Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in San Francisco-San Mateo-Redwood City, CA (MD)
| Title | All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in San Francisco-San Mateo-Redwood City, CA (MD) |
|---|---|
| Series ID | SMU06418846054120001SA |
| 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 3:24 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 | 9.13679259535344 |
| 1990-02-01 | 9.22388200931299 |
| 1990-03-01 | 9.29388287154922 |
| 1990-04-01 | 9.27565574987847 |
| 1990-05-01 | 9.40611212414840 |
| 1990-06-01 | 9.42473810745616 |
| 1990-07-01 | 9.17656730649846 |
| 1990-08-01 | 9.08050022780164 |
| 1990-09-01 | 9.04763635519834 |
| 1990-10-01 | 9.21493840387084 |
| 1990-11-01 | 9.19396063243524 |
| 1990-12-01 | 9.10532148862830 |
| 1991-01-01 | 9.25393052870514 |
| 1991-02-01 | 9.42261196356224 |
| 1991-03-01 | 9.57883038984799 |
| 1991-04-01 | 9.26165242425239 |
| 1991-05-01 | 9.08215317913460 |
| 1991-06-01 | 9.01392569007409 |
| 1991-07-01 | 9.69204779518588 |
| 1991-08-01 | 9.58374257895930 |
| 1991-09-01 | 9.66792383655072 |
| 1991-10-01 | 9.63210293989112 |
| 1991-11-01 | 9.61150965435676 |
| 1991-12-01 | 9.80980581667039 |
| 1992-01-01 | 9.48171123851259 |
| 1992-02-01 | 8.88393846067320 |
| 1992-03-01 | 9.01505568988782 |
| 1992-04-01 | 8.93944784592887 |
| 1992-05-01 | 8.84904371211647 |
| 1992-06-01 | 8.91853080780419 |
| 1992-07-01 | 9.05424093357260 |
| 1992-08-01 | 8.93588735022457 |
| 1992-09-01 | 8.84820525697437 |
| 1992-10-01 | 8.42389224361010 |
| 1992-11-01 | 8.39920672290696 |
| 1992-12-01 | 8.40467864760770 |
| 1993-01-01 | 8.24887142121366 |
| 1993-02-01 | 8.16510934332718 |
| 1993-03-01 | 8.16309999534882 |
| 1993-04-01 | 8.13785559115801 |
| 1993-05-01 | 8.30646527378272 |
| 1993-06-01 | 8.09099051822049 |
| 1993-07-01 | 7.89603813740137 |
| 1993-08-01 | 7.98404553004406 |
| 1993-09-01 | 7.92541298259177 |
| 1993-10-01 | 8.25089514254294 |
| 1993-11-01 | 8.21473846911012 |
| 1993-12-01 | 8.19383519877508 |
| 1994-01-01 | 8.18487784316327 |
| 1994-02-01 | 8.29672387830412 |
| 1994-03-01 | 8.24674126859012 |
| 1994-04-01 | 8.46811510080993 |
| 1994-05-01 | 8.26832824831809 |
| 1994-06-01 | 8.18609102068854 |
| 1994-07-01 | 8.31155430097547 |
| 1994-08-01 | 8.29481579357969 |
| 1994-09-01 | 8.15032711450693 |
| 1994-10-01 | 7.95386102972342 |
| 1994-11-01 | 7.81879576854393 |
| 1994-12-01 | 7.87352963007754 |
| 1995-01-01 | 7.90836799825981 |
| 1995-02-01 | 7.95499409070841 |
| 1995-03-01 | 7.95905655662672 |
| 1995-04-01 | 7.97032636256482 |
| 1995-05-01 | 8.14493489790018 |
| 1995-06-01 | 7.85913866684296 |
| 1995-07-01 | 7.89742424928216 |
| 1995-08-01 | 7.88794823743926 |
| 1995-09-01 | 7.95996997798751 |
| 1995-10-01 | 7.95566500282280 |
| 1995-11-01 | 8.03575982101319 |
| 1995-12-01 | 7.74692596037994 |
| 1996-01-01 | 8.00818662321375 |
| 1996-02-01 | 8.17638569673894 |
| 1996-03-01 | 8.33410999662377 |
| 1996-04-01 | 8.33655314929695 |
| 1996-05-01 | 8.74656705733969 |
| 1996-06-01 | 8.46137757814916 |
| 1996-07-01 | 8.41637728684119 |
