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 2025-12-01
Last Updated 2026-01-28 3:37 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 9.05401680226938
1990-02-01 9.05645714963395
1990-03-01 8.84869636065678
1990-04-01 8.68560743563091
1990-05-01 8.53261407644154
1990-06-01 8.56225854482409
1990-07-01 8.49349304522103
1990-08-01 8.43900073449810
1990-09-01 8.49374118563857
1990-10-01 8.61950017531760
1990-11-01 8.68742434790413
1990-12-01 8.74531140054026
1991-01-01 9.64007818653297
1991-02-01 9.54449829787993
1991-03-01 9.63952085860690
1991-04-01 9.79382936874910
1991-05-01 9.72196598295194
1991-06-01 9.76094516638680
1991-07-01 9.71028074660872
1991-08-01 9.74918376727591
1991-09-01 9.60218862142140
1991-10-01 9.82513721673392
1991-11-01 9.60503463721544
1991-12-01 9.53809823141581
1992-01-01 9.61577513853638
1992-02-01 9.62948882221851
1992-03-01 9.62036657767322
1992-04-01 9.60399232899023
1992-05-01 9.40242127744914
1992-06-01 9.55814145911913
1992-07-01 9.73086951054657
1992-08-01 9.66661001157324
1992-09-01 9.82731446342054
1992-10-01 9.54094075957409
1992-11-01 9.52434479275934
1992-12-01 9.53255043824634
1993-01-01 8.97724205032210
1993-02-01 9.00075346596435
1993-03-01 8.98927833222673
1993-04-01 9.02545700283496
1993-05-01 9.28584084583425
1993-06-01 9.04668504602600
1993-07-01 9.15034404135788
1993-08-01 9.29706274306587
1993-09-01 9.36400700182663
1993-10-01 9.15485037217863
1993-11-01 9.13602420940863
1993-12-01 9.21491607710929
1994-01-01 9.54194440011915
1994-02-01 9.58551609026099
1994-03-01 9.46688866965425
1994-04-01 9.33944467805090
1994-05-01 9.26761468686140
1994-06-01 9.33432187841805
1994-07-01 9.26371522880502
1994-08-01 9.41862587648142
1994-09-01 9.59930363289025
1994-10-01 9.87531040029327
1994-11-01 9.84590587219645
1994-12-01 10.09401847397660
1995-01-01 9.90953850707091
1995-02-01 9.97411813321233
1995-03-01 9.95118141330206
1995-04-01 9.85035030130387
1995-05-01 9.77202814678292
1995-06-01 9.61902328023557
1995-07-01 9.36683621737282
1995-08-01 9.04055837000014
1995-09-01 8.72893770392758
1995-10-01 8.48114452798933
1995-11-01 8.64462345063064
1995-12-01 8.45683752371617
1996-01-01 8.69500139372276
1996-02-01 8.48611072954113
1996-03-01 8.46029700162444
1996-04-01 8.23581616442338
1996-05-01 8.58768431362944
1996-06-01 8.41275330639279
1996-07-01 8.35824701439790
1996-08-01 8.34707132504468
1996-09-01 8.34900786684475
1996-10-01 8.49126106721651
1996-11-01 8.54470052696287
1996-12-01 8.52275606106454
1997-01-01 8.67515344686938
1997-02-01 8.69698210264817
1997-03-01 8.67307113704592
1997-04-01 9.22158331446632
1997-05-01 9.12026448803197
1997-06-01 9.21784985674009
1997-07-01 9.34125888151736
1997-08-01 9.45544252478914
1997-09-01 9.45477317292091
1997-10-01 9.29113157023170
1997-11-01 9.24840251831546
1997-12-01 9.39047201945330
1998-01-01 8.95778124604716
1998-02-01 8.90781685634100
1998-03-01 8.89337208349795
1998-04-01 8.79421460408574
1998-05-01 8.54955056299715
1998-06-01 8.83383247724019
1998-07-01 8.93205686905888
1998-08-01 8.95954958672245
1998-09-01 9.04750927629970
1998-10-01 9.09922802175902
1998-11-01 9.17008881201448
