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 2026-06-01 |
| Last Updated | 2026-07-22 10:35 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 | 9.23601721036891 |
| 1990-02-01 | 9.23027852689753 |
| 1990-03-01 | 9.21561276044387 |
| 1990-04-01 | 9.21107972063772 |
| 1990-05-01 | 9.36133280034858 |
| 1990-06-01 | 9.39940269386678 |
| 1990-07-01 | 9.17432126725095 |
| 1990-08-01 | 9.09691353276277 |
| 1990-09-01 | 9.07963579056849 |
| 1990-10-01 | 9.23868441802645 |
| 1990-11-01 | 9.25462973742383 |
| 1990-12-01 | 9.09096204362382 |
| 1991-01-01 | 9.34396958270429 |
| 1991-02-01 | 9.42797719647740 |
| 1991-03-01 | 9.50558116475404 |
| 1991-04-01 | 9.19803400228617 |
| 1991-05-01 | 9.04258029263122 |
| 1991-06-01 | 8.99116426164880 |
| 1991-07-01 | 9.68989712409145 |
| 1991-08-01 | 9.60274774190317 |
| 1991-09-01 | 9.69929584031772 |
| 1991-10-01 | 9.65435957547387 |
| 1991-11-01 | 9.66849642098934 |
| 1991-12-01 | 9.79684497433514 |
| 1992-01-01 | 9.55942599225894 |
| 1992-02-01 | 8.88818816120606 |
| 1992-03-01 | 8.95650843870322 |
| 1992-04-01 | 8.88395733117907 |
| 1992-05-01 | 8.81602516876976 |
| 1992-06-01 | 8.90040784000334 |
| 1992-07-01 | 9.05318845968478 |
| 1992-08-01 | 8.95396108924419 |
| 1992-09-01 | 8.87209736323827 |
| 1992-10-01 | 8.43842287619021 |
| 1992-11-01 | 8.43996557090189 |
| 1992-12-01 | 8.39371078808687 |
| 1993-01-01 | 8.30580789733122 |
| 1993-02-01 | 8.16880829675881 |
| 1993-03-01 | 8.11987735094713 |
| 1993-04-01 | 8.09506264773558 |
| 1993-05-01 | 8.28240910422831 |
| 1993-06-01 | 8.07985476821657 |
| 1993-07-01 | 7.89600751753772 |
| 1993-08-01 | 8.00082074153072 |
| 1993-09-01 | 7.94193745790438 |
| 1993-10-01 | 8.25763890584106 |
| 1993-11-01 | 8.24231502571478 |
| 1993-12-01 | 8.18950228106461 |
| 1994-01-01 | 8.22139913285401 |
| 1994-02-01 | 8.29941882083776 |
| 1994-03-01 | 8.21905138176827 |
| 1994-04-01 | 8.43463416337963 |
| 1994-05-01 | 8.25043642653900 |
| 1994-06-01 | 8.18039734019082 |
| 1994-07-01 | 8.31259998124477 |
| 1994-08-01 | 8.30965429761083 |
| 1994-09-01 | 8.16150097091419 |
| 1994-10-01 | 7.95606688777133 |
| 1994-11-01 | 7.83370180131428 |
| 1994-12-01 | 7.87252898340508 |
| 1995-01-01 | 7.92764616253101 |
| 1995-02-01 | 7.95689302150912 |
| 1995-03-01 | 7.94666847484670 |
| 1995-04-01 | 7.94743946516649 |
| 1995-05-01 | 8.13300683876101 |
| 1995-06-01 | 7.85779771966905 |
| 1995-07-01 | 7.89859234760055 |
| 1995-08-01 | 7.89952849930327 |
| 1995-09-01 | 7.96588498342146 |
| 1995-10-01 | 7.95564262678049 |
