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 2025-05-01 |
| Last Updated | 2025-06-25 5:04 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 | 9.1367961152785280 |
| 1990-02-01 | 9.2238921151387100 |
| 1990-03-01 | 9.2939030785094820 |
| 1990-04-01 | 9.2756834038549800 |
| 1990-05-01 | 9.4061529771202600 |
| 1990-06-01 | 9.4247795036200090 |
| 1990-07-01 | 9.1765228531027600 |
| 1990-08-01 | 9.0804623966416200 |
| 1990-09-01 | 9.0476061198349700 |
| 1990-10-01 | 9.2149258538338010 |
| 1990-11-01 | 9.1939485655018800 |
| 1990-12-01 | 9.1053147295736690 |
| 1991-01-01 | 9.2539346710860000 |
| 1991-02-01 | 9.4226218922156700 |
| 1991-03-01 | 9.5788492898979990 |
| 1991-04-01 | 9.2616780212183600 |
| 1991-05-01 | 9.0821897630240500 |
| 1991-06-01 | 9.0139604083844610 |
| 1991-07-01 | 9.6920058110761400 |
| 1991-08-01 | 9.5837067589636100 |
| 1991-09-01 | 9.6678949499831610 |
| 1991-10-01 | 9.6320913265475400 |
| 1991-11-01 | 9.6114981979273200 |
| 1991-12-01 | 9.8098003093984390 |
| 1992-01-01 | 9.4817155976019210 |
| 1992-02-01 | 8.8839464737925890 |
| 1992-03-01 | 9.0150698863084810 |
| 1992-04-01 | 8.9394680788329200 |
| 1992-05-01 | 8.8490742577834390 |
| 1992-06-01 | 8.9185594061669810 |
| 1992-07-01 | 9.0542074678660090 |
| 1992-08-01 | 8.9358602755915600 |
| 1992-09-01 | 8.8481845404815810 |
| 1992-10-01 | 8.4238848999577000 |
| 1992-11-01 | 8.3991981973856990 |
| 1992-12-01 | 8.4046756282775590 |
| 1993-01-01 | 8.2488750077755400 |
| 1993-02-01 | 8.1651146686670300 |
| 1993-03-01 | 8.1631092213870700 |
| 1993-04-01 | 8.1378697752514700 |
| 1993-05-01 | 8.3064858869853800 |
| 1993-06-01 | 8.0910065743405400 |
| 1993-07-01 | 7.8960192479998210 |
| 1993-08-01 | 7.9840289743620705 |
| 1993-09-01 | 7.9253998104960300 |
| 1993-10-01 | 8.2508912425309600 |
| 1993-11-01 | 8.2147312694987490 |
| 1993-12-01 | 8.1938335356746600 |
| 1994-01-01 | 8.1848803492456400 |
| 1994-02-01 | 8.2967271605534800 |
| 1994-03-01 | 8.2467465637334200 |
| 1994-04-01 | 8.4681262330820100 |
| 1994-05-01 | 8.2683415572539990 |
| 1994-06-01 | 8.1860985355727300 |
| 1994-07-01 | 8.3115433312527500 |
| 1994-08-01 | 8.2948059659870600 |
| 1994-09-01 | 8.1503192413702400 |
| 1994-10-01 | 7.9538588226642500 |
| 1994-11-01 | 7.8187904466933900 |
| 1994-12-01 | 7.8735288539265005 |
| 1995-01-01 | 7.9083694941690600 |
| 1995-02-01 | 7.9549949923017090 |
| 1995-03-01 | 7.9590581138831995 |
| 1995-04-01 | 7.9703381714313210 |
| 1995-05-01 | 8.1449400696214000 |
| 1995-06-01 | 7.8591381641002900 |
| 1995-07-01 | 7.8974217098134500 |
| 1995-08-01 | 7.8879441944497410 |
