Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in San Francisco-Redwood City-South San Francisco, CA (MD)
| Title | All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in San Francisco-Redwood City-South San Francisco, 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 2024-12-01 |
| Last Updated | 2025-01-29 6:17 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 | 9.1345756050861090 |
| 1990-02-01 | 9.2197173243451190 |
| 1990-03-01 | 9.3048214910571000 |
| 1990-04-01 | 9.2722470351660600 |
| 1990-05-01 | 9.4060925279220000 |
| 1990-06-01 | 9.4222227986138110 |
| 1990-07-01 | 9.1744319511952600 |
| 1990-08-01 | 9.0786151812740990 |
| 1990-09-01 | 9.0457927667166200 |
| 1990-10-01 | 9.2132441900533400 |
| 1990-11-01 | 9.1935371065429300 |
| 1990-12-01 | 9.1141041962332400 |
| 1991-01-01 | 9.2523724217213200 |
| 1991-02-01 | 9.4195416864177300 |
| 1991-03-01 | 9.5897669762612100 |
| 1991-04-01 | 9.2537164904827900 |
| 1991-05-01 | 9.0839688466839000 |
| 1991-06-01 | 9.0121810632079620 |
| 1991-07-01 | 9.6901855133085900 |
| 1991-08-01 | 9.5821875363630080 |
| 1991-09-01 | 9.6666462734956800 |
| 1991-10-01 | 9.6300703240525200 |
| 1991-11-01 | 9.6115055035482300 |
| 1991-12-01 | 9.8186090040699710 |
| 1992-01-01 | 9.4810040255116700 |
| 1992-02-01 | 8.8819996169516900 |
| 1992-03-01 | 9.0246569623795790 |
| 1992-04-01 | 8.9271321858966200 |
| 1992-05-01 | 8.8519600442188100 |
| 1992-06-01 | 8.9177877417632200 |
| 1992-07-01 | 9.0533913433117110 |
| 1992-08-01 | 8.9352363688500610 |
| 1992-09-01 | 8.8479440347940900 |
| 1992-10-01 | 8.4220864017158910 |
| 1992-11-01 | 8.3996232135436500 |
| 1992-12-01 | 8.4110975936745100 |
| 1993-01-01 | 8.2491987176412900 |
| 1993-02-01 | 8.1646418650569700 |
| 1993-03-01 | 8.1696626262475500 |
| 1993-04-01 | 8.1230387071474000 |
| 1993-05-01 | 8.3102015043736200 |
| 1993-06-01 | 8.0914058767994000 |
| 1993-07-01 | 7.8962606326991700 |
| 1993-08-01 | 7.9842658003513710 |
| 1993-09-01 | 7.9258938057326510 |
| 1993-10-01 | 8.2498729432124100 |
| 1993-11-01 | 8.2155075746702700 |
| 1993-12-01 | 8.1976954177642690 |
| 1994-01-01 | 8.1861878074385700 |
| 1994-02-01 | 8.2973974021682600 |
| 1994-03-01 | 8.2509315655124800 |
| 1994-04-01 | 8.4512537448522200 |
| 1994-05-01 | 8.2723878999884910 |
| 1994-06-01 | 8.1874660944228490 |
| 1994-07-01 | 8.3124805463748480 |
| 1994-08-01 | 8.2957958976163700 |
| 1994-09-01 | 8.1515357070874600 |
| 1994-10-01 | 7.9529562838221800 |
| 1994-11-01 | 7.8198935413613090 |
| 1994-12-01 | 7.8748970036403705 |
| 1995-01-01 | 7.9109028690250190 |
| 1995-02-01 | 7.9566219988577310 |
