Table Data - All Employees: Education and Health Services: Private Education and Health Services in Richmond, VA (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Richmond, VA (MSA)
Series ID RICH051EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-01-01
Last Updated 2026-04-10 4:17 PM 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 40.7955863681885
1990-02-01 40.9791983519841
1990-03-01 41.0019003222200
1990-04-01 40.9023828142832
1990-05-01 40.9186449557689
1990-06-01 41.3587506546148
1990-07-01 41.5899210457307
1990-08-01 42.0254325337744
1990-09-01 42.8871203755183
1990-10-01 42.5714168837179
1990-11-01 42.8376760080168
1990-12-01 42.5931575886952
1991-01-01 43.2068259661503
1991-02-01 43.3009276200373
1991-03-01 43.5341796518192
1991-04-01 42.6788359179965
1991-05-01 42.7933320863796
1991-06-01 42.6472926063977
1991-07-01 42.6834044234285
1991-08-01 42.8341991196056
1991-09-01 42.9771050950413
1991-10-01 43.2792594654599
1991-11-01 43.4643476095482
1991-12-01 43.7777549669346
1992-01-01 43.9064119904333
1992-02-01 44.0081990884954
1992-03-01 44.1646342755545
1992-04-01 44.5582878393784
1992-05-01 44.7800504082891
1992-06-01 45.1149026470949
1992-07-01 45.3118249322387
1992-08-01 45.3935191546498
1992-09-01 45.3337343412875
1992-10-01 45.6015166720132
1992-11-01 45.6880043613010
1992-12-01 45.7789113447376
1993-01-01 45.7161424978343
1993-02-01 45.8769994541582
1993-03-01 45.8441833838480
1993-04-01 45.9614240386952
1993-05-01 45.9645108714461
1993-06-01 46.0091711639364
1993-07-01 46.2146181742119
1993-08-01 46.5161487622594
1993-09-01 46.3755822567914
1993-10-01 46.0636872983547
1993-11-01 45.9467113268368
1993-12-01 45.6301884428857
1994-01-01 46.0020051984467
1994-02-01 45.9162348118440
1994-03-01 46.0768875942761
1994-04-01 46.0681371526302
1994-05-01 46.1703391757350
1994-06-01 46.0048595244729
1994-07-01 46.7723211445625
1994-08-01 46.6132615385235
1994-09-01 47.1535616996298
1994-10-01 46.7189399790752
1994-11-01 46.8625245716053
1994-12-01 46.9496535865971
1995-01-01 47.0755880904680
1995-02-01 47.2394053392724
1995-03-01 47.1954070428200
1995-04-01 47.0716668459649
1995-05-01 47.1606157349246
1995-06-01 47.1220194321356
1995-07-01 46.9261826772753
1995-08-01 46.9219201885338
1995-09-01 48.2518724608188
1995-10-01 48.7451073860970
1995-11-01 48.5591728213819
1995-12-01 48.6388802865987
1996-01-01 48.6168905493008
1996-02-01 48.8029365257670
1996-03-01 48.9549522826494
1996-04-01 49.2345941585534
1996-05-01 49.1424177579730
1996-06-01 49.2493779375936
1996-07-01 49.1338594548988
1996-08-01 49.2733874672316
1996-09-01 49.3737683839317
1996-10-01 49.4778919721179
1996-11-01 49.5692419705825
1996-12-01 49.6450592316072
1997-01-01 50.7346013682586
1997-02-01 50.7579853718933
1997-03-01 50.8573569750460
1997-04-01 50.6121396554802
1997-05-01 50.7180842069072
1997-06-01 50.8106972871859
1997-07-01 51.2867334256950
1997-08-01 51.2796970759270
1997-09-01 51.5074231061397
1997-10-01 51.0116401271721
1997-11-01 50.9770135500960
1997-12-01 51.1814594412158
1998-01-01 50.8242277998523
1998-02-01 50.6284147398013
1998-03-01 50.3997801329207
1998-04-01 50.5648106969749
