Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Los Angeles-Long Beach-Anaheim, CA (MSA)
| Title | All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Los Angeles-Long Beach-Anaheim, CA (MSA) |
|---|---|
| Series ID | SMU06310806054120001SA |
| 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 2025-12-01 |
| Last Updated | 2026-01-28 3:31 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 | 57.1591874288697 |
| 1990-02-01 | 58.1394191123017 |
| 1990-03-01 | 58.3987969366392 |
| 1990-04-01 | 59.2742184134131 |
| 1990-05-01 | 59.1703837703125 |
| 1990-06-01 | 59.8758400029434 |
| 1990-07-01 | 58.5585948785886 |
| 1990-08-01 | 58.3140528708429 |
| 1990-09-01 | 58.2224659309701 |
| 1990-10-01 | 60.0596419155526 |
| 1990-11-01 | 60.1103563048923 |
| 1990-12-01 | 59.6825160820950 |
| 1991-01-01 | 61.7889775048021 |
| 1991-02-01 | 61.6918816883043 |
| 1991-03-01 | 61.1608025972594 |
| 1991-04-01 | 59.1374214339541 |
| 1991-05-01 | 61.6634371822855 |
| 1991-06-01 | 60.7311207667902 |
| 1991-07-01 | 61.5100706875588 |
| 1991-08-01 | 63.5506146410844 |
| 1991-09-01 | 62.8303200969700 |
| 1991-10-01 | 57.2106646089488 |
| 1991-11-01 | 56.6384878692979 |
| 1991-12-01 | 55.7537614613315 |
| 1992-01-01 | 50.8194331708505 |
| 1992-02-01 | 54.1838082439639 |
| 1992-03-01 | 53.7629205975210 |
| 1992-04-01 | 53.2147628622240 |
| 1992-05-01 | 51.8020016778338 |
| 1992-06-01 | 54.2588534938841 |
| 1992-07-01 | 51.2522175565286 |
| 1992-08-01 | 50.5543788904083 |
| 1992-09-01 | 49.1107654782536 |
| 1992-10-01 | 50.7595753928992 |
| 1992-11-01 | 51.6792759141560 |
| 1992-12-01 | 50.9664376887038 |
| 1993-01-01 | 48.4129944997120 |
| 1993-02-01 | 48.3163864564806 |
| 1993-03-01 | 46.8368688726115 |
| 1993-04-01 | 48.9027203415056 |
| 1993-05-01 | 49.3864464288558 |
| 1993-06-01 | 47.8604021951245 |
| 1993-07-01 | 48.2033014722235 |
| 1993-08-01 | 48.4871957123909 |
| 1993-09-01 | 48.4913526235444 |
| 1993-10-01 | 48.7545203542009 |
| 1993-11-01 | 48.8600711934320 |
| 1993-12-01 | 48.6323510189502 |
| 1994-01-01 | 48.2443570157272 |
| 1994-02-01 | 48.1510011400610 |
| 1994-03-01 | 48.8787055244655 |
| 1994-04-01 | 47.3466533194456 |
| 1994-05-01 | 45.4911189039268 |
| 1994-06-01 | 47.3965868537165 |
| 1994-07-01 | 46.7155831777614 |
| 1994-08-01 | 47.2143395717675 |
| 1994-09-01 | 47.7372422050453 |
| 1994-10-01 | 48.0936566109210 |
| 1994-11-01 | 48.5392805967031 |
| 1994-12-01 | 49.0712436784911 |
| 1995-01-01 | 50.5223502979688 |
| 1995-02-01 | 50.9673685269667 |
| 1995-03-01 | 50.9481496110736 |
| 1995-04-01 | 49.7755557040737 |
| 1995-05-01 | 49.7464311106502 |
| 1995-06-01 | 50.0205674287856 |
| 1995-07-01 | 50.7657838646822 |
| 1995-08-01 | 50.7744525068236 |
| 1995-09-01 | 51.3039548710429 |
| 1995-10-01 | 49.3551618194784 |
| 1995-11-01 | 49.6793830013194 |
| 1995-12-01 | 49.9675891415259 |
| 1996-01-01 | 49.6112309222592 |
| 1996-02-01 | 49.5491257970024 |
| 1996-03-01 | 49.2079364948881 |
| 1996-04-01 | 48.0367926591289 |
| 1996-05-01 | 51.1139249189031 |
