Table Data - All Employees: Professional and Business Services: Travel Arrangement and Reservation Services in Los Angeles-Long Beach-Glendale, CA (MD)

Title All Employees: Professional and Business Services: Travel Arrangement and Reservation Services in Los Angeles-Long Beach-Glendale, CA (MD)
Series ID SMU06310846056150001SA
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 3:33 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 14.13176516160560
1990-02-01 14.14273784767330
1990-03-01 14.11013108930270
1990-04-01 13.94126902446740
1990-05-01 13.88725606389480
1990-06-01 13.78911331203040
1990-07-01 13.65931954636150
1990-08-01 13.71502808579950
1990-09-01 13.69273165722890
1990-10-01 13.47530521565650
1990-11-01 13.36244661032140
1990-12-01 13.48837990538610
1991-01-01 13.43969283243150
1991-02-01 13.14093327187570
1991-03-01 12.91955162470640
1991-04-01 13.33074179963220
1991-05-01 13.39008413525020
1991-06-01 13.28189427671240
1991-07-01 13.35579514343280
1991-08-01 13.31821689566000
1991-09-01 13.28987028394950
1991-10-01 13.37391158223720
1991-11-01 13.56239707417960
1991-12-01 13.30381892792300
1992-01-01 12.54100914051980
1992-02-01 12.53854791093650
1992-03-01 12.53902325650370
1992-04-01 12.40708971833630
1992-05-01 12.19200896561250
1992-06-01 12.37341322497680
1992-07-01 12.54540717815890
1992-08-01 12.32127769626790
1992-09-01 12.19468518663810
1992-10-01 12.17129945883340
1992-11-01 12.15325765676090
1992-12-01 12.13956343072010
1993-01-01 11.84041049553850
1993-02-01 11.73091371075640
1993-03-01 11.86465120116970
1993-04-01 11.58047712184200
1993-05-01 11.38379172700840
1993-06-01 11.46798625288050
1993-07-01 11.33524610220750
1993-08-01 11.21248885773300
1993-09-01 11.30401401752390
1993-10-01 11.37549058754830
1993-11-01 11.34885613472320
1993-12-01 11.48070083121550
1994-01-01 11.43469096568790
1994-02-01 11.62660053956270
1994-03-01 11.58816160646030
1994-04-01 11.84450207537600
1994-05-01 11.97303165401640
1994-06-01 12.06486157119790
1994-07-01 12.12568979861670
1994-08-01 12.20463628366480
1994-09-01 12.32187481289630
1994-10-01 12.27397907803330
1994-11-01 12.35460675946500
1994-12-01 12.31754395542250
1995-01-01 12.52944075128240
1995-02-01 12.51898170839680
1995-03-01 12.49613122672130
1995-04-01 12.51721026637530
1995-05-01 12.45979907310980
1995-06-01 12.47059643557510
1995-07-01 11.82225501838890
1995-08-01 11.88627927406760
1995-09-01 11.93675215463650
1995-10-01 11.68208349010570
1995-11-01 11.97446387784100
1995-12-01 11.84300754894120
1996-01-01 11.91674659475970
1996-02-01 11.91359467397940
1996-03-01 11.88259038680260
1996-04-01 11.99299283990690
1996-05-01 12.15540966417970
1996-06-01 12.08582871382190
1996-07-01 12.41791724307090
1996-08-01 12.17703708555940
1996-09-01 12.05477794972880
1996-10-01 12.08698930572570
1996-11-01 12.09378595257340
1996-12-01 12.05759156377800
1997-01-01 12.50486098631990
1997-02-01 12.30719084999230
1997-03-01 12.44837903225110
1997-04-01 12.58002331619610
1997-05-01 12.56276084414120
1997-06-01 12.70306395060640
1997-07-01 12.41677256136210
1997-08-01 12.36656319418790
1997-09-01 12.37727307287310
1997-10-01 12.59501367029790
1997-11-01 12.51182079567990
1997-12-01 12.65537899662200
