| 1998-07-01 | 29.4042145937144 |
| 1998-08-01 | 29.2876466738317 |
| 1998-09-01 | 29.3584858215858 |
| 1998-10-01 | 29.5960279099840 |
| 1998-11-01 | 29.4607052266749 |
| 1998-12-01 | 29.7948928909096 |
| 1999-01-01 | 30.3935527481201 |
| 1999-02-01 | 30.4941507892495 |
| 1999-03-01 | 30.3628850173543 |
| 1999-04-01 | 31.0264099486219 |
| 1999-05-01 | 30.0724631157009 |
| 1999-06-01 | 30.1836111873191 |
| 1999-07-01 | 30.8376931783603 |
| 1999-08-01 | 30.9397742638022 |
| 1999-09-01 | 31.0804345625770 |
| 1999-10-01 | 32.0770063660518 |
| 1999-11-01 | 32.1814054451564 |
| 1999-12-01 | 32.4819221079527 |
| 2000-01-01 | 32.1292430661591 |
| 2000-02-01 | 32.1297822475483 |
| 2000-03-01 | 31.7332144990416 |
| 2000-04-01 | 32.6367346231442 |
| 2000-05-01 | 32.9409181563925 |
| 2000-06-01 | 32.9624251792732 |
| 2000-07-01 | 32.7702511926915 |
| 2000-08-01 | 32.8086355547906 |
| 2000-09-01 | 32.6951225694578 |
| 2000-10-01 | 32.6197637918900 |
| 2000-11-01 | 32.7141406255429 |
| 2000-12-01 | 33.0004185379294 |
| 2001-01-01 | 32.6475861544900 |
| 2001-02-01 | 32.8569119649373 |
| 2001-03-01 | 33.3220933491716 |
| 2001-04-01 | 33.3377664152152 |
| 2001-05-01 | 33.0430916532686 |
| 2001-06-01 | 32.8644568320530 |
| 2001-07-01 | 32.4449753668759 |
| 2001-08-01 | 32.1937207295875 |
| 2001-09-01 | 32.1601825742568 |
| 2001-10-01 | 31.7187457749766 |
| 2001-11-01 | 31.4643025559190 |
| 2001-12-01 | 29.1414671293127 |
| 2002-01-01 | 31.5074044348087 |
| 2002-02-01 | 31.6406850137472 |
| 2002-03-01 | 31.5007500406915 |
| 2002-04-01 | 30.9094886742667 |
| 2002-05-01 | 31.4348451812694 |
| 2002-06-01 | 31.6435208062116 |
| 2002-07-01 | 31.7870315938567 |
| 2002-08-01 | 32.1778034766022 |
| 2002-09-01 | 31.9539354415003 |
| 2002-10-01 | 31.8257821018077 |
| 2002-11-01 | 31.9767243735963 |
| 2002-12-01 | 31.6263441974572 |
| 2003-01-01 | 31.7119824489049 |
| 2003-02-01 | 31.2175061351285 |
| 2003-03-01 | 31.0511214884737 |
| 2003-04-01 | 30.3760158216736 |
| 2003-05-01 | 30.7471867338772 |
| 2003-06-01 | 30.7568063534921 |
| 2003-07-01 | 31.1420202582724 |
| 2003-08-01 | 31.2271800592211 |
| 2003-09-01 | 31.4481853105427 |
| 2003-10-01 | 31.5380410868755 |
| 2003-11-01 | 32.8245138454924 |
| 2003-12-01 | 31.8604011126335 |
| 2004-01-01 | 31.5809436440782 |
| 2004-02-01 | 31.7812984747765 |
| 2004-03-01 | 32.0361014913656 |
| 2004-04-01 | 31.9960313138172 |
| 2004-05-01 | 32.3479575023507 |
| 2004-06-01 | 32.2759040601110 |
| 2004-07-01 | 31.8992866178501 |
| 2004-08-01 | 32.0398026105411 |
| 2004-09-01 | 32.0007267393381 |
| 2004-10-01 | 32.5251204969787 |
| 2004-11-01 | 33.4048775199565 |
| 2004-12-01 | 32.5531866931962 |
| 2005-01-01 | 31.8069481250163 |
| 2005-02-01 | 32.4175361343921 |
| 2005-03-01 | 32.1470442917493 |
| 2005-04-01 | 32.3235981291350 |
| 2005-05-01 | 32.2834425901554 |