| 1996-08-01 | 8.42235409930406 |
| 1996-09-01 | 8.49501711458216 |
| 1996-10-01 | 8.45387056487453 |
| 1996-11-01 | 8.54936051299303 |
| 1996-12-01 | 8.61024797690896 |
| 1997-01-01 | 8.68486127325027 |
| 1997-02-01 | 8.58155197716910 |
| 1997-03-01 | 8.62209430931769 |
| 1997-04-01 | 8.82640550075322 |
| 1997-05-01 | 8.77161143188573 |
| 1997-06-01 | 8.95449766105868 |
| 1997-07-01 | 8.71411466966163 |
| 1997-08-01 | 8.74061919816097 |
| 1997-09-01 | 8.81181733726625 |
| 1997-10-01 | 9.05864187519602 |
| 1997-11-01 | 9.06475810802582 |
| 1997-12-01 | 9.28084857645337 |
| 1998-01-01 | 9.54541193228101 |
| 1998-02-01 | 9.26125899780984 |
| 1998-03-01 | 9.29186189109516 |
| 1998-04-01 | 8.75968916979151 |
| 1998-05-01 | 9.30457821495626 |
| 1998-06-01 | 9.34378411092200 |
| 1998-07-01 | 9.31994928907454 |
| 1998-08-01 | 9.36326841730622 |
| 1998-09-01 | 9.35233423978233 |
| 1998-10-01 | 9.24485097177284 |
| 1998-11-01 | 9.37369869909893 |
| 1998-12-01 | 9.08518657743518 |
| 1999-01-01 | 8.83634197772612 |
| 1999-02-01 | 8.86772873087398 |
| 1999-03-01 | 8.92087849412941 |
| 1999-04-01 | 8.97063165279059 |
| 1999-05-01 | 9.12532632933132 |
| 1999-06-01 | 9.22300392374765 |
| 1999-07-01 | 9.40858700605087 |
| 1999-08-01 | 9.46268886282876 |
| 1999-09-01 | 9.47132770517574 |
| 1999-10-01 | 9.55804643342824 |
| 1999-11-01 | 9.59186431548842 |
| 1999-12-01 | 9.50455011218514 |
| 2000-01-01 | 9.79731798623357 |
| 2000-02-01 | 9.50634338600664 |
| 2000-03-01 | 9.19131154943939 |
| 2000-04-01 | 9.34588344759035 |
| 2000-05-01 | 9.34073401373012 |
| 2000-06-01 | 9.52524573197489 |
| 2000-07-01 | 9.60890004357449 |
| 2000-08-01 | 9.66940703195935 |
| 2000-09-01 | 9.80901315550672 |
| 2000-10-01 | 9.88528607078826 |
| 2000-11-01 | 10.01753176091800 |
| 2000-12-01 | 10.13261468037110 |
| 2001-01-01 | 10.46768428434550 |
| 2001-02-01 | 10.31710194267880 |
| 2001-03-01 | 10.19409917965520 |
| 2001-04-01 | 9.89530923767954 |
| 2001-05-01 | 10.06186817853750 |
| 2001-06-01 | 9.93945702402472 |
| 2001-07-01 | 9.81596809554427 |
| 2001-08-01 | 9.68241708364503 |
| 2001-09-01 | 9.40200183633429 |
| 2001-10-01 | 9.29696345401900 |
| 2001-11-01 | 9.09790621115034 |
| 2001-12-01 | 8.86697451865500 |
| 2002-01-01 | 8.69323276409960 |
| 2002-02-01 | 8.57704990415027 |
| 2002-03-01 | 8.68183628267304 |
| 2002-04-01 | 8.45310966736727 |
| 2002-05-01 | 8.34156983034032 |
| 2002-06-01 | 8.11321707612979 |
| 2002-07-01 | 7.75232306580351 |
| 2002-08-01 | 7.60928392642654 |
| 2002-09-01 | 7.53033227589121 |
| 2002-10-01 | 6.93325028263840 |
| 2002-11-01 | 7.23312562885210 |
| 2002-12-01 | 7.17673754029985 |
| 2003-01-01 | 7.22828287546281 |
| 2003-02-01 | 7.14769500244932 |
| 2003-03-01 | 7.18738863212567 |
| 2003-04-01 | 7.11985197696595 |
| 2003-05-01 | 7.02479384560090 |
| 2003-06-01 | 6.99875744815418 |
| 2003-07-01 | 6.92665291880026 |
| 2003-08-01 | 6.99513064076331 |
| 2003-09-01 | 6.89320802153708 |
| 2003-10-01 | 6.73028140735613 |
| 2003-11-01 | 6.90855303195864 |
| 2003-12-01 | 6.96482564105251 |