| 1995-11-01 | 8.04167582078399 |
| 1995-12-01 | 7.75022221693093 |
| 1996-01-01 | 8.01285026197976 |
| 1996-02-01 | 8.17737741471420 |
| 1996-03-01 | 8.33310347638864 |
| 1996-04-01 | 8.32161369850012 |
| 1996-05-01 | 8.73670839881362 |
| 1996-06-01 | 8.46277614109677 |
| 1996-07-01 | 8.41777942099147 |
| 1996-08-01 | 8.42944222722974 |
| 1996-09-01 | 8.49737336988632 |
| 1996-10-01 | 8.45519759684568 |
| 1996-11-01 | 8.55141328192839 |
| 1996-12-01 | 8.61035023886480 |
| 1997-01-01 | 8.68926553375290 |
| 1997-02-01 | 8.58224308148433 |
| 1997-03-01 | 8.62227094818615 |
| 1997-04-01 | 8.81650926460966 |
| 1997-05-01 | 8.76534161485592 |
| 1997-06-01 | 8.95685971017489 |
| 1997-07-01 | 8.71529013076488 |
| 1997-08-01 | 8.74439576646222 |
| 1997-09-01 | 8.81296063321542 |
| 1997-10-01 | 9.05949654186339 |
| 1997-11-01 | 9.06551766146961 |
| 1997-12-01 | 9.28004205427430 |
| 1998-01-01 | 9.55091623846170 |
| 1998-02-01 | 9.26109071414374 |
| 1998-03-01 | 9.29164841873858 |
| 1998-04-01 | 8.75270313752798 |
| 1998-05-01 | 9.30114164316407 |
| 1998-06-01 | 9.34605048398121 |
| 1998-07-01 | 9.32088846300979 |
| 1998-08-01 | 9.36413021175187 |
| 1998-09-01 | 9.35327388501389 |
| 1998-10-01 | 9.24556732109826 |
| 1998-11-01 | 9.37404638460660 |
| 1998-12-01 | 9.08452900876389 |
| 1999-01-01 | 8.84346822130206 |
| 1999-02-01 | 8.86769802673098 |
| 1999-03-01 | 8.91686817349880 |
| 1999-04-01 | 8.96475224559117 |
| 1999-05-01 | 9.12564489604924 |
| 1999-06-01 | 9.22411845095810 |
| 1999-07-01 | 9.40950744107787 |
| 1999-08-01 | 9.46288126435126 |
| 1999-09-01 | 9.47154679224729 |
| 1999-10-01 | 9.55838586493230 |
| 1999-11-01 | 9.59166211196774 |
| 1999-12-01 | 9.50441258971940 |
| 2000-01-01 | 9.80617020089002 |
| 2000-02-01 | 9.50722086435625 |
| 2000-03-01 | 9.18386269837560 |
| 2000-04-01 | 9.34170920370649 |
| 2000-05-01 | 9.34253383159229 |
| 2000-06-01 | 9.52594465553096 |
| 2000-07-01 | 9.61058322812541 |
| 2000-08-01 | 9.66915091274214 |
| 2000-09-01 | 9.80831963617434 |
| 2000-10-01 | 9.88475155451451 |
| 2000-11-01 | 10.01654111060100 |
| 2000-12-01 | 10.13176122478850 |
| 2001-01-01 | 10.47550624464120 |
| 2001-02-01 | 10.32579358174300 |
| 2001-03-01 | 10.18064289615090 |
| 2001-04-01 | 9.89259009959855 |
| 2001-05-01 | 10.06402366452760 |
| 2001-06-01 | 9.94148635789569 |
| 2001-07-01 | 9.81778065883568 |
| 2001-08-01 | 9.68142171370814 |
| 2001-09-01 | 9.40013226271881 |
| 2001-10-01 | 9.29524044122076 |
| 2001-11-01 | 9.09593417657444 |
| 2001-12-01 | 8.86491445297769 |
| 2002-01-01 | 8.69648456647575 |