| 1995-09-01 | 7.9599657657516500 |
| 1995-10-01 | 7.9556632188741210 |
| 1995-11-01 | 8.0357550762206510 |
| 1995-12-01 | 7.7469251176797500 |
| 1996-01-01 | 8.0081881517913300 |
| 1996-02-01 | 8.1763849375482210 |
| 1996-03-01 | 8.3341090481856500 |
| 1996-04-01 | 8.3365676604054700 |
| 1996-05-01 | 8.7465679389567300 |
| 1996-06-01 | 8.4613759664839100 |
| 1996-07-01 | 8.4163753447460900 |
| 1996-08-01 | 8.4223517424874400 |
| 1996-09-01 | 8.4950147548482000 |
| 1996-10-01 | 8.4538681578167200 |
| 1996-11-01 | 8.5493564852050490 |
| 1996-12-01 | 8.6102464864648600 |
| 1997-01-01 | 8.6848644131478800 |
| 1997-02-01 | 8.5815499524059600 |
| 1997-03-01 | 8.6220920300073000 |
| 1997-04-01 | 8.8264233178811990 |
| 1997-05-01 | 8.7716094635410190 |
| 1997-06-01 | 8.9544960348729300 |
| 1997-07-01 | 8.7141130799205300 |
| 1997-08-01 | 8.7406169526080800 |
| 1997-09-01 | 8.8118145446898800 |
| 1997-10-01 | 9.0586388764646200 |
| 1997-11-01 | 9.0647538465891200 |
| 1997-12-01 | 9.2808461069254200 |
| 1998-01-01 | 9.5454178086944300 |
| 1998-02-01 | 9.2612566211350500 |
| 1998-03-01 | 9.2918592596107210 |
| 1998-04-01 | 8.7597068340126110 |
| 1998-05-01 | 9.3045768297864910 |
| 1998-06-01 | 9.3437833588648200 |
| 1998-07-01 | 9.3199481846269800 |
| 1998-08-01 | 9.3632654027042900 |
| 1998-09-01 | 9.3523293833827490 |
| 1998-10-01 | 9.2448455537741410 |
| 1998-11-01 | 9.3736935115803120 |
| 1998-12-01 | 9.0851836584131800 |
| 1999-01-01 | 8.8363495537892700 |
| 1999-02-01 | 8.8677277102876400 |
| 1999-03-01 | 8.9208753824305100 |
| 1999-04-01 | 8.9706494674573100 |
| 1999-05-01 | 9.1253276686051100 |
| 1999-06-01 | 9.2230058265091400 |
| 1999-07-01 | 9.4085836919623700 |
| 1999-08-01 | 9.4626896888784700 |
| 1999-09-01 | 9.4713276026523210 |
| 1999-10-01 | 9.5580164376929300 |
| 1999-11-01 | 9.5918638523652900 |
| 1999-12-01 | 9.5045503539074190 |
| 2000-01-01 | 9.7973286870302590 |
| 2000-02-01 | 9.5063443779301400 |
| 2000-03-01 | 9.1913101388474800 |
| 2000-04-01 | 9.3458989361360800 |
| 2000-05-01 | 9.3407391495523700 |
| 2000-06-01 | 9.5252510427082200 |
| 2000-07-01 | 9.6088948515639010 |
| 2000-08-01 | 9.6694123942777690 |
| 2000-09-01 | 9.8090189180144480 |
| 2000-10-01 | 9.8852245165759100 |
| 2000-11-01 | 10.0175373147873010 |
| 2000-12-01 | 10.1326196269117000 |
| 2001-01-01 | 10.4676971726551000 |
| 2001-02-01 | 10.3171057606364000 |
| 2001-03-01 | 10.1941007434478020 |
| 2001-04-01 | 9.8953223528051790 |
| 2001-05-01 | 10.0618773613709000 |
| 2001-06-01 | 9.9394659619660500 |
| 2001-07-01 | 9.8159606267882110 |
| 2001-08-01 | 9.6824270257751400 |
