NOTE: THIS DATA FILE WILL CHANGE! To improve accessibility of data for all users, we will convert this file from a text format to an html table by the end of June 2024. Title: All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Anaheim-Santa Ana-Irvine, CA (MD) Series ID: SMU06112446054120001SA 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 2024-03-01 Last Updated: 2024-04-20 6:01 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 (https://www.statsmodels.org/dev/generated/statsmodels.tsa.x13.x13_arima_analysis.html). More information on X-13ARIMA-SEATS can be found here (https://www.census.gov/data/software/x13as.html). 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 (https://fred.stlouisfed.org/series/SMU06112446054120001). 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 9.053521081556410 1990-02-01 9.056186904181340 1990-03-01 8.848523765502572 1990-04-01 8.685510919491450 1990-05-01 8.532593679100620 1990-06-01 8.562276039543420 1990-07-01 8.493557771597750 1990-08-01 8.439104555084361 1990-09-01 8.493915937967470 1990-10-01 8.619584469738470 1990-11-01 8.687635814547500 1990-12-01 8.745692862227120 1991-01-01 9.639570077221980 1991-02-01 9.544247111983278 1991-03-01 9.639370722458750 1991-04-01 9.793742996053410 1991-05-01 9.721953176312859 1991-06-01 9.760964399978080 1991-07-01 9.710343830753750 1991-08-01 9.749279365697800 1991-09-01 9.602345126952950 1991-10-01 9.825212245651580 1991-11-01 9.605220703593401 1991-12-01 9.538433783667571 1992-01-01 9.615281105130900 1992-02-01 9.629276403052929 1992-03-01 9.620254252481100 1992-04-01 9.603928536474141 1992-05-01 9.402425464056170 1992-06-01 9.558167074108460 1992-07-01 9.730929292985788 1992-08-01 9.666690369987402 1992-09-01 9.827445285224670 1992-10-01 9.540996375804560 1992-11-01 9.524482257358450 1992-12-01 9.532790831138891 1993-01-01 8.976819232184070 1993-02-01 9.000594998068392 1993-03-01 8.989210400734882 1993-04-01 9.025417272944410 1993-05-01 9.285869915814109 1993-06-01 9.046713982522462 1993-07-01 9.150393899771260 1993-08-01 9.297120832523270 1993-09-01 9.364103922798131 1993-10-01 9.154887628431550 1993-11-01 9.136106095366260 1993-12-01 9.215072449601480 1994-01-01 9.541596854117560 1994-02-01 9.585419213209920 1994-03-01 9.466859760743551 1994-04-01 9.339427010484900 1994-05-01 9.267667261258920 1994-06-01 9.334350867629410 1994-07-01 9.263753149323280 1994-08-01 9.418662360788620 1994-09-01 9.599362460364949 1994-10-01 9.875330677597631 1994-11-01 9.845942954248800 1994-12-01 10.094094588805401 1995-01-01 9.909289365658100 1995-02-01 9.974065846902160 1995-03-01 9.951181050837300 1995-04-01 9.850347598852100 1995-05-01 9.772091008514520 1995-06-01 9.619046936871560 1995-07-01 9.366859911534359 1995-08-01 9.040575839508590 1995-09-01 8.728963174514261 1995-10-01 8.481156920857280 1995-11-01 8.644636046317000 1995-12-01 8.456875986795652 1996-01-01 8.694837364899060 1996-02-01 8.486081403681210 1996-03-01 8.460303862605740 1996-04-01 8.235820164505040 1996-05-01 8.587740611348040 1996-06-01 8.412770816313930 1996-07-01 8.358261047413250 1996-08-01 8.347078464922970 1996-09-01 8.349014782492300 1996-10-01 8.491265847428260 1996-11-01 8.544704617149010 1996-12-01 8.522764355165080 1997-01-01 