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 2026-02-01 |
| Last Updated | 2026-04-23 12:36 PM 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 | 9.23883582711491 |
| 1990-02-01 | 9.23340459187974 |
| 1990-03-01 | 9.20644776781300 |
| 1990-04-01 | 9.21417481561790 |
| 1990-05-01 | 9.35580759692301 |
| 1990-06-01 | 9.40139319378723 |
| 1990-07-01 | 9.17553351819073 |
| 1990-08-01 | 9.09801111136514 |
| 1990-09-01 | 9.08121849596576 |
| 1990-10-01 | 9.23770688987741 |
| 1990-11-01 | 9.25683176250866 |
| 1990-12-01 | 9.08970587082509 |
| 1991-01-01 | 9.34640460019290 |
| 1991-02-01 | 9.43039665855953 |
| 1991-03-01 | 9.49670803630235 |
| 1991-04-01 | 9.20482242559505 |
| 1991-05-01 | 9.03494853615144 |
| 1991-06-01 | 8.99294240757153 |
| 1991-07-01 | 9.69146960539572 |
| 1991-08-01 | 9.60197820952597 |
| 1991-09-01 | 9.70075977301908 |
| 1991-10-01 | 9.65288430651009 |
| 1991-11-01 | 9.67242776706866 |
| 1991-12-01 | 9.79515606416640 |
| 1992-01-01 | 9.56122203520681 |
| 1992-02-01 | 8.88992762400049 |
| 1992-03-01 | 8.94899705609405 |
| 1992-04-01 | 8.89425568596110 |
| 1992-05-01 | 8.80695946191053 |
| 1992-06-01 | 8.90176070379039 |
| 1992-07-01 | 9.05437351370784 |
| 1992-08-01 | 8.95112455881565 |
| 1992-09-01 | 8.87302947505471 |
| 1992-10-01 | 8.43645048384126 |
| 1992-11-01 | 8.44441531124418 |
| 1992-12-01 | 8.39367707611182 |
| 1993-01-01 | 8.30606672731176 |
| 1993-02-01 | 8.16917718421576 |
| 1993-03-01 | 8.11500369744076 |
| 1993-04-01 | 8.10702542178864 |
| 1993-05-01 | 8.27347675124056 |
| 1993-06-01 | 8.08021667659606 |
| 1993-07-01 | 7.89660716048499 |
| 1993-08-01 | 7.99621628558688 |
| 1993-09-01 | 7.94233764211521 |
| 1993-10-01 | 8.25525616502892 |
| 1993-11-01 | 8.24800547862557 |
| 1993-12-01 | 8.19030239251625 |
| 1994-01-01 | 8.22070882156271 |
| 1994-02-01 | 8.29899582011060 |
| 1994-03-01 | 8.21623185381536 |
| 1994-04-01 | 8.44780900746218 |
| 1994-05-01 | 8.24153346321883 |
| 1994-06-01 | 8.18010959085201 |
| 1994-07-01 | 8.31271280536736 |
| 1994-08-01 | 8.30424183951721 |
| 1994-09-01 | 8.16140392445699 |
| 1994-10-01 | 7.95397917029999 |
| 1994-11-01 | 7.83895825879244 |
| 1994-12-01 | 7.87463288523960 |
| 1995-01-01 | 7.92566408640299 |
| 1995-02-01 | 7.95573231706479 |
| 1995-03-01 | 7.94539528260954 |
| 1995-04-01 | 7.95952872543000 |
| 1995-05-01 | 8.12578708013086 |
| 1995-06-01 | 7.85649190731780 |
| 1995-07-01 | 7.89851518762554 |
| 1995-08-01 | 7.89420481596122 |
| 1995-09-01 | 7.96559685444191 |
| 1995-10-01 | 7.95428877996598 |
| 1995-11-01 | 8.04719879380762 |
| 1995-12-01 | 7.75176545718504 |
| 1996-01-01 | 8.01045305051745 |
| 1996-02-01 | 8.17649702326274 |
| 1996-03-01 | 8.33199746597212 |
| 1996-04-01 | 8.33129879294300 |
| 1996-05-01 | 8.73232979193584 |
| 1996-06-01 | 8.46073846174905 |
| 1996-07-01 | 8.41740019527649 |
| 1996-08-01 | 8.42546467576225 |
| 1996-09-01 | 8.49706163374115 |
| 1996-10-01 | 8.45468058534052 |
| 1996-11-01 | 8.55539210367776 |
| 1996-12-01 | 8.61239285621498 |
