Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Los Angeles-Long Beach-Glendale, CA (MD)
| Title | All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Los Angeles-Long Beach-Glendale, CA (MD) |
|---|---|
| Series ID | SMU06310846054120001SA |
| 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 2026-07-01 |
| Last Updated | 2026-08-21 7:25 PM 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 | 48.3057604019604 |
| 1990-02-01 | 49.2222752915827 |
| 1990-03-01 | 49.6206971852819 |
| 1990-04-01 | 50.5618565034849 |
| 1990-05-01 | 50.6428506152506 |
| 1990-06-01 | 51.4090937388590 |
| 1990-07-01 | 50.1255525738406 |
| 1990-08-01 | 49.9826728194051 |
| 1990-09-01 | 49.7479113255540 |
| 1990-10-01 | 51.2403302818652 |
| 1990-11-01 | 51.2474635729252 |
| 1990-12-01 | 50.6574396026086 |
| 1991-01-01 | 52.3603489336588 |
| 1991-02-01 | 52.3281173044134 |
| 1991-03-01 | 51.6343975783786 |
| 1991-04-01 | 49.3809769069872 |
| 1991-05-01 | 51.9527663807962 |
| 1991-06-01 | 51.0129179077000 |
| 1991-07-01 | 51.8135763878267 |
| 1991-08-01 | 53.8661187598086 |
| 1991-09-01 | 53.2104211669798 |
| 1991-10-01 | 47.2209356842594 |
| 1991-11-01 | 46.8726651244859 |
| 1991-12-01 | 45.9959507326880 |
| 1992-01-01 | 41.3215535273673 |
| 1992-02-01 | 44.6829138581091 |
| 1992-03-01 | 44.2104677848649 |
| 1992-04-01 | 43.6297616405816 |
| 1992-05-01 | 42.4205269765286 |
| 1992-06-01 | 44.7310794785293 |
| 1992-07-01 | 41.5231838067115 |
| 1992-08-01 | 40.9208504919245 |
| 1992-09-01 | 39.3369823989308 |
| 1992-10-01 | 41.1032708559712 |
| 1992-11-01 | 42.0413738430601 |
| 1992-12-01 | 41.2886863279258 |
| 1993-01-01 | 39.5123366590020 |
| 1993-02-01 | 39.3590650150115 |
| 1993-03-01 | 37.8367577859505 |
| 1993-04-01 | 39.8855430872160 |
| 1993-05-01 | 40.1101114121707 |
| 1993-06-01 | 38.8425518715473 |
| 1993-07-01 | 39.0744663084213 |
| 1993-08-01 | 39.2242322402426 |
| 1993-09-01 | 39.1884176458998 |
| 1993-10-01 | 39.5314208427138 |
| 1993-11-01 | 39.6531238095846 |
| 1993-12-01 | 39.3145694997744 |
| 1994-01-01 | 38.7378243527945 |
| 1994-02-01 | 38.6003298276601 |
| 1994-03-01 | 39.4036705630074 |
| 1994-04-01 | 38.0505057388205 |
| 1994-05-01 | 36.2129889001707 |
| 1994-06-01 | 38.0957929759312 |
| 1994-07-01 | 37.4709343369111 |
| 1994-08-01 | 37.8207116284100 |
| 1994-09-01 | 38.2212795483167 |
| 1994-10-01 | 38.1495355145145 |
| 1994-11-01 | 38.6333522038337 |
| 1994-12-01 | 38.8715323325242 |
| 1995-01-01 | 40.6376277899275 |
| 1995-02-01 | 41.0255682685061 |
| 1995-03-01 | 40.9999971842256 |