1998-12-01 9.06087902202080
1999-01-01 9.03114810834283
1999-02-01 8.90019926202259
1999-03-01 9.10170863434513
1999-04-01 9.37295914905698
1999-05-01 9.28539539198730
1999-06-01 9.24181256525820
1999-07-01 9.23834150472272
1999-08-01 9.27636985771811
1999-09-01 9.54603645984350
1999-10-01 9.19005162519390
1999-11-01 9.18983629610790
1999-12-01 9.33438367276630
2000-01-01 9.40900235157404
2000-02-01 9.28626257277057
2000-03-01 9.21577282867487
2000-04-01 9.04531767344040
2000-05-01 9.01549138672640
2000-06-01 9.04802298339117
2000-07-01 9.14820313797456
2000-08-01 9.08824020029514
2000-09-01 9.15643805833861
2000-10-01 9.28671134385778
2000-11-01 9.29734508165808
2000-12-01 9.41268028877437
2001-01-01 9.58272064186649
2001-02-01 9.66625471830437
2001-03-01 9.82940777072269
2001-04-01 9.83804702410855
2001-05-01 9.94515806101184
2001-06-01 9.94685716021696
2001-07-01 9.96424128184727
2001-08-01 10.00236498184470
2001-09-01 10.06200053182250
2001-10-01 10.07355312328690
2001-11-01 10.08258738205340
2001-12-01 10.19177702238770
2002-01-01 10.26806116487550
2002-02-01 10.35205928409190
2002-03-01 10.75858462692030
2002-04-01 10.43522815033020
2002-05-01 10.37606070279710
2002-06-01 10.45687847736060
2002-07-01 10.27488597621540
2002-08-01 10.30091157506540
2002-09-01 10.15398811142130
2002-10-01 10.36774162903240
2002-11-01 10.45944722488780
2002-12-01 10.25232613118270
2003-01-01 9.97156451796780
2003-02-01 10.23917029111830
2003-03-01 10.28340758130450
2003-04-01 10.54798393039980
2003-05-01 10.51452135902200
2003-06-01 10.57513527268280
2003-07-01 10.78306503208570
2003-08-01 10.80706655928970
2003-09-01 10.63198764214920
2003-10-01 9.75335472288749
2003-11-01 9.92798056217691
2003-12-01 9.70511151411134
2004-01-01 9.77928528014218
2004-02-01 9.72759143747762
2004-03-01 9.71482465591811
2004-04-01 9.76233349336730
2004-05-01 9.84912192918573
2004-06-01 9.90698739934349
2004-07-01 9.78041862724969
2004-08-01 9.91312641142629
2004-09-01 10.11535359982350
2004-10-01 10.15036072902940
2004-11-01 10.30893446217970
2004-12-01 10.35561334909680
2005-01-01 10.37375713872600
2005-02-01 10.50586587501580
2005-03-01 10.52347993701260
2005-04-01 10.67759361215930
2005-05-01 10.67946846953940
2005-06-01 10.94307523500470
2005-07-01 11.18184694694940
2005-08-01 11.33643765569740
2005-09-01 11.40435326960340
2005-10-01 11.45065964084780
2005-11-01 11.50863289117320
2005-12-01 11.71806295055000
2006-01-01 11.65562689510120
2006-02-01 11.87961843199660
2006-03-01 12.11231812669120
2006-04-01 11.97017199720420
2006-05-01 11.99346834384880
2006-06-01 11.98195070792190
2006-07-01 12.08308778686210
2006-08-01 12.06247307650390
2006-09-01 12.21962237457980
2006-10-01 12.27035173550570
2006-11-01 12.22096677333840
2006-12-01 12.20504735047760
2007-01-01 12.12564420073430
2007-02-01 11.74637145231670
2007-03-01 11.97448574556040
2007-04-01 12.14448183390330
2007-05-01 12.38911563118580
2007-06-01 12.60781124580330
2007-07-01 12.69874594605040
2007-08-01 12.79921191715270
2007-09-01 12.95178152044880
2007-10-01 13.08787886391280
2007-11-01 13.03333704807090
2007-12-01 13.42763770098950
2008-01-01 13.68492534065860
