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 2026-07-01 |
| Last Updated | 2026-08-21 7:22 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 | 9.23603830021001 |
| 1990-02-01 | 9.23025592040075 |
| 1990-03-01 | 9.21558602261793 |
| 1990-04-01 | 9.21105930683673 |
| 1990-05-01 | 9.36131743522888 |
| 1990-06-01 | 9.39939005275563 |
| 1990-07-01 | 9.17433087828105 |
| 1990-08-01 | 9.09692592649973 |
| 1990-09-01 | 9.07965037861195 |
| 1990-10-01 | 9.23869333742681 |
| 1990-11-01 | 9.25464840503969 |
| 1990-12-01 | 9.09097871837940 |
| 1991-01-01 | 9.34398839879106 |
| 1991-02-01 | 9.42795607561510 |
| 1991-03-01 | 9.50555565859495 |
| 1991-04-01 | 9.19801333871057 |
| 1991-05-01 | 9.04256704104012 |
| 1991-06-01 | 8.99115325032202 |
| 1991-07-01 | 9.68990614265172 |
| 1991-08-01 | 9.60276033574160 |
| 1991-09-01 | 9.69930957096423 |
| 1991-10-01 | 9.65436766727645 |
| 1991-11-01 | 9.66851487876799 |
| 1991-12-01 | 9.79686042592137 |
| 1992-01-01 | 9.55944254614511 |
| 1992-02-01 | 8.88817100214282 |
| 1992-03-01 | 8.95648796291587 |
| 1992-04-01 | 8.88393891269153 |
| 1992-05-01 | 8.81601479291445 |
| 1992-06-01 | 8.90039870218691 |
| 1992-07-01 | 9.05319565481504 |
| 1992-08-01 | 8.95397170294343 |
| 1992-09-01 | 8.87210729567282 |
| 1992-10-01 | 8.43842768828395 |
| 1992-11-01 | 8.43997941156340 |
| 1992-12-01 | 8.39372134871340 |
| 1993-01-01 | 8.30582025911528 |
| 1993-02-01 | 8.16879461824752 |
| 1993-03-01 | 8.11986335894641 |
| 1993-04-01 | 8.09504833390190 |
| 1993-05-01 | 8.28240223881782 |
| 1993-06-01 | 8.07984936883662 |
| 1993-07-01 | 7.89601185661152 |
| 1993-08-01 | 8.00082881390150 |
| 1993-09-01 | 7.94194378189734 |
| 1993-10-01 | 8.25764085810611 |
| 1993-11-01 | 8.24232622408232 |
| 1993-12-01 | 8.18950903638923 |
| 1994-01-01 | 8.22140705852975 |
| 1994-02-01 | 8.29940948809109 |
| 1994-03-01 | 8.21904236868565 |
| 1994-04-01 | 8.43462275257200 |
| 1994-05-01 | 8.25043215253589 |
| 1994-06-01 | 8.18039444780212 |
| 1994-07-01 | 8.31260274527710 |
| 1994-08-01 | 8.30966043798138 |
| 1994-09-01 | 8.16150481941235 |
| 1994-10-01 | 7.95606752887557 |
| 1994-11-01 | 7.83370925687320 |
| 1994-12-01 | 7.87253253894902 |
| 1995-01-01 | 7.92764967518641 |
| 1995-02-01 | 7.95688835351170 |
| 1995-03-01 | 7.94666444153128 |
| 1995-04-01 | 7.94743120149186 |
| 1995-05-01 | 8.13300460788685 |
| 1995-06-01 | 7.85779724989316 |
| 1995-07-01 | 7.89859330695530 |
| 1995-08-01 | 7.89953248597624 |
| 1995-09-01 | 7.96588674868175 |
| 1995-10-01 | 7.95564278805810 |