| 1996-06-01 | 48.8045415392261 |
| 1996-07-01 | 49.1969535894882 |
| 1996-08-01 | 49.3866844196346 |
| 1996-09-01 | 48.9812953246102 |
| 1996-10-01 | 49.9794879166003 |
| 1996-11-01 | 50.2488563095895 |
| 1996-12-01 | 49.6973918028873 |
| 1997-01-01 | 50.2090361519204 |
| 1997-02-01 | 50.6060079880144 |
| 1997-03-01 | 50.7863244494475 |
| 1997-04-01 | 53.0752333107851 |
| 1997-05-01 | 54.8498003018969 |
| 1997-06-01 | 55.0520915355835 |
| 1997-07-01 | 54.4842232754112 |
| 1997-08-01 | 54.2959263792548 |
| 1997-09-01 | 54.3957315244765 |
| 1997-10-01 | 56.9503253031537 |
| 1997-11-01 | 57.1627281733386 |
| 1997-12-01 | 57.0822949993956 |
| 1998-01-01 | 60.1642081951109 |
| 1998-02-01 | 60.0433272414438 |
| 1998-03-01 | 62.8187805860856 |
| 1998-04-01 | 63.3137984530676 |
| 1998-05-01 | 56.6563646868367 |
| 1998-06-01 | 58.5681105008393 |
| 1998-07-01 | 60.2548155814306 |
| 1998-08-01 | 57.1046213791260 |
| 1998-09-01 | 56.7994315543815 |
| 1998-10-01 | 54.7083599921188 |
| 1998-11-01 | 54.4958318644109 |
| 1998-12-01 | 54.0729684245345 |
| 1999-01-01 | 52.7454941660818 |
| 1999-02-01 | 46.2352720740062 |
| 1999-03-01 | 45.0075357233893 |
| 1999-04-01 | 46.5800304414294 |
| 1999-05-01 | 45.7886193492444 |
| 1999-06-01 | 46.2793448810709 |
| 1999-07-01 | 47.8490515011717 |
| 1999-08-01 | 48.3902104008140 |
| 1999-09-01 | 48.8829864747348 |
| 1999-10-01 | 46.9611216482049 |
| 1999-11-01 | 47.5436514187220 |
| 1999-12-01 | 49.4994339810245 |
| 2000-01-01 | 46.8978742615077 |
| 2000-02-01 | 46.2142942394816 |
| 2000-03-01 | 44.9806481135014 |
| 2000-04-01 | 43.5293504868634 |
| 2000-05-01 | 42.8876617185794 |
| 2000-06-01 | 42.6160399946450 |
| 2000-07-01 | 42.5762300312879 |
| 2000-08-01 | 42.4184857252031 |
| 2000-09-01 | 42.5355859234842 |
| 2000-10-01 | 43.8194179833263 |
| 2000-11-01 | 44.0045021737977 |
| 2000-12-01 | 45.0209519186050 |
| 2001-01-01 | 46.2164423864872 |
| 2001-02-01 | 44.4048416323921 |
| 2001-03-01 | 45.4766447195360 |
| 2001-04-01 | 45.5786256866807 |
| 2001-05-01 | 48.1784539994856 |
| 2001-06-01 | 45.4746714835124 |
| 2001-07-01 | 45.6730502936156 |
| 2001-08-01 | 45.9794484426190 |
| 2001-09-01 | 45.5895419563942 |
| 2001-10-01 | 48.2605915312085 |
| 2001-11-01 | 47.6637622025867 |
| 2001-12-01 | 47.6238533817829 |
| 2002-01-01 | 47.7452119657818 |
| 2002-02-01 | 48.1843269418084 |
| 2002-03-01 | 48.5227011325172 |
| 2002-04-01 | 49.2568381450753 |
| 2002-05-01 | 48.0365156770596 |
| 2002-06-01 | 47.2832461047866 |
| 2002-07-01 | 46.8251948697206 |
| 2002-08-01 | 47.1806342637458 |
| 2002-09-01 | 47.2838379962761 |
| 2002-10-01 | 46.4878480301942 |
| 2002-11-01 | 46.4518830130297 |
| 2002-12-01 | 46.3174271902889 |
| 2003-01-01 | 47.0644282492652 |
| 2003-02-01 | 47.1651573583437 |
| 2003-03-01 | 49.4401552369590 |
| 2003-04-01 | 48.4030467194006 |
| 2003-05-01 | 47.9485154579506 |
| 2003-06-01 | 48.3722721737119 |
| 2003-07-01 | 48.1245232951637 |
| 2003-08-01 | 47.6701147555208 |
| 2003-09-01 | 47.2394061107015 |
| 2003-10-01 | 47.1518261464565 |
