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 2024-11-01 |
| Last Updated | 2024-12-21 5:58 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 | 9.1345734838450990 |
| 1990-02-01 | 9.2197115078029400 |
| 1990-03-01 | 9.3048080983364100 |
| 1990-04-01 | 9.2722291442445500 |
| 1990-05-01 | 9.4060658665860100 |
| 1990-06-01 | 9.4221963049810100 |
| 1990-07-01 | 9.1744601998418100 |
| 1990-08-01 | 9.0786392680593390 |
| 1990-09-01 | 9.0458119977035900 |
| 1990-10-01 | 9.2132523477599390 |
| 1990-11-01 | 9.1935448798862200 |
| 1990-12-01 | 9.1141091128494710 |
| 1991-01-01 | 9.2523699561127210 |
| 1991-02-01 | 9.4195360345006900 |
| 1991-03-01 | 9.5897546280699610 |
| 1991-04-01 | 9.2536993216345200 |
| 1991-05-01 | 9.0839450220652800 |
| 1991-06-01 | 9.0121589334218500 |
| 1991-07-01 | 9.6902122472383300 |
| 1991-08-01 | 9.5822103865916510 |
| 1991-09-01 | 9.6666647144203020 |
| 1991-10-01 | 9.6300779208455990 |
| 1991-11-01 | 9.6115128332881990 |
| 1991-12-01 | 9.8186131415486800 |
| 1992-01-01 | 9.4810014667831410 |
| 1992-02-01 | 8.8819951741633110 |
| 1992-03-01 | 9.0246478449519800 |
| 1992-04-01 | 8.9271179116085390 |
| 1992-05-01 | 8.8519401329570900 |
| 1992-06-01 | 8.9177696458472900 |
| 1992-07-01 | 9.0534127530856600 |
| 1992-08-01 | 8.9352537331208800 |
| 1992-09-01 | 8.8479573521454090 |
| 1992-10-01 | 8.4220912611426100 |
| 1992-11-01 | 8.3996285629608600 |
| 1992-12-01 | 8.4110999682470000 |
| 1993-01-01 | 8.2491965470439010 |
| 1993-02-01 | 8.1646390999507900 |
| 1993-03-01 | 8.1696569824559810 |
| 1993-04-01 | 8.1230280097420100 |
| 1993-05-01 | 8.3101880810211500 |
| 1993-06-01 | 8.0913959135729690 |
| 1993-07-01 | 7.8962728178931390 |
| 1993-08-01 | 7.9842764984134105 |
| 1993-09-01 | 7.9259023796761600 |
| 1993-10-01 | 8.2498755781710200 |
| 1993-11-01 | 8.2155118521533710 |
| 1993-12-01 | 8.1976967026874700 |
| 1994-01-01 | 8.1861861914161500 |
| 1994-02-01 | 8.2973956996470400 |
| 1994-03-01 | 8.2509284042642100 |
| 1994-04-01 | 8.4512461187740700 |
| 1994-05-01 | 8.2723789201090800 |
| 1994-06-01 | 8.1874615208929400 |
| 1994-07-01 | 8.3124876881965300 |
| 1994-08-01 | 8.2958023015325910 |
| 1994-09-01 | 8.1515408754360300 |
| 1994-10-01 | 7.9529576724140000 |
| 1994-11-01 | 7.8198964314627390 |
| 1994-12-01 | 7.8748974567544700 |
| 1995-01-01 | 7.9109016922577410 |
| 1995-02-01 | 7.9566214106817490 |
| 1995-03-01 | 7.9612557154486910 |
| 1995-04-01 | 7.9537278981322800 |
| 1995-05-01 | 8.1491363489004300 |
| 1995-06-01 | 7.8614180193547900 |
| 1995-07-01 | 7.8986169899417495 |