| 1995-11-01 | 8.04168128138298 |
| 1995-12-01 | 7.75022322456888 |
| 1996-01-01 | 8.01284994311425 |
| 1996-02-01 | 8.17737677782533 |
| 1996-03-01 | 8.33310228157233 |
| 1996-04-01 | 8.32160780813025 |
| 1996-05-01 | 8.73670677615472 |
| 1996-06-01 | 8.46277637170729 |
| 1996-07-01 | 8.41778006618622 |
| 1996-08-01 | 8.42944463688795 |
| 1996-09-01 | 8.49737406755931 |
| 1996-10-01 | 8.45519821532411 |
| 1996-11-01 | 8.55141649883261 |
| 1996-12-01 | 8.61035054885837 |
| 1997-01-01 | 8.68926451778414 |
| 1997-02-01 | 8.58224306125859 |
| 1997-03-01 | 8.62227085588651 |
| 1997-04-01 | 8.81650518578378 |
| 1997-05-01 | 8.76534054823338 |
| 1997-06-01 | 8.95686016440846 |
| 1997-07-01 | 8.71529065713082 |
| 1997-08-01 | 8.74439723663834 |
| 1997-09-01 | 8.81296130757369 |
| 1997-10-01 | 9.05949711522394 |
| 1997-11-01 | 9.06551960727958 |
| 1997-12-01 | 9.28004235781270 |
| 1998-01-01 | 9.55091452993745 |
| 1998-02-01 | 9.26109087300900 |
| 1998-03-01 | 9.29164854083963 |
| 1998-04-01 | 8.75270056726049 |
| 1998-05-01 | 9.30114090689169 |
| 1998-06-01 | 9.34605058955566 |
| 1998-07-01 | 9.32088878587516 |
| 1998-08-01 | 9.36413102911071 |
| 1998-09-01 | 9.35327507352740 |
| 1998-10-01 | 9.24556859587261 |
| 1998-11-01 | 9.37404749073976 |
| 1998-12-01 | 9.08452957366106 |
| 1999-01-01 | 8.84346621677048 |
| 1999-02-01 | 8.86769791239893 |
| 1999-03-01 | 8.91686892434714 |
| 1999-04-01 | 8.96474952284746 |
| 1999-05-01 | 9.12564422651474 |
| 1999-06-01 | 9.22411771281384 |
| 1999-07-01 | 9.40950843285847 |
| 1999-08-01 | 9.46288094224266 |
| 1999-09-01 | 9.47154665053895 |
| 1999-10-01 | 9.55839277936150 |
| 1999-11-01 | 9.59166199743593 |
| 1999-12-01 | 9.50441229131768 |
| 2000-01-01 | 9.80616737311222 |
| 2000-02-01 | 9.50722027940516 |
| 2000-03-01 | 9.18386367406715 |
| 2000-04-01 | 9.34170654287633 |
| 2000-05-01 | 9.34253259385998 |
| 2000-06-01 | 9.52594304991777 |
| 2000-07-01 | 9.61058493095482 |
| 2000-08-01 | 9.66914934763906 |
| 2000-09-01 | 9.80831795849145 |
| 2000-10-01 | 9.88476590480080 |
| 2000-11-01 | 10.01653951958120 |
| 2000-12-01 | 10.13175976504970 |
| 2001-01-01 | 10.47550280690880 |
| 2001-02-01 | 10.32579229397330 |
| 2001-03-01 | 10.18064385176880 |
| 2001-04-01 | 9.89258733058062 |
| 2001-05-01 | 10.06402165254810 |
| 2001-06-01 | 9.94148381241390 |
| 2001-07-01 | 9.81778321845358 |
| 2001-08-01 | 9.68141895368774 |
| 2001-09-01 | 9.40012917274113 |
| 2001-10-01 | 9.29526070771029 |
| 2001-11-01 | 9.09593133990740 |
| 2001-12-01 | 8.86491215690722 |
| 2002-01-01 | 8.69648164041940 |
