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 2026-09-01 |
| Last Updated | 2026-10-20 10:07 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 | 9.2361104307 |
| 1990-02-01 | 9.2301786374 |
| 1990-03-01 | 9.2154946028 |
| 1990-04-01 | 9.2109895671 |
| 1990-05-01 | 9.3612649982 |
| 1990-06-01 | 9.3993469347 |
| 1990-07-01 | 9.1743636203 |
| 1990-08-01 | 9.0969682033 |
| 1990-09-01 | 9.0797001810 |
| 1990-10-01 | 9.2387238285 |
| 1990-11-01 | 9.2547122095 |
| 1990-12-01 | 9.0910357655 |
| 1991-01-01 | 9.3440527549 |
| 1991-02-01 | 9.4278838724 |
| 1991-03-01 | 9.5054684510 |
| 1991-04-01 | 9.1979427359 |
| 1991-05-01 | 9.0425218220 |
| 1991-06-01 | 8.9911156890 |
| 1991-07-01 | 9.6899368672 |
| 1991-08-01 | 9.6028032956 |
| 1991-09-01 | 9.6993564463 |
| 1991-10-01 | 9.6543953290 |
| 1991-11-01 | 9.6685779719 |
| 1991-12-01 | 9.7969132903 |
| 1992-01-01 | 9.5594991668 |
| 1992-02-01 | 8.8881123426 |
| 1992-03-01 | 8.9564179514 |
| 1992-04-01 | 8.8838759685 |
| 1992-05-01 | 8.8159794007 |
| 1992-06-01 | 8.9003675307 |
| 1992-07-01 | 9.0532201678 |
| 1992-08-01 | 8.9540079091 |
| 1992-09-01 | 8.8721412056 |
| 1992-10-01 | 8.4384441414 |
| 1992-11-01 | 8.4400267291 |
| 1992-12-01 | 8.3937574788 |
| 1993-01-01 | 8.3058625435 |
| 1993-02-01 | 8.1687478537 |
| 1993-03-01 | 8.1198155154 |
| 1993-04-01 | 8.0949994035 |
| 1993-05-01 | 8.2823788332 |
| 1993-06-01 | 8.0798309466 |
| 1993-07-01 | 7.8960266438 |
| 1993-08-01 | 8.0008563543 |
| 1993-09-01 | 7.9419653733 |
| 1993-10-01 | 8.2576475406 |
| 1993-11-01 | 8.2423645159 |
| 1993-12-01 | 8.1895321483 |
| 1994-01-01 | 8.2214341725 |
| 1994-02-01 | 8.2993775804 |
| 1994-03-01 | 8.2190115466 |
| 1994-04-01 | 8.4345837195 |
| 1994-05-01 | 8.2504175992 |
| 1994-06-01 | 8.1803845756 |
| 1994-07-01 | 8.3126121690 |
| 1994-08-01 | 8.3096813910 |
| 1994-09-01 | 8.1615179614 |
| 1994-10-01 | 7.9560697303 |
| 1994-11-01 | 7.8337347602 |
| 1994-12-01 | 7.8725447072 |
| 1995-01-01 | 7.9276616948 |
| 1995-02-01 | 7.9568723983 |
| 1995-03-01 | 7.9466506560 |
| 1995-04-01 | 7.9474028799 |
| 1995-05-01 | 8.1329970324 |
| 1995-06-01 | 7.8577956481 |
| 1995-07-01 | 7.8985965867 |
| 1995-08-01 | 7.8995460946 |
| 1995-09-01 | 7.9658927815 |
| 1995-10-01 | 7.9556433500 |
| 1995-11-01 | 8.0416999693 |
| 1995-12-01 | 7.7502266821 |
| 1996-01-01 | 8.0128488544 |
| 1996-02-01 | 8.1773746121 |
| 1996-03-01 | 8.3330982074 |
| 1996-04-01 | 8.3215875515 |
| 1996-05-01 | 8.7367012816 |
| 1996-06-01 | 8.4627771702 |
| 1996-07-01 | 8.4177822781 |
| 1996-08-01 | 8.4294528683 |
| 1996-09-01 | 8.4973764608 |
| 1996-10-01 | 8.4552003403 |
| 1996-11-01 | 8.5514275182 |
| 1996-12-01 | 8.6103516259 |
| 1997-01-01 | 8.6892610396 |