| 1995-08-01 | 7.8891270096875410 |
| 1995-09-01 | 7.9613255782891800 |
| 1995-10-01 | 7.9552772614943490 |
| 1995-11-01 | 8.0367593088038710 |
| 1995-12-01 | 7.7464079094050990 |
| 1996-01-01 | 8.0114038658563600 |
| 1996-02-01 | 8.1779521536464100 |
| 1996-03-01 | 8.3357517261626500 |
| 1996-04-01 | 8.3219373550279290 |
| 1996-05-01 | 8.7494560033704300 |
| 1996-06-01 | 8.4641871390127800 |
| 1996-07-01 | 8.4175231203670700 |
| 1996-08-01 | 8.4234168049787100 |
| 1996-09-01 | 8.4961865835588490 |
| 1996-10-01 | 8.4536888606701600 |
| 1996-11-01 | 8.5500029861979700 |
| 1996-12-01 | 8.6090676248054900 |
| 1997-01-01 | 8.6893070022674900 |
| 1997-02-01 | 8.5823305243441600 |
| 1997-03-01 | 8.6227730569111910 |
| 1997-04-01 | 8.8153290082390400 |
| 1997-05-01 | 8.7729511590060700 |
| 1997-06-01 | 8.9569457445479500 |
| 1997-07-01 | 8.7149320079007000 |
| 1997-08-01 | 8.7412636189843300 |
| 1997-09-01 | 8.8123988098097890 |
| 1997-10-01 | 9.0590029955769400 |
| 1997-11-01 | 9.0649634494930000 |
| 1997-12-01 | 9.2796366362873900 |
| 1998-01-01 | 9.5515567932971900 |
| 1998-02-01 | 9.2609931911450510 |
| 1998-03-01 | 9.2913037120150800 |
| 1998-04-01 | 8.7522977893537200 |
| 1998-05-01 | 9.3050619225889000 |
| 1998-06-01 | 9.3457226297455610 |
| 1998-07-01 | 9.3203888697441200 |
| 1998-08-01 | 9.3634796385593190 |
| 1998-09-01 | 9.3525796711890100 |
| 1998-10-01 | 9.2450269333127800 |
| 1998-11-01 | 9.3737720515115090 |
| 1998-12-01 | 9.0842879023755100 |
| 1999-01-01 | 8.8439674296079900 |
| 1999-02-01 | 8.8676797950521000 |
| 1999-03-01 | 8.9168283570786700 |
| 1999-04-01 | 8.9648788341736520 |
| 1999-05-01 | 9.1268503897125390 |
| 1999-06-01 | 9.2242721256568600 |
| 1999-07-01 | 9.4092951725075800 |
| 1999-08-01 | 9.4626123195589000 |
| 1999-09-01 | 9.4712322558822500 |
| 1999-10-01 | 9.5575957542162000 |
| 1999-11-01 | 9.5914974802325800 |
| 1999-12-01 | 9.5043949744402880 |
| 2000-01-01 | 9.8067064657188600 |
| 2000-02-01 | 9.5072434386845990 |
| 2000-03-01 | 9.1838480891719500 |
| 2000-04-01 | 9.3419416630224600 |
| 2000-05-01 | 9.3427826471000280 |
| 2000-06-01 | 9.5261877861558900 |
| 2000-07-01 | 9.6104347408795000 |
| 2000-08-01 | 9.6691700303461600 |
| 2000-09-01 | 9.8083256675440200 |
| 2000-10-01 | 9.8835164505876510 |
| 2000-11-01 | 10.0165780159612000 |
| 2000-12-01 | 10.1318489200113000 |
| 2001-01-01 | 10.4760438618239020 |
| 2001-02-01 | 10.3258816801950000 |
| 2001-03-01 | 10.1805820906554000 |
| 2001-04-01 | 9.8928008494079620 |
| 2001-05-01 | 10.0641836263350000 |
| 2001-06-01 | 9.9416885331695100 |