| 2002-02-01 | 8.59386914919404 |
| 2002-03-01 | 8.66892022022975 |
| 2002-04-01 | 8.45014941277244 |
| 2002-05-01 | 8.34274129091931 |
| 2002-06-01 | 8.11671500497051 |
| 2002-07-01 | 7.75312177423103 |
| 2002-08-01 | 7.60758171953139 |
| 2002-09-01 | 7.52780835135405 |
| 2002-10-01 | 6.93077280683035 |
| 2002-11-01 | 7.23060894105789 |
| 2002-12-01 | 7.17401335846663 |
| 2003-01-01 | 7.22824649750899 |
| 2003-02-01 | 7.16993615965028 |
| 2003-03-01 | 7.17566272024022 |
| 2003-04-01 | 7.11725519897285 |
| 2003-05-01 | 7.02605688637998 |
| 2003-06-01 | 7.00273696943387 |
| 2003-07-01 | 6.92668839836555 |
| 2003-08-01 | 6.99348284093501 |
| 2003-09-01 | 6.88705348319090 |
| 2003-10-01 | 6.72791596725606 |
| 2003-11-01 | 6.90608615436665 |
| 2003-12-01 | 6.96117515930911 |
| 2004-01-01 | 6.94347292998125 |
| 2004-02-01 | 6.98749763324288 |
| 2004-03-01 | 6.81422277476424 |
| 2004-04-01 | 6.73840509219109 |
| 2004-05-01 | 6.73210252676194 |
| 2004-06-01 | 6.70893462856248 |
| 2004-07-01 | 6.91838078440404 |
| 2004-08-01 | 6.88912651729981 |
| 2004-09-01 | 6.97954708117808 |
| 2004-10-01 | 6.92372368815744 |
| 2004-11-01 | 6.98147383095081 |
| 2004-12-01 | 6.94180855402403 |
| 2005-01-01 | 7.05476094035103 |
| 2005-02-01 | 7.19291646922156 |
| 2005-03-01 | 7.11545081262704 |
| 2005-04-01 | 7.22059670633601 |
| 2005-05-01 | 7.05131665745763 |
| 2005-06-01 | 7.23478694567443 |
| 2005-07-01 | 7.31866100519972 |
| 2005-08-01 | 7.40412948212521 |
| 2005-09-01 | 7.48682373129811 |
| 2005-10-01 | 7.62705189695743 |
| 2005-11-01 | 7.77019271646108 |
| 2005-12-01 | 7.91228347669020 |
| 2006-01-01 | 7.95278033165134 |
| 2006-02-01 | 8.15455566813190 |
| 2006-03-01 | 8.35943551449604 |
| 2006-04-01 | 8.65511346385143 |
| 2006-05-01 | 8.90660978693269 |
| 2006-06-01 | 9.00149220570339 |
| 2006-07-01 | 8.95608023770283 |
| 2006-08-01 | 8.94699885547040 |
| 2006-09-01 | 9.15346441247909 |
| 2006-10-01 | 9.03827551179561 |
| 2006-11-01 | 9.06245956313285 |
| 2006-12-01 | 9.17976357144647 |
| 2007-01-01 | 8.94471175716747 |
| 2007-02-01 | 8.93455496195751 |
| 2007-03-01 | 8.94593598580109 |
| 2007-04-01 | 8.86993095766589 |
| 2007-05-01 | 8.91951331764128 |
| 2007-06-01 | 9.00274083594143 |
| 2007-07-01 | 9.15638883752167 |
| 2007-08-01 | 9.13257824535114 |
| 2007-09-01 | 9.16041804487358 |
| 2007-10-01 | 9.21197703663034 |
| 2007-11-01 | 9.24662414214625 |
| 2007-12-01 | 9.17825119190940 |
| 2008-01-01 | 9.33289637358122 |
| 2008-02-01 | 9.32534265345743 |
| 2008-03-01 | 9.14876166002169 |
