Table Data - All Employees: Education and Health Services: Private Educational Services in Oakland-Fremont-Berkeley, CA (MD)

Title All Employees: Education and Health Services: Private Educational Services in Oakland-Fremont-Berkeley, CA (MD)
Series ID SMU06360846561000001SA
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 2026-09-01
Last Updated 2026-10-20 9:56 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 11.6868000152
1990-02-01 12.0677711866
1990-03-01 11.6132276540
1990-04-01 12.1106126596
1990-05-01 11.1081757706
1990-06-01 12.7534866217
1990-07-01 12.1324362631
1990-08-01 12.9491714082
1990-09-01 12.2884059152
1990-10-01 12.1931726320
1990-11-01 13.4034855977
1990-12-01 12.3152900036
1991-01-01 11.8824172892
1991-02-01 11.6683325108
1991-03-01 11.8887648847
1991-04-01 10.8961672228
1991-05-01 11.3955135916
1991-06-01 11.3445712396
1991-07-01 11.5345780424
1991-08-01 11.3083503170
1991-09-01 11.3859915864
1991-10-01 11.5984328876
1991-11-01 11.6995689383
1991-12-01 10.7414665581
1992-01-01 11.9769305676
1992-02-01 11.7587273492
1992-03-01 11.6405514986
1992-04-01 11.7795403571
1992-05-01 11.7703625095
1992-06-01 11.5455147569
1992-07-01 11.8362880098
1992-08-01 12.2108519012
1992-09-01 12.3661841760
1992-10-01 12.1977931756
1992-11-01 11.9895031072
1992-12-01 12.3795870610
1993-01-01 12.1746874492
1993-02-01 12.2436951166
1993-03-01 12.2948058891
1993-04-01 12.6640161758
1993-05-01 12.6188192059
1993-06-01 12.9509345649
1993-07-01 12.8567105218
1993-08-01 12.5159225051
1993-09-01 12.3259602541
1993-10-01 12.5023865744
1993-11-01 12.2855040023
1993-12-01 12.2001604664
1994-01-01 12.8858201731
1994-02-01 12.6255160204
1994-03-01 12.8668651321
1994-04-01 12.6688705278
1994-05-01 12.5581810356
1994-06-01 11.8496631390
1994-07-01 12.3559160913
1994-08-01 12.2080892214
1994-09-01 12.7092001089
1994-10-01 12.6863937801
1994-11-01 13.0803713066
1994-12-01 13.0387414699
1995-01-01 12.8772834891
1995-02-01 13.2160994391
1995-03-01 12.9645711880
1995-04-01 12.7822121671
1995-05-01 12.8861944820
1995-06-01 13.9563107211
1995-07-01 12.8741036920
1995-08-01 13.0597307400
1995-09-01 12.9957942398
1995-10-01 12.8505252823
1995-11-01 13.0804832344
1995-12-01 12.9590513417
1996-01-01 12.4587137981
1996-02-01 12.4144487021
1996-03-01 12.5850192144
1996-04-01 12.6282173714
1996-05-01 12.5443315452
1996-06-01 12.4831138825
1996-07-01 12.2638283945
1996-08-01 11.9494159648
1996-09-01 11.8849621156
1996-10-01 10.9755094358
1996-11-01 11.4032824308
1996-12-01 11.4145857257
1997-01-01 12.9048092282
1997-02-01 12.9480406022
1997-03-01 12.8139758366
1997-04-01 12.3702308171
1997-05-01 12.9325962302
1997-06-01 12.7213547490
1997-07-01 13.3469368394
1997-08-01 13.0770660121
1997-09-01 13.1283081367
1997-10-01 14.6985201983
1997-11-01 13.9929971976
1997-12-01 13.5975547183
1998-01-01 13.6282866257
1998-02-01 13.5834353317