| 2001-07-01 | 9.8175631489074800 |
| 2001-08-01 | 9.6816211481125900 |
| 2001-09-01 | 9.4003528982256100 |
| 2001-10-01 | 9.2935991988232500 |
| 2001-11-01 | 9.0961351577440390 |
| 2001-12-01 | 8.8650926670232500 |
| 2002-01-01 | 8.6968393040773900 |
| 2002-02-01 | 8.5939790223685990 |
| 2002-03-01 | 8.6689150251978900 |
| 2002-04-01 | 8.4503100478420400 |
| 2002-05-01 | 8.3428730725754700 |
| 2002-06-01 | 8.1168854737352590 |
| 2002-07-01 | 7.7529572657708890 |
| 2002-08-01 | 7.6077594170759000 |
| 2002-09-01 | 7.5280053974682595 |
| 2002-10-01 | 6.9294556189505900 |
| 2002-11-01 | 7.2307940290412300 |
| 2002-12-01 | 7.1741807146770900 |
| 2003-01-01 | 7.2284614634289510 |
| 2003-02-01 | 7.1700528426862300 |
| 2003-03-01 | 7.1756795044041710 |
| 2003-04-01 | 7.1173920766637800 |
| 2003-05-01 | 7.0261893825413500 |
| 2003-06-01 | 7.0028793083448395 |
| 2003-07-01 | 6.9265341288767190 |
| 2003-08-01 | 6.9936494022207905 |
| 2003-09-01 | 6.8872473629950500 |
| 2003-10-01 | 6.7266554664706100 |
| 2003-11-01 | 6.9062798621364500 |
| 2003-12-01 | 6.9613280925411110 |
| 2004-01-01 | 6.9436330868726400 |
| 2004-02-01 | 6.9876026055043300 |
| 2004-03-01 | 6.8142674602866300 |
| 2004-04-01 | 6.7385045068364000 |
| 2004-05-01 | 6.7322238838581505 |
| 2004-06-01 | 6.7090287199171605 |
| 2004-07-01 | 6.9182779849102590 |
| 2004-08-01 | 6.8892359228952700 |
| 2004-09-01 | 6.9796776020531300 |
| 2004-10-01 | 6.9227755236380000 |
| 2004-11-01 | 6.9816084133098400 |
| 2004-12-01 | 6.9418966302943600 |
| 2005-01-01 | 7.0548698632642310 |
| 2005-02-01 | 7.1929925095523500 |
| 2005-03-01 | 7.1154872265691790 |
| 2005-04-01 | 7.2206679831041600 |
| 2005-05-01 | 7.0514400877190700 |
| 2005-06-01 | 7.2348535231193300 |
| 2005-07-01 | 7.3186140499671300 |
| 2005-08-01 | 7.4041907587130590 |
| 2005-09-01 | 7.4868891511888710 |
| 2005-10-01 | 7.6264755793412400 |
| 2005-11-01 | 7.7702594131227700 |
| 2005-12-01 | 7.9122847909727600 |
| 2006-01-01 | 7.9528259699920890 |
| 2006-02-01 | 8.1545844650396600 |
| 2006-03-01 | 8.3594415590835890 |
| 2006-04-01 | 8.6551626101063300 |
| 2006-05-01 | 8.9067652949284900 |
| 2006-06-01 | 9.0015607948306790 |
| 2006-07-01 | 8.9561246510088810 |
| 2006-08-01 | 8.9470167791955290 |
| 2006-09-01 | 9.1534595276344900 |
| 2006-10-01 | 9.0381393113069100 |
| 2006-11-01 | 9.0624207392423800 |
| 2006-12-01 | 9.1796574790541800 |
| 2007-01-01 | 8.9446706787175200 |
| 2007-02-01 | 8.9344851084566700 |
| 2007-03-01 | 8.9457430438325000 |
| 2007-04-01 | 8.8700881264512600 |
| 2007-05-01 | 8.9197361255239200 |