| 2008-04-01 | 9.36263780295641 |
| 2008-05-01 | 9.44898118227280 |
| 2008-06-01 | 9.42685989284190 |
| 2008-07-01 | 9.35772380026348 |
| 2008-08-01 | 9.51500022574527 |
| 2008-09-01 | 9.38140000053901 |
| 2008-10-01 | 9.48691461853073 |
| 2008-11-01 | 9.43863176314595 |
| 2008-12-01 | 9.49215650067147 |
| 2009-01-01 | 9.31536303626291 |
| 2009-02-01 | 9.33555237140730 |
| 2009-03-01 | 9.25671898128050 |
| 2009-04-01 | 9.09070438254451 |
| 2009-05-01 | 9.04816491529517 |
| 2009-06-01 | 8.92414131016341 |
| 2009-07-01 | 8.84250748736646 |
| 2009-08-01 | 8.74622101558111 |
| 2009-09-01 | 8.76658275834257 |
| 2009-10-01 | 8.74206462425868 |
| 2009-11-01 | 8.82908929561817 |
| 2009-12-01 | 8.83356274049755 |
| 2010-01-01 | 8.82008017227447 |
| 2010-02-01 | 8.66413973932612 |
| 2010-03-01 | 8.70022478664180 |
| 2010-04-01 | 8.15351913009682 |
| 2010-05-01 | 8.01929474800341 |
| 2010-06-01 | 8.11134627672717 |
| 2010-07-01 | 8.12479681439024 |
| 2010-08-01 | 7.98280510212167 |
| 2010-09-01 | 7.93415524217439 |
| 2010-10-01 | 7.90322935417103 |
| 2010-11-01 | 7.80972298716949 |
| 2010-12-01 | 7.76996008450614 |
| 2011-01-01 | 7.94634099600459 |
| 2011-02-01 | 8.00218716806684 |
| 2011-03-01 | 7.95665420489682 |
| 2011-04-01 | 8.07111289494059 |
| 2011-05-01 | 7.90402455055255 |
| 2011-06-01 | 8.12095996059653 |
| 2011-07-01 | 8.44151678804791 |
| 2011-08-01 | 8.34408700563599 |
| 2011-09-01 | 8.55198726376337 |
| 2011-10-01 | 8.58170922380501 |
| 2011-11-01 | 8.72100761204593 |
| 2011-12-01 | 8.79641880966117 |
| 2012-01-01 | 8.84816602063652 |
| 2012-02-01 | 8.86330496288074 |
| 2012-03-01 | 9.01465212628044 |
| 2012-04-01 | 9.14409871870175 |
| 2012-05-01 | 9.21783784437315 |
| 2012-06-01 | 9.58885828364756 |
| 2012-07-01 | 9.26975474036674 |
| 2012-08-01 | 9.42111561961388 |
| 2012-09-01 | 9.16198148299053 |
| 2012-10-01 | 9.55401626428374 |
| 2012-11-01 | 9.30916089093076 |
| 2012-12-01 | 9.32347424455798 |
| 2013-01-01 | 9.35704366532161 |
| 2013-02-01 | 9.73230129589357 |
| 2013-03-01 | 9.70829077387551 |
| 2013-04-01 | 9.66911480496972 |
| 2013-05-01 | 9.71126317768813 |
| 2013-06-01 | 9.68775069830198 |
| 2013-07-01 | 9.68660730428899 |
| 2013-08-01 | 9.68413512510407 |
| 2013-09-01 | 9.67053388854873 |
| 2013-10-01 | 9.70863364054304 |
| 2013-11-01 | 9.78010900925251 |
| 2013-12-01 | 9.94976369217349 |
| 2014-01-01 | 9.77589570555548 |
| 2014-02-01 | 9.82953294575298 |
| 2014-03-01 | 9.92989324601561 |
| 2014-04-01 | 10.02846535220120 |
| 2014-05-01 | 10.21492723708510 |
| 2014-06-01 | 10.19033303248500 |