| 1997-01-01 | 8.68551224739701 |
| 1997-02-01 | 8.58180481410094 |
| 1997-03-01 | 8.62165488136292 |
| 1997-04-01 | 8.82303467893929 |
| 1997-05-01 | 8.76404241198566 |
| 1997-06-01 | 8.95474296672483 |
| 1997-07-01 | 8.71486817758974 |
| 1997-08-01 | 8.74228217327880 |
| 1997-09-01 | 8.81285337565387 |
| 1997-10-01 | 9.05950688228775 |
| 1997-11-01 | 9.06778831642642 |
| 1997-12-01 | 9.28189202529284 |
| 1998-01-01 | 9.54541271716546 |
| 1998-02-01 | 9.26138347920291 |
| 1998-03-01 | 9.29196640740034 |
| 1998-04-01 | 8.75682764596196 |
| 1998-05-01 | 9.30078423822060 |
| 1998-06-01 | 9.34447468811222 |
| 1998-07-01 | 9.32064390518360 |
| 1998-08-01 | 9.36402730833855 |
| 1998-09-01 | 9.35325138482778 |
| 1998-10-01 | 9.24574152687922 |
| 1998-11-01 | 9.37442211209940 |
| 1998-12-01 | 9.08608055781471 |
| 1999-01-01 | 8.83664541960607 |
| 1999-02-01 | 8.86803021445250 |
| 1999-03-01 | 8.91981309737797 |
| 1999-04-01 | 8.96850460377743 |
| 1999-05-01 | 9.12439885261480 |
| 1999-06-01 | 9.22322067058612 |
| 1999-07-01 | 9.40957481753799 |
| 1999-08-01 | 9.46299099165270 |
| 1999-09-01 | 9.47154340847764 |
| 1999-10-01 | 9.55835273839093 |
| 1999-11-01 | 9.59175063473130 |
| 1999-12-01 | 9.50488346622822 |
| 2000-01-01 | 9.79820904640711 |
| 2000-02-01 | 9.50753296392281 |
| 2000-03-01 | 9.18967894201172 |
| 2000-04-01 | 9.34502280209901 |
| 2000-05-01 | 9.34064832442011 |
| 2000-06-01 | 9.52517575581181 |
| 2000-07-01 | 9.61033696800219 |
| 2000-08-01 | 9.66895997611612 |
| 2000-09-01 | 9.80795663997781 |
| 2000-10-01 | 9.88478067588340 |
| 2000-11-01 | 10.01619208686270 |
| 2000-12-01 | 10.13181848020550 |
| 2001-01-01 | 10.46757587214960 |
| 2001-02-01 | 10.32655896468560 |
| 2001-03-01 | 10.19012956975090 |
| 2001-04-01 | 9.89492428103549 |
| 2001-05-01 | 10.06121304135360 |
| 2001-06-01 | 9.93932439038232 |
| 2001-07-01 | 9.81735588099868 |
| 2001-08-01 | 9.68084889115516 |
| 2001-09-01 | 9.39951741638414 |
| 2001-10-01 | 9.29566491385254 |
| 2001-11-01 | 9.09553135352171 |
| 2001-12-01 | 8.86481796445468 |
| 2002-01-01 | 8.69134713111717 |
| 2002-02-01 | 8.59596934963399 |
| 2002-03-01 | 8.67669730389578 |
| 2002-04-01 | 8.45166295990035 |
| 2002-05-01 | 8.34010808736830 |
| 2002-06-01 | 8.11290563017982 |
| 2002-07-01 | 7.75255743091132 |
| 2002-08-01 | 7.60712367599629 |
| 2002-09-01 | 7.52738950870974 |
| 2002-10-01 | 6.93157165928850 |
| 2002-11-01 | 7.23055444136772 |
| 2002-12-01 | 7.17409074303414 |
| 2003-01-01 | 7.22537750079029 |
| 2003-02-01 | 7.17279361939518 |
| 2003-03-01 | 7.18185517340029 |
| 2003-04-01 | 7.11780252460063 |
| 2003-05-01 | 7.02187856888091 |
| 2003-06-01 | 6.99826562866887 |
| 2003-07-01 | 6.92601355531013 |
| 2003-08-01 | 6.99262713528920 |
| 2003-09-01 | 6.88916015586318 |
| 2003-10-01 | 6.72847434708238 |
| 2003-11-01 | 6.90582732008228 |
| 2003-12-01 | 6.96250970020457 |
| 2004-01-01 | 6.94208733831684 |
| 2004-02-01 | 6.99092664153704 |
| 2004-03-01 | 6.81800039933917 |
| 2004-04-01 | 6.73839489477115 |
| 2004-05-01 | 6.72651035857464 |