| 1995-04-01 | 40.0281153683712 |
| 1995-05-01 | 39.9508398113165 |
| 1995-06-01 | 40.4629995227609 |
| 1995-07-01 | 41.4012207825791 |
| 1995-08-01 | 41.7527635658026 |
| 1995-09-01 | 42.6313876751160 |
| 1995-10-01 | 40.8721527611448 |
| 1995-11-01 | 41.0292612844949 |
| 1995-12-01 | 41.3798231447814 |
| 1996-01-01 | 40.9299999850261 |
| 1996-02-01 | 40.9993289196557 |
| 1996-03-01 | 40.6492236905968 |
| 1996-04-01 | 39.8295409785554 |
| 1996-05-01 | 42.5167236855673 |
| 1996-06-01 | 40.5146128006649 |
| 1996-07-01 | 40.8590793586536 |
| 1996-08-01 | 41.0688586122247 |
| 1996-09-01 | 40.7381150345933 |
| 1996-10-01 | 41.4958457561217 |
| 1996-11-01 | 41.7173582847777 |
| 1996-12-01 | 41.0199286700226 |
| 1997-01-01 | 41.5491962376813 |
| 1997-02-01 | 41.8248397446386 |
| 1997-03-01 | 42.0350167034547 |
| 1997-04-01 | 43.9376403548906 |
| 1997-05-01 | 45.7182057819215 |
| 1997-06-01 | 45.9594392944093 |
| 1997-07-01 | 45.1259205904662 |
| 1997-08-01 | 44.8413856106554 |
| 1997-09-01 | 45.0164356916491 |
| 1997-10-01 | 47.6700544911087 |
| 1997-11-01 | 47.9028864306614 |
| 1997-12-01 | 47.5126070767218 |
| 1998-01-01 | 51.2540892681334 |
| 1998-02-01 | 51.0693881527961 |
| 1998-03-01 | 53.8979587388999 |
| 1998-04-01 | 54.5751694609418 |
| 1998-05-01 | 48.0999961499586 |
| 1998-06-01 | 49.8802940864344 |
| 1998-07-01 | 51.2994585501303 |
| 1998-08-01 | 48.1371077173461 |
| 1998-09-01 | 47.8436123488352 |
| 1998-10-01 | 45.6811825295852 |
| 1998-11-01 | 45.3050248670659 |
| 1998-12-01 | 44.8275362995348 |
| 1999-01-01 | 43.6977698782249 |
| 1999-02-01 | 37.2050377917089 |
| 1999-03-01 | 35.8737523177929 |
| 1999-04-01 | 37.2446081957040 |
| 1999-05-01 | 36.4700908347038 |
| 1999-06-01 | 37.1372143224127 |
| 1999-07-01 | 38.6308388516850 |
| 1999-08-01 | 39.1428718546031 |
| 1999-09-01 | 39.4608457212703 |
| 1999-10-01 | 37.8629675223103 |
| 1999-11-01 | 38.3506135351581 |
| 1999-12-01 | 40.0343714438982 |
| 2000-01-01 | 37.3848559209814 |
| 2000-02-01 | 36.7976126645372 |
| 2000-03-01 | 35.7705523103972 |
| 2000-04-01 | 34.4741592920020 |
| 2000-05-01 | 33.8478600388823 |
| 2000-06-01 | 33.6418080078609 |
| 2000-07-01 | 33.4704725936250 |
| 2000-08-01 | 33.3908687296121 |
| 2000-09-01 | 33.5595373593058 |
| 2000-10-01 | 34.6024778510094 |
| 2000-11-01 | 34.6998095894661 |
| 2000-12-01 | 35.5118139788316 |
| 2001-01-01 | 36.4956034351846 |
| 2001-02-01 | 34.6212946767656 |
| 2001-03-01 | 35.7181893707809 |
| 2001-04-01 | 35.7665222025459 |
| 2001-05-01 | 38.2022551838053 |
| 2001-06-01 | 35.5520543385812 |
| 2001-07-01 | 35.7377426172106 |