1998-01-01 12.59321309751510
1998-02-01 12.60008043693860
1998-03-01 12.70465954618450
1998-04-01 12.57274383484210
1998-05-01 12.57988116865790
1998-06-01 12.72003092527010
1998-07-01 12.81925849780340
1998-08-01 12.96857714107410
1998-09-01 13.00012059100120
1998-10-01 12.79647829468720
1998-11-01 12.92665120867480
1998-12-01 12.94072076876140
1999-01-01 12.97303056953950
1999-02-01 13.09474612355900
1999-03-01 13.16238426184520
1999-04-01 13.17957909490390
1999-05-01 13.20061550237670
1999-06-01 13.23167943906270
1999-07-01 13.33080911366800
1999-08-01 13.26897441756710
1999-09-01 13.41589102728270
1999-10-01 13.40593819056280
1999-11-01 13.43766576478280
1999-12-01 13.42884198443840
2000-01-01 13.43393055231540
2000-02-01 13.48508672435380
2000-03-01 13.52558293051870
2000-04-01 13.59201383073630
2000-05-01 13.41619255308440
2000-06-01 13.44905927769070
2000-07-01 13.35124872824120
2000-08-01 13.38097428730500
2000-09-01 13.32553757524950
2000-10-01 13.41995668044110
2000-11-01 13.43750592587140
2000-12-01 13.51367509240060
2001-01-01 13.47692589878730
2001-02-01 13.58279806155790
2001-03-01 13.39967332555140
2001-04-01 13.40494605573350
2001-05-01 13.72311372690660
2001-06-01 13.66525169045780
2001-07-01 13.88137526749670
2001-08-01 13.89608157531420
2001-09-01 13.73770528516310
2001-10-01 12.63857408430150
2001-11-01 12.23040374252930
2001-12-01 11.99283623594210
2002-01-01 12.71741203647580
2002-02-01 12.57793322263430
2002-03-01 12.58158688123730
2002-04-01 12.11774944505250
2002-05-01 12.21929098452180
2002-06-01 12.38361134377150
2002-07-01 12.31484447787490
2002-08-01 12.32395356388540
2002-09-01 12.24691302354720
2002-10-01 12.15507685586550
2002-11-01 12.01933583134510
2002-12-01 11.96183922198260
2003-01-01 11.96197366553230
2003-02-01 11.88153557428760
2003-03-01 11.77227892094370
2003-04-01 11.52779704728920
2003-05-01 11.31545911967370
2003-06-01 11.18876212849900
2003-07-01 11.14752881617570
2003-08-01 11.15730748919230
2003-09-01 11.24537592339620
2003-10-01 11.27275651828950
2003-11-01 11.41266388974930
2003-12-01 11.53251889520250
2004-01-01 11.62372765448860
2004-02-01 11.57546638225520
2004-03-01 11.66761370601530
2004-04-01 11.73049058127060
2004-05-01 11.81712728288260
2004-06-01 11.69187453621610
2004-07-01 11.56927593396210
2004-08-01 11.69730883056500
2004-09-01 11.63554209369670
2004-10-01 12.08412020865580
2004-11-01 12.11171163447950
2004-12-01 12.00507416020710
2005-01-01 12.49803109375080
2005-02-01 12.47007131011990
2005-03-01 12.47516666013980
2005-04-01 12.31946974448590
2005-05-01 12.32579113952000
2005-06-01 12.29172639312350
2005-07-01 12.17898223753950
2005-08-01 12.12740482752680
2005-09-01 11.93207705200980
2005-10-01 11.98284781697860
2005-11-01 11.91414082711220
2005-12-01 11.89019130324950
2006-01-01 11.68925744469920
2006-02-01 11.55527010721640
2006-03-01 11.48239664088940
2006-04-01 11.71085846879040
2006-05-01 11.53829901604480
2006-06-01 11.49482283971250
2006-07-01 11.38057159624850
2006-08-01 11.34535883325300
2006-09-01 11.43296547315880
2006-10-01 11.36889226044070
2006-11-01 11.41682530792040
2006-12-01 11.48248190567010
2007-01-01 11.88500416463970
2007-02-01 11.74625848592190