| 2004-06-01 | 6.70444028013209 |
| 2004-07-01 | 6.91746206253673 |
| 2004-08-01 | 6.88803039349601 |
| 2004-09-01 | 6.98440810523357 |
| 2004-10-01 | 6.92419493682404 |
| 2004-11-01 | 6.98103476227612 |
| 2004-12-01 | 6.94447605177750 |
| 2005-01-01 | 7.05429054971623 |
| 2005-02-01 | 7.19643378217308 |
| 2005-03-01 | 7.11683431884587 |
| 2005-04-01 | 7.22034433000873 |
| 2005-05-01 | 7.04402728588249 |
| 2005-06-01 | 7.23019499972051 |
| 2005-07-01 | 7.31779698028607 |
| 2005-08-01 | 7.40291034603525 |
| 2005-09-01 | 7.49500965719541 |
| 2005-10-01 | 7.62702853276917 |
| 2005-11-01 | 7.76946103873777 |
| 2005-12-01 | 7.91707747923749 |
| 2006-01-01 | 7.95209404855875 |
| 2006-02-01 | 8.15792803992360 |
| 2006-03-01 | 8.35783353095756 |
| 2006-04-01 | 8.65471156213471 |
| 2006-05-01 | 8.89769107647855 |
| 2006-06-01 | 8.99717251441424 |
| 2006-07-01 | 8.95518542708006 |
| 2006-08-01 | 8.94609120832052 |
| 2006-09-01 | 9.16410071738672 |
| 2006-10-01 | 9.03812079276987 |
| 2006-11-01 | 9.06177582607346 |
| 2006-12-01 | 9.18570504859969 |
| 2007-01-01 | 8.94374286170195 |
| 2007-02-01 | 8.93638344167453 |
| 2007-03-01 | 8.94347156189048 |
| 2007-04-01 | 8.86966851205555 |
| 2007-05-01 | 8.91071076859128 |
| 2007-06-01 | 9.00067678685231 |
| 2007-07-01 | 9.15582119142344 |
| 2007-08-01 | 9.13175670326750 |
| 2007-09-01 | 9.17103127914936 |
| 2007-10-01 | 9.21119228373500 |
| 2007-11-01 | 9.24564050878486 |
| 2007-12-01 | 9.18414351552285 |
| 2008-01-01 | 9.33154495271998 |
| 2008-02-01 | 9.32520084173365 |
| 2008-03-01 | 9.14606212017605 |
| 2008-04-01 | 9.36215037224195 |
| 2008-05-01 | 9.44297958251674 |
| 2008-06-01 | 9.42626243371250 |
| 2008-07-01 | 9.35795212166603 |
| 2008-08-01 | 9.51440660943112 |
| 2008-09-01 | 9.38878956560554 |
| 2008-10-01 | 9.48650664687548 |
| 2008-11-01 | 9.43785509411214 |
| 2008-12-01 | 9.49628355969721 |
| 2009-01-01 | 9.31412935711669 |
| 2009-02-01 | 9.33435493850567 |
| 2009-03-01 | 9.25416407701720 |
| 2009-04-01 | 9.09066724252670 |
| 2009-05-01 | 9.04641922123888 |
| 2009-06-01 | 8.92326747731289 |
| 2009-07-01 | 8.84428163034508 |
| 2009-08-01 | 8.74690115563554 |
| 2009-09-01 | 8.76680271875034 |
| 2009-10-01 | 8.74352157858344 |
| 2009-11-01 | 8.82910473524882 |
| 2009-12-01 | 8.83609499307018 |
| 2010-01-01 | 8.81699072119486 |
| 2010-02-01 | 8.66310309512620 |
| 2010-03-01 | 8.69885044699980 |
| 2010-04-01 | 8.15362504730732 |
| 2010-05-01 | 8.02121191051185 |
| 2010-06-01 | 8.11003432502284 |
| 2010-07-01 | 8.12767957428217 |
| 2010-08-01 | 7.98437863402880 |
| 2010-09-01 | 7.92836065195254 |
| 2010-10-01 | 7.90639307439596 |
| 2010-11-01 | 7.81079577494953 |
| 2010-12-01 | 7.77031113806272 |
| 2011-01-01 | 7.94219336257730 |
| 2011-02-01 | 8.00165120086191 |
| 2011-03-01 | 7.95676671202519 |
| 2011-04-01 | 8.07198185043303 |
| 2011-05-01 | 7.90679473375392 |
| 2011-06-01 | 8.11970314907599 |
| 2011-07-01 | 8.44508412008708 |
| 2011-08-01 | 8.34618659497428 |
| 2011-09-01 | 8.54210358298537 |