| 2001-08-01 | 36.0217360341612 |
| 2001-09-01 | 35.6743010259656 |
| 2001-10-01 | 38.2000002764389 |
| 2001-11-01 | 37.5462743886370 |
| 2001-12-01 | 37.3700490150192 |
| 2002-01-01 | 37.3170502048446 |
| 2002-02-01 | 37.7594601761964 |
| 2002-03-01 | 37.9073939675380 |
| 2002-04-01 | 38.8734154797042 |
| 2002-05-01 | 37.6281334775521 |
| 2002-06-01 | 36.8348536916048 |
| 2002-07-01 | 36.5824870000158 |
| 2002-08-01 | 36.9269507003108 |
| 2002-09-01 | 37.2735911376845 |
| 2002-10-01 | 36.0909378287125 |
| 2002-11-01 | 35.9487280957976 |
| 2002-12-01 | 35.9914758657334 |
| 2003-01-01 | 36.9424668260250 |
| 2003-02-01 | 36.8547264719628 |
| 2003-03-01 | 39.2582332608685 |
| 2003-04-01 | 37.8938771195705 |
| 2003-05-01 | 37.4189341578702 |
| 2003-06-01 | 37.8119427828912 |
| 2003-07-01 | 37.3612034248808 |
| 2003-08-01 | 36.9086294642506 |
| 2003-09-01 | 36.7061266744219 |
| 2003-10-01 | 37.3827327777323 |
| 2003-11-01 | 37.0825386125399 |
| 2003-12-01 | 37.0702745258235 |
| 2004-01-01 | 36.9595681597203 |
| 2004-02-01 | 37.2767960154931 |
| 2004-03-01 | 37.8160279132146 |
| 2004-04-01 | 38.0366948602090 |
| 2004-05-01 | 38.7262845722368 |
| 2004-06-01 | 38.5894470886638 |
| 2004-07-01 | 39.1102415588135 |
| 2004-08-01 | 39.3858639356736 |
| 2004-09-01 | 39.8439571326267 |
| 2004-10-01 | 39.6285897402726 |
| 2004-11-01 | 40.3879512552776 |
| 2004-12-01 | 40.5500628914866 |
| 2005-01-01 | 41.9157110881239 |
| 2005-02-01 | 40.9819902954079 |
| 2005-03-01 | 39.8471104728498 |
| 2005-04-01 | 40.4379745406876 |
| 2005-05-01 | 41.2403820394847 |
| 2005-06-01 | 41.2210296799721 |
| 2005-07-01 | 41.7795689654512 |
| 2005-08-01 | 41.7391969228392 |
| 2005-09-01 | 42.0006919430456 |
| 2005-10-01 | 42.6519566729237 |
| 2005-11-01 | 42.9747153491418 |
| 2005-12-01 | 43.0312649315828 |
| 2006-01-01 | 43.6849867200276 |
| 2006-02-01 | 43.9680485525673 |
| 2006-03-01 | 43.6845692780434 |
| 2006-04-01 | 44.3336700543373 |
| 2006-05-01 | 42.5079703346758 |
| 2006-06-01 | 45.7912499949493 |
| 2006-07-01 | 48.3560742829380 |
| 2006-08-01 | 48.3687196957168 |
| 2006-09-01 | 48.8907280371429 |
| 2006-10-01 | 49.8417866083001 |
| 2006-11-01 | 49.7956986525308 |
| 2006-12-01 | 50.0667480022662 |
| 2007-01-01 | 50.7319604228437 |
| 2007-02-01 | 49.9122835954737 |
| 2007-03-01 | 49.7073397835614 |
| 2007-04-01 | 50.0838259893574 |
| 2007-05-01 | 50.7843934302464 |
| 2007-06-01 | 50.9741978643837 |
| 2007-07-01 | 49.3289243957658 |
| 2007-08-01 | 49.8165389206877 |
| 2007-09-01 | 49.0137002782320 |
| 2007-10-01 | 48.8324925545988 |