| 2001-09-01 | 9.4020133949138300 |
| 2001-10-01 | 9.2968771756150800 |
| 2001-11-01 | 9.0979171851600710 |
| 2001-12-01 | 8.8669832623989800 |
| 2002-01-01 | 8.6932438581482500 |
| 2002-02-01 | 8.5770548698315700 |
| 2002-03-01 | 8.6818409848176300 |
| 2002-04-01 | 8.4531186434914700 |
| 2002-05-01 | 8.3415785014890390 |
| 2002-06-01 | 8.1132252047974890 |
| 2002-07-01 | 7.7523176136620500 |
| 2002-08-01 | 7.6092919342919405 |
| 2002-09-01 | 7.5303414981560500 |
| 2002-10-01 | 6.9331814601355990 |
| 2002-11-01 | 7.2331346699793300 |
| 2002-12-01 | 7.1767456388489800 |
| 2003-01-01 | 7.2282915936206610 |
| 2003-02-01 | 7.1477000359604400 |
| 2003-03-01 | 7.1873934798714900 |
| 2003-04-01 | 7.1198590444029400 |
| 2003-05-01 | 7.0248012709492690 |
| 2003-06-01 | 6.9987638428728400 |
| 2003-07-01 | 6.9266476055658900 |
| 2003-08-01 | 6.9951382551113890 |
| 2003-09-01 | 6.8932167852329690 |
| 2003-10-01 | 6.7302155804969200 |
| 2003-11-01 | 6.9085625306144300 |
| 2003-12-01 | 6.9648339414867400 |
| 2004-01-01 | 6.9447427060784010 |
| 2004-02-01 | 6.9624669107829105 |
| 2004-03-01 | 6.8227888363630090 |
| 2004-04-01 | 6.7407296751347400 |
| 2004-05-01 | 6.7307450487201400 |
| 2004-06-01 | 6.7053083100070600 |
| 2004-07-01 | 6.9197829284168810 |
| 2004-08-01 | 6.8907505403271510 |
| 2004-09-01 | 6.9896119109208890 |
| 2004-10-01 | 6.9259830308112695 |
| 2004-11-01 | 6.9831972009883300 |
| 2004-12-01 | 6.9452572297978900 |
| 2005-01-01 | 7.0554163623020200 |
| 2005-02-01 | 7.1663392235398800 |
| 2005-03-01 | 7.1212015077758100 |
| 2005-04-01 | 7.2231293354986500 |
| 2005-05-01 | 7.0502062994238090 |
| 2005-06-01 | 7.2321872255823400 |
| 2005-07-01 | 7.3226771606730700 |
| 2005-08-01 | 7.4064732897375700 |
| 2005-09-01 | 7.5016997842122490 |
| 2005-10-01 | 7.6284612464198700 |
| 2005-11-01 | 7.7699298846441000 |
| 2005-12-01 | 7.9138524121901390 |
| 2006-01-01 | 7.9487938393069010 |
| 2006-02-01 | 8.1277001773329900 |
| 2006-03-01 | 8.3611017818919300 |
| 2006-04-01 | 8.6588379942466100 |
| 2006-05-01 | 8.9078539730247590 |
| 2006-06-01 | 9.0029414906756800 |
| 2006-07-01 | 8.9652524587346600 |
| 2006-08-01 | 8.9525978880051080 |
| 2006-09-01 | 9.1734303501479000 |
| 2006-10-01 | 9.0390825870306900 |
| 2006-11-01 | 9.0589522923471100 |
| 2006-12-01 | 9.1760158245140280 |
| 2007-01-01 | 8.9305146566084800 |
| 2007-02-01 | 8.9027816528407800 |
| 2007-03-01 | 8.9454046510727600 |
| 2007-04-01 | 8.8854419905670500 |
| 2007-05-01 | 8.9169855436818480 |
| 2007-06-01 | 9.0149358913869390 |
| 2007-07-01 | 9.1711762817500290 |
| 2007-08-01 | 9.1409072826324500 |