| 2011-10-01 | 8.58649794233349 |
| 2011-11-01 | 8.72277576385998 |
| 2011-12-01 | 8.79610026480728 |
| 2012-01-01 | 8.84172814948422 |
| 2012-02-01 | 8.86300635103458 |
| 2012-03-01 | 9.01619248324766 |
| 2012-04-01 | 9.14553772020587 |
| 2012-05-01 | 9.22143190900242 |
| 2012-06-01 | 9.58759801247108 |
| 2012-07-01 | 9.27347309991942 |
| 2012-08-01 | 9.42298271726012 |
| 2012-09-01 | 9.15100005669684 |
| 2012-10-01 | 9.55998987797543 |
| 2012-11-01 | 9.31126428451248 |
| 2012-12-01 | 9.32211151800892 |
| 2013-01-01 | 9.34960292694037 |
| 2013-02-01 | 9.73260470566553 |
| 2013-03-01 | 9.71047425646396 |
| 2013-04-01 | 9.67112147884570 |
| 2013-05-01 | 9.71475447879966 |
| 2013-06-01 | 9.68702724835067 |
| 2013-07-01 | 9.68853497436008 |
| 2013-08-01 | 9.68644048783435 |
| 2013-09-01 | 9.65912735719283 |
| 2013-10-01 | 9.71541567460954 |
| 2013-11-01 | 9.78226638011473 |
| 2013-12-01 | 9.94854090610385 |
| 2014-01-01 | 9.76723188044868 |
| 2014-02-01 | 9.83047857802000 |
| 2014-03-01 | 9.93253107495595 |
| 2014-04-01 | 10.03069500992630 |
| 2014-05-01 | 10.21799180717420 |
| 2014-06-01 | 10.19077029714360 |
| 2014-07-01 | 10.29848298595950 |
| 2014-08-01 | 10.56774977585200 |
| 2014-09-01 | 10.68898276832300 |
| 2014-10-01 | 10.66564993785740 |
| 2014-11-01 | 10.63051844003500 |
| 2014-12-01 | 10.76769681808940 |
| 2015-01-01 | 10.88487688376720 |
| 2015-02-01 | 10.79582446864700 |
| 2015-03-01 | 10.93609235654520 |
| 2015-04-01 | 10.97780388193340 |
| 2015-05-01 | 10.92867845115690 |
| 2015-06-01 | 10.89002804112490 |
| 2015-07-01 | 11.71194604254240 |
| 2015-08-01 | 11.65415669709340 |
| 2015-09-01 | 11.71274402724030 |
| 2015-10-01 | 12.10813816392770 |
| 2015-11-01 | 11.98004198461880 |
| 2015-12-01 | 11.99508942873980 |
| 2016-01-01 | 12.31088729818260 |
| 2016-02-01 | 12.33757155370630 |
| 2016-03-01 | 12.23511046097990 |
| 2016-04-01 | 12.31737743282330 |
| 2016-05-01 | 12.35382382307920 |
| 2016-06-01 | 12.61898760263090 |
| 2016-07-01 | 12.79318944035130 |
| 2016-08-01 | 12.44102714008410 |
| 2016-09-01 | 12.40674735793370 |
| 2016-10-01 | 12.38213177846330 |
| 2016-11-01 | 12.32946430505510 |
| 2016-12-01 | 12.12061722095380 |
| 2017-01-01 | 11.96993294130460 |
| 2017-02-01 | 11.97153092665040 |
| 2017-03-01 | 11.90249451429260 |
| 2017-04-01 | 11.68556230657590 |
| 2017-05-01 | 11.72016948136170 |
| 2017-06-01 | 11.85097694449070 |
| 2017-07-01 | 11.80589404574280 |
| 2017-08-01 | 12.03284359020140 |
| 2017-09-01 | 11.95938822088570 |
| 2017-10-01 | 12.18692858075640 |
| 2017-11-01 | 12.21500766376830 |
| 2017-12-01 | 12.13826593203860 |
| 2018-01-01 | 12.12202485988300 |
| 2018-02-01 | 11.90620704859430 |
| 2018-03-01 | 12.23885079993810 |
| 2018-04-01 | 12.61015797568140 |
| 2018-05-01 | 12.50258415849280 |
| 2018-06-01 | 12.30717448674510 |
| 2018-07-01 | 12.33642547915650 |
| 2018-08-01 | 12.93484701603330 |
| 2018-09-01 | 12.33380315996040 |
| 2018-10-01 | 12.51201716160090 |
| 2018-11-01 | 12.51861242617940 |
| 2018-12-01 | 12.74777724765100 |