| 2002-02-01 | 8.59387065946845 |
| 2002-03-01 | 8.66892007833836 |
| 2002-04-01 | 8.45015158596152 |
| 2002-05-01 | 8.34274317073741 |
| 2002-06-01 | 8.11671725698769 |
| 2002-07-01 | 7.75311983701103 |
| 2002-08-01 | 7.60758392696175 |
| 2002-09-01 | 7.52781081388790 |
| 2002-10-01 | 6.93075658450525 |
| 2002-11-01 | 7.23061123698357 |
| 2002-12-01 | 7.17401539487930 |
| 2003-01-01 | 7.22824876610888 |
| 2003-02-01 | 7.16993769655295 |
| 2003-03-01 | 7.17566279880676 |
| 2003-04-01 | 7.11725696758896 |
| 2003-05-01 | 7.02605864803866 |
| 2003-06-01 | 7.00273876387715 |
| 2003-07-01 | 6.92668654762572 |
| 2003-08-01 | 6.99348491138536 |
| 2003-09-01 | 6.88705588224454 |
| 2003-10-01 | 6.72790041106864 |
| 2003-11-01 | 6.90608853651133 |
| 2003-12-01 | 6.96117700355081 |
| 2004-01-01 | 6.94347478386250 |
| 2004-02-01 | 6.98749903571432 |
| 2004-03-01 | 6.81422324457584 |
| 2004-04-01 | 6.73840634530017 |
| 2004-05-01 | 6.73210407306342 |
| 2004-06-01 | 6.70893578370134 |
| 2004-07-01 | 6.91837953999062 |
| 2004-08-01 | 6.88912787153777 |
| 2004-09-01 | 6.97954868921293 |
| 2004-10-01 | 6.92371198024731 |
| 2004-11-01 | 6.98147548355384 |
| 2004-12-01 | 6.94180958995982 |
| 2005-01-01 | 7.05476226842857 |
| 2005-02-01 | 7.19291752453806 |
| 2005-03-01 | 7.11545121282937 |
| 2005-04-01 | 7.22059758482672 |
| 2005-05-01 | 7.05131818258420 |
| 2005-06-01 | 7.23478773784425 |
| 2005-07-01 | 7.31866044449821 |
| 2005-08-01 | 7.40413026367025 |
| 2005-09-01 | 7.48682456150770 |
| 2005-10-01 | 7.62704478939142 |
| 2005-11-01 | 7.77019351979949 |
| 2005-12-01 | 7.91228338603276 |
| 2006-01-01 | 7.95278082669094 |
| 2006-02-01 | 8.15455606965721 |
| 2006-03-01 | 8.35943559215626 |
| 2006-04-01 | 8.65511412412275 |
| 2006-05-01 | 8.90661178226422 |
| 2006-06-01 | 9.00149311704251 |
| 2006-07-01 | 8.95608086067560 |
| 2006-08-01 | 8.94699915100861 |
| 2006-09-01 | 9.15346441667934 |
| 2006-10-01 | 9.03827383195402 |
| 2006-11-01 | 9.06245893959690 |
| 2006-12-01 | 9.17976188467289 |
| 2007-01-01 | 8.94471079766692 |
| 2007-02-01 | 8.93455379922055 |
| 2007-03-01 | 8.94593366419803 |
| 2007-04-01 | 8.86993326226309 |
| 2007-05-01 | 8.91951678927841 |
| 2007-06-01 | 9.00274292713251 |
| 2007-07-01 | 9.15639030447348 |
| 2007-08-01 | 9.13257892820713 |
| 2007-09-01 | 9.16041807009447 |
| 2007-10-01 | 9.21197651302126 |
| 2007-11-01 | 9.24662286301213 |
| 2007-12-01 | 9.17824828870394 |
| 2008-01-01 | 9.33289374077536 |
| 2008-02-01 | 9.32533944043444 |
| 2008-03-01 | 9.14875694954079 |