| 2007-09-01 | 9.1805114856263490 |
| 2007-10-01 | 9.2101930218042800 |
| 2007-11-01 | 9.2382559660320000 |
| 2007-12-01 | 9.1687448362200520 |
| 2008-01-01 | 9.3066122748764300 |
| 2008-02-01 | 9.2893373522971000 |
| 2008-03-01 | 9.1463318629331420 |
| 2008-04-01 | 9.3930852743314010 |
| 2008-05-01 | 9.4439981044398990 |
| 2008-06-01 | 9.4536087161688580 |
| 2008-07-01 | 9.3733894099510000 |
| 2008-08-01 | 9.5286406719353690 |
| 2008-09-01 | 9.3981429429035900 |
| 2008-10-01 | 9.4836415548538910 |
| 2008-11-01 | 9.4260845650948400 |
| 2008-12-01 | 9.4770270856570190 |
| 2009-01-01 | 9.2815392889903110 |
| 2009-02-01 | 9.2920769139666000 |
| 2009-03-01 | 9.2544235546460800 |
| 2009-04-01 | 9.1349940911378110 |
| 2009-05-01 | 9.0413628409069400 |
| 2009-06-01 | 8.9603961671152200 |
| 2009-07-01 | 8.8560929189197890 |
| 2009-08-01 | 8.7627044085270200 |
| 2009-09-01 | 8.7773359106910500 |
| 2009-10-01 | 8.7337092358161800 |
| 2009-11-01 | 8.8160456232161890 |
| 2009-12-01 | 8.8179771582860400 |
| 2010-01-01 | 8.7863895353790990 |
| 2010-02-01 | 8.6204614905273000 |
| 2010-03-01 | 8.7009644961913400 |
| 2010-04-01 | 8.1973146451272200 |
| 2010-05-01 | 8.0170159523845310 |
| 2010-06-01 | 8.1485848371344100 |
| 2010-07-01 | 8.1325212612821290 |
| 2010-08-01 | 7.9990893563416700 |
| 2010-09-01 | 7.9384964832415400 |
| 2010-10-01 | 7.8910340071008900 |
| 2010-11-01 | 7.7992450375546300 |
| 2010-12-01 | 7.7548838241347100 |
| 2011-01-01 | 7.9190929496684690 |
| 2011-02-01 | 7.9623906347465190 |
| 2011-03-01 | 7.9620768787788300 |
| 2011-04-01 | 8.1185152840012200 |
| 2011-05-01 | 7.9039098395246300 |
| 2011-06-01 | 8.1580021145939300 |
| 2011-07-01 | 8.4449442353941100 |
| 2011-08-01 | 8.3555353399229700 |
| 2011-09-01 | 8.5502004259025600 |
| 2011-10-01 | 8.5609525692710700 |
| 2011-11-01 | 8.7099018128085500 |
| 2011-12-01 | 8.7798304736532800 |
| 2012-01-01 | 8.8254630170801000 |
| 2012-02-01 | 8.8304828281111400 |
| 2012-03-01 | 9.0279974559177200 |
| 2012-04-01 | 9.1940567136129800 |
| 2012-05-01 | 9.2334590024522700 |
| 2012-06-01 | 9.6227673823186800 |
| 2012-07-01 | 9.2648169746109300 |
| 2012-08-01 | 9.4181515390716690 |
| 2012-09-01 | 9.1507884688416300 |
| 2012-10-01 | 9.5261974972191310 |
| 2012-11-01 | 9.2982566732309610 |
| 2012-12-01 | 9.3062747206674300 |
| 2013-01-01 | 9.3435399905827000 |
| 2013-02-01 | 9.7151855289457690 |
| 2013-03-01 | 9.7306539012400500 |
| 2013-04-01 | 9.7175736928623200 |
| 2013-05-01 | 9.7462040481863400 |
| 2013-06-01 | 9.7108900110494500 |
| 2013-07-01 | 9.6671532686940620 |
| 2013-08-01 | 9.6643283006478810 |