8.675071525144000 1997-02-01 8.696965667363430 1997-03-01 8.673074358522591 1997-04-01 9.221583929193510 1997-05-01 9.120308914948280 1997-06-01 9.217859822859939 1997-07-01 9.341264866002670 1997-08-01 9.455443628000301 1997-09-01 9.454775507443630 1997-10-01 9.291131761405590 1997-11-01 9.248401265614211 1997-12-01 9.390473661394900 1998-01-01 8.957746840944250 1998-02-01 8.907811600346640 1998-03-01 8.893368318844150 1998-04-01 8.794211996447020 1998-05-01 8.549578490869841 1998-06-01 8.833836887743551 1998-07-01 8.932059106611039 1998-08-01 8.959549900370100 1998-09-01 9.047511304276359 1998-10-01 9.099226973992788 1998-11-01 9.170087401536529 1998-12-01 9.060882686824051 1999-01-01 9.031130739662200 1999-02-01 8.900196405301790 1999-03-01 9.101705497110380 1999-04-01 9.372956117932869 1999-05-01 9.285408520831290 1999-06-01 9.241814080752231 1999-07-01 9.238343520524740 1999-08-01 9.276370779448340 1999-09-01 9.546043659139949 1999-10-01 9.190049573596500 1999-11-01 9.189837979008301 1999-12-01 9.334382120638260 2000-01-01 9.408996037323972 2000-02-01 9.286256069664741 2000-03-01 9.215767131625120 2000-04-01 9.045316208900350 2000-05-01 9.015493035825900 2000-06-01 9.048024344516051 2000-07-01 9.148207394620359 2000-08-01 9.088247490524740 2000-09-01 9.156459868659160 2000-10-01 9.286694253217250 2000-11-01 9.297360253273439 2000-12-01 9.412669214263120 2001-01-01 9.582710110312700 2001-02-01 9.666245041953740 2001-03-01 9.829400560601150 2001-04-01 9.838044195442580 2001-05-01 9.945158814161390 2001-06-01 9.946859436015460 2001-07-01 9.964248675943860 2001-08-01 10.002379286517801 2001-09-01 10.062036690924199 2001-10-01 10.073520296016099 2001-11-01 10.082614723137400 2001-12-01 10.191755003382902 2002-01-01 10.268045230840300 2002-02-01 10.352045652702401 2002-03-01 10.758575175625100 2002-04-01 10.435225775644800 2002-05-01 10.376061973017200 2002-06-01 10.456883257391900 2002-07-01 10.274896808720000 2002-08-01 10.300933282867100 2002-09-01 10.154034410944801 2002-10-01 10.367694556300600 2002-11-01 10.459482592744301 2002-12-01 10.252296212950000 2003-01-01 9.971543451229790 2003-02-01 10.239153882437499 2003-03-01 10.283398036020198 2003-04-01 10.547982699236501 2003-05-01 10.514524230019198 2003-06-01 10.575142719427900 2003-07-01 10.783078338084900 2003-08-01 10.807090023779500 2003-09-01 10.632033805151100 2003-10-01 9.753306960468380 2003-11-01 9.928014356099759 2003-12-01 9.705079874597510 2004-01-01 9.779263406268610 2004-02-01 9.727574447722840 2004-03-01 9.714815890448540 2004-04-01 9.762333471448740 2004-05-01 9.849125863862580 2004-06-01 9.906995978731010 2004-07-01 9.780431687034500 2004-08-01 9.913149593160230 2004-09-01 10.115394946774700 2004-10-01 10.150314245345000 2004-11-01 10.308964510346000 2004-12-01 10.355584363661100 2005-01-01 10.373737190574800 2005-02-01 10.505851369539899 2005-03-01 10.523474344764200 2005-04-01 10.677594529030198 2005-05-01 10.679472653103401 2005-06-01 10.943083683039700 2005-07-01 11.181857944360301 2005-08-01 11.336455005958000 2005-09-01 11.404380384135600 2005-10-01 11.450629075360698 2005-11-01 11.508650343274300 2005-12-01 11.718042900983601 2006-01-01 11.655612571206300 2006-02-01 11.879608113107400 2006-03-01 