| 2008-04-01 | 9.36264168626191 |
| 2008-05-01 | 9.44898997603757 |
| 2008-06-01 | 9.42686356382081 |
| 2008-07-01 | 9.35772631043254 |
| 2008-08-01 | 9.51500098524599 |
| 2008-09-01 | 9.38139914306773 |
| 2008-10-01 | 9.48691275541369 |
| 2008-11-01 | 9.43862924727825 |
| 2008-12-01 | 9.49215261216182 |
| 2009-01-01 | 9.31535912453926 |
| 2009-02-01 | 9.33554734243431 |
| 2009-03-01 | 9.25671219751689 |
| 2009-04-01 | 9.09071004957552 |
| 2009-05-01 | 9.04817832097563 |
| 2009-06-01 | 8.92414883127604 |
| 2009-07-01 | 8.84251114352553 |
| 2009-08-01 | 8.74622378195374 |
| 2009-09-01 | 8.76657779816763 |
| 2009-10-01 | 8.74205437857650 |
| 2009-11-01 | 8.82908777968466 |
| 2009-12-01 | 8.83355934601807 |
| 2010-01-01 | 8.82007487201781 |
| 2010-02-01 | 8.66413317403503 |
| 2010-03-01 | 8.70022090133466 |
| 2010-04-01 | 8.15352718047844 |
| 2010-05-01 | 8.01931267509113 |
| 2010-06-01 | 8.11135765286583 |
| 2010-07-01 | 8.12480059374635 |
| 2010-08-01 | 7.98280708805374 |
| 2010-09-01 | 7.93414407672288 |
| 2010-10-01 | 7.90320981919161 |
| 2010-11-01 | 7.80972055578752 |
| 2010-12-01 | 7.76995681046881 |
| 2011-01-01 | 7.94633506371196 |
| 2011-02-01 | 8.00218108769359 |
| 2011-03-01 | 7.95665677274099 |
| 2011-04-01 | 8.07112908531791 |
| 2011-05-01 | 7.90404947928909 |
| 2011-06-01 | 8.12097733831631 |
| 2011-07-01 | 8.44151900412631 |
| 2011-08-01 | 8.34408391535626 |
| 2011-09-01 | 8.55196325530043 |
| 2011-10-01 | 8.58167378985239 |
| 2011-11-01 | 8.72100183185279 |
| 2011-12-01 | 8.79641243443020 |
| 2012-01-01 | 8.84815794562510 |
| 2012-02-01 | 8.86330168886430 |
| 2012-03-01 | 9.01466668086581 |
| 2012-04-01 | 9.14412926543445 |
| 2012-05-01 | 9.21788646822262 |
| 2012-06-01 | 9.58890996155310 |
| 2012-07-01 | 9.26972658870659 |
| 2012-08-01 | 9.42109195393145 |
| 2012-09-01 | 9.16194271411299 |
| 2012-10-01 | 9.55396348489621 |
| 2012-11-01 | 9.30914820875369 |
| 2012-12-01 | 9.32346574792086 |
| 2013-01-01 | 9.35702996216675 |
| 2013-02-01 | 9.73230908056924 |
| 2013-03-01 | 9.70832365783019 |
| 2013-04-01 | 9.66916597892348 |
| 2013-05-01 | 9.71133657863115 |
| 2013-06-01 | 9.68783848419193 |
| 2013-07-01 | 9.68653259915895 |
| 2013-08-01 | 9.68408997481098 |
| 2013-09-01 | 9.67047829796488 |
| 2013-10-01 | 9.70856435879490 |
| 2013-11-01 | 9.78008634640218 |
| 2013-12-01 | 9.94975048784515 |
| 2014-01-01 | 9.77587619838400 |
| 2014-02-01 | 9.82955616144370 |
| 2014-03-01 | 9.92995104048666 |
| 2014-04-01 | 10.02854457907650 |
| 2014-05-01 | 10.21503128741560 |