| 1997-02-01 | 8.5822430087 |
| 1997-03-01 | 8.6222705595 |
| 1997-04-01 | 8.8164910825 |
| 1997-05-01 | 8.7653369459 |
| 1997-06-01 | 8.9568617342 |
| 1997-07-01 | 8.7152924685 |
| 1997-08-01 | 8.7444022685 |
| 1997-09-01 | 8.8129636277 |
| 1997-10-01 | 9.0594990919 |
| 1997-11-01 | 9.0655262793 |
| 1997-12-01 | 9.2800434144 |
| 1998-01-01 | 9.5509086770 |
| 1998-02-01 | 9.2610914339 |
| 1998-03-01 | 9.2916489796 |
| 1998-04-01 | 8.7526916208 |
| 1998-05-01 | 9.3011384230 |
| 1998-06-01 | 9.3460509677 |
| 1998-07-01 | 9.3208899037 |
| 1998-08-01 | 9.3641338405 |
| 1998-09-01 | 9.3532791577 |
| 1998-10-01 | 9.2455729757 |
| 1998-11-01 | 9.3740512915 |
| 1998-12-01 | 9.0845315223 |
| 1999-01-01 | 8.8434593463 |
| 1999-02-01 | 8.8676975353 |
| 1999-03-01 | 8.9168715137 |
| 1999-04-01 | 8.9647400611 |
| 1999-05-01 | 9.1256419532 |
| 1999-06-01 | 9.2241152007 |
| 1999-07-01 | 9.4095118496 |
| 1999-08-01 | 9.4628798501 |
| 1999-09-01 | 9.4715461777 |
| 1999-10-01 | 9.5584164914 |
| 1999-11-01 | 9.5916616116 |
| 1999-12-01 | 9.5044112779 |
| 2000-01-01 | 9.8061576801 |
| 2000-02-01 | 9.5072182844 |
| 2000-03-01 | 9.1838670204 |
| 2000-04-01 | 9.3416973298 |
| 2000-05-01 | 9.3425283602 |
| 2000-06-01 | 9.5259375596 |
| 2000-07-01 | 9.6105907874 |
| 2000-08-01 | 9.6691439948 |
| 2000-09-01 | 9.8083122203 |
| 2000-10-01 | 9.8848151037 |
| 2000-11-01 | 10.0165340707 |
| 2000-12-01 | 10.1317547672 |
| 2001-01-01 | 10.4754910222 |
| 2001-02-01 | 10.3257878832 |
| 2001-03-01 | 10.1806471132 |
| 2001-04-01 | 9.8925777893 |
| 2001-05-01 | 10.0640147563 |
| 2001-06-01 | 9.9414750954 |
| 2001-07-01 | 9.8177920139 |
| 2001-08-01 | 9.6814095049 |
| 2001-09-01 | 9.4001185925 |
| 2001-10-01 | 9.2953301829 |
| 2001-11-01 | 9.0959216174 |
| 2001-12-01 | 8.8649042867 |
| 2002-01-01 | 8.6964716092 |
| 2002-02-01 | 8.5938639593 |
| 2002-03-01 | 8.6689206897 |
| 2002-04-01 | 8.4501419548 |
| 2002-05-01 | 8.3427348450 |
| 2002-06-01 | 8.1167072917 |
| 2002-07-01 | 7.7531284331 |
| 2002-08-01 | 7.6075741653 |
| 2002-09-01 | 7.5277999210 |
| 2002-10-01 | 6.9308284166 |
| 2002-11-01 | 7.2306010673 |
| 2002-12-01 | 7.1740063703 |
| 2003-01-01 | 7.2282387152 |
| 2003-02-01 | 7.1699308697 |
| 2003-03-01 | 7.1756624387 |
| 2003-04-01 | 7.1172491347 |
| 2003-05-01 | 7.0260508608 |
| 2003-06-01 | 7.0027308255 |
| 2003-07-01 | 6.9266947631 |
| 2003-08-01 | 6.9934757586 |
| 2003-09-01 | 6.8870452741 |
| 2003-10-01 | 6.7279693009 |
| 2003-11-01 | 6.9060779973 |
| 2003-12-01 | 6.9611687627 |
| 2004-01-01 | 6.9434665807 |
| 2004-02-01 | 6.9874928012 |
| 2004-03-01 | 6.8142211582 |
| 2004-04-01 | 6.7384007979 |
| 2004-05-01 | 6.7320972566 |
| 2004-06-01 | 6.7089306796 |
| 2004-07-01 | 6.9183850734 |
