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 2026-06-01 |
| Last Updated | 2026-07-22 10:38 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 | 48.3056308811834 |
| 1990-02-01 | 49.2222802847980 |
| 1990-03-01 | 49.6206895068764 |
| 1990-04-01 | 50.5618809789417 |
| 1990-05-01 | 50.6428645387105 |
| 1990-06-01 | 51.4091123920487 |
| 1990-07-01 | 50.1255658029037 |
| 1990-08-01 | 49.9826743736560 |
| 1990-09-01 | 49.7479349972524 |
| 1990-10-01 | 51.2402769734215 |
| 1990-11-01 | 51.2475211193683 |
| 1990-12-01 | 50.6574713453224 |
| 1991-01-01 | 52.3602252265818 |
| 1991-02-01 | 52.3281238318540 |
| 1991-03-01 | 51.6343743574025 |
| 1991-04-01 | 49.3810017071297 |
| 1991-05-01 | 51.9527789095756 |
| 1991-06-01 | 51.0129380118377 |
| 1991-07-01 | 51.8135910647211 |
| 1991-08-01 | 53.8661222606104 |
| 1991-09-01 | 53.2104452917196 |
| 1991-10-01 | 47.2208935200936 |
| 1991-11-01 | 46.8727118475711 |
| 1991-12-01 | 45.9959754111804 |
| 1992-01-01 | 41.3214699920445 |
| 1992-02-01 | 44.6829198027983 |
| 1992-03-01 | 44.2104336353444 |
| 1992-04-01 | 43.6297832727960 |
| 1992-05-01 | 42.4205352600888 |
| 1992-06-01 | 44.7310987402708 |
| 1992-07-01 | 41.5231982980642 |
| 1992-08-01 | 40.9208575098366 |
| 1992-09-01 | 39.3370072047297 |
| 1992-10-01 | 41.1032429655402 |
| 1992-11-01 | 42.0414107775608 |
| 1992-12-01 | 41.2887004386478 |
| 1993-01-01 | 39.5122573395174 |
| 1993-02-01 | 39.3590609940359 |
| 1993-03-01 | 37.8367119186705 |
| 1993-04-01 | 39.8855553061651 |
| 1993-05-01 | 40.1101269282334 |
| 1993-06-01 | 38.8425758836392 |
| 1993-07-01 | 39.0744916216820 |
| 1993-08-01 | 39.2242548767676 |
| 1993-09-01 | 39.1884601754571 |
| 1993-10-01 | 39.5314188029502 |
| 1993-11-01 | 39.6531557998669 |
| 1993-12-01 | 39.3145641091450 |
| 1994-01-01 | 38.7377408435131 |
| 1994-02-01 | 38.6002836125248 |
| 1994-03-01 | 39.4035757770006 |
| 1994-04-01 | 38.0504741942388 |
| 1994-05-01 | 36.2130578433868 |
| 1994-06-01 | 38.0958510117945 |
| 1994-07-01 | 37.4709688194434 |
| 1994-08-01 | 37.8207592226892 |
| 1994-09-01 | 38.2213560036053 |
| 1994-10-01 | 38.1495824802100 |
| 1994-11-01 | 38.6333999174093 |
| 1994-12-01 | 38.8715198523154 |
| 1995-01-01 | 40.6375242190236 |
| 1995-02-01 | 41.0254469366968 |
| 1995-03-01 | 40.9997576613279 |
| 1995-04-01 | 40.0278767128433 |
| 1995-05-01 | 39.9511557562285 |
| 1995-06-01 | 40.4630855050582 |
| 1995-07-01 | 41.4013138045737 |
| 1995-08-01 | 41.7528770439862 |
| 1995-09-01 | 42.6315190556769 |
| 1995-10-01 | 40.8722534474602 |