2008-02-01 13.51831312451290
2008-03-01 13.42969865887030
2008-04-01 13.31212772546510
2008-05-01 13.16472332648690
2008-06-01 13.12002325311860
2008-07-01 13.21832223105090
2008-08-01 13.23055334785570
2008-09-01 13.20740164092370
2008-10-01 13.10262304481150
2008-11-01 12.92828807202480
2008-12-01 12.97212874079800
2009-01-01 12.84719593770660
2009-02-01 12.79736073362900
2009-03-01 12.77694782946880
2009-04-01 12.78781830088970
2009-05-01 12.54840720980400
2009-06-01 12.32061596811930
2009-07-01 12.24011825796420
2009-08-01 12.15581061341950
2009-09-01 12.04993930342080
2009-10-01 12.00337529061000
2009-11-01 12.20864526427470
2009-12-01 11.92509421005770
2010-01-01 12.42327321699560
2010-02-01 12.48994923240260
2010-03-01 12.53336622037910
2010-04-01 13.17257180567700
2010-05-01 12.94393440177090
2010-06-01 13.02132184004880
2010-07-01 12.95447370310070
2010-08-01 12.95954172302440
2010-09-01 12.98325654797860
2010-10-01 12.99951566281960
2010-11-01 12.98431888699810
2010-12-01 12.96938452071180
2011-01-01 13.21165663848810
2011-02-01 13.27956018517540
2011-03-01 13.39828669300410
2011-04-01 13.27601268117420
2011-05-01 13.45616198586210
2011-06-01 13.62800743584390
2011-07-01 13.36210340537170
2011-08-01 13.45312286476630
2011-09-01 13.59106948906990
2011-10-01 14.08776033750780
2011-11-01 14.26909110823490
2011-12-01 14.20011157418570
2012-01-01 14.20572271497950
2012-02-01 14.26441039884120
2012-03-01 14.47451160572360
2012-04-01 14.59462607950970
2012-05-01 14.58134434517190
2012-06-01 14.83704675289160
2012-07-01 14.95872616177440
2012-08-01 14.94147420703120
2012-09-01 14.99250700906520
2012-10-01 14.88320467887790
2012-11-01 14.86807508435190
2012-12-01 14.80237701509460
2013-01-01 14.10035094426230
2013-02-01 14.03754002941360
2013-03-01 14.15546067989130
2013-04-01 14.21531057109200
2013-05-01 14.22733258615080
2013-06-01 14.26087235155980
2013-07-01 14.34282865168300
2013-08-01 14.52585922192490
2013-09-01 14.47889837173020
2013-10-01 14.48432243044870
2013-11-01 14.47773184669170
2013-12-01 14.59005681403560
2014-01-01 14.80373335917840
2014-02-01 15.00934387865050
2014-03-01 14.93957747942490
2014-04-01 14.93019029403350
2014-05-01 14.97518780037460
2014-06-01 14.78770445543520
2014-07-01 14.71678581616000
2014-08-01 14.80331318360320
2014-09-01 14.87376426901660
2014-10-01 14.89371881554160
2014-11-01 14.89277636338720
2014-12-01 14.97591792618900
2015-01-01 15.01074623194020
2015-02-01 15.08238431851600
2015-03-01 15.13127894748210
2015-04-01 15.13540859933660
2015-05-01 15.10556319288900
2015-06-01 15.31403845471100
2015-07-01 15.19611313353620
2015-08-01 14.98413178306930
2015-09-01 14.95957383662470
2015-10-01 14.89575869420050
2015-11-01 15.00179208899010
2015-12-01 15.17661339080950
2016-01-01 15.22849225359000
2016-02-01 15.17625240071230
2016-03-01 15.13507802801350
2016-04-01 15.03168195244340
2016-05-01 15.02253756481130
2016-06-01 15.02039660983370
2016-07-01 15.17228997228220
2016-08-01 15.26023723021590
2016-09-01 15.14634961590770
2016-10-01 15.58816360480380
2016-11-01 15.60704159780730
2016-12-01 15.29186792445110
2017-01-01 15.15863762573060
2017-02-01 15.19297101185970
