Table Data - All Employees: Professional and Business Services: Accounting, Tax Preparation, Bookkeeping, and Payroll Services in Anaheim-Santa Ana-Irvine, CA (MD)
| 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 2024-09-01 |
| Last Updated | 2024-10-23 5:44 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 | 9.055512433627480 |
| 1990-02-01 | 9.061150339785100 |
| 1990-03-01 | 8.853560829862860 |
| 1990-04-01 | 8.689981047190450 |
| 1990-05-01 | 8.536409522919671 |
| 1990-06-01 | 8.565874516526470 |
| 1990-07-01 | 8.497103234261570 |
| 1990-08-01 | 8.442064187581670 |
| 1990-09-01 | 8.489413237140820 |
| 1990-10-01 | 8.596953849395701 |
| 1990-11-01 | 8.690507939024402 |
| 1990-12-01 | 8.739298369708550 |
| 1991-01-01 | 9.640918489370730 |
| 1991-02-01 | 9.552285981418480 |
| 1991-03-01 | 9.643756745694170 |
| 1991-04-01 | 9.797805400976310 |
| 1991-05-01 | 9.724394986140801 |
| 1991-06-01 | 9.764527421460410 |
| 1991-07-01 | 9.713529694619600 |
| 1991-08-01 | 9.751549401422920 |
| 1991-09-01 | 9.597697266433140 |
| 1991-10-01 | 9.804515459278520 |
| 1991-11-01 | 9.607145077654070 |
| 1991-12-01 | 9.532376221584770 |
| 1992-01-01 | 9.616240329513920 |
| 1992-02-01 | 9.640635471641580 |
| 1992-03-01 | 9.623980192786260 |
| 1992-04-01 | 9.607416840332919 |
| 1992-05-01 | 9.403113278075930 |
| 1992-06-01 | 9.561083848417910 |
| 1992-07-01 | 9.733548058139700 |
| 1992-08-01 | 9.668970801590830 |
| 1992-09-01 | 9.822841602084289 |
| 1992-10-01 | 9.520768978750160 |
| 1992-11-01 | 9.526690402091251 |
| 1992-12-01 | 9.527569857319830 |
| 1993-01-01 | 8.978089076157481 |
| 1993-02-01 | 9.014551420657051 |
| 1993-03-01 | 8.992265036264590 |
| 1993-04-01 | 9.029133509735840 |
| 1993-05-01 | 9.282920740932880 |
| 1993-06-01 | 9.049118826610390 |
| 1993-07-01 | 9.152576865784320 |
| 1993-08-01 | 9.299243139083330 |
| 1993-09-01 | 9.358448554226811 |
| 1993-10-01 | 9.138556095661640 |
| 1993-11-01 | 9.138001047928778 |
| 1993-12-01 | 9.210199691330180 |
| 1994-01-01 | 9.543326944828720 |
| 1994-02-01 | 9.599006044325801 |
| 1994-03-01 | 9.471418692752380 |
| 1994-04-01 | 9.343880325157140 |
| 1994-05-01 | 9.260270905065429 |
| 1994-06-01 | 9.336456284532940 |
| 1994-07-01 | 9.265610785956769 |
| 1994-08-01 | 9.420511150853430 |
| 1994-09-01 | 9.593908824885070 |
| 1994-10-01 | 9.861859795190670 |
| 1994-11-01 | 9.847788119513401 |
| 1994-12-01 | 10.089072425326000 |
| 1995-01-01 | 9.911796959155460 |
| 1995-02-01 | 9.986542520951490 |
| 1995-03-01 | 9.956946911739358 |
| 1995-04-01 | 9.855513831319490 |
| 1995-05-01 | 9.761506748865660 |
| 1995-06-01 | 9.620990231897071 |
| 1995-07-01 | 9.368139558507131 |
| 1995-08-01 | 9.041514618711052 |
| 1995-09-01 | 8.723962178735290 |
| 1995-10-01 | 8.472202015998219 |
| 1995-11-01 | 8.645449930094760 |
| 1995-12-01 | 8.452058485318249 |
| 1996-01-01 | 8.698436249856840 |
| 1996-02-01 | 8.493262395529430 |
| 1996-03-01 | 8.467362775482970 |
| 1996-04-01 | 8.243816662280240 |
| 1996-05-01 | 8.576301456496191 |
| 1996-06-01 | 8.413785232434009 |