1998-05-01 50.5992121961997
1998-06-01 50.4553511990614
1998-07-01 50.2387857698782
1998-08-01 50.3017828080333
1998-09-01 50.4820164753768
1998-10-01 48.7485103008377
1998-11-01 48.7258238177598
1998-12-01 48.9067609922853
1999-01-01 51.0106706409439
1999-02-01 51.2567378358499
1999-03-01 51.2143510851450
1999-04-01 51.5374896643917
1999-05-01 51.5926823559765
1999-06-01 51.6610905799156
1999-07-01 51.7608624392418
1999-08-01 51.9200567862175
1999-09-01 51.6721686515539
1999-10-01 51.8253091344605
1999-11-01 52.1237396283852
1999-12-01 52.0918246038042
2000-01-01 52.2120145622068
2000-02-01 52.1859704913382
2000-03-01 52.3893965991898
2000-04-01 50.9334411028964
2000-05-01 50.9103600236820
2000-06-01 50.9504991355210
2000-07-01 51.0995582690240
2000-08-01 51.2085621519821
2000-09-01 51.6523727939836
2000-10-01 51.8026827190598
2000-11-01 52.0824197233502
2000-12-01 52.3065655705147
2001-01-01 52.7373707485058
2001-02-01 52.9015323353420
2001-03-01 53.0397048814820
2001-04-01 53.0067929586859
2001-05-01 53.1817427956581
2001-06-01 53.7176374327310
2001-07-01 54.3719574707658
2001-08-01 54.3187989114192
2001-09-01 54.5481121965678
2001-10-01 54.8845448903091
2001-11-01 54.7152486596710
2001-12-01 54.9884000537499
2002-01-01 55.0792290952187
2002-02-01 55.4178685184500
2002-03-01 55.5582633982572
2002-04-01 55.4248846281970
2002-05-01 56.2856576182422
2002-06-01 56.6888845584264
2002-07-01 57.1976267607298
2002-08-01 57.6007725338792
2002-09-01 57.2620077139564
2002-10-01 57.4037937339355
2002-11-01 57.6774015855575
2002-12-01 57.8063659150327
2003-01-01 59.3394170539957
2003-02-01 59.3115770951547
2003-03-01 59.4558938757714
2003-04-01 59.8882237732183
2003-05-01 59.5627906978247
2003-06-01 59.5836282055436
2003-07-01 59.8387973535333
2003-08-01 61.5431789297176
2003-09-01 61.7114259149560
2003-10-01 61.6488157910303
2003-11-01 61.7227044325595
2003-12-01 62.3634519490433
2004-01-01 63.2348884002786
2004-02-01 63.5004010651473
2004-03-01 63.9524061655782
2004-04-01 64.1941520673482
2004-05-01 64.6505411952158
2004-06-01 64.9791925512442
2004-07-01 64.4995860484708
2004-08-01 64.6121177661114
2004-09-01 65.7304064258282
2004-10-01 66.0853880791731
2004-11-01 66.4543897329470
2004-12-01 66.9258193074420
2005-01-01 66.7951435167043
2005-02-01 67.2180271316148
2005-03-01 67.3034770688707
2005-04-01 67.5887357065674
2005-05-01 67.8844381118457
2005-06-01 67.8350011001963
2005-07-01 67.5331280049924
2005-08-01 67.2082627984313
2005-09-01 69.7748524536403
2005-10-01 70.3321747172270
2005-11-01 70.4004788212446
2005-12-01 70.0650477514890
2006-01-01 68.8500636947309
2006-02-01 67.7363892816362
2006-03-01 70.3345063538996
2006-04-01 72.2166711208406
2006-05-01 70.6422485962057
2006-06-01 70.7489467302711
2006-07-01 73.6953003753279
2006-08-01 72.7204169387056
2006-09-01 71.2909349345225
2006-10-01 71.9898875608384
2006-11-01 72.0751390016781
2006-12-01 71.2712992195483
2007-01-01 71.5019427996152
2007-02-01 73.3704804047883
2007-03-01 72.1330936570267
2007-04-01 70.6250623210460
2007-05-01 72.1485078727759
2007-06-01 73.0747917884775
2007-07-01 73.4526873957082
2007-08-01 74.0102345880102