| 2013-09-01 | 9.6489806104158690 |
| 2013-10-01 | 9.6755777401210800 |
| 2013-11-01 | 9.7693452403401800 |
| 2013-12-01 | 9.9350598488752000 |
| 2014-01-01 | 9.7719098595098400 |
| 2014-02-01 | 9.8307659112939400 |
| 2014-03-01 | 9.9607154053236600 |
| 2014-04-01 | 10.0740098826588010 |
| 2014-05-01 | 10.2708987758568020 |
| 2014-06-01 | 10.2025640292794000 |
| 2014-07-01 | 10.2638797632316000 |
| 2014-08-01 | 10.5267354737653010 |
| 2014-09-01 | 10.6652699136663000 |
| 2014-10-01 | 10.6247588873199000 |
| 2014-11-01 | 10.6184396961989020 |
| 2014-12-01 | 10.7569814675299000 |
| 2015-01-01 | 10.8951734743088000 |
| 2015-02-01 | 10.8093627259340000 |
| 2015-03-01 | 10.9700749948681000 |
| 2015-04-01 | 11.0317767528986000 |
| 2015-05-01 | 10.9867380900133000 |
| 2015-06-01 | 10.8975146936063000 |
| 2015-07-01 | 11.6668798672324010 |
| 2015-08-01 | 11.5898546849640990 |
| 2015-09-01 | 11.6815221975386000 |
| 2015-10-01 | 12.0707948264381970 |
| 2015-11-01 | 11.9683240079636000 |
| 2015-12-01 | 11.9889499193223000 |
| 2016-01-01 | 12.3236494826541990 |
| 2016-02-01 | 12.3569277595028030 |
| 2016-03-01 | 12.2725887088659000 |
| 2016-04-01 | 12.3829396040443010 |
| 2016-05-01 | 12.4176413725714990 |
| 2016-06-01 | 12.6257307592156000 |
| 2016-07-01 | 12.7464838438080000 |
| 2016-08-01 | 12.3494565044996000 |
| 2016-09-01 | 12.3764866220592000 |
| 2016-10-01 | 12.3591120569569990 |
| 2016-11-01 | 12.3194422986751990 |
| 2016-12-01 | 12.1186973297861980 |
| 2017-01-01 | 11.9810937524013020 |
| 2017-02-01 | 11.9886178843503000 |
| 2017-03-01 | 11.9342778971288010 |
| 2017-04-01 | 11.7481730780695000 |
| 2017-05-01 | 11.7712075401699000 |
| 2017-06-01 | 11.8636690352107000 |
| 2017-07-01 | 11.7696861306643000 |
| 2017-08-01 | 11.9285409038484000 |
| 2017-09-01 | 11.9416527341319010 |
| 2017-10-01 | 12.1728344606664990 |
| 2017-11-01 | 12.2056784295290000 |
| 2017-12-01 | 12.1383673889484000 |
| 2018-01-01 | 12.1316528983133000 |
| 2018-02-01 | 11.9124641793071980 |
| 2018-03-01 | 12.2691029366625000 |
| 2018-04-01 | 12.6759209435318020 |
| 2018-05-01 | 12.5470215444692000 |
| 2018-06-01 | 12.3432344995668010 |
| 2018-07-01 | 12.3070008275776000 |
| 2018-08-01 | 12.8115774646575000 |
| 2018-09-01 | 12.3162764102983000 |
| 2018-10-01 | 12.5011542862075000 |
| 2018-11-01 | 12.5064410679934000 |
| 2018-12-01 | 12.7445122197379990 |
| 2019-01-01 | 12.7769043171155000 |
| 2019-02-01 | 13.1239095338290000 |
| 2019-03-01 | 12.9047975763436980 |
| 2019-04-01 | 12.7950268497083000 |
| 2019-05-01 | 12.3001439880249000 |
| 2019-06-01 | 12.7043408754346000 |
| 2019-07-01 | 12.7242257656438010 |