| 1995-11-01 | 41.0293353328453 |
| 1995-12-01 | 41.3798345932951 |
| 1996-01-01 | 40.9299439810888 |
| 1996-02-01 | 40.9990385485360 |
| 1996-03-01 | 40.6488015915663 |
| 1996-04-01 | 39.8290793538927 |
| 1996-05-01 | 42.5173082849063 |
| 1996-06-01 | 40.5147329003423 |
| 1996-07-01 | 40.8592421037854 |
| 1996-08-01 | 41.0690449199886 |
| 1996-09-01 | 40.7382946829750 |
| 1996-10-01 | 41.4959927811216 |
| 1996-11-01 | 41.7174644871307 |
| 1996-12-01 | 41.0199864583198 |
| 1997-01-01 | 41.5491773172174 |
| 1997-02-01 | 41.8243880272856 |
| 1997-03-01 | 42.0344083440474 |
| 1997-04-01 | 43.9369093774369 |
| 1997-05-01 | 45.7190343967711 |
| 1997-06-01 | 45.9595810644019 |
| 1997-07-01 | 45.1261858086001 |
| 1997-08-01 | 44.8416669952448 |
| 1997-09-01 | 45.0166780966081 |
| 1997-10-01 | 47.6702470440366 |
| 1997-11-01 | 47.9030292839856 |
| 1997-12-01 | 47.5127251960239 |
| 1998-01-01 | 51.2541844684566 |
| 1998-02-01 | 51.0686228179940 |
| 1998-03-01 | 53.8970903613452 |
| 1998-04-01 | 54.5742081763307 |
| 1998-05-01 | 48.1008571440548 |
| 1998-06-01 | 49.8804542824452 |
| 1998-07-01 | 51.2997847369850 |
| 1998-08-01 | 48.1374333553256 |
| 1998-09-01 | 47.8439006105597 |
| 1998-10-01 | 45.6813970084370 |
| 1998-11-01 | 45.3051603571502 |
| 1998-12-01 | 44.8276674350362 |
| 1999-01-01 | 43.6979092862087 |
| 1999-02-01 | 37.2044476858701 |
| 1999-03-01 | 35.8731958854730 |
| 1999-04-01 | 37.2439685501195 |
| 1999-05-01 | 36.4706858599194 |
| 1999-06-01 | 37.1372972231771 |
| 1999-07-01 | 38.6310808743881 |
| 1999-08-01 | 39.1431208073272 |
| 1999-09-01 | 39.4610708654591 |
| 1999-10-01 | 37.8631336361499 |
| 1999-11-01 | 38.3507015346121 |
| 1999-12-01 | 40.0344875656825 |
| 2000-01-01 | 37.3850425358188 |
| 2000-02-01 | 36.7970378884980 |
| 2000-03-01 | 35.7701209993433 |
| 2000-04-01 | 34.4737285766917 |
| 2000-05-01 | 33.8482121605940 |
| 2000-06-01 | 33.6418579415038 |
| 2000-07-01 | 33.4706365895032 |
| 2000-08-01 | 33.3910317081004 |
| 2000-09-01 | 33.5597025371735 |
| 2000-10-01 | 34.6026132324340 |
| 2000-11-01 | 34.6998552925473 |
| 2000-12-01 | 35.5118855707373 |
| 2001-01-01 | 36.4957570815379 |
| 2001-02-01 | 34.6208905481528 |
| 2001-03-01 | 35.7179284444234 |
| 2001-04-01 | 35.7662632863359 |
| 2001-05-01 | 38.2024292373362 |
| 2001-06-01 | 35.5520745186137 |
| 2001-07-01 | 35.7378553199426 |
| 2001-08-01 | 36.0218474801115 |
| 2001-09-01 | 35.6744282815946 |
| 2001-10-01 | 38.2001104822139 |
| 2001-11-01 | 37.5462899573511 |