| 2014-07-01 | 10.29926598398670 |
| 2014-08-01 | 10.56624055465990 |
| 2014-09-01 | 10.69788960175990 |
| 2014-10-01 | 10.65958461807380 |
| 2014-11-01 | 10.62893622539370 |
| 2014-12-01 | 10.76961121261380 |
| 2015-01-01 | 10.89348167756950 |
| 2015-02-01 | 10.79238166989960 |
| 2015-03-01 | 10.93351784578960 |
| 2015-04-01 | 10.97620137604870 |
| 2015-05-01 | 10.92551024110910 |
| 2015-06-01 | 10.88804696974110 |
| 2015-07-01 | 11.71620240589830 |
| 2015-08-01 | 11.65391072565040 |
| 2015-09-01 | 11.71882315913190 |
| 2015-10-01 | 12.10421955033290 |
| 2015-11-01 | 11.97961378272430 |
| 2015-12-01 | 11.99689327253790 |
| 2016-01-01 | 12.31801507638530 |
| 2016-02-01 | 12.33098284430120 |
| 2016-03-01 | 12.23295271570230 |
| 2016-04-01 | 12.31754814778430 |
| 2016-05-01 | 12.34724507643450 |
| 2016-06-01 | 12.61628171536210 |
| 2016-07-01 | 12.79823489048880 |
| 2016-08-01 | 12.44505213060440 |
| 2016-09-01 | 12.41127048111220 |
| 2016-10-01 | 12.38328391310170 |
| 2016-11-01 | 12.32930707310660 |
| 2016-12-01 | 12.12124540403590 |
| 2017-01-01 | 11.97401226421950 |
| 2017-02-01 | 11.96077273043580 |
| 2017-03-01 | 11.90146998099400 |
| 2017-04-01 | 11.68770591136220 |
| 2017-05-01 | 11.71114159731740 |
| 2017-06-01 | 11.84885779100380 |
| 2017-07-01 | 11.81007421855710 |
| 2017-08-01 | 12.03947995879800 |
| 2017-09-01 | 11.96615256548210 |
| 2017-10-01 | 12.19206010237100 |
| 2017-11-01 | 12.21434346916860 |
| 2017-12-01 | 12.13640210469990 |
| 2018-01-01 | 12.12386005367990 |
| 2018-02-01 | 11.89294172089600 |
| 2018-03-01 | 12.23736119840410 |
| 2018-04-01 | 12.61192068203180 |
| 2018-05-01 | 12.49528098891740 |
| 2018-06-01 | 12.30430325941200 |
| 2018-07-01 | 12.33858714999070 |
| 2018-08-01 | 12.94489320049540 |
| 2018-09-01 | 12.34369235314470 |
| 2018-10-01 | 12.52106542208520 |
| 2018-11-01 | 12.51670317234560 |
| 2018-12-01 | 12.74426876677920 |
| 2019-01-01 | 12.76857279440440 |
| 2019-02-01 | 13.10505912055490 |
| 2019-03-01 | 12.87309736184350 |
| 2019-04-01 | 12.72799484744560 |
| 2019-05-01 | 12.26120107768730 |
| 2019-06-01 | 12.63709140827250 |
| 2019-07-01 | 12.74753815696150 |
| 2019-08-01 | 13.15658520095370 |
| 2019-09-01 | 13.11175408397530 |
| 2019-10-01 | 12.67084135681820 |
| 2019-11-01 | 12.85809278435390 |
| 2019-12-01 | 12.62173624733120 |
| 2020-01-01 | 12.67702493646870 |
| 2020-02-01 | 13.20238881962870 |
| 2020-03-01 | 13.21722970362610 |
| 2020-04-01 | 11.65506658433710 |
| 2020-05-01 | 11.75464134340090 |
| 2020-06-01 | 11.64163355170250 |