| 2019-08-01 | 13.0164870920145000 |
| 2019-09-01 | 13.0748222251046000 |
| 2019-10-01 | 12.6448868552186000 |
| 2019-11-01 | 12.8414755333126000 |
| 2019-12-01 | 12.6162458282588010 |
| 2020-01-01 | 12.6853443312969000 |
| 2020-02-01 | 13.2150017372583020 |
| 2020-03-01 | 13.2547430489428990 |
| 2020-04-01 | 11.7212969759995980 |
| 2020-05-01 | 11.7925753124449990 |
| 2020-06-01 | 11.7259278139353020 |
| 2020-07-01 | 11.7322408498554010 |
| 2020-08-01 | 11.4221421067098000 |
| 2020-09-01 | 11.4583175202656000 |
| 2020-10-01 | 11.6884179148927000 |
| 2020-11-01 | 11.6815901001714020 |
| 2020-12-01 | 11.8990056784614020 |
| 2021-01-01 | 12.0863237197104000 |
| 2021-02-01 | 11.9458299001329000 |
| 2021-03-01 | 12.0370726753284000 |
| 2021-04-01 | 12.3483565854139990 |
| 2021-05-01 | 12.7338590807197000 |
| 2021-06-01 | 12.7582288561869000 |
| 2021-07-01 | 13.5933528866692000 |
| 2021-08-01 | 13.4042274065648000 |
| 2021-09-01 | 13.7999705127418010 |
| 2021-10-01 | 15.1161413835331990 |
| 2021-11-01 | 14.4359975662245000 |
| 2021-12-01 | 14.6072959223622000 |
| 2022-01-01 | 13.1930454991962000 |
| 2022-02-01 | 13.1178871657343000 |
| 2022-03-01 | 13.3890025113191980 |
| 2022-04-01 | 14.7858932288690000 |
| 2022-05-01 | 14.6120702686873010 |
| 2022-06-01 | 14.7935615909851000 |
| 2022-07-01 | 14.4589654042478000 |
| 2022-08-01 | 14.2493084412655000 |
| 2022-09-01 | 14.4307124026539990 |
| 2022-10-01 | 14.1213804862085010 |
| 2022-11-01 | 14.2797676584615000 |
| 2022-12-01 | 14.5151040601181980 |
| 2023-01-01 | 13.5200300837816000 |
| 2023-02-01 | 13.4910928010289000 |
| 2023-03-01 | 13.5422534918125000 |
| 2023-04-01 | 13.5262830589093020 |
| 2023-05-01 | 13.4214487251436000 |
| 2023-06-01 | 13.6055580210524010 |
| 2023-07-01 | 13.6913101958448010 |
| 2023-08-01 | 14.2864662606761000 |
| 2023-09-01 | 13.9883442418153000 |
| 2023-10-01 | 13.7252460407888000 |
| 2023-11-01 | 13.5187861014728000 |
| 2023-12-01 | 13.3125131928446980 |
| 2024-01-01 | 13.3462412661635000 |
| 2024-02-01 | 13.3306970835609010 |
| 2024-03-01 | 13.3799330845678030 |
| 2024-04-01 | 13.3521895986404020 |
| 2024-05-01 | 13.7603943884658000 |
| 2024-06-01 | 14.0586002579052990 |
| 2024-07-01 | 14.9031472980294990 |
| 2024-08-01 | 14.3112630591381010 |
| 2024-09-01 | 13.4638098366475990 |
| 2024-10-01 | 13.9285179522375980 |
| 2024-11-01 | 13.9431434370584010 |
| 2024-12-01 | 14.1452782482086000 |
| 2025-01-01 | 13.8927966119819000 |
| 2025-02-01 | 14.3303542548277000 |
| 2025-03-01 | 14.2947516416689990 |
| 2025-04-01 | 14.3759777160324000 |
| 2025-05-01 | 14.2862168964390990 |