| 1996-07-01 | 8.358914398089460 |
| 1996-08-01 | 8.347752243358071 |
| 1996-09-01 | 8.345060261489550 |
| 1996-10-01 | 8.482758955956239 |
| 1996-11-01 | 8.545409734003620 |
| 1996-12-01 | 8.517591597047230 |
| 1997-01-01 | 8.683447611694890 |
| 1997-02-01 | 8.697784934124660 |
| 1997-03-01 | 8.679546939969130 |
| 1997-04-01 | 9.232499177805039 |
| 1997-05-01 | 9.109188881070660 |
| 1997-06-01 | 9.217992614180330 |
| 1997-07-01 | 9.341249112758750 |
| 1997-08-01 | 9.455540479073970 |
| 1997-09-01 | 9.450706659837580 |
| 1997-10-01 | 9.285254683269700 |
| 1997-11-01 | 9.248596040769230 |
| 1997-12-01 | 9.384937770633462 |
| 1998-01-01 | 8.969925568326829 |
| 1998-02-01 | 8.902841450821270 |
| 1998-03-01 | 8.899026387160161 |
| 1998-04-01 | 8.806710903259790 |
| 1998-05-01 | 8.540365604342010 |
| 1998-06-01 | 8.832918152070300 |
| 1998-07-01 | 8.931476209291588 |
| 1998-08-01 | 8.959027534590710 |
| 1998-09-01 | 9.043180485582040 |
| 1998-10-01 | 9.096071411747700 |
| 1998-11-01 | 9.169789478389720 |
| 1998-12-01 | 9.054451426144778 |
| 1999-01-01 | 9.046474616462820 |
| 1999-02-01 | 8.893915795764140 |
| 1999-03-01 | 9.104927341015081 |
| 1999-04-01 | 9.383356058841100 |
| 1999-05-01 | 9.278895205859880 |
| 1999-06-01 | 9.240087025260050 |
| 1999-07-01 | 9.237230091198171 |
| 1999-08-01 | 9.275185072937490 |
| 1999-09-01 | 9.543447452761030 |
| 1999-10-01 | 9.188572685529929 |
| 1999-11-01 | 9.189770150090359 |
| 1999-12-01 | 9.329502015552100 |
| 2000-01-01 | 9.422751791346770 |
| 2000-02-01 | 9.280207253577721 |
| 2000-03-01 | 9.217760251232930 |
| 2000-04-01 | 9.050463455826930 |
| 2000-05-01 | 9.012185885013570 |
| 2000-06-01 | 9.045517837016140 |
| 2000-07-01 | 9.148422684988560 |
| 2000-08-01 | 9.087346178249310 |
| 2000-09-01 | 9.155820399845900 |
| 2000-10-01 | 9.285719065807779 |
| 2000-11-01 | 9.295968179420411 |
| 2000-12-01 | 9.409705197935999 |
| 2001-01-01 | 9.595120716066160 |
| 2001-02-01 | 9.661818545826160 |
| 2001-03-01 | 9.830736276773840 |
| 2001-04-01 | 9.836498587854600 |
| 2001-05-01 | 9.943265739770320 |
| 2001-06-01 | 9.944562331504220 |
| 2001-07-01 | 9.966397798284811 |
| 2001-08-01 | 10.002072111084000 |
| 2001-09-01 | 10.064119300808901 |
| 2001-10-01 | 10.072777385526200 |
| 2001-11-01 | 10.080024416207500 |
| 2001-12-01 | 10.191505919854700 |
| 2002-01-01 | 10.275107695058900 |
| 2002-02-01 | 10.350160439396100 |
| 2002-03-01 | 10.760916234579101 |
| 2002-04-01 | 10.427547575080801 |
| 2002-05-01 | 10.374586827689600 |
| 2002-06-01 | 10.455471742880100 |
| 2002-07-01 | 10.279327921952401 |
| 2002-08-01 | 10.301418470517100 |
| 2002-09-01 | 10.157725913820300 |
| 2002-10-01 | 10.367894692589001 |
| 2002-11-01 | 10.454942769480200 |
| 2002-12-01 | 10.252886344563100 |
| 2003-01-01 | 9.975322662658310 |
| 2003-02-01 | 10.238733264631900 |
| 2003-03-01 | 10.287157903232000 |
| 2003-04-01 | 10.536963336224801 |
| 2003-05-01 | 10.512712529728098 |
| 2003-06-01 | 10.574650932782099 |
| 2003-07-01 | 10.788251073120401 |
| 2003-08-01 | 10.808055866665200 |