2007-03-01 11.69643119451460
2007-04-01 11.80447847536150
2007-05-01 11.85339632073940
2007-06-01 11.99554452255480
2007-07-01 12.17747482143190
2007-08-01 12.15088250013280
2007-09-01 12.23208888017080
2007-10-01 12.24879791273260
2007-11-01 12.21560198073770
2007-12-01 12.28378454138800
2008-01-01 12.29020052673090
2008-02-01 12.23972094881100
2008-03-01 12.10586708547340
2008-04-01 12.00413809923540
2008-05-01 11.77228444630530
2008-06-01 11.59750979232890
2008-07-01 11.47267664612210
2008-08-01 11.24939474793610
2008-09-01 10.92843331679430
2008-10-01 10.72645579833730
2008-11-01 10.40769920224480
2008-12-01 10.08146660533760
2009-01-01 10.50029312042050
2009-02-01 10.24323061288000
2009-03-01 10.02353122628390
2009-04-01 9.70896718781622
2009-05-01 9.48102739711136
2009-06-01 9.20489656926989
2009-07-01 8.96061192345628
2009-08-01 8.83859088589920
2009-09-01 8.72528104832737
2009-10-01 8.90945352677037
2009-11-01 8.68936343824437
2009-12-01 8.68046112287997
2010-01-01 8.81963575954256
2010-02-01 8.65305495546452
2010-03-01 8.64057792241445
2010-04-01 8.62111572370311
2010-05-01 8.57859437592404
2010-06-01 8.61027905143134
2010-07-01 8.54619983781522
2010-08-01 8.62688255681216
2010-09-01 8.52205223523944
2010-10-01 8.19745126338990
2010-11-01 8.27632890016789
2010-12-01 8.27576662801754
2011-01-01 8.03309348900984
2011-02-01 7.96627262220435
2011-03-01 7.96575545705408
2011-04-01 7.93261077664127
2011-05-01 7.86821967418504
2011-06-01 7.91182194050039
2011-07-01 7.83021891353308
2011-08-01 7.81353597881257
2011-09-01 7.81450750691491
2011-10-01 7.79665784976647
2011-11-01 7.77492096199492
2011-12-01 7.87586470525539
2012-01-01 7.63720149554244
2012-02-01 7.67635485352328
2012-03-01 7.58722390357070
2012-04-01 7.63767277427016
2012-05-01 7.75776791468361
2012-06-01 7.71326543524857
2012-07-01 7.81230547573249
2012-08-01 7.80232915228159
2012-09-01 7.81476068981293
2012-10-01 7.79761094990652
2012-11-01 7.88606984325818
2012-12-01 7.88228745561927
2013-01-01 7.82632051321355
2013-02-01 7.87910469433924
2013-03-01 7.90535437596335
2013-04-01 7.94012033904024
2013-05-01 7.94429514151872
2013-06-01 7.91612949304040
2013-07-01 7.99700291126744
2013-08-01 7.99276004970267
2013-09-01 8.02104772526485
2013-10-01 8.10019361038534
2013-11-01 8.09893303432655
2013-12-01 8.19642023678307
2014-01-01 8.31180766489561
2014-02-01 8.27629447208806
2014-03-01 8.31510122021523
2014-04-01 8.33803560524615
2014-05-01 8.33085378746193
2014-06-01 8.42038018541477
2014-07-01 8.38631488911826
2014-08-01 8.48695883038028
2014-09-01 8.53451776761459
2014-10-01 8.50109848104302
2014-11-01 8.51001131176958
2014-12-01 8.50760711329024
2015-01-01 8.69716213726179
2015-02-01 8.77336871232965
2015-03-01 8.71764643674253
2015-04-01 8.74030596442257
2015-05-01 8.72143399268512
2015-06-01 8.71508497934608
2015-07-01 8.78362680337793
2015-08-01 8.78526425950357
2015-09-01 8.74619878321131
2015-10-01 8.80368097402748
2015-11-01 8.81593892564895
2015-12-01 8.81563559587342
2016-01-01 8.88644403878875
2016-02-01 8.86826006724779
2016-03-01 8.91755759876590
2016-04-01 8.94047287129622
2016-05-01 9.01710869197785
2016-06-01 9.10839562417336
2016-07-01 8.98607973954636
2016-08-01 8.98817548308936