| 2004-08-01 | 6.8891218944 |
| 2004-09-01 | 6.9795415898 |
| 2004-10-01 | 6.9237638402 |
| 2004-11-01 | 6.9814681855 |
| 2004-12-01 | 6.9418048582 |
| 2005-01-01 | 7.0547564009 |
| 2005-02-01 | 7.1929128271 |
| 2005-03-01 | 7.1154494112 |
| 2005-04-01 | 7.2205936906 |
| 2005-05-01 | 7.0513114785 |
| 2005-06-01 | 7.2347842605 |
| 2005-07-01 | 7.3186629972 |
| 2005-08-01 | 7.4041269084 |
| 2005-09-01 | 7.4868209923 |
| 2005-10-01 | 7.6270763149 |
| 2005-11-01 | 7.7701899277 |
| 2005-12-01 | 7.9122833890 |
| 2006-01-01 | 7.9527784185 |
| 2006-02-01 | 8.1545540700 |
| 2006-03-01 | 8.3594351863 |
| 2006-04-01 | 8.6551114108 |
| 2006-05-01 | 8.9066033659 |
| 2006-06-01 | 9.0014894598 |
| 2006-07-01 | 8.9560784155 |
| 2006-08-01 | 8.9469981438 |
| 2006-09-01 | 9.1534646665 |
| 2006-10-01 | 9.0382813242 |
| 2006-11-01 | 9.0624612712 |
| 2006-12-01 | 9.1797680852 |
| 2007-01-01 | 8.9447136041 |
| 2007-02-01 | 8.9345576859 |
| 2007-03-01 | 8.9459437316 |
| 2007-04-01 | 8.8699243930 |
| 2007-05-01 | 8.9195038449 |
| 2007-06-01 | 9.0027362980 |
| 2007-07-01 | 9.1563854503 |
| 2007-08-01 | 9.1325759122 |
| 2007-09-01 | 9.1604169119 |
| 2007-10-01 | 9.2119775721 |
| 2007-11-01 | 9.2466267375 |
| 2007-12-01 | 9.1782569836 |
| 2008-01-01 | 9.3329027655 |
| 2008-02-01 | 9.3253509783 |
| 2008-03-01 | 9.1487762977 |
| 2008-04-01 | 9.3626255072 |
| 2008-05-01 | 9.4489677743 |
| 2008-06-01 | 9.4268524281 |
| 2008-07-01 | 9.3577185073 |
| 2008-08-01 | 9.5149960172 |
| 2008-09-01 | 9.3813975106 |
| 2008-10-01 | 9.4869146546 |
| 2008-11-01 | 9.4386352200 |
| 2008-12-01 | 9.4921623522 |
| 2009-01-01 | 9.3153728154 |
| 2009-02-01 | 9.3355656574 |
| 2009-03-01 | 9.2567395229 |
| 2009-04-01 | 9.0906868390 |
| 2009-05-01 | 9.0481492225 |
| 2009-06-01 | 8.9241319751 |
| 2009-07-01 | 8.8425012915 |
| 2009-08-01 | 8.7462164714 |
| 2009-09-01 | 8.7665808482 |
| 2009-10-01 | 8.7420640828 |
| 2009-11-01 | 8.8290936029 |
| 2009-12-01 | 8.8335670668 |
| 2010-01-01 | 8.8200917811 |
| 2010-02-01 | 8.6641547816 |
| 2010-03-01 | 8.7002433531 |
| 2010-04-01 | 8.1535031773 |
| 2010-05-01 | 8.0192806611 |
| 2010-06-01 | 8.1113372030 |
| 2010-07-01 | 8.1247908505 |
| 2010-08-01 | 7.9828008858 |
| 2010-09-01 | 7.9341536451 |
| 2010-10-01 | 7.9032274719 |
| 2010-11-01 | 7.8097265594 |
| 2010-12-01 | 7.7699630636 |
| 2011-01-01 | 7.9463515532 |
| 2011-02-01 | 8.0022020772 |
| 2011-03-01 | 7.9566704031 |
| 2011-04-01 | 8.0710982392 |
| 2011-05-01 | 7.9040122543 |
| 2011-06-01 | 8.1209522229 |
| 2011-07-01 | 8.4415110310 |
| 2011-08-01 | 8.3440824892 |
| 2011-09-01 | 8.5519853829 |
| 2011-10-01 | 8.5817051222 |
| 2011-11-01 | 8.7210102401 |
| 2011-12-01 | 8.7964208265 |
| 2012-01-01 | 8.8481765094 |
| 2012-02-01 | 8.8633204152 |