| 2001-12-01 | 37.3700802804530 |
| 2002-01-01 | 37.3171818251599 |
| 2002-02-01 | 37.7591572030785 |
| 2002-03-01 | 37.9072872862970 |
| 2002-04-01 | 38.8733272031475 |
| 2002-05-01 | 37.6281425205857 |
| 2002-06-01 | 36.8348652941107 |
| 2002-07-01 | 36.5825255008380 |
| 2002-08-01 | 36.9269920955001 |
| 2002-09-01 | 37.2736739107036 |
| 2002-10-01 | 36.0910153146425 |
| 2002-11-01 | 35.9487229471288 |
| 2002-12-01 | 35.9914704691949 |
| 2003-01-01 | 36.9425321600521 |
| 2003-02-01 | 36.8545986111518 |
| 2003-03-01 | 39.2582172652140 |
| 2003-04-01 | 37.8938445672733 |
| 2003-05-01 | 37.4189443923470 |
| 2003-06-01 | 37.8119403142045 |
| 2003-07-01 | 37.3612062173504 |
| 2003-08-01 | 36.9086243215745 |
| 2003-09-01 | 36.7061481552089 |
| 2003-10-01 | 37.3827578345271 |
| 2003-11-01 | 37.0825167336183 |
| 2003-12-01 | 37.0702604715480 |
| 2004-01-01 | 36.9596275603958 |
| 2004-02-01 | 37.2767523586595 |
| 2004-03-01 | 37.8160606074699 |
| 2004-04-01 | 38.0367096751348 |
| 2004-05-01 | 38.7263065564240 |
| 2004-06-01 | 38.5894490241826 |
| 2004-07-01 | 39.1102356121738 |
| 2004-08-01 | 39.3858240806556 |
| 2004-09-01 | 39.8439047823138 |
| 2004-10-01 | 39.6285124174624 |
| 2004-11-01 | 40.3879977765327 |
| 2004-12-01 | 40.5499060190515 |
| 2005-01-01 | 41.9158378302748 |
| 2005-02-01 | 40.9820699261432 |
| 2005-03-01 | 39.8471936261425 |
| 2005-04-01 | 40.4380325163691 |
| 2005-05-01 | 41.2404071440991 |
| 2005-06-01 | 41.2210298909883 |
| 2005-07-01 | 41.7795496350074 |
| 2005-08-01 | 41.7391208552436 |
| 2005-09-01 | 42.0005611478868 |
| 2005-10-01 | 42.6517646193646 |
| 2005-11-01 | 42.9748416150263 |
| 2005-12-01 | 43.0309518816856 |
| 2006-01-01 | 43.6852248443256 |
| 2006-02-01 | 43.9682136764743 |
| 2006-03-01 | 43.6847146877178 |
| 2006-04-01 | 44.3337767702400 |
| 2006-05-01 | 42.5080088827496 |
| 2006-06-01 | 45.7912408686541 |
| 2006-07-01 | 48.3560283481737 |
| 2006-08-01 | 48.3685930416254 |
| 2006-09-01 | 48.8905065327511 |
| 2006-10-01 | 49.8414634859175 |
| 2006-11-01 | 49.7959389471267 |
| 2006-12-01 | 50.0662130628405 |
| 2007-01-01 | 50.7323445273743 |
| 2007-02-01 | 49.9125548641284 |
| 2007-03-01 | 49.7075494167417 |
| 2007-04-01 | 50.0839685856057 |
| 2007-05-01 | 50.7844453778694 |
| 2007-06-01 | 50.9741760451863 |
| 2007-07-01 | 49.3288548639947 |
| 2007-08-01 | 49.8163941499162 |
| 2007-09-01 | 49.0134547850680 |
| 2007-10-01 | 48.8321300705465 |
| 2007-11-01 | 48.0568374966251 |
| 2007-12-01 | 49.4335288315711 |
| 2008-01-01 | 41.4065944249898 |