2016-09-01 9.06241783454449
2016-10-01 9.10395550687247
2016-11-01 9.11904360254374
2016-12-01 9.01254533729614
2017-01-01 9.07741653401732
2017-02-01 9.15903252505277
2017-03-01 9.11179547171433
2017-04-01 9.34424834225456
2017-05-01 9.21664126149045
2017-06-01 9.20588852604783
2017-07-01 9.29237168220122
2017-08-01 9.30194674308792
2017-09-01 9.47742715091108
2017-10-01 9.20663451990334
2017-11-01 9.21469832116425
2017-12-01 9.20232238726888
2018-01-01 9.06653115514453
2018-02-01 9.03845402867758
2018-03-01 9.10418378913419
2018-04-01 9.04492682205562
2018-05-01 9.12319979213899
2018-06-01 9.21708538232237
2018-07-01 9.20260408451946
2018-08-01 9.21948748871893
2018-09-01 9.19660755110692
2018-10-01 9.20786190384418
2018-11-01 9.20983482896729
2018-12-01 9.18463393600301
2019-01-01 9.24722211187020
2019-02-01 9.21226061436218
2019-03-01 9.18956549104854
2019-04-01 9.24554943906142
2019-05-01 9.23727493092512
2019-06-01 9.23455544241013
2019-07-01 9.11888984149809
2019-08-01 9.14452930899775
2019-09-01 9.10961791198767
2019-10-01 9.11025777656436
2019-11-01 9.00183110914917
2019-12-01 9.07488166711861
2020-01-01 9.01862550270205
2020-02-01 8.97919016860567
2020-03-01 8.47869937782397
2020-04-01 6.64031424192272
2020-05-01 6.34780517205473
2020-06-01 6.25992848363877
2020-07-01 5.54114094879971
2020-08-01 5.36755819079000
2020-09-01 5.32104389278914
2020-10-01 5.21221201468413
2020-11-01 5.19417235625126
2020-12-01 5.16927262081639
2021-01-01 4.98963090499726
2021-02-01 4.95051727349857
2021-03-01 5.06490695407956
2021-04-01 4.83369429526687
2021-05-01 4.75347073773350
2021-06-01 4.78804179569467
2021-07-01 5.05838742977694
2021-08-01 5.19027532069997
2021-09-01 5.22666503842829
2021-10-01 5.41757121830666
2021-11-01 5.58187298199176
2021-12-01 5.57156052057688
2022-01-01 5.66777370108294
2022-02-01 5.72865034805320
2022-03-01 5.75632269770396
2022-04-01 5.82545183225058
2022-05-01 5.85049978997271
2022-06-01 5.91096326811045
2022-07-01 5.97445841337792
2022-08-01 6.00176530146157
2022-09-01 6.13156129759258
2022-10-01 6.12475268730342
2022-11-01 6.17273192670052
2022-12-01 6.17335511756368
2023-01-01 6.25501597904537
2023-02-01 6.32059115722299
2023-03-01 6.34657567243659
2023-04-01 6.41752834930517
2023-05-01 6.44641264297405
2023-06-01 6.42333467528360
2023-07-01 6.38305606719504
2023-08-01 6.40857845301591
2023-09-01 6.43289550585134
2023-10-01 6.43391712223889
2023-11-01 6.46806257593949
2023-12-01 6.47745898377826
2024-01-01 6.64762693704819
2024-02-01 6.52032829165802
2024-03-01 6.54157200156603
2024-04-01 6.50845744980865
2024-05-01 6.53864047782878
2024-06-01 6.52543696619566
2024-07-01 6.59283308244694
2024-08-01 6.60994732361348
2024-09-01 6.53500859707963
2024-10-01 6.54103877548153
2024-11-01 6.47025160954329
2024-12-01 6.57700601922477
2025-01-01 6.54444399769846
2025-02-01 6.52374261762775
2025-03-01 6.53543567791002
2025-04-01 6.60124736453828
2025-05-01 6.53556465545929
2025-06-01 6.52667154469212
2025-07-01 6.49429779445688
2025-08-01 6.51061657116341
2025-09-01 6.53745233987177
2025-10-01 6.54729423561219
2025-11-01 6.57226130631098
2025-12-01 6.57394007247462

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