| 2004-01-01 | 6.94473529431710 |
| 2004-02-01 | 6.96246236218251 |
| 2004-03-01 | 6.82278360207682 |
| 2004-04-01 | 6.74072440639368 |
| 2004-05-01 | 6.73073922051154 |
| 2004-06-01 | 6.70530417523784 |
| 2004-07-01 | 6.91978656640949 |
| 2004-08-01 | 6.89074572494396 |
| 2004-09-01 | 6.98960690380027 |
| 2004-10-01 | 6.92603258167166 |
| 2004-11-01 | 6.98319071059640 |
| 2004-12-01 | 6.94525111059440 |
| 2005-01-01 | 7.05541043896413 |
| 2005-02-01 | 7.16633558694003 |
| 2005-03-01 | 7.12119675229365 |
| 2005-04-01 | 7.22312565311179 |
| 2005-05-01 | 7.05020175335119 |
| 2005-06-01 | 7.23218481781334 |
| 2005-07-01 | 7.32267927139444 |
| 2005-08-01 | 7.40647118740697 |
| 2005-09-01 | 7.50169890982206 |
| 2005-10-01 | 7.62849162888421 |
| 2005-11-01 | 7.76992669408127 |
| 2005-12-01 | 7.91384856440678 |
| 2006-01-01 | 7.94878939313291 |
| 2006-02-01 | 8.12769745707976 |
| 2006-03-01 | 8.36109779421886 |
| 2006-04-01 | 8.65883577504166 |
| 2006-05-01 | 8.90785041129013 |
| 2006-06-01 | 9.00294072783848 |
| 2006-07-01 | 8.96525249310150 |
| 2006-08-01 | 8.95259906503432 |
| 2006-09-01 | 9.17343458695524 |
| 2006-10-01 | 9.03909068791912 |
| 2006-11-01 | 9.05895377105840 |
| 2006-12-01 | 9.17601523734156 |
| 2007-01-01 | 8.93051207919101 |
| 2007-02-01 | 8.90277990455022 |
| 2007-03-01 | 8.94540314709312 |
| 2007-04-01 | 8.88544100505487 |
| 2007-05-01 | 8.91698270950821 |
| 2007-06-01 | 9.01493576246878 |
| 2007-07-01 | 9.17117639138524 |
| 2007-08-01 | 9.14090783650744 |
| 2007-09-01 | 9.18051431577370 |
| 2007-10-01 | 9.21019425998068 |
| 2007-11-01 | 9.23825704981570 |
| 2007-12-01 | 9.16874531426876 |
| 2008-01-01 | 9.30661198174926 |
| 2008-02-01 | 9.28933717801798 |
| 2008-03-01 | 9.14633199330207 |
| 2008-04-01 | 9.39308451765680 |
| 2008-05-01 | 9.44399559312006 |
| 2008-06-01 | 9.45360804851819 |
| 2008-07-01 | 9.37338917272607 |
| 2008-08-01 | 9.52863993182727 |
| 2008-09-01 | 9.39814344971152 |
| 2008-10-01 | 9.48364133864400 |
| 2008-11-01 | 9.42608540864961 |
| 2008-12-01 | 9.47702895857708 |
| 2009-01-01 | 9.28154152133692 |
| 2009-02-01 | 9.29207886053650 |
| 2009-03-01 | 9.25442471339619 |
| 2009-04-01 | 9.13499291056639 |
| 2009-05-01 | 9.04136071349959 |
| 2009-06-01 | 8.96039263100163 |
| 2009-07-01 | 8.85609166879939 |
| 2009-08-01 | 8.76270036492164 |
| 2009-09-01 | 8.77733295779610 |
| 2009-10-01 | 8.73371167596251 |
| 2009-11-01 | 8.81604360930619 |
| 2009-12-01 | 8.81797713784713 |
| 2010-01-01 | 8.78641168074615 |
| 2010-02-01 | 8.62046416042299 |
| 2010-03-01 | 8.70096545300034 |
| 2010-04-01 | 8.19731113049336 |
| 2010-05-01 | 8.01700956641124 |
| 2010-06-01 | 8.14857352935062 |
| 2010-07-01 | 8.13251590963394 |
| 2010-08-01 | 7.99908197477336 |
| 2010-09-01 | 7.93849089367598 |
| 2010-10-01 | 7.89103884979222 |
| 2010-11-01 | 7.79924221653706 |
| 2010-12-01 | 7.75488571506815 |
| 2011-01-01 | 7.91913782947197 |
| 2011-02-01 | 7.96240165828578 |
| 2011-03-01 | 7.96208260737909 |
| 2011-04-01 | 8.11850749934739 |
| 2011-05-01 | 7.90388960481927 |