| 2003-09-01 | 10.636974836767100 |
| 2003-10-01 | 9.753560305235660 |
| 2003-11-01 | 9.923597913113830 |
| 2003-12-01 | 9.706502246531711 |
| 2004-01-01 | 9.781037255343690 |
| 2004-02-01 | 9.726143935979380 |
| 2004-03-01 | 9.717801591550721 |
| 2004-04-01 | 9.752458518753760 |
| 2004-05-01 | 9.846952126819380 |
| 2004-06-01 | 9.907358278808340 |
| 2004-07-01 | 9.785975347126461 |
| 2004-08-01 | 9.914434676724270 |
| 2004-09-01 | 10.119454226859900 |
| 2004-10-01 | 10.151338639787600 |
| 2004-11-01 | 10.303251565931500 |
| 2004-12-01 | 10.356593608917600 |
| 2005-01-01 | 10.379663117012301 |
| 2005-02-01 | 10.501208316611300 |
| 2005-03-01 | 10.523873366836598 |
| 2005-04-01 | 10.671481601093700 |
| 2005-05-01 | 10.677349995614400 |
| 2005-06-01 | 10.943691726686401 |
| 2005-07-01 | 11.185998435414900 |
| 2005-08-01 | 11.337783488986302 |
| 2005-09-01 | 11.407016446908800 |
| 2005-10-01 | 11.451635134234900 |
| 2005-11-01 | 11.504218585941100 |
| 2005-12-01 | 11.718830766091699 |
| 2006-01-01 | 11.664827874696900 |
| 2006-02-01 | 11.872797737608600 |
| 2006-03-01 | 12.109283597293699 |
| 2006-04-01 | 11.968329715279600 |
| 2006-05-01 | 11.991358684164600 |
| 2006-06-01 | 11.982605057478098 |
| 2006-07-01 | 12.085435261768598 |
| 2006-08-01 | 12.063581548188300 |
| 2006-09-01 | 12.220651056487501 |
| 2006-10-01 | 12.271474847171302 |
| 2006-11-01 | 12.217844668924100 |
| 2006-12-01 | 12.206111449041199 |
| 2007-01-01 | 12.137092095976100 |
| 2007-02-01 | 11.738527903552400 |
| 2007-03-01 | 11.970228195570300 |
| 2007-04-01 | 12.145182704485900 |
| 2007-05-01 | 12.386860958910301 |
| 2007-06-01 | 12.607459896049600 |
| 2007-07-01 | 12.698756551616400 |
| 2007-08-01 | 12.799637437840600 |
| 2007-09-01 | 12.952453610962100 |
| 2007-10-01 | 13.088926079498501 |
| 2007-11-01 | 13.033034609720199 |
| 2007-12-01 | 13.429825533285400 |
| 2008-01-01 | 13.695513008438000 |
| 2008-02-01 | 13.511331132144198 |
| 2008-03-01 | 13.424641145297802 |
| 2008-04-01 | 13.313811860848901 |
| 2008-05-01 | 13.164091729507000 |
| 2008-06-01 | 13.114460400524800 |
| 2008-07-01 | 13.218408392941000 |
| 2008-08-01 | 13.230793403975100 |
| 2008-09-01 | 13.207610623992501 |
| 2008-10-01 | 13.104170763925400 |
| 2008-11-01 | 12.931424485068199 |
| 2008-12-01 | 12.974650169585098 |
| 2009-01-01 | 12.855412703461600 |
| 2009-02-01 | 12.792270158779800 |
| 2009-03-01 | 12.772735279697200 |
| 2009-04-01 | 12.789140033030500 |
| 2009-05-01 | 12.548872803238302 |
| 2009-06-01 | 12.309665983946399 |
| 2009-07-01 | 12.240352484451199 |
| 2009-08-01 | 12.156181456915200 |
| 2009-09-01 | 12.050062630739200 |
| 2009-10-01 | 12.005430251559401 |
| 2009-11-01 | 12.216122777255400 |
| 2009-12-01 | 11.928483392547300 |
| 2010-01-01 | 12.426869354529000 |
| 2010-02-01 | 12.485745374438400 |
| 2010-03-01 | 12.530956639616198 |
| 2010-04-01 | 13.174112373284400 |
| 2010-05-01 | 12.944927613979699 |
| 2010-06-01 | 13.005706351170700 |
| 2010-07-01 | 12.955520097474100 |
| 2010-08-01 | 12.960257991000600 |