| 2007-11-01 | 48.0566027155214 |
| 2007-12-01 | 49.4340466764542 |
| 2008-01-01 | 41.4062784926861 |
| 2008-02-01 | 42.4521323521502 |
| 2008-03-01 | 42.5480675595535 |
| 2008-04-01 | 43.4917936589553 |
| 2008-05-01 | 43.0017195606363 |
| 2008-06-01 | 42.3662784449535 |
| 2008-07-01 | 42.1026340837684 |
| 2008-08-01 | 41.0250620330366 |
| 2008-09-01 | 41.0891137730747 |
| 2008-10-01 | 39.8081702500212 |
| 2008-11-01 | 39.8205506636806 |
| 2008-12-01 | 40.0604629989923 |
| 2009-01-01 | 39.8956615217455 |
| 2009-02-01 | 39.2804528115176 |
| 2009-03-01 | 39.8776056588175 |
| 2009-04-01 | 39.2219967214829 |
| 2009-05-01 | 38.7530627692049 |
| 2009-06-01 | 38.8613709542537 |
| 2009-07-01 | 38.5060333065655 |
| 2009-08-01 | 37.8073420788471 |
| 2009-09-01 | 38.3510511591347 |
| 2009-10-01 | 39.4972389253267 |
| 2009-11-01 | 40.5315759501733 |
| 2009-12-01 | 38.6203057097943 |
| 2010-01-01 | 38.1376311579108 |
| 2010-02-01 | 38.7771017157443 |
| 2010-03-01 | 38.2385521158670 |
| 2010-04-01 | 39.7150186749914 |
| 2010-05-01 | 38.2847591551686 |
| 2010-06-01 | 38.8730070462216 |
| 2010-07-01 | 39.0534796024842 |
| 2010-08-01 | 39.6195795919547 |
| 2010-09-01 | 37.7582588763847 |
| 2010-10-01 | 40.9803280331614 |
| 2010-11-01 | 40.8586660694901 |
| 2010-12-01 | 39.9964393778554 |
| 2011-01-01 | 40.6354306384206 |
| 2011-02-01 | 41.4126420569104 |
| 2011-03-01 | 41.1843219003645 |
| 2011-04-01 | 40.6962539718025 |
| 2011-05-01 | 40.9106296580239 |
| 2011-06-01 | 41.7563917100475 |
| 2011-07-01 | 42.8240855770445 |
| 2011-08-01 | 43.0980831186797 |
| 2011-09-01 | 43.5126335522743 |
| 2011-10-01 | 43.2907180493675 |
| 2011-11-01 | 44.1518232079396 |
| 2011-12-01 | 45.1874518505730 |
| 2012-01-01 | 45.1734969708227 |
| 2012-02-01 | 45.1808059583974 |
| 2012-03-01 | 45.7648291453159 |
| 2012-04-01 | 44.8192086804870 |
| 2012-05-01 | 46.2732799485789 |
| 2012-06-01 | 46.7314704769240 |
| 2012-07-01 | 46.6022151298102 |
| 2012-08-01 | 46.8954866481015 |
| 2012-09-01 | 47.6870958538831 |
| 2012-10-01 | 47.9542975523226 |
| 2012-11-01 | 47.3386081634466 |
| 2012-12-01 | 48.6377830950324 |
| 2013-01-01 | 45.5942823407231 |
| 2013-02-01 | 46.3890612305560 |
| 2013-03-01 | 47.8490999887799 |
| 2013-04-01 | 48.3300668456100 |
| 2013-05-01 | 48.5174415102920 |
| 2013-06-01 | 48.2352685582136 |
| 2013-07-01 | 49.1388477072120 |
| 2013-08-01 | 49.1996048419948 |
| 2013-09-01 | 49.6355053902958 |
| 2013-10-01 | 49.2069693513858 |
| 2013-11-01 | 47.1428439933140 |
| 2013-12-01 | 47.9883190388122 |
| 2014-01-01 | 50.3132572720871 |