1998-03-01 13.5302714966
1998-04-01 13.8206495491
1998-05-01 14.9647201768
1998-06-01 14.1453508017
1998-07-01 13.2138356090
1998-08-01 13.0582205940
1998-09-01 13.0505730238
1998-10-01 13.3324865394
1998-11-01 13.2184502614
1998-12-01 13.2197713745
1999-01-01 13.0435259179
1999-02-01 13.1371010450
1999-03-01 13.0140379150
1999-04-01 13.0423028772
1999-05-01 13.2000021433
1999-06-01 13.2517402246
1999-07-01 13.6065393827
1999-08-01 14.3435746765
1999-09-01 13.7441960179
1999-10-01 14.1100270975
1999-11-01 14.0430597816
1999-12-01 14.0376946398
2000-01-01 14.4042164961
2000-02-01 13.8636519463
2000-03-01 14.5644528982
2000-04-01 14.5546047937
2000-05-01 14.6245801686
2000-06-01 14.8542413215
2000-07-01 15.0107320886
2000-08-01 15.2448213344
2000-09-01 15.2425839440
2000-10-01 14.9145037630
2000-11-01 14.8392242940
2000-12-01 15.0461361344
2001-01-01 15.3269262484
2001-02-01 15.1852671432
2001-03-01 15.3848946945
2001-04-01 15.0336804291
2001-05-01 15.2116896032
2001-06-01 15.5433948612
2001-07-01 15.4271439953
2001-08-01 15.6051361187
2001-09-01 15.6718571256
2001-10-01 15.5470183001
2001-11-01 15.4054294930
2001-12-01 15.5106165158
2002-01-01 15.7047885172
2002-02-01 15.4663202268
2002-03-01 15.4817934543
2002-04-01 15.7141800637
2002-05-01 15.8572563646
2002-06-01 15.9385116826
2002-07-01 16.1592385395
2002-08-01 16.5361631015
2002-09-01 16.7504003074
2002-10-01 16.7669536072
2002-11-01 17.1200585712
2002-12-01 17.3281608867
2003-01-01 17.5070728265
2003-02-01 17.7239629388
2003-03-01 17.8946292613
2003-04-01 18.2804461395
2003-05-01 18.0759018528
2003-06-01 17.6534547154
2003-07-01 18.0181799024
2003-08-01 17.9260834823
2003-09-01 17.8716940458
2003-10-01 17.8596378149
2003-11-01 17.7811717734
2003-12-01 17.5896254045
2004-01-01 17.7290167069
2004-02-01 17.8558134559
2004-03-01 18.0083211214
2004-04-01 18.0627833481
2004-05-01 17.7140755763
2004-06-01 18.3040745920
2004-07-01 18.3644309862
2004-08-01 18.3412712396
2004-09-01 18.4306175287
2004-10-01 18.5914356412
2004-11-01 18.7249659763
2004-12-01 18.9477801498
2005-01-01 18.5250276275
2005-02-01 18.9759562302
2005-03-01 19.0449001463
2005-04-01 18.8297760287
2005-05-01 19.2804865123
2005-06-01 19.2760694422
2005-07-01 18.5237166246
2005-08-01 19.0682509651
2005-09-01 19.1018768627
2005-10-01 18.9021341644
2005-11-01 19.0545232877
2005-12-01 19.0796852454
2006-01-01 19.0729392329
2006-02-01 19.0339650551
2006-03-01 18.3069852114
2006-04-01 18.9793669204
2006-05-01 18.9579173545
2006-06-01 18.9487770908
2006-07-01 18.9961239468
2006-08-01 19.1973616330
2006-09-01 19.3795303648
2006-10-01 19.3021715315
2006-11-01 19.3802015932
2006-12-01 19.3034989899
2007-01-01 19.1668942434
2007-02-01 19.3387363860
2007-03-01 19.4014758037
2007-04-01 19.1033848206
2007-05-01 19.1578900881
2007-06-01 19.3330938208
2007-07-01 19.8617116206
2007-08-01 19.7960083559
2007-09-01 19.6275049017
