Table Data - All Employees: Wholesale Trade: Wholesale Trade Agents and Brokers in Kentucky

Title All Employees: Wholesale Trade: Wholesale Trade Agents and Brokers in Kentucky
Series ID SMU21000004142500001SA
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 2002-01-01 to 2026-08-01
Last Updated 2026-09-18 11:14 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
2002-01-01 3.2635882305
2002-02-01 3.2719620860
2002-03-01 3.2283713880
2002-04-01 3.3446181748
2002-05-01 3.3692574306
2002-06-01 3.3744054670
2002-07-01 3.3013157907
2002-08-01 3.3523893403
2002-09-01 3.3663992035
2002-10-01 3.4325992475
2002-11-01 3.5590272586
2002-12-01 3.5317757710
2003-01-01 3.5671781915
2003-02-01 3.5747666470
2003-03-01 3.5280280821
2003-04-01 3.4491435000
2003-05-01 3.3652509367
2003-06-01 3.2748613668
2003-07-01 3.2994881865
2003-08-01 3.2518013716
2003-09-01 3.1633937611
2003-10-01 3.0258093649
2003-11-01 2.7629383258
2003-12-01 2.9295757579
2004-01-01 2.9750219397
2004-02-01 2.8775317762
2004-03-01 2.9259941361
2004-04-01 2.9579242514
2004-05-01 2.9663830645
2004-06-01 3.0756451407
2004-07-01 3.0936353293
2004-08-01 3.0485690636
2004-09-01 3.0518750440
2004-10-01 3.1148033480
2004-11-01 3.1714094258
2004-12-01 3.3278565503
2005-01-01 3.0872966093
2005-02-01 2.9840287138
2005-03-01 3.1278406305
2005-04-01 3.0654420697
2005-05-01 3.0679087801
2005-06-01 2.9670915347
2005-07-01 2.9890732945
2005-08-01 3.0475829721
2005-09-01 3.1439236366
2005-10-01 3.1041064415
2005-11-01 3.0756868099
2005-12-01 3.1205052528
2006-01-01 3.2044434629
2006-02-01 3.1901739700
2006-03-01 3.2279882093
2006-04-01 3.2732518039
2006-05-01 3.3712207305
2006-06-01 3.3619652715
2006-07-01 3.3921204890
2006-08-01 3.3408703132
2006-09-01 3.3290528935
2006-10-01 3.3941529522
2006-11-01 3.3812345815
2006-12-01 3.4116248391
2007-01-01 3.4200384303
2007-02-01 3.5024193723
2007-03-01 3.4295371821
2007-04-01 3.4792336237
2007-05-01 3.4696255244
2007-06-01 3.5544994952
2007-07-01 3.5971943786
2007-08-01 3.6360511333
2007-09-01 3.7249797043
2007-10-01 3.6871532352
2007-11-01 3.6793072620
2007-12-01 3.6968622796
2008-01-01 3.7336995336
2008-02-01 3.8120980283
2008-03-01 3.8277027868
2008-04-01 3.8868023768
2008-05-01 3.8744007375
2008-06-01 3.9567088573
2008-07-01 3.9003720969
2008-08-01 3.9223781097
2008-09-01 3.9180525146
2008-10-01 3.8857742417
2008-11-01 3.9806548408
2008-12-01 3.9824237157
2009-01-01 4.0444856504
2009-02-01 3.9198590998
2009-03-01 3.9221713140
2009-04-01 3.8944458015
2009-05-01 3.9830946334
2009-06-01 3.8595942159
2009-07-01 3.7999751741
2009-08-01 3.8138473824
2009-09-01 3.8158328825
2009-10-01 3.7855339660
2009-11-01 3.7769217809
2009-12-01 3.7671696927
2010-01-01 3.7513985667
2010-02-01 3.7227685682
2010-03-01 3.8160723806
2010-04-01 3.8023831967
2010-05-01 3.8939019689
2010-06-01 3.7713455800
2010-07-01 3.9035432028
2010-08-01 3.9018724964
2010-09-01 3.9072842858
2010-10-01 3.9849799443
2010-11-01 3.9791353825
2010-12-01 3.9543901242
2011-01-01 3.8514777200
2011-02-01 3.9234456265
2011-03-01 3.9120964341
2011-04-01 3.9101509750
2011-05-01 3.9019188134
2011-06-01 3.8841290482
2011-07-01 3.9075866936
2011-08-01 3.8962239812
2011-09-01 3.8004718906
2011-10-01 3.7813535587
2011-11-01 3.7795290286
2011-12-01 3.8399343271
2012-01-01 3.8491419873
2012-02-01 3.9234094278
2012-03-01 3.9167489564
2012-04-01 3.9122774644
2012-05-01 3.9094267819
2012-06-01 3.9958255083
2012-07-01 4.0120063196
2012-08-01 3.9907457898
2012-09-01 4.0950553902
2012-10-01 4.0787328258
2012-11-01 4.0822497933
2012-12-01 4.0240439026
2013-01-01 4.3480380973
2013-02-01 4.4242432077
2013-03-01 4.4244822035
2013-04-01 4.2087157291
2013-05-01 4.3133709660
2013-06-01 4.3009159475
2013-07-01 4.3168327767
2013-08-01 4.3939473331
2013-09-01 4.3930345710