2017-03-01 15.15832667466580
2017-04-01 15.02494811322100
2017-05-01 15.01732185049280
2017-06-01 15.10625346801230
2017-07-01 15.14418505566290
2017-08-01 15.24013378801060
2017-09-01 14.92675749957330
2017-10-01 14.96238598420580
2017-11-01 14.99845569123510
2017-12-01 15.02378353049660
2018-01-01 15.00696109372310
2018-02-01 15.03687341509320
2018-03-01 15.10627546290840
2018-04-01 15.11852169168470
2018-05-01 14.99366886678740
2018-06-01 14.76044630795830
2018-07-01 14.70857073085790
2018-08-01 14.71371994237800
2018-09-01 14.81500255616150
2018-10-01 14.73346164348800
2018-11-01 14.78918430958580
2018-12-01 14.76244331584740
2019-01-01 14.86072509182380
2019-02-01 14.79569636324400
2019-03-01 14.76668209003880
2019-04-01 14.91958453360400
2019-05-01 14.74336503307910
2019-06-01 14.79500190082010
2019-07-01 14.87546783915090
2019-08-01 15.10314816093790
2019-09-01 15.10305243574960
2019-10-01 14.99966681415180
2019-11-01 14.97719414669540
2019-12-01 15.09533249470610
2020-01-01 15.31240563923390
2020-02-01 15.66400487640690
2020-03-01 15.62665870336520
2020-04-01 14.63517385491350
2020-05-01 14.99524627310770
2020-06-01 15.12333679410140
2020-07-01 15.13324301684210
2020-08-01 14.98727791284210
2020-09-01 14.99742219033680
2020-10-01 15.18098315302390
2020-11-01 15.16312121986700
2020-12-01 15.41615186970580
2021-01-01 15.15170686656250
2021-02-01 14.82909665773130
2021-03-01 14.87738930345920
2021-04-01 15.37627133163640
2021-05-01 15.84521677199110
2021-06-01 15.46146159772210
2021-07-01 15.49255023749360
2021-08-01 15.57220663204350
2021-09-01 15.70000451792690
2021-10-01 15.85798947328280
2021-11-01 16.03775110683420
2021-12-01 16.12324679751910
2022-01-01 15.88760564532410
2022-02-01 16.18775165418390
2022-03-01 16.32082540201550
2022-04-01 16.52995655236860
2022-05-01 16.60684887504390
2022-06-01 16.82509958073310
2022-07-01 16.75276651229230
2022-08-01 16.74042629943400
2022-09-01 16.90098669437210
2022-10-01 16.94356933543860
2022-11-01 16.90534380677900
2022-12-01 17.02686234186540
2023-01-01 17.11694115792180
2023-02-01 17.23750480393110
2023-03-01 17.35706142826210
2023-04-01 17.27788826822620
2023-05-01 17.37732062774750
2023-06-01 17.20914423098630
2023-07-01 17.52571771505130
2023-08-01 17.51050241796390
2023-09-01 17.39220248401940
2023-10-01 17.22823436284660
2023-11-01 17.27966562272440
2023-12-01 17.22879864343940
2024-01-01 17.23834265215010
2024-02-01 17.07130754216170
2024-03-01 16.98458142089880
2024-04-01 16.81408850346890
2024-05-01 16.76092148838960
2024-06-01 16.61610389033900
2024-07-01 16.40539558012320
2024-08-01 16.37377115707800
2024-09-01 16.17660297086700
2024-10-01 16.22354608219480
2024-11-01 16.16282730504730
2024-12-01 16.03538626483820
2025-01-01 15.85148455366420
2025-02-01 15.78864993931660
2025-03-01 15.70306648132770
2025-04-01 15.73903738288460
2025-05-01 15.85109799118620
2025-06-01 15.82132383583460
2025-07-01 15.89513091207570
2025-08-01 15.85155195579760
2025-09-01 15.86988189766360
2025-10-01 15.81490173015600
2025-11-01 15.75395056436620
2025-12-01 15.63817291552070

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