| 2020-07-01 | 11.74563718950460 |
| 2020-08-01 | 11.54484145619040 |
| 2020-09-01 | 11.51387835305810 |
| 2020-10-01 | 11.71660753097180 |
| 2020-11-01 | 11.70170410483220 |
| 2020-12-01 | 11.91028462987300 |
| 2021-01-01 | 12.08003093345730 |
| 2021-02-01 | 11.93400018402040 |
| 2021-03-01 | 12.00123623604390 |
| 2021-04-01 | 12.26399143948230 |
| 2021-05-01 | 12.68724822638150 |
| 2021-06-01 | 12.65351436705290 |
| 2021-07-01 | 13.62148405489310 |
| 2021-08-01 | 13.53170679420260 |
| 2021-09-01 | 13.89190334655580 |
| 2021-10-01 | 15.15609970133940 |
| 2021-11-01 | 14.45819105064260 |
| 2021-12-01 | 14.63976425156980 |
| 2022-01-01 | 13.18661792610340 |
| 2022-02-01 | 13.10344703606610 |
| 2022-03-01 | 13.34513585904800 |
| 2022-04-01 | 14.66327142802430 |
| 2022-05-01 | 14.55259942363790 |
| 2022-06-01 | 14.65484331494910 |
| 2022-07-01 | 14.51318707034890 |
| 2022-08-01 | 14.37410729857290 |
| 2022-09-01 | 14.55647169514630 |
| 2022-10-01 | 14.15352550975160 |
| 2022-11-01 | 14.30683639182420 |
| 2022-12-01 | 14.55478347668020 |
| 2023-01-01 | 13.50724335438090 |
| 2023-02-01 | 13.47167995207400 |
| 2023-03-01 | 13.49922972617930 |
| 2023-04-01 | 13.38495195466690 |
| 2023-05-01 | 13.35967315766230 |
| 2023-06-01 | 13.48290806634150 |
| 2023-07-01 | 13.76834330642740 |
| 2023-08-01 | 14.40301454800110 |
| 2023-09-01 | 14.13180495360610 |
| 2023-10-01 | 13.74929985842550 |
| 2023-11-01 | 13.54755751835390 |
| 2023-12-01 | 13.35412527945150 |
| 2024-01-01 | 13.32393077870650 |
| 2024-02-01 | 13.30977272449970 |
| 2024-03-01 | 13.33228927101840 |
| 2024-04-01 | 13.28787106439100 |
| 2024-05-01 | 13.69205798787240 |
| 2024-06-01 | 13.84414791133500 |
| 2024-07-01 | 14.12456471809310 |
| 2024-08-01 | 14.13216383924870 |
| 2024-09-01 | 13.32365144184100 |
| 2024-10-01 | 13.43715468058190 |
| 2024-11-01 | 13.37522068101240 |
| 2024-12-01 | 13.07073097339520 |
| 2025-01-01 | 13.05197416592000 |
| 2025-02-01 | 13.01598529401990 |
| 2025-03-01 | 12.84825658567820 |
| 2025-04-01 | 12.78436505445530 |
| 2025-05-01 | 12.67868872015430 |
| 2025-06-01 | 13.23275452135720 |
| 2025-07-01 | 12.36128831482920 |
| 2025-08-01 | 12.31342115014720 |
| 2025-09-01 | 12.12755156364610 |
| 2025-10-01 | 12.22739967140080 |
| 2025-11-01 | 12.07368625237790 |
| 2025-12-01 | 12.27503065598320 |
| 2026-01-01 | 12.15395376226180 |
| 2026-02-01 | 12.11325300306220 |
| 2026-03-01 | 12.05669637653640 |
| 2026-04-01 | 11.98071196121490 |
| 2026-05-01 | 11.45277441308350 |
| 2026-06-01 | 11.74921781468430 |
| 2026-07-01 | 11.68146120946480 |