| 2014-02-01 | 49.7819982506093 |
| 2014-03-01 | 49.1101531406778 |
| 2014-04-01 | 47.6373474241603 |
| 2014-05-01 | 47.0380596747810 |
| 2014-06-01 | 46.4703838835186 |
| 2014-07-01 | 45.1030032839152 |
| 2014-08-01 | 45.4215434116819 |
| 2014-09-01 | 44.1318955252074 |
| 2014-10-01 | 41.9226200126618 |
| 2014-11-01 | 43.3240875273988 |
| 2014-12-01 | 43.4729838218211 |
| 2015-01-01 | 44.6927336496798 |
| 2015-02-01 | 44.9051433764000 |
| 2015-03-01 | 44.7460498576546 |
| 2015-04-01 | 48.3351478177799 |
| 2015-05-01 | 46.9552345859039 |
| 2015-06-01 | 47.2090536496337 |
| 2015-07-01 | 48.1604209544223 |
| 2015-08-01 | 46.9141448386119 |
| 2015-09-01 | 46.9229876858268 |
| 2015-10-01 | 48.4962811356174 |
| 2015-11-01 | 49.8360815960409 |
| 2015-12-01 | 47.9526179265812 |
| 2016-01-01 | 45.4860986885360 |
| 2016-02-01 | 46.4701976643197 |
| 2016-03-01 | 44.8225316442872 |
| 2016-04-01 | 44.4373300364442 |
| 2016-05-01 | 44.2420660875445 |
| 2016-06-01 | 43.4617621514403 |
| 2016-07-01 | 43.7694791051215 |
| 2016-08-01 | 43.9662202727291 |
| 2016-09-01 | 44.1532679191434 |
| 2016-10-01 | 43.1026192852665 |
| 2016-11-01 | 45.0306219353984 |
| 2016-12-01 | 42.9514192357439 |
| 2017-01-01 | 43.5035744757057 |
| 2017-02-01 | 42.6911601540860 |
| 2017-03-01 | 43.1263712478612 |
| 2017-04-01 | 43.9070115458930 |
| 2017-05-01 | 44.0446389048646 |
| 2017-06-01 | 44.9002863703541 |
| 2017-07-01 | 44.4836919286257 |
| 2017-08-01 | 45.1539977751413 |
| 2017-09-01 | 44.9378761543759 |
| 2017-10-01 | 44.5319837088975 |
| 2017-11-01 | 44.1178798945047 |
| 2017-12-01 | 45.2243465169132 |
| 2018-01-01 | 47.9874075122146 |
| 2018-02-01 | 45.0562244290098 |
| 2018-03-01 | 46.0516292239272 |
| 2018-04-01 | 45.5771798801507 |
| 2018-05-01 | 43.5652349685404 |
| 2018-06-01 | 46.3543088474038 |
| 2018-07-01 | 45.1073619060889 |
| 2018-08-01 | 43.7114217012705 |
| 2018-09-01 | 44.8219249395585 |
| 2018-10-01 | 45.1244327477176 |
| 2018-11-01 | 44.5427076582085 |
| 2018-12-01 | 44.8415266898627 |
| 2019-01-01 | 44.3142873965039 |
| 2019-02-01 | 45.8510126928372 |
| 2019-03-01 | 45.6600069106833 |
| 2019-04-01 | 45.5268181039933 |
| 2019-05-01 | 43.8830622935410 |
| 2019-06-01 | 45.5807706287479 |
| 2019-07-01 | 45.5492899449138 |
| 2019-08-01 | 45.9069549042247 |
| 2019-09-01 | 45.8219015730062 |
| 2019-10-01 | 45.0149729829572 |
| 2019-11-01 | 47.4231663765492 |
| 2019-12-01 | 47.3992077334061 |
| 2020-01-01 | 46.5480786818416 |
| 2020-02-01 | 48.8431549343010 |
| 2020-03-01 | 47.3055684944418 |
| 2020-04-01 | 38.5066459349677 |