| 2012-03-01 | 9.0146651961 |
| 2012-04-01 | 9.1440894731 |
| 2012-05-01 | 9.2178296743 |
| 2012-06-01 | 9.5888549172 |
| 2012-07-01 | 9.2697460603 |
| 2012-08-01 | 9.4211090019 |
| 2012-09-01 | 9.1619782721 |
| 2012-10-01 | 9.5540068164 |
| 2012-11-01 | 9.3091614568 |
| 2012-12-01 | 9.3234762512 |
| 2013-01-01 | 9.3570528758 |
| 2013-02-01 | 9.7323161889 |
| 2013-03-01 | 9.7083012442 |
| 2013-04-01 | 9.6691135126 |
| 2013-05-01 | 9.7112639195 |
| 2013-06-01 | 9.6877573698 |
| 2013-07-01 | 9.6865897933 |
| 2013-08-01 | 9.6841278175 |
| 2013-09-01 | 9.6705262697 |
| 2013-10-01 | 9.7086118961 |
| 2013-11-01 | 9.7801031838 |
| 2013-12-01 | 9.9497703669 |
| 2014-01-01 | 9.7759165982 |
| 2014-02-01 | 9.8295576682 |
| 2014-03-01 | 9.9299012439 |
| 2014-04-01 | 10.0284560750 |
| 2014-05-01 | 10.2149143191 |
| 2014-06-01 | 10.1903414543 |
| 2014-07-01 | 10.2992524195 |
| 2014-08-01 | 10.5662555218 |
| 2014-09-01 | 10.6978919812 |
| 2014-10-01 | 10.6595433952 |
| 2014-11-01 | 10.6289042613 |
| 2014-12-01 | 10.7696123376 |
| 2015-01-01 | 10.8935220718 |
| 2015-02-01 | 10.7924690545 |
| 2015-03-01 | 10.9335133400 |
| 2015-04-01 | 10.9761582715 |
| 2015-05-01 | 10.9254270364 |
| 2015-06-01 | 10.8880190660 |
| 2015-07-01 | 11.7161938201 |
| 2015-08-01 | 11.6540852768 |
| 2015-09-01 | 11.7188276839 |
| 2015-10-01 | 12.1041540755 |
| 2015-11-01 | 11.9795339176 |
| 2015-12-01 | 11.9968334958 |
| 2016-01-01 | 12.3179933181 |
| 2016-02-01 | 12.3315532466 |
| 2016-03-01 | 12.2327831602 |
| 2016-04-01 | 12.3173605579 |
| 2016-05-01 | 12.3468515684 |
| 2016-06-01 | 12.6160927745 |
| 2016-07-01 | 12.7980530169 |
| 2016-08-01 | 12.4460550431 |
| 2016-09-01 | 12.4112954875 |
| 2016-10-01 | 12.3831094822 |
| 2016-11-01 | 12.3291755912 |
| 2016-12-01 | 12.1210737786 |
| 2017-01-01 | 11.9738899704 |
| 2017-02-01 | 11.9618661377 |
| 2017-03-01 | 11.9011159387 |
| 2017-04-01 | 11.6872800711 |
| 2017-05-01 | 11.7103474653 |
| 2017-06-01 | 11.8484642636 |
| 2017-07-01 | 11.8098015403 |
| 2017-08-01 | 12.0413733752 |
| 2017-09-01 | 11.9663223010 |
| 2017-10-01 | 12.1918208865 |
| 2017-11-01 | 12.2141824324 |
| 2017-12-01 | 12.1361596506 |
| 2018-01-01 | 12.1236408463 |
| 2018-02-01 | 11.8945154055 |
| 2018-03-01 | 12.2368923346 |
| 2018-04-01 | 12.6114618484 |
| 2018-05-01 | 12.4927164502 |
| 2018-06-01 | 12.3038004176 |
| 2018-07-01 | 12.3380610145 |
| 2018-08-01 | 12.9490935535 |
| 2018-09-01 | 12.3438333866 |
| 2018-10-01 | 12.5208030751 |
| 2018-11-01 | 12.5165947772 |
| 2018-12-01 | 12.7440717945 |
| 2019-01-01 | 12.7683663058 |
| 2019-02-01 | 13.1068579778 |
| 2019-03-01 | 12.8724430809 |
| 2019-04-01 | 12.7272124082 |
| 2019-05-01 | 12.2567507731 |
| 2019-06-01 | 12.6363166514 |