| 1995-03-01 | 7.9612567714780590 |
| 1995-04-01 | 7.9537336659030000 |
| 1995-05-01 | 8.1491404364068400 |
| 1995-06-01 | 7.8614177460704310 |
| 1995-07-01 | 7.8986153663663700 |
| 1995-08-01 | 7.8891244265545700 |
| 1995-09-01 | 7.9613228931431000 |
| 1995-10-01 | 7.9552763400674610 |
| 1995-11-01 | 8.0367570405916400 |
| 1995-12-01 | 7.7464076995787600 |
| 1996-01-01 | 8.0114051433458310 |
| 1996-02-01 | 8.1779521597830300 |
| 1996-03-01 | 8.3357516701409600 |
| 1996-04-01 | 8.3219418471329500 |
| 1996-05-01 | 8.7494577759817800 |
| 1996-06-01 | 8.4641865534336600 |
| 1996-07-01 | 8.4175221151199100 |
| 1996-08-01 | 8.4234155125908800 |
| 1996-09-01 | 8.4961853475630600 |
| 1996-10-01 | 8.4536878013685500 |
| 1996-11-01 | 8.5500013400599000 |
| 1996-12-01 | 8.6090672578994100 |
| 1997-01-01 | 8.6893093984530300 |
| 1997-02-01 | 8.5823299701605200 |
| 1997-03-01 | 8.6227725089457310 |
| 1997-04-01 | 8.8153332372256700 |
| 1997-05-01 | 8.7729511989678900 |
| 1997-06-01 | 8.9569454627129100 |
| 1997-07-01 | 8.7149314854116500 |
| 1997-08-01 | 8.7412626343612600 |
| 1997-09-01 | 8.8123975458451990 |
| 1997-10-01 | 9.0590017277847500 |
| 1997-11-01 | 9.0649617234469000 |
| 1997-12-01 | 9.2796358174616400 |
| 1998-01-01 | 9.5515610429015000 |
| 1998-02-01 | 9.2609925006185990 |
| 1998-03-01 | 9.2913031624811090 |
| 1998-04-01 | 8.7523010676198900 |
| 1998-05-01 | 9.3050623647686900 |
| 1998-06-01 | 9.3457231246798200 |
| 1998-07-01 | 9.3203888518097120 |
| 1998-08-01 | 9.3634782761066990 |
| 1998-09-01 | 9.3525772409967890 |
| 1998-10-01 | 9.2450241739655800 |
| 1998-11-01 | 9.3737695580057800 |
| 1998-12-01 | 9.0842867874746400 |
| 1999-01-01 | 8.8439730275944800 |
| 1999-02-01 | 8.8676801857690090 |
| 1999-03-01 | 8.9168260074963200 |
| 1999-04-01 | 8.9648834511044200 |
| 1999-05-01 | 9.1268522400740300 |
| 1999-06-01 | 9.2242747194220400 |
| 1999-07-01 | 9.4092928630237400 |
| 1999-08-01 | 9.4626139347128800 |
| 1999-09-01 | 9.4712333508350200 |
| 1999-10-01 | 9.5575758815983590 |
| 1999-11-01 | 9.5914981965217800 |
| 1999-12-01 | 9.5043961053323310 |
| 2000-01-01 | 9.8067144580785700 |
| 2000-02-01 | 9.5072452851697900 |
| 2000-03-01 | 9.1838450212929200 |
| 2000-04-01 | 9.3419474504779200 |
| 2000-05-01 | 9.3427864186043600 |
| 2000-06-01 | 9.5261928427668400 |
| 2000-07-01 | 9.6104302105981200 |
| 2000-08-01 | 9.6691750311912500 |
| 2000-09-01 | 9.8083310067888900 |
| 2000-10-01 | 9.8834743774478000 |
| 2000-11-01 | 10.0165828933928010 |
| 2000-12-01 | 10.1318533909516990 |
| 2001-01-01 | 10.4760537879270000 |
| 2001-02-01 | 10.3258853509868000 |