| 2014-06-01 | 10.19045778648080 |
| 2014-07-01 | 10.29913217187510 |
| 2014-08-01 | 10.56615928168900 |
| 2014-09-01 | 10.69781248273650 |
| 2014-10-01 | 10.65949690654630 |
| 2014-11-01 | 10.62889583110200 |
| 2014-12-01 | 10.76959392770960 |
| 2015-01-01 | 10.89345474810760 |
| 2015-02-01 | 10.79243123229030 |
| 2015-03-01 | 10.93358277093070 |
| 2015-04-01 | 10.97639355890300 |
| 2015-05-01 | 10.92561738256100 |
| 2015-06-01 | 10.88816924739390 |
| 2015-07-01 | 11.71601166473220 |
| 2015-08-01 | 11.65379160547190 |
| 2015-09-01 | 11.71870744559820 |
| 2015-10-01 | 12.10410384240270 |
| 2015-11-01 | 11.97954593376660 |
| 2015-12-01 | 11.99685156749390 |
| 2016-01-01 | 12.31796180126280 |
| 2016-02-01 | 12.33113083372370 |
| 2016-03-01 | 12.23303024929210 |
| 2016-04-01 | 12.31789307120220 |
| 2016-05-01 | 12.34739590898530 |
| 2016-06-01 | 12.61643199983710 |
| 2016-07-01 | 12.79803201220350 |
| 2016-08-01 | 12.44468415214440 |
| 2016-09-01 | 12.41112932679010 |
| 2016-10-01 | 12.38316013525800 |
| 2016-11-01 | 12.32921651009890 |
| 2016-12-01 | 12.12117798927610 |
| 2017-01-01 | 11.97395555089350 |
| 2017-02-01 | 11.96102983233410 |
| 2017-03-01 | 11.90158091613270 |
| 2017-04-01 | 11.68820243122020 |
| 2017-05-01 | 11.71134269841720 |
| 2017-06-01 | 11.84898487241790 |
| 2017-07-01 | 11.80988775168700 |
| 2017-08-01 | 12.03884007676020 |
| 2017-09-01 | 11.96593000438670 |
| 2017-10-01 | 12.19188924988250 |
| 2017-11-01 | 12.21423160144680 |
| 2017-12-01 | 12.13630027277850 |
| 2018-01-01 | 12.12379312876290 |
| 2018-02-01 | 11.89333358336610 |
| 2018-03-01 | 12.23761189918220 |
| 2018-04-01 | 12.61265391114210 |
| 2018-05-01 | 12.49559084181180 |
| 2018-06-01 | 12.30481471868000 |
| 2018-07-01 | 12.33827120285340 |
| 2018-08-01 | 12.94333469057880 |
| 2018-09-01 | 12.34341243514990 |
| 2018-10-01 | 12.52084453258620 |
| 2018-11-01 | 12.51655974242180 |
| 2018-12-01 | 12.74416526571610 |
| 2019-01-01 | 12.76858383096910 |
| 2019-02-01 | 13.10563329321790 |
| 2019-03-01 | 12.87358114578780 |
| 2019-04-01 | 12.72904424558740 |
| 2019-05-01 | 12.26167295662380 |
| 2019-06-01 | 12.63799485145060 |
| 2019-07-01 | 12.74694316064280 |
| 2019-08-01 | 13.15413296195780 |
| 2019-09-01 | 13.11119585414760 |
| 2019-10-01 | 12.67048120589370 |
| 2019-11-01 | 12.85794510292930 |
| 2019-12-01 | 12.62171215633270 |
| 2020-01-01 | 12.67715212645690 |
| 2020-02-01 | 13.20312197632330 |
| 2020-03-01 | 13.21806445860570 |
| 2020-04-01 | 11.65631513734350 |
| 2020-05-01 | 11.75534719942980 |
| 2020-06-01 | 11.64297048286540 |