2007-09-01 75.4862955381758
2007-10-01 75.5388976072150
2007-11-01 76.1170103954440
2007-12-01 77.1613897057375
2008-01-01 77.7095923411971
2008-02-01 78.3703171846655
2008-03-01 78.8215197712009
2008-04-01 79.6282290091082
2008-05-01 79.8803871157475
2008-06-01 80.0864855303073
2008-07-01 80.6684489676851
2008-08-01 80.9902592448197
2008-09-01 81.0975215022239
2008-10-01 81.0416681446370
2008-11-01 81.1831957532977
2008-12-01 81.4818461352136
2009-01-01 81.3695085405193
2009-02-01 81.4817673471089
2009-03-01 81.4948349243230
2009-04-01 81.7868770730526
2009-05-01 83.1303686013879
2009-06-01 83.1785397116734
2009-07-01 82.5567219789546
2009-08-01 82.6602425470918
2009-09-01 83.0723256664768
2009-10-01 83.2576758432902
2009-11-01 83.6696347074732
2009-12-01 83.8425880870498
2010-01-01 84.0417231994175
2010-02-01 83.6928169783514
2010-03-01 84.4263178694840
2010-04-01 84.0723286764537
2010-05-01 85.3241404157294
2010-06-01 84.6442381984345
2010-07-01 84.0764855713541
2010-08-01 83.8357169613428
2010-09-01 83.9296892307721
2010-10-01 84.1408855815405
2010-11-01 84.1132736179124
2010-12-01 84.3526626956475
2011-01-01 84.3542465016256
2011-02-01 84.6574327794165
2011-03-01 84.7558884089063
2011-04-01 85.0189707523462
2011-05-01 84.8391866587324
2011-06-01 84.7793436912742
2011-07-01 86.9399009643171
2011-08-01 87.0896687423917
2011-09-01 86.6435425854633
2011-10-01 86.7060744900436
2011-11-01 86.8274288543037
2011-12-01 86.4834779326058
2012-01-01 86.8544648775420
2012-02-01 87.0127878609882
2012-03-01 87.1869496531503
2012-04-01 87.7320682175523
2012-05-01 87.6997355413913
2012-06-01 88.0506213426955
2012-07-01 88.8349926666351
2012-08-01 89.5718819476450
2012-09-01 89.7353209091895
2012-10-01 89.3789266894090
2012-11-01 89.3115831357831
2012-12-01 89.5455694667929
2013-01-01 89.4092133659003
2013-02-01 89.9280748888623
2013-03-01 90.1951122564185
2013-04-01 89.8841570747939
2013-05-01 90.1607393000293
2013-06-01 89.7693220485105
2013-07-01 90.6714688414600
2013-08-01 91.1539131845532
2013-09-01 91.3834099411115
2013-10-01 91.3987968575379
2013-11-01 91.6806124657407
2013-12-01 91.7414487712176
2014-01-01 91.6696479160327
2014-02-01 91.7969574625323
2014-03-01 92.1838397401200
2014-04-01 92.7251190576162
2014-05-01 92.9714251515774
2014-06-01 93.0352033503942
2014-07-01 93.0298204821610
2014-08-01 93.2070055030820
2014-09-01 92.9563296472028
2014-10-01 93.1902431870324
2014-11-01 93.2601416987086
2014-12-01 93.3785227306397
2015-01-01 93.9542276821383
2015-02-01 93.9507930146874
2015-03-01 94.1854354525888
2015-04-01 94.6310633240956
2015-05-01 94.7852715526437
2015-06-01 94.9786562686710
2015-07-01 95.5977329582833
2015-08-01 95.7698798428226
2015-09-01 96.1386104204229
2015-10-01 96.0970706033114
2015-11-01 96.1819936227023
2015-12-01 96.4114817203871
2016-01-01 96.4457028132848
2016-02-01 96.5552720969115
2016-03-01 96.4432983255314
2016-04-01 96.4688568102151
2016-05-01 96.4818459895639
2016-06-01 96.5765043136251
2016-07-01 95.8595791057307
2016-08-01 96.6742978523766
2016-09-01 96.7234677340211
2016-10-01 97.4990050780667
2016-11-01 97.6080781616415
2016-12-01 97.3722753563607
2017-01-01 97.6450765924003