| 2020-05-01 | 38.4622948683134 |
| 2020-06-01 | 38.8780689472649 |
| 2020-07-01 | 39.5151718314071 |
| 2020-08-01 | 40.0909877125681 |
| 2020-09-01 | 40.3502439948763 |
| 2020-10-01 | 42.1824292794635 |
| 2020-11-01 | 41.3187848806523 |
| 2020-12-01 | 41.8457822615798 |
| 2021-01-01 | 42.8698985924236 |
| 2021-02-01 | 42.2988461749885 |
| 2021-03-01 | 42.7578876502879 |
| 2021-04-01 | 43.1614081960068 |
| 2021-05-01 | 44.6996064734453 |
| 2021-06-01 | 43.7796755488710 |
| 2021-07-01 | 45.5806066818618 |
| 2021-08-01 | 46.6947175010830 |
| 2021-09-01 | 47.1541041008043 |
| 2021-10-01 | 48.3687411420439 |
| 2021-11-01 | 49.0126696330608 |
| 2021-12-01 | 48.2664525525707 |
| 2022-01-01 | 47.6391011033252 |
| 2022-02-01 | 50.1671368399703 |
| 2022-03-01 | 54.1838620668455 |
| 2022-04-01 | 54.3483520675626 |
| 2022-05-01 | 56.3310441477065 |
| 2022-06-01 | 54.7907841707649 |
| 2022-07-01 | 51.6678690887895 |
| 2022-08-01 | 53.0426101097408 |
| 2022-09-01 | 53.4644713634537 |
| 2022-10-01 | 52.1509411403165 |
| 2022-11-01 | 52.6008143961679 |
| 2022-12-01 | 54.2190377605819 |
| 2023-01-01 | 53.0825125956025 |
| 2023-02-01 | 52.5846737190317 |
| 2023-03-01 | 52.7560238219701 |
| 2023-04-01 | 55.1159040314162 |
| 2023-05-01 | 54.2238127958670 |
| 2023-06-01 | 54.6117171330103 |
| 2023-07-01 | 54.1361180567248 |
| 2023-08-01 | 53.8096761175786 |
| 2023-09-01 | 54.5431388660295 |
| 2023-10-01 | 54.8071842814345 |
| 2023-11-01 | 52.7187351307239 |
| 2023-12-01 | 56.6563803608726 |
| 2024-01-01 | 55.5115003596657 |
| 2024-02-01 | 56.5017385983124 |
| 2024-03-01 | 56.3737954800378 |
| 2024-04-01 | 53.9570513482760 |
| 2024-05-01 | 53.9619429573690 |
| 2024-06-01 | 54.8848211147392 |
| 2024-07-01 | 55.9511624733525 |
| 2024-08-01 | 56.1851776258115 |
| 2024-09-01 | 56.1644566179293 |
| 2024-10-01 | 55.8260098958069 |
| 2024-11-01 | 55.4970955978622 |
| 2024-12-01 | 55.5808919515498 |
| 2025-01-01 | 57.5801444113386 |
| 2025-02-01 | 56.7320060900415 |
| 2025-03-01 | 56.7611902855606 |
| 2025-04-01 | 57.3065273232378 |
| 2025-05-01 | 58.2800888830197 |
| 2025-06-01 | 57.1526462143552 |
| 2025-07-01 | 56.1890753937817 |
| 2025-08-01 | 59.2416817379020 |
| 2025-09-01 | 56.5640151698802 |
| 2025-10-01 | 57.0597753603431 |
| 2025-11-01 | 56.6098423786942 |
| 2025-12-01 | 54.8117911875795 |
| 2026-01-01 | 55.2835450688005 |
| 2026-02-01 | 55.9359148011428 |
| 2026-03-01 | 54.1327595198929 |
| 2026-04-01 | 54.6977655308224 |
| 2026-05-01 | 55.5066419206221 |
| 2026-06-01 | 55.9168037452184 |
| 2026-07-01 | 57.1146924867728 |