| 2005-06-01 | 32.5131982923687 |
| 2005-07-01 | 33.0358481464314 |
| 2005-08-01 | 32.9761570015427 |
| 2005-09-01 | 32.9925238584474 |
| 2005-10-01 | 32.8146743313551 |
| 2005-11-01 | 32.5202602392495 |
| 2005-12-01 | 32.3554256625953 |
| 2006-01-01 | 32.5352351388543 |
| 2006-02-01 | 32.6193020704992 |
| 2006-03-01 | 32.6207595164786 |
| 2006-04-01 | 32.9208892714822 |
| 2006-05-01 | 33.0500429945132 |
| 2006-06-01 | 33.1113565203280 |
| 2006-07-01 | 33.2997126413883 |
| 2006-08-01 | 33.2406054316132 |
| 2006-09-01 | 33.4540377950251 |
| 2006-10-01 | 33.5689193750844 |
| 2006-11-01 | 33.9417407379668 |
| 2006-12-01 | 34.2443301734146 |
| 2007-01-01 | 34.3311771091463 |
| 2007-02-01 | 34.2375526646298 |
| 2007-03-01 | 34.3427639517088 |
| 2007-04-01 | 34.2342098129411 |
| 2007-05-01 | 34.0225739409052 |
| 2007-06-01 | 34.2303851232546 |
| 2007-07-01 | 34.4452005427662 |
| 2007-08-01 | 34.4449227916779 |
| 2007-09-01 | 34.7211326829302 |
| 2007-10-01 | 34.6390301131424 |
| 2007-11-01 | 34.5924613868374 |
| 2007-12-01 | 34.7752956337283 |
| 2008-01-01 | 34.8222530265101 |
| 2008-02-01 | 35.0486307522784 |
| 2008-03-01 | 35.0754651530157 |
| 2008-04-01 | 34.9773732691731 |
| 2008-05-01 | 35.0079706518452 |
| 2008-06-01 | 34.9692108161125 |
| 2008-07-01 | 34.6227018198904 |
| 2008-08-01 | 34.7767772306260 |
| 2008-09-01 | 34.4335559318728 |
| 2008-10-01 | 34.7402802305132 |
| 2008-11-01 | 34.8978663709781 |
| 2008-12-01 | 34.8272695020177 |
| 2009-01-01 | 34.7939221610475 |
| 2009-02-01 | 34.6703351517805 |
| 2009-03-01 | 34.1871047706777 |
| 2009-04-01 | 34.0438373779203 |
| 2009-05-01 | 33.7539886453627 |
| 2009-06-01 | 33.3677264096208 |
| 2009-07-01 | 33.1032281132583 |
| 2009-08-01 | 33.1275156692313 |
| 2009-09-01 | 32.8868633349920 |
| 2009-10-01 | 33.2780169234928 |
| 2009-11-01 | 33.3424317788724 |
| 2009-12-01 | 33.2231623377926 |
| 2010-01-01 | 33.3147977545408 |
| 2010-02-01 | 32.9858959701088 |
| 2010-03-01 | 33.1452526700941 |
| 2010-04-01 | 33.0407767896774 |
| 2010-05-01 | 32.8466830672829 |
| 2010-06-01 | 33.0703525502183 |
| 2010-07-01 | 33.1782991923674 |
| 2010-08-01 | 33.1469535980808 |
| 2010-09-01 | 32.9833792297222 |
| 2010-10-01 | 32.7320229293660 |
| 2010-11-01 | 32.2798260885385 |
| 2010-12-01 | 32.4778644101308 |
| 2011-01-01 | 32.7446927690457 |
| 2011-02-01 | 32.8021699271460 |
| 2011-03-01 | 33.0393403853410 |
| 2011-04-01 | 33.1513882842764 |
| 2011-05-01 | 33.2917255134019 |
| 2011-06-01 | 33.1581142073561 |
| 2011-07-01 | 33.1293918895376 |
| 2011-08-01 | 32.9968103323022 |
| 2011-09-01 | 33.1608171437278 |
| 2011-10-01 | 33.0639016650413 |
| 2011-11-01 | 33.6322649219682 |
| 2011-12-01 | 33.2344339738914 |
| 2012-01-01 | 33.2114606301911 |
| 2012-02-01 | 33.4046154884031 |
| 2012-03-01 | 33.2683568648478 |
| 2012-04-01 | 33.3204229203731 |