| 2001-03-01 | 10.1805788080900990 |
| 2001-04-01 | 9.8928082567872600 |
| 2001-05-01 | 10.0641895082247000 |
| 2001-06-01 | 9.9416962874261000 |
| 2001-07-01 | 9.8175560483373900 |
| 2001-08-01 | 9.6816295295970200 |
| 2001-09-01 | 9.4003622324824800 |
| 2001-10-01 | 9.2935395492390300 |
| 2001-11-01 | 9.0961436348089710 |
| 2001-12-01 | 8.8650995325466990 |
| 2002-01-01 | 8.6968478936488200 |
| 2002-02-01 | 8.5939831132314400 |
| 2002-03-01 | 8.6689141788699900 |
| 2002-04-01 | 8.4503163499451300 |
| 2002-05-01 | 8.3428785457386390 |
| 2002-06-01 | 8.1168923269988100 |
| 2002-07-01 | 7.7529518459276700 |
| 2002-08-01 | 7.6077660515756200 |
| 2002-09-01 | 7.5280127727082300 |
| 2002-10-01 | 6.9294078237450300 |
| 2002-11-01 | 7.2308008684458205 |
| 2002-12-01 | 7.1741867826949000 |
| 2003-01-01 | 7.2284682053290200 |
| 2003-02-01 | 7.1700569207307000 |
| 2003-03-01 | 7.1756794375776000 |
| 2003-04-01 | 7.1173973013662900 |
| 2003-05-01 | 7.0261945826905190 |
| 2003-06-01 | 7.0028848225271700 |
| 2003-07-01 | 6.9265288933855995 |
| 2003-08-01 | 6.9936555791669100 |
| 2003-09-01 | 6.8872545039758100 |
| 2003-10-01 | 6.7266096051424000 |
| 2003-11-01 | 6.9062869352250700 |
| 2003-12-01 | 6.9613336004374690 |
| 2004-01-01 | 6.9436386019205000 |
| 2004-02-01 | 6.9876062452331700 |
| 2004-03-01 | 6.8142686550064410 |
| 2004-04-01 | 6.7385082250854190 |
| 2004-05-01 | 6.7322285055183900 |
| 2004-06-01 | 6.7090323354288400 |
| 2004-07-01 | 6.9182744801647500 |
| 2004-08-01 | 6.8892399785696200 |
| 2004-09-01 | 6.9796823999100805 |
| 2004-10-01 | 6.9227410004170700 |
| 2004-11-01 | 6.9816133128777100 |
| 2004-12-01 | 6.9418997492149690 |
| 2005-01-01 | 7.0548738029551700 |
| 2005-02-01 | 7.1929950800562095 |
| 2005-03-01 | 7.1154882743317000 |
| 2005-04-01 | 7.2206706324774100 |
| 2005-05-01 | 7.0514447183603800 |
| 2005-06-01 | 7.2348560862113290 |
| 2005-07-01 | 7.3186124979379300 |
| 2005-08-01 | 7.4041930731751800 |
| 2005-09-01 | 7.4868915903335800 |
| 2005-10-01 | 7.6264546045577600 |
| 2005-11-01 | 7.7702618362096590 |
| 2005-12-01 | 7.9122846754254100 |
| 2006-01-01 | 7.9528275403250300 |
| 2006-02-01 | 8.1545852568796200 |
| 2006-03-01 | 8.3594416589165400 |
| 2006-04-01 | 8.6551644491854500 |
| 2006-05-01 | 8.9067711772032700 |
| 2006-06-01 | 9.0015635186394610 |
| 2006-07-01 | 8.9561264355932590 |
| 2006-08-01 | 8.9470175647911600 |
| 2006-09-01 | 9.1534594566433500 |
| 2006-10-01 | 9.0381343857961800 |
| 2006-11-01 | 9.0624192414111700 |
| 2006-12-01 | 9.1796532727201980 |
| 2007-01-01 | 8.9446688545567200 |
| 2007-02-01 | 8.9344821238702200 |
| 2007-03-01 | 8.9457356732243480 |