2013-10-01 4.3779368901
2013-11-01 4.3801810673
2013-12-01 4.4101412340
2014-01-01 4.4455925428
2014-02-01 4.4285296593
2014-03-01 4.4324772952
2014-04-01 4.4022993668
2014-05-01 4.4117185235
2014-06-01 4.4013218067
2014-07-01 4.3222619530
2014-08-01 4.4001386212
2014-09-01 4.3940616135
2014-10-01 4.3806275306
2014-11-01 4.3823854771
2014-12-01 4.3959213811
2015-01-01 4.3456982590
2015-02-01 4.3319031927
2015-03-01 4.3342384473
2015-04-01 4.3977553086
2015-05-01 4.4048185493
2015-06-01 4.3953449290
2015-07-01 4.4240209773
2015-08-01 4.4135159366
2015-09-01 4.3997475389
2015-10-01 4.4857514635
2015-11-01 4.4850945853
2015-12-01 4.4871330391
2016-01-01 4.4445136920
2016-02-01 4.4318728800
2016-03-01 4.4316391508
2016-04-01 4.4949047869
2016-05-01 4.5982716229
2016-06-01 4.4888911316
2016-07-01 4.5208660563
2016-08-01 4.5241069412
2016-09-01 4.5087543924
2016-10-01 4.4931661570
2016-11-01 4.5918822114
2016-12-01 4.4811394795
2017-01-01 4.5461231733
2017-02-01 4.5220171553
2017-03-01 4.5265998943
2017-04-01 4.4983019251
2017-05-01 4.4933814869
2017-06-01 4.5829863527
2017-07-01 4.5172307300
2017-08-01 4.5294454644
2017-09-01 4.6132591680
2017-10-01 4.5993529608
2017-11-01 4.6000647338
2017-12-01 4.6880952713
2018-01-01 4.6454344721
2018-02-01 4.7076219784
2018-03-01 4.7178445324
2018-04-01 4.7033902315
2018-05-01 4.6922219569
2018-06-01 4.6822525490
2018-07-01 4.6145745906
2018-08-01 4.5247954807
2018-09-01 4.5167501500
2018-10-01 4.5001066859
2018-11-01 4.5135027673
2018-12-01 4.4981264627
2019-01-01 4.5468770447
2019-02-01 4.4953660528
2019-03-01 4.6069635156
2019-04-01 4.5065217651
2019-05-01 4.4908910622
2019-06-01 4.4831874462
2019-07-01 4.5124413938
2019-08-01 4.5162721948
2019-09-01 4.6218248380
2019-10-01 4.5008973665
2019-11-01 4.5227923344
2019-12-01 4.5115641070
2020-01-01 4.4463174630
2020-02-01 4.4890047315
2020-03-01 4.3968582537
2020-04-01 4.1043985132
2020-05-01 4.1919153427
2020-06-01 4.1874143650
2020-07-01 4.2073919352
2020-08-01 4.3048376676
2020-09-01 4.3306042645
2020-10-01 4.4016742665
2020-11-01 4.3279036943
2020-12-01 4.3196078345
2021-01-01 4.3496884951
2021-02-01 4.3871013091
2021-03-01 4.3899975467
2021-04-01 4.3978491368
2021-05-01 4.2947715432
2021-06-01 4.3938287491
2021-07-01 4.3983491528
2021-08-01 4.3967348390
2021-09-01 4.3359707518
2021-10-01 4.4055709058
2021-11-01 4.3264564220
2021-12-01 4.2305773049
2022-01-01 4.4494324494
2022-02-01 4.3888950928
2022-03-01 4.4848660755
2022-04-01 4.4901715327
2022-05-01 4.6022674353
2022-06-01 4.4972423296
2022-07-01 4.4872217956
2022-08-01 4.4905528850
2022-09-01 4.5403857003
2022-10-01 4.5089128245
2022-11-01 4.6255633922
2022-12-01 4.6401460198
2023-01-01 4.6468669107
2023-02-01 4.6938614436
2023-03-01 4.6818310933
2023-04-01 4.6832133732
2023-05-01 4.7078644649
2023-06-01 4.6965071763
2023-07-01 4.6757095495
2023-08-01 4.6951779382
2023-09-01 4.6403880964
2023-10-01 4.6130256449
2023-11-01 4.6192575251
2023-12-01 4.6513787673
2024-01-01 4.5396238546
2024-02-01 4.5987424073
2024-03-01 4.5838382854
2024-04-01 4.5814924754
2024-05-01 4.5107850157
2024-06-01 4.4935218709
2024-07-01 4.5680043276
2024-08-01 4.4968743610
2024-09-01 4.5398074341
2024-10-01 4.5153209771
2024-11-01 4.5143916339
2024-12-01 4.4596266302
2025-01-01 4.5335945204
2025-02-01 4.4013592201
2025-03-01 4.3888761090
2025-04-01 4.3832507348
2025-05-01 4.3109499974
2025-06-01 4.3917420544
2025-07-01 4.3626161658
2025-08-01 4.4011570611
2025-09-01 4.3347609009
2025-10-01 4.4139569012
2025-11-01 4.3100286127
2025-12-01 4.2679707231
2026-01-01 4.3291053084
2026-02-01 4.3033242958
2026-03-01 4.2944556112
2026-04-01 4.2865586746
2026-05-01 4.3101134908
2026-06-01 4.2884943811
2026-07-01 4.2613532179
2026-08-01 4.1999113080

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