| 2010-09-01 | 12.983156497230900 |
| 2010-10-01 | 13.001839977548599 |
| 2010-11-01 | 12.995747485581902 |
| 2010-12-01 | 12.972662731922199 |
| 2011-01-01 | 13.210759154216401 |
| 2011-02-01 | 13.276449882422499 |
| 2011-03-01 | 13.398094405319100 |
| 2011-04-01 | 13.276406681653800 |
| 2011-05-01 | 13.456667517346599 |
| 2011-06-01 | 13.612325003370800 |
| 2011-07-01 | 13.363100756116600 |
| 2011-08-01 | 13.453863914205801 |
| 2011-09-01 | 13.591263612765800 |
| 2011-10-01 | 14.090299435748000 |
| 2011-11-01 | 14.281582596717000 |
| 2011-12-01 | 14.203690257691902 |
| 2012-01-01 | 14.202020439814401 |
| 2012-02-01 | 14.261285785126700 |
| 2012-03-01 | 14.474625082533400 |
| 2012-04-01 | 14.594987322607600 |
| 2012-05-01 | 14.581912493051501 |
| 2012-06-01 | 14.823104773404000 |
| 2012-07-01 | 14.959967499937198 |
| 2012-08-01 | 14.942575415804500 |
| 2012-09-01 | 14.993349190474500 |
| 2012-10-01 | 14.883633509010100 |
| 2012-11-01 | 14.880858005097500 |
| 2012-12-01 | 14.804468340631600 |
| 2013-01-01 | 14.096975007409000 |
| 2013-02-01 | 14.035107841738201 |
| 2013-03-01 | 14.154800721091199 |
| 2013-04-01 | 14.214628290077200 |
| 2013-05-01 | 14.227000601974800 |
| 2013-06-01 | 14.252922265553900 |
| 2013-07-01 | 14.342610478451200 |
| 2013-08-01 | 14.525573009522800 |
| 2013-09-01 | 14.483180311387802 |
| 2013-10-01 | 14.482970217359500 |
| 2013-11-01 | 14.487505937524700 |
| 2013-12-01 | 14.591212219224200 |
| 2014-01-01 | 14.801785562767801 |
| 2014-02-01 | 15.006728288408198 |
| 2014-03-01 | 14.938615445069999 |
| 2014-04-01 | 14.928819562606002 |
| 2014-05-01 | 14.973883212083000 |
| 2014-06-01 | 14.785908494469100 |
| 2014-07-01 | 14.715716736752300 |
| 2014-08-01 | 14.799856367050600 |
| 2014-09-01 | 14.881931141879999 |
| 2014-10-01 | 14.891011840107998 |
| 2014-11-01 | 14.898915156091700 |
| 2014-12-01 | 14.975902259654601 |
| 2015-01-01 | 15.011004127885098 |
| 2015-02-01 | 15.081188096141801 |
| 2015-03-01 | 15.129505691598101 |
| 2015-04-01 | 15.133114454945801 |
| 2015-05-01 | 15.103250785998599 |
| 2015-06-01 | 15.316824841303100 |
| 2015-07-01 | 15.194142332944300 |
| 2015-08-01 | 14.977345415614900 |
| 2015-09-01 | 14.971148649363899 |
| 2015-10-01 | 14.893705514902198 |
| 2015-11-01 | 15.004048828001899 |
| 2015-12-01 | 15.175846590782301 |
| 2016-01-01 | 15.230533173106501 |
| 2016-02-01 | 15.176039289601700 |
| 2016-03-01 | 15.133800198249900 |
| 2016-04-01 | 15.027691292183900 |
| 2016-05-01 | 15.020837948910199 |
| 2016-06-01 | 15.023589766327300 |
| 2016-07-01 | 15.170718577721901 |
| 2016-08-01 | 15.252724200443900 |
| 2016-09-01 | 15.158425755188999 |
| 2016-10-01 | 15.586412063998100 |
| 2016-11-01 | 15.607267954493900 |
| 2016-12-01 | 15.290347582318802 |
| 2017-01-01 | 15.161969924521900 |
| 2017-02-01 | 15.193981161170500 |
| 2017-03-01 | 15.158107489325198 |
| 2017-04-01 | 15.020086302387302 |
| 2017-05-01 | 15.015202634487900 |
| 2017-06-01 | 15.109144233170200 |
| 2017-07-01 | 15.142303188208000 |
| 2017-08-01 | 15.233212722128900 |
| 2017-09-01 | 14.937930670600500 |