| 2007-04-01 | 8.8700942607747200 |
| 2007-05-01 | 8.9197448424560200 |
| 2007-06-01 | 9.0028477189251000 |
| 2007-07-01 | 9.1564698313171800 |
| 2007-08-01 | 9.1326396373790700 |
| 2007-09-01 | 9.1604532352529300 |
| 2007-10-01 | 9.2119697943910190 |
| 2007-11-01 | 9.2465659323970900 |
| 2007-12-01 | 9.1781211930004610 |
| 2008-01-01 | 9.3327437040463100 |
| 2008-02-01 | 9.3251389559971000 |
| 2008-03-01 | 9.1483913058365510 |
| 2008-04-01 | 9.3629523666428400 |
| 2008-05-01 | 9.4492448866031700 |
| 2008-06-01 | 9.4270310486623400 |
| 2008-07-01 | 9.3578450170734700 |
| 2008-08-01 | 9.5151161531142400 |
| 2008-09-01 | 9.3814875519290500 |
| 2008-10-01 | 9.4869400531102000 |
| 2008-11-01 | 9.4385647645804110 |
| 2008-12-01 | 9.4920406760671900 |
| 2009-01-01 | 9.3151317232105200 |
| 2009-02-01 | 9.3352329045431800 |
| 2009-03-01 | 9.2562047038978700 |
| 2009-04-01 | 9.0911520691645700 |
| 2009-05-01 | 9.0484218879887700 |
| 2009-06-01 | 8.9243066322457400 |
| 2009-07-01 | 8.8426359061591300 |
| 2009-08-01 | 8.7463129961416500 |
| 2009-09-01 | 8.7667202366978900 |
| 2009-10-01 | 8.7422272022801900 |
| 2009-11-01 | 8.8289812748921900 |
| 2009-12-01 | 8.8334844259692400 |
| 2010-01-01 | 8.8198146972202600 |
| 2010-02-01 | 8.6638172875744600 |
| 2010-03-01 | 8.6997216530465500 |
| 2010-04-01 | 8.1538802933075410 |
| 2010-05-01 | 8.0194303907580590 |
| 2010-06-01 | 8.1114419997397500 |
| 2010-07-01 | 8.1249118868020500 |
| 2010-08-01 | 7.9828944922864810 |
| 2010-09-01 | 7.9343783131642600 |
| 2010-10-01 | 7.9035602875454700 |
| 2010-11-01 | 7.8096424472221700 |
| 2010-12-01 | 7.7699416898222800 |
| 2011-01-01 | 7.9461157353579900 |
| 2011-02-01 | 8.0018876623565110 |
| 2011-03-01 | 7.9561274624811900 |
| 2011-04-01 | 8.0713128523555490 |
| 2011-05-01 | 7.9039959528074410 |
| 2011-06-01 | 8.1209107559272000 |
| 2011-07-01 | 8.4416332829400500 |
| 2011-08-01 | 8.3442460296562400 |
| 2011-09-01 | 8.5524080505016000 |
| 2011-10-01 | 8.5823292738512800 |
| 2011-11-01 | 8.7209987197620700 |
| 2011-12-01 | 8.7965107427763910 |
| 2012-01-01 | 8.8479854684178200 |
| 2012-02-01 | 8.8629947752107100 |
| 2012-03-01 | 9.0140535798849500 |
| 2012-04-01 | 9.1439292689544200 |
| 2012-05-01 | 9.2173172871931990 |
| 2012-06-01 | 9.5881289925937900 |
| 2012-07-01 | 9.2703921950633900 |
| 2012-08-01 | 9.4216215930354480 |
| 2012-09-01 | 9.1626529465195610 |
| 2012-10-01 | 9.5549983074208490 |
| 2012-11-01 | 9.3092901962890390 |
| 2012-12-01 | 9.3235871648212400 |
| 2013-01-01 | 9.3570836330883600 |
| 2013-02-01 | 9.7318706782613820 |
| 2013-03-01 | 9.7075363546780710 |