| 2008-02-01 | 42.4523770935951 |
| 2008-03-01 | 42.5482524852922 |
| 2008-04-01 | 43.4919185495391 |
| 2008-05-01 | 43.0017693958607 |
| 2008-06-01 | 42.3662597489655 |
| 2008-07-01 | 42.1025733628982 |
| 2008-08-01 | 41.0249538990305 |
| 2008-09-01 | 41.0889131452578 |
| 2008-10-01 | 39.8078585734758 |
| 2008-11-01 | 39.8207599080460 |
| 2008-12-01 | 40.0600526917553 |
| 2009-01-01 | 39.8959569717805 |
| 2009-02-01 | 39.2806722192638 |
| 2009-03-01 | 39.8777596059461 |
| 2009-04-01 | 39.2220892172147 |
| 2009-05-01 | 38.7530983770920 |
| 2009-06-01 | 38.8613512996080 |
| 2009-07-01 | 38.5059795582875 |
| 2009-08-01 | 37.8072671910543 |
| 2009-09-01 | 38.3509072635695 |
| 2009-10-01 | 39.4969777867721 |
| 2009-11-01 | 40.5317189231425 |
| 2009-12-01 | 38.6200537751926 |
| 2010-01-01 | 38.1378346051833 |
| 2010-02-01 | 38.7772575323424 |
| 2010-03-01 | 38.2386597211219 |
| 2010-04-01 | 39.7150843645630 |
| 2010-05-01 | 38.2847846128955 |
| 2010-06-01 | 38.8729915530660 |
| 2010-07-01 | 39.0534371195719 |
| 2010-08-01 | 39.6195326942190 |
| 2010-09-01 | 37.7581670174914 |
| 2010-10-01 | 40.9801363743103 |
| 2010-11-01 | 40.8587406686981 |
| 2010-12-01 | 39.9963232251600 |
| 2011-01-01 | 40.6355561995681 |
| 2011-02-01 | 41.4127373740089 |
| 2011-03-01 | 41.1843902485440 |
| 2011-04-01 | 40.6962901857266 |
| 2011-05-01 | 40.9106430581194 |
| 2011-06-01 | 41.7563807585843 |
| 2011-07-01 | 42.8240555511707 |
| 2011-08-01 | 43.0980615775343 |
| 2011-09-01 | 43.5125841976592 |
| 2011-10-01 | 43.2905975954090 |
| 2011-11-01 | 44.1518228960430 |
| 2011-12-01 | 45.1874855736396 |
| 2012-01-01 | 45.1735386794216 |
| 2012-02-01 | 45.1808375499787 |
| 2012-03-01 | 45.7648603314688 |
| 2012-04-01 | 44.8192276747052 |
| 2012-05-01 | 46.2732882848076 |
| 2012-06-01 | 46.7314667675444 |
| 2012-07-01 | 46.6022022468197 |
| 2012-08-01 | 46.8954772483116 |
| 2012-09-01 | 47.6870661420737 |
| 2012-10-01 | 47.9542135501839 |
| 2012-11-01 | 47.3386160866984 |
| 2012-12-01 | 48.6378166601033 |
| 2013-01-01 | 45.5943272617927 |
| 2013-02-01 | 46.3890713671603 |
| 2013-03-01 | 47.8491076845604 |
| 2013-04-01 | 48.3300710924136 |
| 2013-05-01 | 48.5174358874819 |
| 2013-06-01 | 48.2352589443841 |
| 2013-07-01 | 49.1388355912641 |
| 2013-08-01 | 49.1995935095623 |
| 2013-09-01 | 49.6354859649278 |
| 2013-10-01 | 49.2069244800281 |
| 2013-11-01 | 47.1428629423576 |
| 2013-12-01 | 47.9883532205762 |
| 2014-01-01 | 50.3133259612445 |
| 2014-02-01 | 49.7820033376529 |
| 2014-03-01 | 49.1101500457560 |