2017-02-01 97.9540576280649
2017-03-01 98.1809678594500
2017-04-01 97.9902463783044
2017-05-01 98.3653869364662
2017-06-01 98.0394762334911
2017-07-01 97.8542834928931
2017-08-01 98.2841702049954
2017-09-01 98.3673997518000
2017-10-01 98.2403727848747
2017-11-01 97.3712154330230
2017-12-01 98.4001832207087
2018-01-01 98.3338005212537
2018-02-01 98.3451524198972
2018-03-01 98.6698698131357
2018-04-01 98.9263266493760
2018-05-01 98.8068594117662
2018-06-01 99.1041258549404
2018-07-01 99.4238055568822
2018-08-01 99.4538354963908
2018-09-01 99.5231850915723
2018-10-01 99.6016702195123
2018-11-01 99.7575791297860
2018-12-01 99.4301456559710
2019-01-01 100.7604194262990
2019-02-01 101.3906771204780
2019-03-01 101.6093714425250
2019-04-01 101.6582970735160
2019-05-01 101.5305540254150
2019-06-01 102.0469331884800
2019-07-01 101.4081757705880
2019-08-01 101.6579681314500
2019-09-01 101.8410341290240
2019-10-01 101.6224689094000
2019-11-01 101.6580068978290
2019-12-01 102.1135583971870
2020-01-01 102.3561416557760
2020-02-01 102.1598643041830
2020-03-01 101.8312724014020
2020-04-01 89.9651071607697
2020-05-01 91.8613047343999
2020-06-01 93.3786758341395
2020-07-01 94.5167842565199
2020-08-01 95.3060621902955
2020-09-01 95.6538943644286
2020-10-01 96.5045447681790
2020-11-01 97.7294424038370
2020-12-01 97.4012738466569
2021-01-01 96.9861151508783
2021-02-01 96.8823318909418
2021-03-01 97.5835021597205
2021-04-01 97.5010053224997
2021-05-01 97.2185167211480
2021-06-01 97.2401515722210
2021-07-01 97.6212864760281
2021-08-01 97.0847863030801
2021-09-01 95.8932802643005
2021-10-01 97.3789027598134
2021-11-01 97.8286600895181
2021-12-01 97.4069001250640
2022-01-01 97.6510161101978
2022-02-01 98.0352552179834
2022-03-01 97.7351435140264
2022-04-01 99.0075296459036
2022-05-01 99.2454614059237
2022-06-01 99.2600612130163
2022-07-01 99.4035977454173
2022-08-01 99.9411513072951
2022-09-01 100.1034223971230
2022-10-01 100.4729645043200
2022-11-01 101.2096794973140
2022-12-01 101.4272534770230
2023-01-01 102.2824407957150
2023-02-01 103.0733185017110
2023-03-01 103.0315994744410
2023-04-01 103.3291623715170
2023-05-01 103.9006373622960
2023-06-01 103.9955562053230
2023-07-01 104.2713237292440
2023-08-01 104.6005051139170
2023-09-01 105.2376823570830
2023-10-01 105.5907543009510
2023-11-01 105.5659808160270
2023-12-01 106.2377335773800
2024-01-01 106.5162013868380
2024-02-01 106.7042406503250
2024-03-01 106.9568179127600
2024-04-01 107.1715560328850
2024-05-01 107.2003361645500
2024-06-01 107.7589378520690
2024-07-01 108.1321079303100
2024-08-01 108.0450536685210
2024-09-01 108.3283825615260
2024-10-01 108.6650817081620
2024-11-01 108.6921023136990
2024-12-01 108.7459611383160
2025-01-01 109.1231574824300
2025-02-01 108.9627986030430
2025-03-01 109.4573659350550
2025-04-01 109.6398327463880
2025-05-01 109.9268239695010
2025-06-01 110.5469789292760
2025-07-01 109.1706093328170
2025-08-01 109.9560606911230
2025-09-01 109.7527896324030
2025-10-01 109.3796808554340
2025-11-01 109.6870259868530
2025-12-01 110.1960550109640
2026-01-01 109.4598485047640

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