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 2025-12-01
Last Updated 2026-01-28 3:28 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 11.6869657264629
1990-02-01 12.0680698976087
1990-03-01 11.6126845693499
1990-04-01 12.1113108107660
1990-05-01 11.1073608532111
1990-06-01 12.7539407816159
1990-07-01 12.1317368277789
1990-08-01 12.9490947015942
1990-09-01 12.2886172181448
1990-10-01 12.1933286898446
1990-11-01 13.4036137319007
1990-12-01 12.3153181607722
1991-01-01 11.8825728605387
1991-02-01 11.6685904977344
1991-03-01 11.8882813599139
1991-04-01 10.8967808999028
1991-05-01 11.3947945294465
1991-06-01 11.3449698745328
1991-07-01 11.5339639525677
1991-08-01 11.3082906837151
1991-09-01 11.3861798772402
1991-10-01 11.5985701274743
1991-11-01 11.6996778085282
1991-12-01 10.7414785626088
1992-01-01 11.9770336863777
1992-02-01 11.7588742191180
1992-03-01 11.6402540386380
1992-04-01 11.7799620547183
1992-05-01 11.7699263082914
1992-06-01 11.5457248061079
1992-07-01 11.8359106637139
1992-08-01 12.2108077647477
1992-09-01 12.3662838156395
1992-10-01 12.1978637275568
1992-11-01 11.9895617104861
1992-12-01 12.3795750555278
1993-01-01 12.1747541838857
1993-02-01 12.2437724964662
1993-03-01 12.2946908988989
1993-04-01 12.6642565546654
1993-05-01 12.6186452497475
1993-06-01 12.9510059209144
1993-07-01 12.8565459236275
1993-08-01 12.5158989722392
1993-09-01 12.3259871967470
1993-10-01 12.5023319512520
1993-11-01 12.2854922692253
1993-12-01 12.2000995736724
1994-01-01 12.8858929799406
1994-02-01 12.6255411328913
1994-03-01 12.8668642061751
1994-04-01 12.6691529732647
1994-05-01 12.5581438511105
1994-06-01 11.8495513818384
1994-07-01 12.3560276320569
1994-08-01 12.2080519432743
1994-09-01 12.7091640040844
1994-10-01 12.6860835726444
1994-11-01 13.0802811159228
1994-12-01 13.0386733498129
1995-01-01 12.8774489835071
1995-02-01 13.2162129260142
1995-03-01 12.9646653714484
1995-04-01 12.7827835831164
1995-05-01 12.8857445250149
1995-06-01 13.9560918715349
1995-07-01 12.8744602332913
1995-08-01 13.0596458566514
1995-09-01 12.9957993681264
1995-10-01 12.8500263489788
1995-11-01 13.0803512164115
1995-12-01 12.9589931775327
1996-01-01 12.4589631494588
1996-02-01 12.4146410644860
1996-03-01 12.5851871994834
1996-04-01 12.6291040655286
1996-05-01 12.5434249104455
1996-06-01 12.4827458636172
1996-07-01 12.2643933338646
1996-08-01 11.9492750796572
1996-09-01 11.8850063468455
1996-10-01 10.9749003271465
1996-11-01 11.4031519119705
1996-12-01 11.4145872612625
1997-01-01 12.9051097361203
1997-02-01 12.9483274241589
1997-03-01 12.8142451126505
1997-04-01 12.3712311877114
1997-05-01 12.9312844922074
1997-06-01 12.7209080330132
1997-07-01 13.3475953758721
1997-08-01 13.0768788310136
1997-09-01 13.1283896359730
1997-10-01 14.6979682445902
1997-11-01 13.9929367790192
1997-12-01 13.5975837769258
1998-01-01 13.6285854077100
1998-02-01 13.5837292922020
1998-03-01 13.5305131276912
1998-04-01 13.8216526845454
1998-05-01 14.9633485811320
1998-06-01 14.1448702684604
1998-07-01 13.2144585205526
1998-08-01 13.0580154759367
1998-09-01 13.0506466175541