| 2007-06-01 | 9.0028434366329700 |
| 2007-07-01 | 9.1564666436396300 |
| 2007-08-01 | 9.1326373738897900 |
| 2007-09-01 | 9.1604520484458400 |
| 2007-10-01 | 9.2119701562149600 |
| 2007-11-01 | 9.2465682393941900 |
| 2007-12-01 | 9.1781264589792100 |
| 2008-01-01 | 9.3327496595445980 |
| 2008-02-01 | 9.3251468326286000 |
| 2008-03-01 | 9.1484050652303100 |
| 2008-04-01 | 9.3629408101836300 |
| 2008-05-01 | 9.4492329319222800 |
| 2008-06-01 | 9.4270242029784300 |
| 2008-07-01 | 9.3578402060463900 |
| 2008-08-01 | 9.5151121517035100 |
| 2008-09-01 | 9.3814850351621600 |
| 2008-10-01 | 9.4869398387238300 |
| 2008-11-01 | 9.4385677574501400 |
| 2008-12-01 | 9.4920457992141700 |
| 2009-01-01 | 9.3151406872973200 |
| 2009-02-01 | 9.3352452047908900 |
| 2009-03-01 | 9.2562239560857690 |
| 2009-04-01 | 9.0911356381475290 |
| 2009-05-01 | 9.0484082330816410 |
| 2009-06-01 | 8.9242986434504900 |
| 2009-07-01 | 8.8426304885423500 |
| 2009-08-01 | 8.7463090720379810 |
| 2009-09-01 | 8.7667177783270300 |
| 2009-10-01 | 8.7422251907928800 |
| 2009-11-01 | 8.8289853211009500 |
| 2009-12-01 | 8.8334882583225520 |
| 2010-01-01 | 8.8198243407724610 |
| 2010-02-01 | 8.6638315915257100 |
| 2010-03-01 | 8.6997395106434700 |
| 2010-04-01 | 8.1538657935594700 |
| 2010-05-01 | 8.0194187678712310 |
| 2010-06-01 | 8.1114346658997910 |
| 2010-07-01 | 8.1249064993949100 |
| 2010-08-01 | 7.9828907423382810 |
| 2010-09-01 | 7.9343754845353200 |
| 2010-10-01 | 7.9035559992804190 |
| 2010-11-01 | 7.8096461907986510 |
| 2010-12-01 | 7.7699441005284500 |
| 2011-01-01 | 7.9461237778401510 |
| 2011-02-01 | 8.0019024139779700 |
| 2011-03-01 | 7.9561439273334500 |
| 2011-04-01 | 8.0713005216287600 |
| 2011-05-01 | 7.9039866516899100 |
| 2011-06-01 | 8.1209049056374810 |
| 2011-07-01 | 8.4416271272074500 |
| 2011-08-01 | 8.3442411936909100 |
| 2011-09-01 | 8.5524037725274300 |
| 2011-10-01 | 8.5823216764966000 |
| 2011-11-01 | 8.7210025497602800 |
| 2011-12-01 | 8.7965121732067590 |
| 2012-01-01 | 8.8479923406570990 |
| 2012-02-01 | 8.8630107342136310 |
| 2012-03-01 | 9.0140680274859900 |
| 2012-04-01 | 9.1439223734187500 |
| 2012-05-01 | 9.2173130539199710 |
| 2012-06-01 | 9.5881323815128700 |
| 2012-07-01 | 9.2703806635894210 |
| 2012-08-01 | 9.4216144345719600 |
| 2012-09-01 | 9.1626462076896100 |
| 2012-10-01 | 9.5550015588633010 |
| 2012-11-01 | 9.3092837783255900 |
| 2012-12-01 | 9.3235720247297800 |
| 2013-01-01 | 9.3570813819204100 |
| 2013-02-01 | 9.7318793053385800 |
| 2013-03-01 | 9.7075546534430900 |
| 2013-04-01 | 9.6684482185774190 |