| 2014-04-01 | 47.6373382595104 |
| 2014-05-01 | 47.0380346496385 |
| 2014-06-01 | 46.4703555951064 |
| 2014-07-01 | 45.1029782755057 |
| 2014-08-01 | 45.4215198080772 |
| 2014-09-01 | 44.1318717898505 |
| 2014-10-01 | 41.9226067854439 |
| 2014-11-01 | 43.3241237562312 |
| 2014-12-01 | 43.4730321820066 |
| 2015-01-01 | 44.6928234332811 |
| 2015-02-01 | 44.9051850954414 |
| 2015-03-01 | 44.7460776698447 |
| 2015-04-01 | 48.3351513105290 |
| 2015-05-01 | 46.9551458834160 |
| 2015-06-01 | 47.2088463805630 |
| 2015-07-01 | 48.1603744387755 |
| 2015-08-01 | 46.9141727258386 |
| 2015-09-01 | 46.9229461293169 |
| 2015-10-01 | 48.4962635903604 |
| 2015-11-01 | 49.8361606595848 |
| 2015-12-01 | 47.9527325986372 |
| 2016-01-01 | 45.4862525263698 |
| 2016-02-01 | 46.4703406496569 |
| 2016-03-01 | 44.8226447092322 |
| 2016-04-01 | 44.4373625017212 |
| 2016-05-01 | 44.2417348581165 |
| 2016-06-01 | 43.4613686373050 |
| 2016-07-01 | 43.7693755405695 |
| 2016-08-01 | 43.9662254454410 |
| 2016-09-01 | 44.1531305811246 |
| 2016-10-01 | 43.1031200513927 |
| 2016-11-01 | 45.0305907032476 |
| 2016-12-01 | 42.9513587919776 |
| 2017-01-01 | 43.5034718469570 |
| 2017-02-01 | 42.6924246660710 |
| 2017-03-01 | 43.1261712559966 |
| 2017-04-01 | 43.9067855616700 |
| 2017-05-01 | 44.0438706631230 |
| 2017-06-01 | 44.8995636939272 |
| 2017-07-01 | 44.4834653350566 |
| 2017-08-01 | 45.1539899510037 |
| 2017-09-01 | 44.9377187131270 |
| 2017-10-01 | 44.5336362381757 |
| 2017-11-01 | 44.1178611393241 |
| 2017-12-01 | 45.2241751801352 |
| 2018-01-01 | 47.9869558782809 |
| 2018-02-01 | 45.0585706984344 |
| 2018-03-01 | 46.0507863952793 |
| 2018-04-01 | 45.5763817476995 |
| 2018-05-01 | 43.5638876578839 |
| 2018-06-01 | 46.3532856032286 |
| 2018-07-01 | 45.1070172131857 |
| 2018-08-01 | 43.7114121866739 |
| 2018-09-01 | 44.8219596597737 |
| 2018-10-01 | 45.1276150573169 |
| 2018-11-01 | 44.5431559054175 |
| 2018-12-01 | 44.8419064089298 |
| 2019-01-01 | 44.3137952610073 |
| 2019-02-01 | 45.8549054164298 |
| 2019-03-01 | 45.6548709254080 |
| 2019-04-01 | 45.5262918423796 |
| 2019-05-01 | 43.8807333004364 |
| 2019-06-01 | 45.5799001084888 |
| 2019-07-01 | 45.5498620682985 |
| 2019-08-01 | 45.9071891315426 |
| 2019-09-01 | 45.8222825803496 |
| 2019-10-01 | 45.0192119403992 |
| 2019-11-01 | 47.4245099417234 |
| 2019-12-01 | 47.4006152764585 |
| 2020-01-01 | 46.5481239166657 |
| 2020-02-01 | 48.8481930518027 |
| 2020-03-01 | 47.2968586425461 |
| 2020-04-01 | 38.5028464721157 |