| 2011-06-01 | 8.15797064240072 |
| 2011-07-01 | 8.44492428080583 |
| 2011-08-01 | 8.35552052685549 |
| 2011-09-01 | 8.55019320813666 |
| 2011-10-01 | 8.56096195578758 |
| 2011-11-01 | 8.70990180961132 |
| 2011-12-01 | 8.77984333113112 |
| 2012-01-01 | 8.82554801137367 |
| 2012-02-01 | 8.83051365601839 |
| 2012-03-01 | 9.02803045612037 |
| 2012-04-01 | 9.19408157279525 |
| 2012-05-01 | 9.23331745719318 |
| 2012-06-01 | 9.62269016638052 |
| 2012-07-01 | 9.26475097476898 |
| 2012-08-01 | 9.41814813191645 |
| 2012-09-01 | 9.15080722937929 |
| 2012-10-01 | 9.52623232014099 |
| 2012-11-01 | 9.29831821818316 |
| 2012-12-01 | 9.30633520093466 |
| 2013-01-01 | 9.34365119892879 |
| 2013-02-01 | 9.71521011794286 |
| 2013-03-01 | 9.73065663225572 |
| 2013-04-01 | 9.71755465794531 |
| 2013-05-01 | 9.74588046529026 |
| 2013-06-01 | 9.71080082591444 |
| 2013-07-01 | 9.66697157390493 |
| 2013-08-01 | 9.66448709717874 |
| 2013-09-01 | 9.64916432343480 |
| 2013-10-01 | 9.67574211428716 |
| 2013-11-01 | 9.76952192840970 |
| 2013-12-01 | 9.93515657694208 |
| 2014-01-01 | 9.77195708550118 |
| 2014-02-01 | 9.83062456260266 |
| 2014-03-01 | 9.96053087015213 |
| 2014-04-01 | 10.07381820595480 |
| 2014-05-01 | 10.27034029679120 |
| 2014-06-01 | 10.20254178091880 |
| 2014-07-01 | 10.26371647214780 |
| 2014-08-01 | 10.52729469527600 |
| 2014-09-01 | 10.66583651624980 |
| 2014-10-01 | 10.62515095113320 |
| 2014-11-01 | 10.61877857817290 |
| 2014-12-01 | 10.75718299136550 |
| 2015-01-01 | 10.89532299612620 |
| 2015-02-01 | 10.80803020443140 |
| 2015-03-01 | 10.96976464667320 |
| 2015-04-01 | 11.03110201132240 |
| 2015-05-01 | 10.98617581291180 |
| 2015-06-01 | 10.89736849261670 |
| 2015-07-01 | 11.66606541827490 |
| 2015-08-01 | 11.59367692598410 |
| 2015-09-01 | 11.68173210829900 |
| 2015-10-01 | 12.07098467404070 |
| 2015-11-01 | 11.96871512997130 |
| 2015-12-01 | 11.98938634766290 |
| 2016-01-01 | 12.32407887465300 |
| 2016-02-01 | 12.35253793611670 |
| 2016-03-01 | 12.27260031368750 |
| 2016-04-01 | 12.38206025073910 |
| 2016-05-01 | 12.41736015397150 |
| 2016-06-01 | 12.62557061585600 |
| 2016-07-01 | 12.74547836078810 |
| 2016-08-01 | 12.35734681965480 |
| 2016-09-01 | 12.37435191426180 |
| 2016-10-01 | 12.35932623796670 |
| 2016-11-01 | 12.31990896719120 |
| 2016-12-01 | 12.11923011726140 |
| 2017-01-01 | 11.98172429269340 |
| 2017-02-01 | 11.98179843534540 |
| 2017-03-01 | 11.93495746973000 |
| 2017-04-01 | 11.74771459188400 |
| 2017-05-01 | 11.77190568969500 |
| 2017-06-01 | 11.86355989342260 |
| 2017-07-01 | 11.76808264907560 |
| 2017-08-01 | 11.93941887191040 |
| 2017-09-01 | 11.93636019787900 |
| 2017-10-01 | 12.17256038981580 |
| 2017-11-01 | 12.20604279038820 |
| 2017-12-01 | 12.13893735620050 |
| 2018-01-01 | 12.13229470980850 |
| 2018-02-01 | 11.90464962634890 |
| 2018-03-01 | 12.27127970928240 |
| 2018-04-01 | 12.67710826232040 |
| 2018-05-01 | 12.54947542551040 |
| 2018-06-01 | 12.34400842313780 |
| 2018-07-01 | 12.30672170296410 |
| 2018-08-01 | 12.81606223754780 |
| 2018-09-01 | 12.30902588675740 |