| 2013-05-01 | 9.7101927718522500 |
| 2013-06-01 | 9.6863127340664200 |
| 2013-07-01 | 9.6878804978738910 |
| 2013-08-01 | 9.6850485366293200 |
| 2013-09-01 | 9.6715416969040180 |
| 2013-10-01 | 9.7100146093312300 |
| 2013-11-01 | 9.7804489163854300 |
| 2013-12-01 | 9.9499109555673600 |
| 2014-01-01 | 9.7761541662051700 |
| 2014-02-01 | 9.8288957535329380 |
| 2014-03-01 | 9.9288269398401800 |
| 2014-04-01 | 10.0269591759052000 |
| 2014-05-01 | 10.2128803816215000 |
| 2014-06-01 | 10.1879798478610990 |
| 2014-07-01 | 10.3015500814674000 |
| 2014-08-01 | 10.5684027787516990 |
| 2014-09-01 | 10.7000812332289000 |
| 2014-10-01 | 10.6617883520648000 |
| 2014-11-01 | 10.6295369438466000 |
| 2014-12-01 | 10.7695933914121010 |
| 2015-01-01 | 10.8938126766637000 |
| 2015-02-01 | 10.7903268201066000 |
| 2015-03-01 | 10.9312000132731980 |
| 2015-04-01 | 10.9744630382148000 |
| 2015-05-01 | 10.9215656620521990 |
| 2015-06-01 | 10.8845364419391990 |
| 2015-07-01 | 11.7192894311214000 |
| 2015-08-01 | 11.6601411241265000 |
| 2015-09-01 | 11.7233175258166000 |
| 2015-10-01 | 12.1079329155750980 |
| 2015-11-01 | 11.9806177991991000 |
| 2015-12-01 | 11.9965745128694010 |
| 2016-01-01 | 12.3181999291288020 |
| 2016-02-01 | 12.3254329730853000 |
| 2016-03-01 | 12.2287258671400000 |
| 2016-04-01 | 12.3149827998964000 |
| 2016-05-01 | 12.3390845039675000 |
| 2016-06-01 | 12.6097453552060000 |
| 2016-07-01 | 12.7981997013569000 |
| 2016-08-01 | 12.4614084474859000 |
| 2016-09-01 | 12.4295838983684990 |
| 2016-10-01 | 12.3840386263044000 |
| 2016-11-01 | 12.3290712395176990 |
| 2016-12-01 | 12.1195835962123010 |
| 2017-01-01 | 11.9725437484034990 |
| 2017-02-01 | 11.9514879889541990 |
| 2017-03-01 | 11.8950943620434000 |
| 2017-04-01 | 11.6838988972863010 |
| 2017-05-01 | 11.6990442707131000 |
| 2017-06-01 | 11.8406719805387990 |
| 2017-07-01 | 11.8073000161926000 |
| 2017-08-01 | 12.0663000411316000 |
| 2017-09-01 | 11.9987580175901000 |
| 2017-10-01 | 12.1910162245630000 |
| 2017-11-01 | 12.2133381934710000 |
| 2017-12-01 | 12.1337040533499000 |
| 2018-01-01 | 12.1203058213738010 |
| 2018-02-01 | 11.8799239042462000 |
| 2018-03-01 | 12.2271814677749990 |
| 2018-04-01 | 12.6034077394746990 |
| 2018-05-01 | 12.4707974716105010 |
| 2018-06-01 | 12.2902351778669000 |
| 2018-07-01 | 12.3360362110018010 |
| 2018-08-01 | 12.9967261185014010 |
| 2018-09-01 | 12.3959510786010000 |
| 2018-10-01 | 12.5199641718161980 |
| 2018-11-01 | 12.5167039179928010 |
| 2018-12-01 | 12.7401512031221990 |
| 2019-01-01 | 12.7603936638948010 |
| 2019-02-01 | 13.0801783415231000 |