2007-10-01 20.0298894984
2007-11-01 19.6067822091
2007-12-01 19.3394067816
2008-01-01 19.7185607177
2008-02-01 20.3868961162
2008-03-01 20.0190435663
2008-04-01 21.0314589464
2008-05-01 20.9757817833
2008-06-01 19.8077668823
2008-07-01 20.2867451789
2008-08-01 20.4443380735
2008-09-01 20.7451723296
2008-10-01 21.0845525655
2008-11-01 21.3680103562
2008-12-01 21.5199959289
2009-01-01 21.6531980957
2009-02-01 21.3364200407
2009-03-01 21.4503275430
2009-04-01 21.7837928352
2009-05-01 21.5061255407
2009-06-01 21.0467287074
2009-07-01 20.4827097341
2009-08-01 20.2609606344
2009-09-01 20.1171894639
2009-10-01 20.2822557752
2009-11-01 20.3575181136
2009-12-01 20.3173849817
2010-01-01 19.9014006859
2010-02-01 19.7839517201
2010-03-01 20.0855788557
2010-04-01 19.8649155741
2010-05-01 19.8217230209
2010-06-01 19.9517964165
2010-07-01 20.6686635043
2010-08-01 20.4541397062
2010-09-01 20.4618249473
2010-10-01 20.3970446620
2010-11-01 20.4574404518
2010-12-01 20.4411826345
2011-01-01 20.8023414104
2011-02-01 20.6009819053
2011-03-01 20.5084907073
2011-04-01 20.7711107312
2011-05-01 20.7437013896
2011-06-01 20.8411323365
2011-07-01 20.9403869213
2011-08-01 21.1184497999
2011-09-01 21.0940697750
2011-10-01 20.8157312215
2011-11-01 20.7569426380
2011-12-01 20.7845434617
2012-01-01 21.1431335537
2012-02-01 21.0031626126
2012-03-01 21.0343999478
2012-04-01 20.9864142706
2012-05-01 21.2627235396
2012-06-01 21.5218068958
2012-07-01 21.6907329648
2012-08-01 21.6493281868
2012-09-01 21.9373243608
2012-10-01 22.0317329189
2012-11-01 22.0772213337
2012-12-01 22.7633684840
2013-01-01 22.2948256450
2013-02-01 22.6837201647
2013-03-01 22.7522082626
2013-04-01 22.7158662839
2013-05-01 23.0737841899
2013-06-01 22.4770061030
2013-07-01 22.2321811370
2013-08-01 22.2726481037
2013-09-01 22.5006292266
2013-10-01 22.6703529874
2013-11-01 22.7075138364
2013-12-01 22.5343736444
2014-01-01 22.4341670888
2014-02-01 22.7880667163
2014-03-01 22.7643218172
2014-04-01 22.9313129268
2014-05-01 22.8568914089
2014-06-01 23.2120927328
2014-07-01 22.2928877763
2014-08-01 22.0940513689
2014-09-01 22.3909950637
2014-10-01 22.6249758768
2014-11-01 22.7346722922
2014-12-01 22.5230655585
2015-01-01 22.1465277527
2015-02-01 21.9982201486
2015-03-01 21.9512333135
2015-04-01 22.0620834581
2015-05-01 22.0340907764
2015-06-01 22.0413990555
2015-07-01 22.6515281750
2015-08-01 22.4081175572
2015-09-01 22.4113493615
2015-10-01 22.2849091275
2015-11-01 22.2747347368
2015-12-01 22.4052293889
2016-01-01 22.8155412033
2016-02-01 22.8097290864
2016-03-01 22.8452318389
2016-04-01 22.8015680613
2016-05-01 22.8097419234
2016-06-01 23.0782646692
2016-07-01 23.5056571288
2016-08-01 23.3291534085
2016-09-01 23.4502304184
2016-10-01 23.1326887091
2016-11-01 23.2178359587
2016-12-01 23.4007713698
2017-01-01 23.3402487659
2017-02-01 23.2889742445
2017-03-01 23.4531016921
2017-04-01 23.4622604437