| 2013-04-01 | 9.6684363969935800 |
| 2013-05-01 | 9.7101854860192300 |
| 2013-06-01 | 9.6863060384303400 |
| 2013-07-01 | 9.6879112785433210 |
| 2013-08-01 | 9.6850494463931400 |
| 2013-09-01 | 9.6715233685945000 |
| 2013-10-01 | 9.7099513314311200 |
| 2013-11-01 | 9.7804305027586520 |
| 2013-12-01 | 9.9499650336786600 |
| 2014-01-01 | 9.7762346539489490 |
| 2014-02-01 | 9.8289719121068900 |
| 2014-03-01 | 9.9288433872162600 |
| 2014-04-01 | 10.0269157561322000 |
| 2014-05-01 | 10.2128244532556990 |
| 2014-06-01 | 10.1879454710323000 |
| 2014-07-01 | 10.3015976864182000 |
| 2014-08-01 | 10.5683620889329000 |
| 2014-09-01 | 10.6999544989186000 |
| 2014-10-01 | 10.6615666729837000 |
| 2014-11-01 | 10.6294400813841980 |
| 2014-12-01 | 10.7696723229680980 |
| 2015-01-01 | 10.8940541756154020 |
| 2015-02-01 | 10.7909178145517000 |
| 2015-03-01 | 10.9314987653669000 |
| 2015-04-01 | 10.9737856014843020 |
| 2015-05-01 | 10.9216052556753990 |
| 2015-06-01 | 10.8845255013105000 |
| 2015-07-01 | 11.7193508399236000 |
| 2015-08-01 | 11.6599725880869000 |
| 2015-09-01 | 11.7229271194600990 |
| 2015-10-01 | 12.1074950790600000 |
| 2015-11-01 | 11.9803154885801980 |
| 2015-12-01 | 11.9963336794489000 |
| 2016-01-01 | 12.3180019169900000 |
| 2016-02-01 | 12.3290143772474000 |
| 2016-03-01 | 12.2287402192809010 |
| 2016-04-01 | 12.3131574094925000 |
| 2016-05-01 | 12.3392396101369000 |
| 2016-06-01 | 12.6097676053875000 |
| 2016-07-01 | 12.7982594724850000 |
| 2016-08-01 | 12.4608500316753010 |
| 2016-09-01 | 12.4286924703580000 |
| 2016-10-01 | 12.3834762092774000 |
| 2016-11-01 | 12.3286196755111010 |
| 2016-12-01 | 12.1188824028121000 |
| 2017-01-01 | 11.9718369119393000 |
| 2017-02-01 | 11.9580539278571990 |
| 2017-03-01 | 11.8949743554130000 |
| 2017-04-01 | 11.6812255324641980 |
| 2017-05-01 | 11.6993183985684990 |
| 2017-06-01 | 11.8407490749153010 |
| 2017-07-01 | 11.8073205964581990 |
| 2017-08-01 | 12.0652904224390000 |
| 2017-09-01 | 11.9972874928399020 |
| 2017-10-01 | 12.1901499349827010 |
| 2017-11-01 | 12.2125748898495000 |
| 2017-12-01 | 12.1325590779844000 |
| 2018-01-01 | 12.1192165337800000 |
| 2018-02-01 | 11.8893954734226990 |
| 2018-03-01 | 12.2269415294140000 |
| 2018-04-01 | 12.6004066851175000 |
| 2018-05-01 | 12.4709240531885000 |
| 2018-06-01 | 12.2904470337526990 |
| 2018-07-01 | 12.3361693609205980 |
| 2018-08-01 | 12.9949112478056000 |
| 2018-09-01 | 12.3935805066631990 |
| 2018-10-01 | 12.5185132773639990 |
| 2018-11-01 | 12.5154485279515000 |
| 2018-12-01 | 12.7383373914592000 |
| 2019-01-01 | 12.7586796604306000 |
| 2019-02-01 | 13.0944379267541980 |