12.112315171161402 2006-04-01 11.970173296118600 2006-05-01 11.993471770838099 2006-06-01 11.981957404804900 2006-07-01 12.083095401402801 2006-08-01 12.062483752340300 2006-09-01 12.219635018426900 2006-10-01 12.270337530739800 2006-11-01 12.220972419148200 2006-12-01 12.205037002777500 2007-01-01 12.125635980100999 2007-02-01 11.746365737242300 2007-03-01 11.974485175717001 2007-04-01 12.144482938139700 2007-05-01 12.389118046980900 2007-06-01 12.607815424099400 2007-07-01 12.698750190135900 2007-08-01 12.799215351001600 2007-09-01 12.951783321561999 2007-10-01 13.087878776626502 2007-11-01 13.033334390604300 2007-12-01 13.427635005939100 2008-01-01 13.684922505159200 2008-02-01 13.518310560415001 2008-03-01 13.429698535837300 2008-04-01 13.312128486345500 2008-05-01 13.164724605819900 2008-06-01 13.120024854242500 2008-07-01 13.218323704579301 2008-08-01 13.230554431708901 2008-09-01 13.207401616629000 2008-10-01 13.102622549780400 2008-11-01 12.928287130276301 2008-12-01 12.972128520309699 2009-01-01 12.847195205719302 2009-02-01 12.797359818847301 2009-03-01 12.776947905425000 2009-04-01 12.787818522502198 2009-05-01 12.548407804286600 2009-06-01 12.320616643228300 2009-07-01 12.240118523179099 2009-08-01 12.155810795598400 2009-09-01 12.049938688988100 2009-10-01 12.003374572830902 2009-11-01 12.208644452014400 2009-12-01 11.925094853688900 2010-01-01 12.423277326794600 2010-02-01 12.489945444254100 2010-03-01 12.533365916434699 2010-04-01 13.172572130719500 2010-05-01 12.943935149917300 2010-06-01 13.021322505932900 2010-07-01 12.954473542980000 2010-08-01 12.959541471359000 2010-09-01 12.983254814878599 2010-10-01 12.999513250072699 2010-11-01 12.984317469802000 2010-12-01 12.969387467134800 2011-01-01 13.211669005455802 2011-02-01 13.279546699785302 2011-03-01 13.398289265658200 2011-04-01 13.276014625789301 2011-05-01 13.456163474447598 2011-06-01 13.628009292821600 2011-07-01 13.362104161409599 2011-08-01 13.453121488658900 2011-09-01 13.591063160616400 2011-10-01 14.087751106693300 2011-11-01 14.269083749936000 2011-12-01 14.200115334399500 2012-01-01 14.205746519355099 2012-02-01 14.264391957329400 2012-03-01 14.474523269518500 2012-04-01 14.594641173033600 2012-05-01 14.581360077084902 2012-06-01 14.837034903349600 2012-07-01 14.958726458491599 2012-08-01 14.941464300639900 2012-09-01 14.992491492044401 2012-10-01 14.883157707921800 2012-11-01 14.868063055939000 2012-12-01 14.802376725824000 2013-01-01 14.100424023686500 2013-02-01 14.037517073682300 2013-03-01 14.155486893489499 2013-04-01 14.215352906688500 2013-05-01 14.227375219289300 2013-06-01 14.260844943604200 2013-07-01 14.342813762292600 2013-08-01 14.525824636219001 2013-09-01 14.478865229340300 2013-10-01 14.484208499537000 2013-11-01 14.477704059670500 2013-12-01 14.590066083563900 2014-01-01 14.803856154653900 2014-02-01 15.009341599684902 2014-03-01 14.939651400920901 2014-04-01 14.930280490153999 2014-05-01 14.975279419448500 2014-06-01 14.787704264918700 2014-07-01 14.716815803094500 2014-08-01 14.802886363969100 2014-09-01 14.873752359208900 2014-10-01 14.893549796119599 2014-11-01 14.892747038983000 2014-12-01 14.976010220296800 2015-01-01 15.011052537040400 2015-02-01 15.082502922904501 2015-03-01 15.131409593433899 