| 2019-03-01 | 12.8534640345644000 |
| 2019-04-01 | 12.7087164355090000 |
| 2019-05-01 | 12.2231438496665000 |
| 2019-06-01 | 12.6177300709795000 |
| 2019-07-01 | 12.7531580505375000 |
| 2019-08-01 | 13.2343710316504000 |
| 2019-09-01 | 13.2030330308976000 |
| 2019-10-01 | 12.6705565639950000 |
| 2019-11-01 | 12.8633864519653010 |
| 2019-12-01 | 12.6156750044647000 |
| 2020-01-01 | 12.6593049859028000 |
| 2020-02-01 | 13.1587671113026000 |
| 2020-03-01 | 13.1826532928815000 |
| 2020-04-01 | 11.6150289619470000 |
| 2020-05-01 | 11.6966686185574020 |
| 2020-06-01 | 11.6099768823759000 |
| 2020-07-01 | 11.7753584147113000 |
| 2020-08-01 | 11.6489238226449010 |
| 2020-09-01 | 11.6490807041186000 |
| 2020-10-01 | 11.7245586976044010 |
| 2020-11-01 | 11.7131872075624000 |
| 2020-12-01 | 11.8853161804079010 |
| 2021-01-01 | 12.0557129560775000 |
| 2021-02-01 | 11.8574548671448990 |
| 2021-03-01 | 11.9380310059253000 |
| 2021-04-01 | 12.1954279258028000 |
| 2021-05-01 | 12.6029803466144020 |
| 2021-06-01 | 12.6205893896744020 |
| 2021-07-01 | 13.6888772442208000 |
| 2021-08-01 | 13.7068422946190000 |
| 2021-09-01 | 14.1289718486190000 |
| 2021-10-01 | 15.1900346779876990 |
| 2021-11-01 | 14.4834337389462000 |
| 2021-12-01 | 14.5713696311906990 |
| 2022-01-01 | 13.1468192254519010 |
| 2022-02-01 | 12.9706433861854010 |
| 2022-03-01 | 13.2269713568731000 |
| 2022-04-01 | 14.5502481522089010 |
| 2022-05-01 | 14.4278864076471000 |
| 2022-06-01 | 14.6246050216944000 |
| 2022-07-01 | 14.6306857394666970 |
| 2022-08-01 | 14.6305332542709000 |
| 2022-09-01 | 14.8630367651080000 |
| 2022-10-01 | 14.2251387457494000 |
| 2022-11-01 | 14.3329748610219010 |
| 2022-12-01 | 14.4459395676668000 |
| 2023-01-01 | 13.4516175960398010 |
| 2023-02-01 | 13.2807015898667000 |
| 2023-03-01 | 13.3256263085758010 |
| 2023-04-01 | 13.4655620703613010 |
| 2023-05-01 | 13.4297422331135990 |
| 2023-06-01 | 13.6762522652819010 |
| 2023-07-01 | 13.2163517933466000 |
| 2023-08-01 | 14.0130807379488010 |
| 2023-09-01 | 13.6364674518047000 |
| 2023-10-01 | 13.8519166134763000 |
| 2023-11-01 | 13.8736003737292000 |
| 2023-12-01 | 14.0285972145363000 |
| 2024-01-01 | 13.8513050650035000 |
| 2024-02-01 | 14.1623733613930010 |
| 2024-03-01 | 14.1035999911971000 |
| 2024-04-01 | 13.9531711353974010 |
| 2024-05-01 | 14.0433622881454990 |
| 2024-06-01 | 13.9493440618418010 |
| 2024-07-01 | 14.0966405897806000 |
| 2024-08-01 | 13.8923272389595990 |
| 2024-09-01 | 13.9561359713719020 |
| 2024-10-01 | 13.8732367662463000 |
| 2024-11-01 | 13.8944227302149000 |