| 2012-05-01 | 33.4014121417362 |
| 2012-06-01 | 33.4450680067850 |
| 2012-07-01 | 33.2489095843971 |
| 2012-08-01 | 33.3287221876833 |
| 2012-09-01 | 33.2383560660463 |
| 2012-10-01 | 33.3701371183867 |
| 2012-11-01 | 33.1910946594558 |
| 2012-12-01 | 32.9132518384855 |
| 2013-01-01 | 33.4381404442978 |
| 2013-02-01 | 34.0157460149408 |
| 2013-03-01 | 33.9379140309338 |
| 2013-04-01 | 33.9252502115756 |
| 2013-05-01 | 33.9670041772611 |
| 2013-06-01 | 33.8895907132742 |
| 2013-07-01 | 33.8445912368755 |
| 2013-08-01 | 33.8545530458881 |
| 2013-09-01 | 33.8040699742014 |
| 2013-10-01 | 33.7639391042061 |
| 2013-11-01 | 33.2709556786712 |
| 2013-12-01 | 33.7549764314695 |
| 2014-01-01 | 33.9090367740266 |
| 2014-02-01 | 34.1652836185496 |
| 2014-03-01 | 34.1765433770255 |
| 2014-04-01 | 34.0807109662690 |
| 2014-05-01 | 34.1004662903419 |
| 2014-06-01 | 34.2506034179401 |
| 2014-07-01 | 34.3857473230439 |
| 2014-08-01 | 34.3283129451976 |
| 2014-09-01 | 34.4156930411267 |
| 2014-10-01 | 34.5638056093670 |
| 2014-11-01 | 34.6541133781895 |
| 2014-12-01 | 34.9048705319323 |
| 2015-01-01 | 34.7865587313345 |
| 2015-02-01 | 34.8411626415416 |
| 2015-03-01 | 34.8616179080180 |
| 2015-04-01 | 34.8393113437493 |
| 2015-05-01 | 34.9029798168733 |
| 2015-06-01 | 34.9941512354840 |
| 2015-07-01 | 35.0271818457642 |
| 2015-08-01 | 35.0852256066676 |
| 2015-09-01 | 35.0850056388125 |
| 2015-10-01 | 35.1919203880723 |
| 2015-11-01 | 35.2351588554875 |
| 2015-12-01 | 35.2796046887535 |
| 2016-01-01 | 35.3960347759167 |
| 2016-02-01 | 35.4285630762923 |
| 2016-03-01 | 35.4615995530861 |
| 2016-04-01 | 35.7844081880906 |
| 2016-05-01 | 35.7733540756650 |
| 2016-06-01 | 35.6966245358964 |
| 2016-07-01 | 35.8753119593387 |
| 2016-08-01 | 35.9293483025179 |
| 2016-09-01 | 35.9476079386892 |
| 2016-10-01 | 35.8334408162414 |
| 2016-11-01 | 35.8652015433293 |
| 2016-12-01 | 35.2626830183827 |
| 2017-01-01 | 35.9230645252345 |
| 2017-02-01 | 36.0365952004557 |
| 2017-03-01 | 36.0189429006383 |
| 2017-04-01 | 36.0225629577628 |
| 2017-05-01 | 36.0155748256640 |
| 2017-06-01 | 36.0610856758634 |
| 2017-07-01 | 35.9457080941358 |
| 2017-08-01 | 35.7850160209121 |
| 2017-09-01 | 35.7454453059365 |
| 2017-10-01 | 35.5469966704301 |
| 2017-11-01 | 35.6046952159699 |
| 2017-12-01 | 35.5518243315113 |
| 2018-01-01 | 35.4451834010220 |
| 2018-02-01 | 35.5588263331651 |
| 2018-03-01 | 35.5843136215643 |
| 2018-04-01 | 35.5768559953283 |
| 2018-05-01 | 35.5208557050723 |
| 2018-06-01 | 35.6118144120237 |
| 2018-07-01 | 35.6120247319643 |
| 2018-08-01 | 35.6640235520355 |
| 2018-09-01 | 35.6551737920526 |
| 2018-10-01 | 35.6272049856492 |
| 2018-11-01 | 35.7632133018224 |
| 2018-12-01 | 35.9084658802734 |
| 2019-01-01 | 36.1412647925066 |
| 2019-02-01 | 36.1168036883319 |
| 2019-03-01 | 36.3921723523179 |