1998-10-01 13.3320313464293
1998-11-01 13.2184706752021
1998-12-01 13.2198490401095
1999-01-01 13.0437840378153
1999-02-01 13.1373883992819
1999-03-01 13.0142832748769
1999-04-01 13.0431332610695
1999-05-01 13.1986670916854
1999-06-01 13.2513211198280
1999-07-01 13.6070418535003
1999-08-01 14.3433747336441
1999-09-01 13.7442608815910
1999-10-01 14.1097961426989
1999-11-01 14.0431627551340
1999-12-01 14.0377682120394
2000-01-01 14.4043809948293
2000-02-01 13.8638522355656
2000-03-01 14.5646077472287
2000-04-01 14.5551413878660
2000-05-01 14.6236712926635
2000-06-01 14.8539428144792
2000-07-01 15.0110012239550
2000-08-01 15.2446739385396
2000-09-01 15.2426038978748
2000-10-01 14.9144506063780
2000-11-01 14.8393554669055
2000-12-01 15.0462025369318
2001-01-01 15.3269988243052
2001-02-01 15.1853884608863
2001-03-01 15.3849775882529
2001-04-01 15.0339009522401
2001-05-01 15.2112405890576
2001-06-01 15.5432499751894
2001-07-01 15.4272064501118
2001-08-01 15.6050440868330
2001-09-01 15.6718389821425
2001-10-01 15.5470771158615
2001-11-01 15.4055622981347
2001-12-01 15.5106364953343
2002-01-01 15.7048029590408
2002-02-01 15.4663470156661
2002-03-01 15.4817693821434
2002-04-01 15.7142712018602
2002-05-01 15.8571974615718
2002-06-01 15.9384517238261
2002-07-01 16.1591999848043
2002-08-01 16.5361185522632
2002-09-01 16.7503582439950
2002-10-01 16.7669759002317
2002-11-01 17.1201410023456
2002-12-01 17.3281740604632
2003-01-01 17.5070782479412
2003-02-01 17.7239701262926
2003-03-01 17.8946125967685
2003-04-01 18.2805092883125
2003-05-01 18.0758771101190
2003-06-01 17.6534292641196
2003-07-01 18.0181653469074
2003-08-01 17.9260553835443
2003-09-01 17.8716701624216
2003-10-01 17.8596448889369
2003-11-01 17.7812096399278
2003-12-01 17.5896297580788
2004-01-01 17.7290196691844
2004-02-01 17.8558111923477
2004-03-01 18.0083154864659
2004-04-01 18.0628125989421
2004-05-01 17.7140691540336
2004-06-01 18.3040639725118
2004-07-01 18.3644241625657
2004-08-01 18.3412650414854
2004-09-01 18.4306133988587
2004-10-01 18.5914360055519
2004-11-01 18.7249697069095
2004-12-01 18.9477830049449
2005-01-01 18.5250338710141
2005-02-01 18.9759533761445
2005-03-01 19.0449020885006
2005-04-01 18.8297674204476
2005-05-01 19.2804882851492
2005-06-01 19.2760684011773
2005-07-01 18.5237192127536
2005-08-01 19.0682534456375
2005-09-01 19.1018797212631
2005-10-01 18.9021384025645
2005-11-01 19.0545267002183
2005-12-01 19.0796839186239
2006-01-01 19.0729407343829
2006-02-01 19.0339499504843
2006-03-01 18.3069813876919
2006-04-01 18.9793492574542
2006-05-01 18.9579182429324
2006-06-01 18.9487801266413
2006-07-01 18.9961482912419
2006-08-01 19.1973703602515
2006-09-01 19.3795375310822
2006-10-01 19.3021776586544
2006-11-01 19.3802040081181
2006-12-01 19.3034940801153
2007-01-01 19.1668906112068
2007-02-01 19.3387081119518
2007-03-01 19.4014644565295
2007-04-01 19.1033524487266
2007-05-01 19.1578772409614
2007-06-01 19.3330813453601
2007-07-01 19.8618414922391
2007-08-01 19.7960023780082
2007-09-01 19.6275020020453
2007-10-01 20.0298906212492
2007-11-01 19.6067824752065