| 2003-11-01 | 47.0150686178592 |
| 2003-12-01 | 46.8512672314916 |
| 2004-01-01 | 46.8736919814184 |
| 2004-02-01 | 47.1165306234151 |
| 2004-03-01 | 47.4889267524246 |
| 2004-04-01 | 47.8290052630385 |
| 2004-05-01 | 48.5780793889739 |
| 2004-06-01 | 48.4648740599320 |
| 2004-07-01 | 48.8028335163832 |
| 2004-08-01 | 49.2084419160745 |
| 2004-09-01 | 49.8480135897562 |
| 2004-10-01 | 49.8213731446654 |
| 2004-11-01 | 50.6892747644309 |
| 2004-12-01 | 50.9738876144365 |
| 2005-01-01 | 52.3526651996876 |
| 2005-02-01 | 51.5787888491995 |
| 2005-03-01 | 50.3254267444229 |
| 2005-04-01 | 51.1229070212261 |
| 2005-05-01 | 51.9153459937239 |
| 2005-06-01 | 52.1763550050180 |
| 2005-07-01 | 52.9238942160195 |
| 2005-08-01 | 53.0283602506235 |
| 2005-09-01 | 53.3603953855273 |
| 2005-10-01 | 54.1638132987852 |
| 2005-11-01 | 54.4647182902845 |
| 2005-12-01 | 54.7810768572857 |
| 2006-01-01 | 55.3414322104603 |
| 2006-02-01 | 55.8966892971888 |
| 2006-03-01 | 55.7178746098773 |
| 2006-04-01 | 56.2760316822793 |
| 2006-05-01 | 54.4966188037827 |
| 2006-06-01 | 57.8382783115150 |
| 2006-07-01 | 60.4061161060050 |
| 2006-08-01 | 60.4159965546212 |
| 2006-09-01 | 61.0859215117980 |
| 2006-10-01 | 62.1475158713881 |
| 2006-11-01 | 61.9794068906251 |
| 2006-12-01 | 62.3095224874275 |
| 2007-01-01 | 62.7610052810321 |
| 2007-02-01 | 61.7439249200288 |
| 2007-03-01 | 61.6778298639282 |
| 2007-04-01 | 62.2510654318793 |
| 2007-05-01 | 63.1881060077281 |
| 2007-06-01 | 63.6772892141682 |
| 2007-07-01 | 62.0132084965516 |
| 2007-08-01 | 62.6394748176035 |
| 2007-09-01 | 61.9819704221282 |
| 2007-10-01 | 61.9016360286600 |
| 2007-11-01 | 61.0573284515395 |
| 2007-12-01 | 62.8959625178869 |
| 2008-01-01 | 55.0356380160376 |
| 2008-02-01 | 55.9588645519769 |
| 2008-03-01 | 55.9039335518426 |
| 2008-04-01 | 56.8058309619096 |
| 2008-05-01 | 56.1532166458322 |
| 2008-06-01 | 55.5398620139163 |
| 2008-07-01 | 55.3552254800608 |
| 2008-08-01 | 54.2755131068225 |
| 2008-09-01 | 54.3167244684212 |
| 2008-10-01 | 52.8626946505537 |
| 2008-11-01 | 52.6990670053696 |
| 2008-12-01 | 53.0861892037123 |
| 2009-01-01 | 52.7102294257019 |
| 2009-02-01 | 52.1073535274929 |
| 2009-03-01 | 52.6497674983227 |
| 2009-04-01 | 52.0852366963084 |
| 2009-05-01 | 51.2748256024535 |
| 2009-06-01 | 51.1635152768688 |
| 2009-07-01 | 50.7327356524909 |
| 2009-08-01 | 49.9300229058989 |
| 2009-09-01 | 50.3532652132736 |
| 2009-10-01 | 51.3754261237052 |
| 2009-11-01 | 52.6809820684252 |
| 2009-12-01 | 50.6607026024934 |
| 2010-01-01 | 50.5505235027993 |
| 2010-02-01 | 51.3258177996896 |
| 2010-03-01 | 50.8027726350149 |
| 2010-04-01 | 52.9722108887683 |
| 2010-05-01 | 51.2214246382823 |
| 2010-06-01 | 51.8568371013439 |
| 2010-07-01 | 52.0092302015669 |
| 2010-08-01 | 52.5699934903901 |
| 2010-09-01 | 50.7059020232004 |
| 2010-10-01 | 53.8653245063778 |
| 2010-11-01 | 53.7808781694039 |
| 2010-12-01 | 53.1163722511792 |
| 2011-01-01 | 53.8083424948263 |
| 2011-02-01 | 54.7130156661632 |
| 2011-03-01 | 54.5856003225286 |