| 2017-10-01 | 14.962529399035300 |
| 2017-11-01 | 14.997118633782302 |
| 2017-12-01 | 15.021513982471198 |
| 2018-01-01 | 15.010293222744300 |
| 2018-02-01 | 15.037645462173100 |
| 2018-03-01 | 15.108865870535400 |
| 2018-04-01 | 15.112473595742900 |
| 2018-05-01 | 14.991407667479200 |
| 2018-06-01 | 14.763437346549000 |
| 2018-07-01 | 14.707473067343098 |
| 2018-08-01 | 14.708818630102698 |
| 2018-09-01 | 14.822262505450000 |
| 2018-10-01 | 14.734259365587000 |
| 2018-11-01 | 14.785914258724198 |
| 2018-12-01 | 14.759911615456000 |
| 2019-01-01 | 14.863458446634800 |
| 2019-02-01 | 14.798386394676099 |
| 2019-03-01 | 14.771985936864200 |
| 2019-04-01 | 14.913783617485300 |
| 2019-05-01 | 14.739139901172399 |
| 2019-06-01 | 14.801348660781400 |
| 2019-07-01 | 14.873269689148000 |
| 2019-08-01 | 15.099863230011499 |
| 2019-09-01 | 15.104679574146099 |
| 2019-10-01 | 14.999928877906699 |
| 2019-11-01 | 14.973283401523900 |
| 2019-12-01 | 15.092063989360799 |
| 2020-01-01 | 15.314601614614698 |
| 2020-02-01 | 15.671073265238100 |
| 2020-03-01 | 15.641048486262902 |
| 2020-04-01 | 14.618664786269000 |
| 2020-05-01 | 14.987087768007400 |
| 2020-06-01 | 15.139197653217199 |
| 2020-07-01 | 15.131032109566698 |
| 2020-08-01 | 14.983392340303200 |
| 2020-09-01 | 14.997498827931400 |
| 2020-10-01 | 15.174467849353599 |
| 2020-11-01 | 15.163588979134600 |
| 2020-12-01 | 15.406261580225900 |
| 2021-01-01 | 15.154949620674401 |
| 2021-02-01 | 14.843235124986100 |
| 2021-03-01 | 14.900570899724400 |
| 2021-04-01 | 15.348224161214200 |
| 2021-05-01 | 15.836999317336199 |
| 2021-06-01 | 15.487305446653800 |
| 2021-07-01 | 15.479707717377698 |
| 2021-08-01 | 15.567773146173902 |
| 2021-09-01 | 15.698719432485700 |
| 2021-10-01 | 15.851370544609699 |
| 2021-11-01 | 16.054333499552200 |
| 2021-12-01 | 16.103788491790000 |
| 2022-01-01 | 15.888273798427500 |
| 2022-02-01 | 16.205682771131900 |
| 2022-03-01 | 16.348199824420400 |
| 2022-04-01 | 16.480828999965400 |
| 2022-05-01 | 16.607051333057900 |
| 2022-06-01 | 16.856504981923600 |
| 2022-07-01 | 16.734554873663600 |
| 2022-08-01 | 16.735757301774500 |
| 2022-09-01 | 16.901313265613100 |
| 2022-10-01 | 16.942329285099900 |
| 2022-11-01 | 16.945711650687400 |
| 2022-12-01 | 16.992808132957002 |
| 2023-01-01 | 17.109751449867000 |
| 2023-02-01 | 17.256106474869200 |
| 2023-03-01 | 17.378238699834398 |
| 2023-04-01 | 17.512896716370700 |
| 2023-05-01 | 17.588990110858198 |
| 2023-06-01 | 17.440999594018900 |
| 2023-07-01 | 17.599932764813200 |
| 2023-08-01 | 17.710973938223500 |
| 2023-09-01 | 17.595096941434900 |
| 2023-10-01 | 17.640292501064600 |
| 2023-11-01 | 17.643660315836000 |
| 2023-12-01 | 17.685451477847800 |
| 2024-01-01 | 17.619569618965800 |
| 2024-02-01 | 17.486237789466802 |
| 2024-03-01 | 17.497397726139400 |
| 2024-04-01 | 17.426969548904800 |
| 2024-05-01 | 17.583417490630698 |
| 2024-06-01 | 17.744934310991300 |
| 2024-07-01 | 17.882521452270900 |
| 2024-08-01 | 17.881706048795300 |
| 2024-09-01 | 17.886518614455603 |