| 2020-07-01 | 11.74506642556200 |
| 2020-08-01 | 11.54157289768260 |
| 2020-09-01 | 11.51247036406910 |
| 2020-10-01 | 11.71639280705190 |
| 2020-11-01 | 11.70163377187710 |
| 2020-12-01 | 11.91030147935810 |
| 2021-01-01 | 12.08029535070830 |
| 2021-02-01 | 11.93482799639710 |
| 2021-03-01 | 12.00243364596320 |
| 2021-04-01 | 12.26599508679650 |
| 2021-05-01 | 12.68873997854120 |
| 2021-06-01 | 12.65562946611130 |
| 2021-07-01 | 13.62020358542220 |
| 2021-08-01 | 13.52655805814970 |
| 2021-09-01 | 13.88834930642150 |
| 2021-10-01 | 15.15563095863880 |
| 2021-11-01 | 14.45801153550700 |
| 2021-12-01 | 14.63982223331610 |
| 2022-01-01 | 13.18719294996080 |
| 2022-02-01 | 13.10486765040920 |
| 2022-03-01 | 13.34746043775610 |
| 2022-04-01 | 14.66702584453830 |
| 2022-05-01 | 14.55540094553600 |
| 2022-06-01 | 14.65946545229520 |
| 2022-07-01 | 14.51042459854980 |
| 2022-08-01 | 14.36621801773180 |
| 2022-09-01 | 14.54972555193790 |
| 2022-10-01 | 14.15205315620160 |
| 2022-11-01 | 14.30617354022270 |
| 2022-12-01 | 14.55487873172910 |
| 2023-01-01 | 13.50850180466870 |
| 2023-02-01 | 13.47442683451070 |
| 2023-03-01 | 13.50331838192190 |
| 2023-04-01 | 13.39079325457140 |
| 2023-05-01 | 13.36322783050150 |
| 2023-06-01 | 13.49308434220530 |
| 2023-07-01 | 13.76014323287150 |
| 2023-08-01 | 14.39119965748190 |
| 2023-09-01 | 14.12141994549200 |
| 2023-10-01 | 13.74539094188330 |
| 2023-11-01 | 13.54600561552120 |
| 2023-12-01 | 13.35522975649390 |
| 2024-01-01 | 13.32753026585710 |
| 2024-02-01 | 13.31527983978620 |
| 2024-03-01 | 13.33917457958540 |
| 2024-04-01 | 13.29641259335370 |
| 2024-05-01 | 13.69615937252390 |
| 2024-06-01 | 13.85843818711280 |
| 2024-07-01 | 14.11040539796470 |
| 2024-08-01 | 14.11634235633770 |
| 2024-09-01 | 13.31013095215340 |
| 2024-10-01 | 13.43095529596630 |
| 2024-11-01 | 13.37291554790530 |
| 2024-12-01 | 13.07304058301880 |
| 2025-01-01 | 13.05819588936660 |
| 2025-02-01 | 13.02449590139880 |
| 2025-03-01 | 12.85781467749600 |
| 2025-04-01 | 12.79540198889900 |
| 2025-05-01 | 12.68279560340060 |
| 2025-06-01 | 13.24989499357120 |
| 2025-07-01 | 12.34186810626830 |
| 2025-08-01 | 12.29640748745940 |
| 2025-09-01 | 12.11280119189720 |
| 2025-10-01 | 12.21983634545770 |
| 2025-11-01 | 12.07110880022530 |
| 2025-12-01 | 12.27870173300940 |
| 2026-01-01 | 12.16247397699190 |
| 2026-02-01 | 12.12389271756710 |
| 2026-03-01 | 12.06807051922300 |
| 2026-04-01 | 11.99278725277760 |
| 2026-05-01 | 11.45632739025980 |
| 2026-06-01 | 11.76441799771990 |