2007-12-01 19.3393991119561
2008-01-01 19.7185491797808
2008-02-01 20.3868553514006
2008-03-01 20.0190172395626
2008-04-01 21.0314035396371
2008-05-01 20.9757565564580
2008-06-01 19.8077441388351
2008-07-01 20.2869895842807
2008-08-01 20.4443275879120
2008-09-01 20.7451692491728
2008-10-01 21.0845559960121
2008-11-01 21.3680111690009
2008-12-01 21.5199818098709
2009-01-01 21.6531619509166
2009-02-01 21.3363387913918
2009-03-01 21.4502565078788
2009-04-01 21.7837072180378
2009-05-01 21.5060965353208
2009-06-01 21.0467247120687
2009-07-01 20.4830918546880
2009-08-01 20.2609822070889
2009-09-01 20.1172033677586
2009-10-01 20.2822505910575
2009-11-01 20.3574842960728
2009-12-01 20.3174845289908
2010-01-01 19.9012690163365
2010-02-01 19.7837489916477
2010-03-01 20.0853841652043
2010-04-01 19.8647310592957
2010-05-01 19.8216235889279
2010-06-01 19.9517626974804
2010-07-01 20.6697112212548
2010-08-01 20.4541527967998
2010-09-01 20.4618147792395
2010-10-01 20.3969899142848
2010-11-01 20.4573334197096
2010-12-01 20.4413630687499
2011-01-01 20.8020730529088
2011-02-01 20.6006015085510
2011-03-01 20.5081070167002
2011-04-01 20.7707411558750
2011-05-01 20.7433951883068
2011-06-01 20.8408811808873
2011-07-01 20.9431210767138
2011-08-01 21.1183005902858
2011-09-01 21.0938825459548
2011-10-01 20.8155132127973
2011-11-01 20.7567287723723
2011-12-01 20.7847567755563
2012-01-01 21.1427081819520
2012-02-01 21.0025974286920
2012-03-01 21.0338074235761
2012-04-01 20.9857787407195
2012-05-01 21.2620440674446
2012-06-01 21.5211004633735
2012-07-01 21.6962302947401
2012-08-01 21.6487680167949
2012-09-01 21.9367819208236
2012-10-01 22.0312600196886
2012-11-01 22.0768705138543
2012-12-01 22.7634320411031
2013-01-01 22.2942940584874
2013-02-01 22.6830695288822
2013-03-01 22.7515003187987
2013-04-01 22.7150825351696
2013-05-01 23.0729064014463
2013-06-01 22.4760542136340
2013-07-01 22.2392730132458
2013-08-01 22.2718814890560
2013-09-01 22.4998922364659
2013-10-01 22.6697358665809
2013-11-01 22.7071017637100
2013-12-01 22.5343615531949
2014-01-01 22.4336202911338
2014-02-01 22.7874417307154
2014-03-01 22.7636073794809
2014-04-01 22.9304650056882
2014-05-01 22.8558818478742
2014-06-01 23.2109286291412
2014-07-01 22.3003437896244
2014-08-01 22.0930277538365
2014-09-01 22.3901283748927
2014-10-01 22.6244088159517
2014-11-01 22.7344527417344
2014-12-01 22.5232332483957
2015-01-01 22.1464989780759
2015-02-01 21.9981864351290
2015-03-01 21.9496326070478
2015-04-01 22.0616941981880
2015-05-01 22.0334482559798
2015-06-01 22.0391299416176
2015-07-01 22.6575576432521
2015-08-01 22.4069908564294
2015-09-01 22.4104566090937
2015-10-01 22.2845208710369
2015-11-01 22.2749464680543
2015-12-01 22.4072219704031
2016-01-01 22.8163270048273
2016-02-01 22.8104543175983
2016-03-01 22.8427252544427
2016-04-01 22.8014098417619
2016-05-01 22.8091124992047
2016-06-01 23.0744063171155
2016-07-01 23.5091714881650
2016-08-01 23.3273851887293
2016-09-01 23.4487546316785
2016-10-01 23.1318038989848
2016-11-01 23.2176482060654
2016-12-01 23.4110824675662