| 2018-10-01 | 12.50085210989550 |
| 2018-11-01 | 12.50729932415110 |
| 2018-12-01 | 12.74539419823860 |
| 2019-01-01 | 12.77797746465430 |
| 2019-02-01 | 13.11669030568900 |
| 2019-03-01 | 12.90946313712300 |
| 2019-04-01 | 12.79910952978810 |
| 2019-05-01 | 12.30548142703970 |
| 2019-06-01 | 12.70652546613570 |
| 2019-07-01 | 12.72572486893170 |
| 2019-08-01 | 13.00141036823800 |
| 2019-09-01 | 13.06900153185480 |
| 2019-10-01 | 12.64472325752920 |
| 2019-11-01 | 12.84377310646460 |
| 2019-12-01 | 12.61860770578170 |
| 2020-01-01 | 12.68768991009650 |
| 2020-02-01 | 13.21133030722590 |
| 2020-03-01 | 13.26269346621260 |
| 2020-04-01 | 11.72793311394430 |
| 2020-05-01 | 11.80036066579090 |
| 2020-06-01 | 11.73092321345050 |
| 2020-07-01 | 11.73905203625970 |
| 2020-08-01 | 11.37075986173600 |
| 2020-09-01 | 11.46259227144820 |
| 2020-10-01 | 11.69240790725960 |
| 2020-11-01 | 11.68799965307400 |
| 2020-12-01 | 11.90445312395540 |
| 2021-01-01 | 12.09086953853160 |
| 2021-02-01 | 11.94751633412640 |
| 2021-03-01 | 12.04554527628880 |
| 2021-04-01 | 12.35267253218290 |
| 2021-05-01 | 12.74092278677540 |
| 2021-06-01 | 12.77453612303720 |
| 2021-07-01 | 13.60496752167500 |
| 2021-08-01 | 13.28695341279310 |
| 2021-09-01 | 13.82588842923180 |
| 2021-10-01 | 15.13380766577960 |
| 2021-11-01 | 14.45444105849040 |
| 2021-12-01 | 14.62177023548330 |
| 2022-01-01 | 13.20065590985700 |
| 2022-02-01 | 13.12252684639690 |
| 2022-03-01 | 13.39457602347730 |
| 2022-04-01 | 14.78153135087830 |
| 2022-05-01 | 14.61085804097970 |
| 2022-06-01 | 14.82436990898370 |
| 2022-07-01 | 14.47251033943150 |
| 2022-08-01 | 14.07105091202240 |
| 2022-09-01 | 14.48358160003610 |
| 2022-10-01 | 14.15968258110590 |
| 2022-11-01 | 14.32079258827230 |
| 2022-12-01 | 14.53659721939030 |
| 2023-01-01 | 13.52884024593520 |
| 2023-02-01 | 13.49360620505210 |
| 2023-03-01 | 13.53796000534290 |
| 2023-04-01 | 13.50620963369650 |
| 2023-05-01 | 13.40348544157510 |
| 2023-06-01 | 13.64406901984870 |
| 2023-07-01 | 13.69636980598530 |
| 2023-08-01 | 14.07148245087380 |
| 2023-09-01 | 14.07261279018330 |
| 2023-10-01 | 13.78178803515300 |
| 2023-11-01 | 13.58228947294850 |
| 2023-12-01 | 13.34594727747950 |
| 2024-01-01 | 13.35389062215380 |
| 2024-02-01 | 13.32621058012400 |
| 2024-03-01 | 13.36323630596500 |
| 2024-04-01 | 13.31664074157670 |
| 2024-05-01 | 13.72277342699720 |
| 2024-06-01 | 14.10270496331090 |
| 2024-07-01 | 14.89696735070700 |
| 2024-08-01 | 14.07314387388890 |
| 2024-09-01 | 13.57521393221700 |
| 2024-10-01 | 14.00239742205840 |
| 2024-11-01 | 14.03556695587790 |
| 2024-12-01 | 14.19677949627030 |
| 2025-01-01 | 13.89867201228460 |
| 2025-02-01 | 14.31859589762640 |
| 2025-03-01 | 14.26488134269910 |
| 2025-04-01 | 14.32085469128770 |
| 2025-05-01 | 14.22822825919650 |
| 2025-06-01 | 14.07554996375150 |
| 2025-07-01 | 13.98458798260950 |
| 2025-08-01 | 13.92658453242180 |
| 2025-09-01 | 13.50120531217740 |
| 2025-10-01 | 13.90898362263630 |
| 2025-11-01 | 13.96756249173160 |
| 2025-12-01 | 14.12483025644340 |