| 2019-07-01 | 12.7470893467 |
| 2019-08-01 | 13.1628847620 |
| 2019-09-01 | 13.1124581542 |
| 2019-10-01 | 12.6710617621 |
| 2019-11-01 | 12.8581974262 |
| 2019-12-01 | 12.6216587020 |
| 2020-01-01 | 12.6768835502 |
| 2020-02-01 | 13.2039739713 |
| 2020-03-01 | 13.2159682303 |
| 2020-04-01 | 11.6536440216 |
| 2020-05-01 | 11.7481633300 |
| 2020-06-01 | 11.6402573689 |
| 2020-07-01 | 11.7447539136 |
| 2020-08-01 | 11.5532375332 |
| 2020-09-01 | 11.5164916094 |
| 2020-10-01 | 11.7170735976 |
| 2020-11-01 | 11.7021102167 |
| 2020-12-01 | 11.9103099327 |
| 2021-01-01 | 12.0801049157 |
| 2021-02-01 | 11.9353346147 |
| 2021-03-01 | 12.0003146917 |
| 2021-04-01 | 12.2572951036 |
| 2021-05-01 | 12.6798276908 |
| 2021-06-01 | 12.6511402359 |
| 2021-07-01 | 13.6180474289 |
| 2021-08-01 | 13.5433886890 |
| 2021-09-01 | 13.9043200470 |
| 2021-10-01 | 15.1564246908 |
| 2021-11-01 | 14.4589760267 |
| 2021-12-01 | 14.6403948007 |
| 2022-01-01 | 13.1870233542 |
| 2022-02-01 | 13.1040001885 |
| 2022-03-01 | 13.3435365361 |
| 2022-04-01 | 14.6480530082 |
| 2022-05-01 | 14.5422944180 |
| 2022-06-01 | 14.6498435539 |
| 2022-07-01 | 14.5065780852 |
| 2022-08-01 | 14.3891686747 |
| 2022-09-01 | 14.5808325082 |
| 2022-10-01 | 14.1556963627 |
| 2022-11-01 | 14.3095279226 |
| 2022-12-01 | 14.5566538665 |
| 2023-01-01 | 13.5079251051 |
| 2023-02-01 | 13.4705376447 |
| 2023-03-01 | 13.4954134190 |
| 2023-04-01 | 13.3628628929 |
| 2023-05-01 | 13.3493766099 |
| 2023-06-01 | 13.4735617584 |
| 2023-07-01 | 13.7540191555 |
| 2023-08-01 | 14.4256307156 |
| 2023-09-01 | 14.1693765744 |
| 2023-10-01 | 13.7564772876 |
| 2023-11-01 | 13.5542763329 |
| 2023-12-01 | 13.3581574329 |
| 2024-01-01 | 13.3235137256 |
| 2024-02-01 | 13.3039759457 |
| 2024-03-01 | 13.3219151604 |
| 2024-04-01 | 13.2589304082 |
| 2024-05-01 | 13.6774375167 |
| 2024-06-01 | 13.8285272824 |
| 2024-07-01 | 14.1040548862 |
| 2024-08-01 | 14.1629456345 |
| 2024-09-01 | 13.3772695769 |
| 2024-10-01 | 13.4496886613 |
| 2024-11-01 | 13.3861259619 |
| 2024-12-01 | 13.0761418330 |
| 2025-01-01 | 13.0493438562 |
| 2025-02-01 | 13.0051297032 |
| 2025-03-01 | 12.8316113263 |
| 2025-04-01 | 12.7487993484 |
| 2025-05-01 | 12.6622945274 |
| 2025-06-01 | 13.2125272925 |
| 2025-07-01 | 12.3372217855 |
| 2025-08-01 | 12.3466846103 |
| 2025-09-01 | 12.1963775129 |
| 2025-10-01 | 12.2426708228 |
| 2025-11-01 | 12.0865169076 |
| 2025-12-01 | 12.2812586129 |
| 2026-01-01 | 12.1489457308 |
| 2026-02-01 | 12.0975463633 |
| 2026-03-01 | 12.0343241458 |
| 2026-04-01 | 11.9433118169 |
| 2026-05-01 | 11.4333902078 |
| 2026-06-01 | 11.7279855583 |
| 2026-07-01 | 11.6578823345 |
| 2026-08-01 | 11.5409660928 |
| 2026-09-01 | 12.8467916018 |