| 2011-04-01 | 54.0772381701819 |
| 2011-05-01 | 54.3597390566626 |
| 2011-06-01 | 55.3367030715023 |
| 2011-07-01 | 56.1774417358168 |
| 2011-08-01 | 56.5514815639193 |
| 2011-09-01 | 57.0818495495915 |
| 2011-10-01 | 57.3003027749115 |
| 2011-11-01 | 58.3657045417268 |
| 2011-12-01 | 59.5891531893491 |
| 2012-01-01 | 59.2943565842361 |
| 2012-02-01 | 59.4370433230395 |
| 2012-03-01 | 60.2032697538597 |
| 2012-04-01 | 59.4526196445181 |
| 2012-05-01 | 60.8490310528774 |
| 2012-06-01 | 61.5343376635687 |
| 2012-07-01 | 61.5922811532230 |
| 2012-08-01 | 61.8742561031488 |
| 2012-09-01 | 62.7025265952322 |
| 2012-10-01 | 62.8295596065625 |
| 2012-11-01 | 62.1324089683612 |
| 2012-12-01 | 63.6447074845783 |
| 2013-01-01 | 59.6499954463078 |
| 2013-02-01 | 60.4454582313798 |
| 2013-03-01 | 62.0020983645547 |
| 2013-04-01 | 62.5695839006082 |
| 2013-05-01 | 62.7094303894419 |
| 2013-06-01 | 62.4381691592903 |
| 2013-07-01 | 63.4705068593049 |
| 2013-08-01 | 63.7247756856051 |
| 2013-09-01 | 64.1202700355269 |
| 2013-10-01 | 63.7079146646846 |
| 2013-11-01 | 61.5728528651269 |
| 2013-12-01 | 62.7483607825383 |
| 2014-01-01 | 65.0592379969105 |
| 2014-02-01 | 64.7627916467093 |
| 2014-03-01 | 64.0124078092506 |
| 2014-04-01 | 62.5522421725971 |
| 2014-05-01 | 62.0086180656051 |
| 2014-06-01 | 61.2175301573646 |
| 2014-07-01 | 59.8008128829764 |
| 2014-08-01 | 60.1917795478520 |
| 2014-09-01 | 59.0016938245998 |
| 2014-10-01 | 56.8370207433270 |
| 2014-11-01 | 58.1858285857557 |
| 2014-12-01 | 58.5386793188634 |
| 2015-01-01 | 59.7464810239595 |
| 2015-02-01 | 59.9649562144039 |
| 2015-03-01 | 59.8476402070846 |
| 2015-04-01 | 63.4477532974399 |
| 2015-05-01 | 62.0571929696071 |
| 2015-06-01 | 62.4733391681243 |
| 2015-07-01 | 63.3493943448365 |
| 2015-08-01 | 61.8516106459683 |
| 2015-09-01 | 61.9016354592841 |
| 2015-10-01 | 63.4175882853303 |
| 2015-11-01 | 64.9160236308621 |
| 2015-12-01 | 63.1781615806979 |
| 2016-01-01 | 60.7755011059955 |
| 2016-02-01 | 61.6184994263791 |
| 2016-03-01 | 59.9419665824185 |
| 2016-04-01 | 59.4635135212150 |
| 2016-05-01 | 59.2528760937143 |
| 2016-06-01 | 58.3898815206359 |
| 2016-07-01 | 58.9435396148929 |
| 2016-08-01 | 59.1882234807528 |
| 2016-09-01 | 59.3329828433495 |
| 2016-10-01 | 58.6571434130749 |
| 2016-11-01 | 60.7093559260788 |
| 2016-12-01 | 58.2257429030994 |
| 2017-01-01 | 58.7689079992443 |
| 2017-02-01 | 57.9258432309206 |
| 2017-03-01 | 58.2679841475895 |
| 2017-04-01 | 58.9373547256201 |
| 2017-05-01 | 59.0368698700939 |
| 2017-06-01 | 59.8915213252293 |
| 2017-07-01 | 59.6423069484180 |
| 2017-08-01 | 60.3640213968074 |
| 2017-09-01 | 59.9079868907648 |
| 2017-10-01 | 59.3863519034165 |
| 2017-11-01 | 59.2088424624883 |
| 2017-12-01 | 60.2206601234684 |
| 2018-01-01 | 63.0106269585871 |
| 2018-02-01 | 60.2167402888160 |
| 2018-03-01 | 61.1482157125423 |
| 2018-04-01 | 60.7026014936617 |
| 2018-05-01 | 58.4897922846571 |
| 2018-06-01 | 60.9985131845473 |
| 2018-07-01 | 59.8301914719004 |