2017-01-01 23.3412873267296
2017-02-01 23.2901940144019
2017-03-01 23.4496920097581
2017-04-01 23.4614132130473
2017-05-01 23.4943258438009
2017-06-01 23.5252497374251
2017-07-01 23.1770890869784
2017-08-01 23.2601040701879
2017-09-01 23.1968301091371
2017-10-01 23.0381552439287
2017-11-01 23.1453904059713
2017-12-01 22.9750236711436
2018-01-01 23.0854035398567
2018-02-01 23.1641761177651
2018-03-01 23.4858531756963
2018-04-01 23.2976758816575
2018-05-01 23.4868968225891
2018-06-01 24.0047169505533
2018-07-01 23.3725247429691
2018-08-01 23.4045020807069
2018-09-01 23.4574263614193
2018-10-01 23.6040578677453
2018-11-01 23.5246287897277
2018-12-01 23.4247058711905
2019-01-01 23.9520409987371
2019-02-01 24.0259923152724
2019-03-01 24.1405894248034
2019-04-01 24.0211027848506
2019-05-01 24.0926890633902
2019-06-01 24.1108886813451
2019-07-01 24.3058988941584
2019-08-01 23.9393568580246
2019-09-01 23.9994327572571
2019-10-01 24.2607504543378
2019-11-01 24.3883129831739
2019-12-01 24.0355562494039
2020-01-01 24.5250526665536
2020-02-01 24.6064042136534
2020-03-01 24.4005183110213
2020-04-01 19.0352698194511
2020-05-01 19.2312924118471
2020-06-01 19.3242900542916
2020-07-01 19.4308839487720
2020-08-01 19.7694398549185
2020-09-01 19.8115474225910
2020-10-01 20.0441324114366
2020-11-01 19.9645131746616
2020-12-01 20.0376091262954
2021-01-01 19.9928430493360
2021-02-01 19.6903630752824
2021-03-01 20.0469534252348
2021-04-01 20.8525722928422
2021-05-01 20.9816815558503
2021-06-01 20.9288661219847
2021-07-01 21.9465957924190
2021-08-01 21.7940455286192
2021-09-01 21.7895267236348
2021-10-01 22.1657883147962
2021-11-01 22.3800944134137
2021-12-01 22.4208754020547
2022-01-01 22.1710329320136
2022-02-01 22.6023055244183
2022-03-01 22.6614132901396
2022-04-01 22.6482273714530
2022-05-01 22.7340348205307
2022-06-01 22.2241564508446
2022-07-01 22.6252605353037
2022-08-01 22.9504928369223
2022-09-01 23.1711479334644
2022-10-01 22.8996071223446
2022-11-01 23.1058946846677
2022-12-01 23.0128479615624
2023-01-01 23.2674157064367
2023-02-01 23.1204069429259
2023-03-01 23.1463780931598
2023-04-01 22.9416639601598
2023-05-01 22.8601556666762
2023-06-01 23.1130897365898
2023-07-01 22.8849424295112
2023-08-01 23.2401640718091
2023-09-01 23.4560489115991
2023-10-01 23.4362289991416
2023-11-01 23.5473758939581
2023-12-01 23.9134027313793
2024-01-01 24.0579225870914
2024-02-01 24.2382336988409
2024-03-01 24.0134186308897
2024-04-01 24.5336433525616
2024-05-01 24.6853064811424
2024-06-01 25.1030393413388
2024-07-01 24.9221453244917
2024-08-01 24.3637052695502
2024-09-01 24.0556860887434
2024-10-01 23.9518679600406
2024-11-01 23.8789312403535
2024-12-01 24.0190673091308
2025-01-01 23.9546281663165
2025-02-01 23.9463431113087
2025-03-01 24.0992671613107
2025-04-01 24.1296606688523
2025-05-01 24.0878459740190
2025-06-01 24.1949304895357
2025-07-01 24.6699796916234
2025-08-01 24.5857860924710
2025-09-01 24.8651494928644
2025-10-01 25.1549628145678
2025-11-01 25.2005477372474
2025-12-01 25.1218096238136

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