| 2019-03-01 | 12.8529704321523000 |
| 2019-04-01 | 12.7058309063551000 |
| 2019-05-01 | 12.2234436733917000 |
| 2019-06-01 | 12.6182526488350020 |
| 2019-07-01 | 12.7534749946857000 |
| 2019-08-01 | 13.2325777338866000 |
| 2019-09-01 | 13.1997528559427000 |
| 2019-10-01 | 12.6647188382813000 |
| 2019-11-01 | 12.8624770818624000 |
| 2019-12-01 | 12.6140499479189020 |
| 2020-01-01 | 12.6574397036451990 |
| 2020-02-01 | 13.1766529731048010 |
| 2020-03-01 | 13.1820010707899000 |
| 2020-04-01 | 11.6135564742688010 |
| 2020-05-01 | 11.6973404704680000 |
| 2020-06-01 | 11.6109928586423020 |
| 2020-07-01 | 11.7760748078079000 |
| 2020-08-01 | 11.6471892321305980 |
| 2020-09-01 | 11.6444739285130000 |
| 2020-10-01 | 11.7140040133055000 |
| 2020-11-01 | 11.7122977860633010 |
| 2020-12-01 | 11.8844024844940000 |
| 2021-01-01 | 12.0549586080330000 |
| 2021-02-01 | 11.8749549989995000 |
| 2021-03-01 | 11.9382093626822000 |
| 2021-04-01 | 12.1958906665012000 |
| 2021-05-01 | 12.6053223959289000 |
| 2021-06-01 | 12.6231507529488990 |
| 2021-07-01 | 13.6902777327638000 |
| 2021-08-01 | 13.7046183840929010 |
| 2021-09-01 | 14.1203490923544000 |
| 2021-10-01 | 15.1665203134104020 |
| 2021-11-01 | 14.4768508204261000 |
| 2021-12-01 | 14.5763757084610980 |
| 2022-01-01 | 13.1498566497389000 |
| 2022-02-01 | 12.9882393936676000 |
| 2022-03-01 | 13.2287925565585000 |
| 2022-04-01 | 14.5541268869473000 |
| 2022-05-01 | 14.4335190469294000 |
| 2022-06-01 | 14.6306698276032000 |
| 2022-07-01 | 14.6335570598760000 |
| 2022-08-01 | 14.6271356763193020 |
| 2022-09-01 | 14.8493830796611000 |
| 2022-10-01 | 14.1947344761579990 |
| 2022-11-01 | 14.3138114019523000 |
| 2022-12-01 | 14.4613174624635000 |
| 2023-01-01 | 13.4588705877765980 |
| 2023-02-01 | 13.2982515440681990 |
| 2023-03-01 | 13.3288304551717000 |
| 2023-04-01 | 13.4713886112041000 |
| 2023-05-01 | 13.4383748268005000 |
| 2023-06-01 | 13.6850198999973000 |
| 2023-07-01 | 13.2201272065066980 |
| 2023-08-01 | 14.0093979907314980 |
| 2023-09-01 | 13.6204186422648000 |
| 2023-10-01 | 13.8129870842678000 |
| 2023-11-01 | 13.8409854659466980 |
| 2023-12-01 | 14.0558746328012000 |
| 2024-01-01 | 13.8630444832110000 |
| 2024-02-01 | 14.1804164664455000 |
| 2024-03-01 | 14.1081714079435000 |
| 2024-04-01 | 13.9611232635664010 |
| 2024-05-01 | 14.0552427025271000 |
| 2024-06-01 | 13.9608740667717000 |
| 2024-07-01 | 14.1018687155668000 |
| 2024-08-01 | 13.8877666951498000 |
| 2024-09-01 | 13.9363205727235990 |
| 2024-10-01 | 13.8291123751671990 |
| 2024-11-01 | 13.8493179172509000 |
| 2024-12-01 | 13.6592990068454000 |