| 2018-08-01 | 58.3952937993144 |
| 2018-09-01 | 59.6863272910039 |
| 2018-10-01 | 59.7087008003351 |
| 2018-11-01 | 59.4091001573630 |
| 2018-12-01 | 59.5745116995792 |
| 2019-01-01 | 59.2056950025366 |
| 2019-02-01 | 60.8511841185017 |
| 2019-03-01 | 60.4629927767983 |
| 2019-04-01 | 60.4496834859107 |
| 2019-05-01 | 58.5064718145882 |
| 2019-06-01 | 60.2591827732990 |
| 2019-07-01 | 60.4484355612872 |
| 2019-08-01 | 61.0165646195970 |
| 2019-09-01 | 60.9848729415684 |
| 2019-10-01 | 59.8952830400185 |
| 2019-11-01 | 62.4631792435542 |
| 2019-12-01 | 62.4448227869624 |
| 2020-01-01 | 61.8493787581893 |
| 2020-02-01 | 64.7034272001329 |
| 2020-03-01 | 62.9650346613072 |
| 2020-04-01 | 53.1373012970949 |
| 2020-05-01 | 53.3028339696491 |
| 2020-06-01 | 53.9362367216393 |
| 2020-07-01 | 54.6839335327808 |
| 2020-08-01 | 55.1336965014136 |
| 2020-09-01 | 55.3932217558439 |
| 2020-10-01 | 57.2656511429181 |
| 2020-11-01 | 56.4571469356882 |
| 2020-12-01 | 57.1513187770178 |
| 2021-01-01 | 58.0723704001879 |
| 2021-02-01 | 57.3598124419425 |
| 2021-03-01 | 57.6980794510649 |
| 2021-04-01 | 58.1760613882088 |
| 2021-05-01 | 59.8684677887504 |
| 2021-06-01 | 58.5841859388019 |
| 2021-07-01 | 60.2154288731450 |
| 2021-08-01 | 61.2584788600936 |
| 2021-09-01 | 61.5484319810594 |
| 2021-10-01 | 62.5202968551130 |
| 2021-11-01 | 63.1559249018266 |
| 2021-12-01 | 62.1243168851268 |
| 2022-01-01 | 61.2616103394421 |
| 2022-02-01 | 64.0847959414285 |
| 2022-03-01 | 68.0033091599653 |
| 2022-04-01 | 67.9414128236917 |
| 2022-05-01 | 69.5947982572794 |
| 2022-06-01 | 67.9936923061348 |
| 2022-07-01 | 64.6697020324617 |
| 2022-08-01 | 65.8994014383337 |
| 2022-09-01 | 66.4255182844118 |
| 2022-10-01 | 64.5619786952387 |
| 2022-11-01 | 64.7650072152266 |
| 2022-12-01 | 66.2138476448607 |
| 2023-01-01 | 65.1904449948721 |
| 2023-02-01 | 64.8265161479437 |
| 2023-03-01 | 64.8038593014180 |
| 2023-04-01 | 66.7961300110748 |
| 2023-05-01 | 65.5509235683238 |
| 2023-06-01 | 65.3947113966642 |
| 2023-07-01 | 65.0738734397036 |
| 2023-08-01 | 64.5947358536145 |
| 2023-09-01 | 65.2452640547651 |
| 2023-10-01 | 64.7580905135778 |
| 2023-11-01 | 62.5006904400301 |
| 2023-12-01 | 65.9657749225082 |
| 2024-01-01 | 65.0964730654322 |
| 2024-02-01 | 65.9240034072362 |
| 2024-03-01 | 65.3668575266588 |
| 2024-04-01 | 63.2670861800922 |
| 2024-05-01 | 62.8563718605719 |
| 2024-06-01 | 62.9777740620400 |
| 2024-07-01 | 62.7624229507212 |
| 2024-08-01 | 62.6917582145073 |
| 2024-09-01 | 62.5045894018108 |
| 2024-10-01 | 63.5194733905416 |
| 2024-11-01 | 63.7081658249969 |
| 2024-12-01 | 62.8572875379846 |
| 2025-01-01 | 63.0914026961299 |
| 2025-02-01 | 61.8573783620205 |
| 2025-03-01 | 60.3351041849203 |
| 2025-04-01 | 60.6192627138044 |
| 2025-05-01 | 62.0385904475224 |
| 2025-06-01 | 62.2329900929618 |
| 2025-07-01 | 62.6272889091105 |
| 2025-08-01 | 63.1213345083204 |
| 2025-09-01 | 61.2426385139202 |
| 2025-10-01 | 60.8914434345147 |
| 2025-11-01 | 59.3939403353831 |
| 2025-12-01 | 58.5749980828528 |