| 2019-04-01 | 36.4780257045069 |
| 2019-05-01 | 36.2765025591319 |
| 2019-06-01 | 36.2569550773148 |
| 2019-07-01 | 36.2617238539864 |
| 2019-08-01 | 36.3663557623488 |
| 2019-09-01 | 36.1795656041011 |
| 2019-10-01 | 36.2531178845624 |
| 2019-11-01 | 36.1889786634831 |
| 2019-12-01 | 35.9615580423504 |
| 2020-01-01 | 36.1388264853160 |
| 2020-02-01 | 36.2959041006081 |
| 2020-03-01 | 36.0667580982477 |
| 2020-04-01 | 32.9212608511034 |
| 2020-05-01 | 35.9810156466398 |
| 2020-06-01 | 35.8877869150208 |
| 2020-07-01 | 36.2820922700876 |
| 2020-08-01 | 35.1963734007261 |
| 2020-09-01 | 35.2872860280359 |
| 2020-10-01 | 35.0047419011152 |
| 2020-11-01 | 34.8080807077800 |
| 2020-12-01 | 35.0007680196883 |
| 2021-01-01 | 34.8204406774005 |
| 2021-02-01 | 34.6005114450190 |
| 2021-03-01 | 34.9068374616405 |
| 2021-04-01 | 35.0665266536304 |
| 2021-05-01 | 37.5845888113772 |
| 2021-06-01 | 35.7405538581026 |
| 2021-07-01 | 35.7104590290800 |
| 2021-08-01 | 35.8117043246256 |
| 2021-09-01 | 35.9132108258250 |
| 2021-10-01 | 36.2951488128629 |
| 2021-11-01 | 36.3151593882583 |
| 2021-12-01 | 36.2756736604985 |
| 2022-01-01 | 36.1822470283999 |
| 2022-02-01 | 36.4563383251984 |
| 2022-03-01 | 36.7869533369847 |
| 2022-04-01 | 37.0644217513428 |
| 2022-05-01 | 37.4312934828139 |
| 2022-06-01 | 37.7084306574344 |
| 2022-07-01 | 37.9775917580811 |
| 2022-08-01 | 38.1317330481257 |
| 2022-09-01 | 38.3503487099458 |
| 2022-10-01 | 38.5543332000120 |
| 2022-11-01 | 38.7665676505017 |
| 2022-12-01 | 38.8366477101713 |
| 2023-01-01 | 38.9069330955042 |
| 2023-02-01 | 39.0267018295905 |
| 2023-03-01 | 39.1664420559202 |
| 2023-04-01 | 39.1020847906174 |
| 2023-05-01 | 39.2778368448707 |
| 2023-06-01 | 39.0528723108625 |
| 2023-07-01 | 38.8990843299510 |
| 2023-08-01 | 38.8312598849633 |
| 2023-09-01 | 38.6781673092276 |
| 2023-10-01 | 38.4166702826061 |
| 2023-11-01 | 38.3334858717079 |
| 2023-12-01 | 38.4299886681366 |
| 2024-01-01 | 38.3947119501981 |
| 2024-02-01 | 38.4258657411367 |
| 2024-03-01 | 38.4176671647359 |
| 2024-04-01 | 38.5816984403995 |
| 2024-05-01 | 38.7067510759164 |
| 2024-06-01 | 38.8280860231993 |
| 2024-07-01 | 38.6465251556119 |
| 2024-08-01 | 38.5639979436782 |
| 2024-09-01 | 38.5131286136622 |
| 2024-10-01 | 38.6455970969616 |
| 2024-11-01 | 38.6814706282600 |
| 2024-12-01 | 38.8433487929296 |
| 2025-01-01 | 38.7842030610139 |
| 2025-02-01 | 38.7820755696607 |
| 2025-03-01 | 38.7296368464996 |
| 2025-04-01 | 38.5304500614486 |
| 2025-05-01 | 38.2784575088064 |
| 2025-06-01 | 38.3471281859351 |
| 2025-07-01 | 38.4140205912403 |
| 2025-08-01 | 38.4048010569356 |
| 2025-09-01 | 38.3404396167168 |
| 2025-10-01 | 38.4604318381606 |
| 2025-11-01 | 38.1157869049373 |
| 2025-12-01 | 37.2967678335017 |
| 2026-01-01 | 36.8562568244564 |
| 2026-02-01 | 36.9337427814081 |