| 2020-05-01 | 38.4602249245009 |
| 2020-06-01 | 38.8781467757076 |
| 2020-07-01 | 39.5168823702044 |
| 2020-08-01 | 40.0917195244149 |
| 2020-09-01 | 40.3514255163449 |
| 2020-10-01 | 42.1876280949695 |
| 2020-11-01 | 41.3218766010707 |
| 2020-12-01 | 41.8485282528994 |
| 2021-01-01 | 42.8704726531444 |
| 2021-02-01 | 42.3029676531068 |
| 2021-03-01 | 42.7450261593106 |
| 2021-04-01 | 43.1512182328223 |
| 2021-05-01 | 44.6955903003977 |
| 2021-06-01 | 43.7802354082111 |
| 2021-07-01 | 45.5852100685244 |
| 2021-08-01 | 46.6990260410824 |
| 2021-09-01 | 47.1600383263765 |
| 2021-10-01 | 48.3787641477402 |
| 2021-11-01 | 49.0209169596993 |
| 2021-12-01 | 48.2719544610566 |
| 2022-01-01 | 47.6391141763864 |
| 2022-02-01 | 50.1659510729849 |
| 2022-03-01 | 54.1597255813522 |
| 2022-04-01 | 54.3208073904232 |
| 2022-05-01 | 56.3200227222817 |
| 2022-06-01 | 54.7907956750829 |
| 2022-07-01 | 51.6783077911026 |
| 2022-08-01 | 53.0586490796073 |
| 2022-09-01 | 53.4841850979908 |
| 2022-10-01 | 52.1720389174528 |
| 2022-11-01 | 52.6187524946948 |
| 2022-12-01 | 54.2306011151881 |
| 2023-01-01 | 53.0816422812794 |
| 2023-02-01 | 52.5729322557514 |
| 2023-03-01 | 52.7171911794589 |
| 2023-04-01 | 55.0638934341163 |
| 2023-05-01 | 54.1800145919146 |
| 2023-06-01 | 54.5740695190496 |
| 2023-07-01 | 54.2113950128347 |
| 2023-08-01 | 53.8593356486673 |
| 2023-09-01 | 54.5877290554698 |
| 2023-10-01 | 54.8439736081248 |
| 2023-11-01 | 52.7434256702370 |
| 2023-12-01 | 56.6664380125233 |
| 2024-01-01 | 55.5004285546459 |
| 2024-02-01 | 56.4688851544960 |
| 2024-03-01 | 56.3136682033899 |
| 2024-04-01 | 53.8782561834579 |
| 2024-05-01 | 53.8857985152308 |
| 2024-06-01 | 54.8109966853545 |
| 2024-07-01 | 56.0922885222944 |
| 2024-08-01 | 56.2789989294029 |
| 2024-09-01 | 56.2389205580758 |
| 2024-10-01 | 55.8800842403647 |
| 2024-11-01 | 55.5298779098457 |
| 2024-12-01 | 55.5881955203299 |
| 2025-01-01 | 57.5570176986147 |
| 2025-02-01 | 56.6793585964622 |
| 2025-03-01 | 56.6806116643506 |
| 2025-04-01 | 57.1974170913189 |
| 2025-05-01 | 58.1569071362734 |
| 2025-06-01 | 57.0292786174004 |
| 2025-07-01 | 56.4071124688301 |
| 2025-08-01 | 59.3858990170954 |
| 2025-09-01 | 56.6656623984329 |
| 2025-10-01 | 57.1291208375869 |
| 2025-11-01 | 56.6462585749273 |
| 2025-12-01 | 54.8124975639242 |
| 2026-01-01 | 55.2494725047327 |
| 2026-02-01 | 55.8693238620697 |
| 2026-03-01 | 54.0447199783843 |
| 2026-04-01 | 54.5840269746265 |
| 2026-05-01 | 55.3756479519198 |
| 2026-06-01 | 55.6817637597265 |