2015-04-01 15.135492608295099 2015-05-01 15.105627887901699 2015-06-01 15.314029879201900 2015-07-01 15.196148486294300 2015-08-01 14.983273425709000 2015-09-01 14.959516122080900 2015-10-01 14.895476733276698 2015-11-01 15.001700186839399 2015-12-01 15.176871375427101 2016-01-01 15.229153403675900 2016-02-01 15.176689937406799 2016-03-01 15.135280662889100 2016-04-01 15.031896369165300 2016-05-01 15.022323291996400 2016-06-01 15.020223866088099 2016-07-01 15.172329635658100 2016-08-01 15.258990036861901 2016-09-01 15.146158382083600 2016-10-01 15.587750161438198 2016-11-01 15.606915356946600 2016-12-01 15.292000760168099 2017-01-01 15.159324414728902 2017-02-01 15.194935965290199 2017-03-01 15.159800188081300 2017-04-01 15.022922303689600 2017-05-01 15.016044210860200 2017-06-01 15.108139729283499 2017-07-01 15.143664788858800 2017-08-01 15.238411306304801 2017-09-01 14.926339232015700 2017-10-01 14.962172259055800 2017-11-01 14.998955989115201 2017-12-01 15.021838141993301 2018-01-01 15.008345692721601 2018-02-01 15.040282073773902 2018-03-01 15.109707284598400 2018-04-01 15.113510303134598 2018-05-01 14.990731115272999 2018-06-01 14.765076319184100 2018-07-01 14.708301043403699 2018-08-01 14.711945170602600 2018-09-01 14.814140421894300 2018-10-01 14.733069792767902 2018-11-01 14.790215120833900 2018-12-01 14.758581200484400 2019-01-01 14.862004163706802 2019-02-01 14.801043689578700 2019-03-01 14.771665196047001 2019-04-01 14.909451874533800 2019-05-01 14.736004298391302 2019-06-01 14.810722957233699 2019-07-01 14.873927236512100 2019-08-01 15.101196721431000 2019-09-01 15.101465342103698 2019-10-01 14.998868270311199 2019-11-01 14.978553810911000 2019-12-01 15.089424819634399 2020-01-01 15.313516335297400 2020-02-01 15.671230483182300 2020-03-01 15.636326978663800 2020-04-01 14.610162434590098 2020-05-01 14.981040076633000 2020-06-01 15.154914546345700 2020-07-01 15.135063498449302 2020-08-01 14.986391724525499 2020-09-01 14.999123944202001 2020-10-01 15.175101057046401 2020-11-01 15.169350711501400 2020-12-01 15.403071888263302 2021-01-01 15.152359845957400 2021-02-01 14.840226798141101 2021-03-01 14.890589379985700 2021-04-01 15.323449624493500 2021-05-01 15.827834186196599 2021-06-01 15.513378924978499 2021-07-01 15.498536958663800 2021-08-01 15.577941368534601 2021-09-01 15.700570114910400 2021-10-01 15.852088940041900 2021-11-01 16.058339003671800 2021-12-01 16.100011837018098 2022-01-01 15.883696359849500 2022-02-01 16.198092577404900 2022-03-01 16.332995682473100 2022-04-01 16.437761342001800 2022-05-01 16.593898854157900 2022-06-01 16.889189123311800 2022-07-01 16.771672346651300 2022-08-01 16.759332746306200 2022-09-01 16.905659249380000 2022-10-01 16.941541569314598 2022-11-01 16.947018423123100 2022-12-01 16.988487113616700 2023-01-01 17.102087687753800 2023-02-01 17.243546989706303 2023-03-01 17.358733493073000 2023-04-01 17.447564894152602 2023-05-01 17.572385595811700 2023-06-01 17.480925989579198 2023-07-01 17.657286917651803 2023-08-01 17.748362272756300 2023-09-01 17.601926824152300 2023-10-01 17.637062566698102 2023-11-01 17.641010488286900 2023-12-01 17.679950686164100 2024-01-01 17.609052132153998 2024-02-01 17.468889121626802 2024-03-01 17.474452245322400