| 2019-01-01 | 12.76932611185840 |
| 2019-02-01 | 13.12251445365980 |
| 2019-03-01 | 12.87530023354250 |
| 2019-04-01 | 12.72745178444790 |
| 2019-05-01 | 12.26330735333400 |
| 2019-06-01 | 12.64090434130200 |
| 2019-07-01 | 12.74624053590890 |
| 2019-08-01 | 13.14550097697360 |
| 2019-09-01 | 13.09991711864140 |
| 2019-10-01 | 12.65999347869090 |
| 2019-11-01 | 12.86045822031150 |
| 2019-12-01 | 12.62635128977580 |
| 2020-01-01 | 12.68069685943520 |
| 2020-02-01 | 13.21829076999910 |
| 2020-03-01 | 13.22083967733910 |
| 2020-04-01 | 11.65703932580340 |
| 2020-05-01 | 11.75142480790310 |
| 2020-06-01 | 11.64619001823090 |
| 2020-07-01 | 11.74713819737490 |
| 2020-08-01 | 11.53322360605340 |
| 2020-09-01 | 11.49978397577430 |
| 2020-10-01 | 11.70820541369840 |
| 2020-11-01 | 11.70506042088140 |
| 2020-12-01 | 11.91539761482570 |
| 2021-01-01 | 12.08464063544720 |
| 2021-02-01 | 11.94706911116700 |
| 2021-03-01 | 12.00569981033350 |
| 2021-04-01 | 12.26776043992770 |
| 2021-05-01 | 12.68115631040380 |
| 2021-06-01 | 12.66000417525290 |
| 2021-07-01 | 13.62141864680470 |
| 2021-08-01 | 13.51660043204610 |
| 2021-09-01 | 13.87172434684280 |
| 2021-10-01 | 15.14888799361680 |
| 2021-11-01 | 14.46231665165390 |
| 2021-12-01 | 14.64651967822360 |
| 2022-01-01 | 13.19342993662560 |
| 2022-02-01 | 13.11542058221180 |
| 2022-03-01 | 13.35314847706460 |
| 2022-04-01 | 14.67086753029500 |
| 2022-05-01 | 14.54241221380650 |
| 2022-06-01 | 14.66972454793940 |
| 2022-07-01 | 14.50843306205790 |
| 2022-08-01 | 14.35291313875190 |
| 2022-09-01 | 14.52861790139190 |
| 2022-10-01 | 14.14805154776380 |
| 2022-11-01 | 14.31001380298180 |
| 2022-12-01 | 14.56249802319200 |
| 2023-01-01 | 13.51747103525740 |
| 2023-02-01 | 13.48686038483890 |
| 2023-03-01 | 13.51102022589190 |
| 2023-04-01 | 13.39864365371220 |
| 2023-05-01 | 13.34678062948280 |
| 2023-06-01 | 13.50696438666540 |
| 2023-07-01 | 13.75267367783440 |
| 2023-08-01 | 14.37271552406840 |
| 2023-09-01 | 14.09660870090910 |
| 2023-10-01 | 13.73939035717790 |
| 2023-11-01 | 13.54836241862830 |
| 2023-12-01 | 13.36485500321250 |
| 2024-01-01 | 13.34097754575630 |
| 2024-02-01 | 13.33160105537790 |
| 2024-03-01 | 13.35131911301100 |
| 2024-04-01 | 13.31152470506540 |
| 2024-05-01 | 13.67139963080060 |
| 2024-06-01 | 13.87903520586450 |
| 2024-07-01 | 14.09834576068550 |
| 2024-08-01 | 14.08970486498330 |
| 2024-09-01 | 13.27923772919970 |
| 2024-10-01 | 13.42093100121890 |
| 2024-11-01 | 13.37502633939470 |
| 2024-12-01 | 13.08586883203380 |
| 2025-01-01 | 13.07623242189390 |
| 2025-02-01 | 13.04693769663730 |
| 2025-03-01 | 12.87252930365030 |
| 2025-04-01 | 12.81904231109080 |
| 2025-05-01 | 12.65164372040930 |
| 2025-06-01 | 13.27433093975160 |
| 2025-07-01 | 12.32697554170780 |
| 2025-08-01 | 12.26732982463370 |
| 2025-09-01 | 12.07960656299970 |
| 2025-10-01 | 12.20529218447920 |
| 2025-11-01 | 12.07201322613950 |
| 2025-12-01 | 12.29371040842980 |
| 2026-01-01 | 12.18343832437110 |
| 2026-02-01 | 12.15013658968240 |