2017-05-01 23.4958020780
2017-06-01 23.5312900452
2017-07-01 23.1778454249
2017-08-01 23.2626746102
2017-09-01 23.1987699323
2017-10-01 23.0391454456
2017-11-01 23.1454958148
2017-12-01 22.9552596091
2018-01-01 23.0826598926
2018-02-01 23.1607095115
2018-03-01 23.4924206789
2018-04-01 23.2973978963
2018-05-01 23.4865405195
2018-06-01 24.0242906691
2018-07-01 23.3750500541
2018-08-01 23.4063493781
2018-09-01 23.4588988920
2018-10-01 23.6047017881
2018-11-01 23.5243436904
2018-12-01 23.3968102015
2019-01-01 23.9424748668
2019-02-01 24.0209518473
2019-03-01 24.1510298271
2019-04-01 24.0203163683
2019-05-01 24.0910049085
2019-06-01 24.1506945522
2019-07-01 24.3076953291
2019-08-01 23.9380135131
2019-09-01 24.0036264414
2019-10-01 24.2567087978
2019-11-01 24.3831351401
2019-12-01 24.0034019124
2020-01-01 24.5071149512
2020-02-01 24.6001396149
2020-03-01 24.4156352509
2020-04-01 19.0363520379
2020-05-01 19.2309203735
2020-06-01 19.3853918112
2020-07-01 19.4303807499
2020-08-01 19.7653839270
2020-09-01 19.8175013787
2020-10-01 20.0331897047
2020-11-01 19.9514732688
2020-12-01 19.9990378121
2021-01-01 19.9624768904
2021-02-01 19.6781882550
2021-03-01 20.0799280387
2021-04-01 20.8561955591
2021-05-01 20.9916066535
2021-06-01 21.0095200475
2021-07-01 21.9489561361
2021-08-01 21.7851801907
2021-09-01 21.7917130639
2021-10-01 22.1438957188
2021-11-01 22.3416922720
2021-12-01 22.3773916873
2022-01-01 22.1320222201
2022-02-01 22.5806130672
2022-03-01 22.7345572471
2022-04-01 22.6616700141
2022-05-01 22.7530035768
2022-06-01 22.3129709541
2022-07-01 22.6368009362
2022-08-01 22.9228217432
2022-09-01 23.1745202938
2022-10-01 22.8709761879
2022-11-01 23.0445572131
2022-12-01 22.9527309805
2023-01-01 23.2084234943
2023-02-01 23.0972161270
2023-03-01 23.2596489834
2023-04-01 22.9615957690
2023-05-01 22.9145298003
2023-06-01 23.2085109963
2023-07-01 22.9187189971
2023-08-01 23.1754074197
2023-09-01 23.4509759700
2023-10-01 23.3955176104
2023-11-01 23.4582876314
2023-12-01 23.8326583867
2024-01-01 23.9912304780
2024-02-01 24.2246504276
2024-03-01 24.1628300032
2024-04-01 24.4647688577
2024-05-01 24.5766111295
2024-06-01 24.4970063391
2024-07-01 24.9727940850
2024-08-01 24.3632185176
2024-09-01 24.2364552065
2024-10-01 24.1035312053
2024-11-01 24.1760827028
2024-12-01 24.1113151654
2025-01-01 23.9806217121
2025-02-01 24.0469469783
2025-03-01 23.9751069529
2025-04-01 24.0619436840
2025-05-01 24.2221119875
2025-06-01 24.9973070468
2025-07-01 24.7315195115
2025-08-01 23.8554341760
2025-09-01 24.1216442760
2025-10-01 24.3974255950
2025-11-01 24.2807690868
2025-12-01 24.2974542093
2026-01-01 24.2881505843
2026-02-01 24.0685261622
2026-03-01 24.1945051226
2026-04-01 24.1556877271
2026-05-01 23.8438004771
2026-06-01 23.5070475816
2026-07-01 23.9870188553
2026-08-01 24.3535293269
2026-09-01 24.4217570099

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