Table Data - All Employees: Wholesale Trade in Kalamazoo-Portage, MI (MSA)

Title All Employees: Wholesale Trade in Kalamazoo-Portage, MI (MSA)
Series ID SMU26280204100000001SA
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 2026-04-01
Last Updated 2026-05-26 1:47 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 3.73544740471800
1990-02-01 3.73781982236414
1990-03-01 3.77645058611591
1990-04-01 3.78281156968100
1990-05-01 3.85472051297391
1990-06-01 3.78677597810547
1990-07-01 3.80342769803370
1990-08-01 3.90571573864948
1990-09-01 3.81608979923429
1990-10-01 3.82270202149313
1990-11-01 3.78658290618913
1990-12-01 3.79020336241724
1991-01-01 3.53244174557770
1991-02-01 3.53563931596632
1991-03-01 3.48042242349820
1991-04-01 3.48479317588595
1991-05-01 3.46238701019749
1991-06-01 3.48878123137649
1991-07-01 3.39529681364573
1991-08-01 3.40563062342715
1991-09-01 3.31363297961330
1991-10-01 3.51923986418716
1991-11-01 3.38988260888116
1991-12-01 3.39319474220584
1992-01-01 3.32827362280018
1992-02-01 3.33189868784886
1992-03-01 3.38747237616580
1992-04-01 3.38465270449355
1992-05-01 3.37186339503299
1992-06-01 3.38514136868248
1992-07-01 3.38451296262462
1992-08-01 3.40686790938292
1992-09-01 3.41529093098368
1992-10-01 3.41563812378787
1992-11-01 3.49277589670105
1992-12-01 3.49244279876248
1993-01-01 3.52573718795597
1993-02-01 3.53584767473781
1993-03-01 3.59554696806373
1993-04-01 3.48429838520705
1993-05-01 3.47917322084598
1993-06-01 3.48136371002979
1993-07-01 3.57197514146271
1993-08-01 3.50499096576989
1993-09-01 3.62053147574980
1993-10-01 3.51001189139679
1993-11-01 3.49878129577098
1993-12-01 3.48915230477329
1994-01-01 3.51952756318468
1994-02-01 3.43507736241016
1994-03-01 3.61008147614185
1994-04-01 3.68618162337166
1994-05-01 3.68233153187892
1994-06-01 3.67781751636959
1994-07-01 3.76282057843437
1994-08-01 3.70139570400418
1994-09-01 3.72128483248851
1994-10-01 3.70426755739724
1994-11-01 3.70796485556170
1994-12-01 3.67967626857805
1995-01-01 3.71581110709554
1995-02-01 3.73943080864700
1995-03-01 3.72780792093170
1995-04-01 3.78971426207838
1995-05-01 3.78101082773368
1995-06-01 3.87517115195028
1995-07-01 3.85865630662990
1995-08-01 3.89935635458331
1995-09-01 3.91883552280597
1995-10-01 3.99847588257207
1995-11-01 4.01609393788643
1995-12-01 4.06807206318454
1996-01-01 4.11672994974065
1996-02-01 4.03932855571657
1996-03-01 4.04632751203761
1996-04-01 3.99417024298656
1996-05-01 3.97589178979632
1996-06-01 3.97432596864893
1996-07-01 3.95917421308299
1996-08-01 4.00149036615151
1996-09-01 3.91140798485755
1996-10-01 3.99727899880577
1996-11-01 3.91832002753224
1996-12-01 3.96154684468319
1997-01-01 3.91689208808689
1997-02-01 3.93555572231818
1997-03-01 3.95205804884480
1997-04-01 3.99559322422133
1997-05-01 4.07263989329432
1997-06-01 3.97584971060358
1997-07-01 3.96193566995832
1997-08-01 4.10417117489899
1997-09-01 4.00623048567153
1997-10-01 3.90220289386361
1997-11-01 3.91780022713931
1997-12-01 3.95934346559682
1998-01-01 3.92425855712555
1998-02-01 3.92777620704286
1998-03-01 3.84487081911474
1998-04-01 3.89286173850597
1998-05-01 3.86618344928457
1998-06-01 3.98355263133065
1998-07-01 3.96962834919953
1998-08-01 3.90389778717938
1998-09-01 4.00267723699268
1998-10-01 4.01450910663680
1998-11-01 4.01837315921933
1998-12-01 3.96523575904131
1999-01-01 3.93117111507421
1999-02-01 3.91335462541392
1999-03-01 3.93087891992160
1999-04-01 3.78628779002875
1999-05-01 3.86281903479485
1999-06-01 3.78636209358929
1999-07-01 3.88258948190156
1999-08-01 3.80313831961367
1999-09-01 3.70311416678571
1999-10-01 3.92470681266883
1999-11-01 3.91988382227809
1999-12-01 3.78091396849920
2000-01-01 3.84027946717777
2000-02-01 3.79637180306862
2000-03-01 3.80887137991790
2000-04-01 3.87456888935357
2000-05-01 3.85646914578047
2000-06-01 3.88413374841966
2000-07-01 3.89960898446096
2000-08-01 3.90189740252214
2000-09-01 3.91055554506442
2000-10-01 3.83165723689361
2000-11-01 3.92293938233657
2000-12-01 3.99714497388460
2001-01-01 3.94869251706722
2001-02-01 3.98396138805807
2001-03-01 3.98732717263472
2001-04-01 3.96085000586639
2001-05-01 3.95142219591536
2001-06-01 3.87700752088125
2001-07-01 3.81431867787901
2001-08-01 3.89973634195261
2001-09-01 3.81852892155251
2001-10-01 3.83372983638405
2001-11-01 3.82783599319117
2001-12-01 3.81032678319685
2002-01-01 4.16095377903056
2002-02-01 4.18158191512503
2002-03-01 4.16926504484656
2002-04-01 4.05045459980323
2002-05-01 4.03956963956142
2002-06-01 4.06838308705237
2002-07-01 4.02306465002588
2002-08-01 4.09505444923279
2002-09-01 4.12831991644332
2002-10-01 4.13756608546813
2002-11-01 4.13327505456395
2002-12-01 4.11941035303031
2003-01-01 4.37220025460911
2003-02-01 4.29065705655033
2003-03-01 4.26015271182567
2003-04-01 4.34618303426121
2003-05-01 4.42693678458446
2003-06-01 4.35375246602300
2003-07-01 4.21850042342078
2003-08-01 4.19281194429928
2003-09-01 4.22959403041729
2003-10-01 4.23619730960297
2003-11-01 4.23811917460386
2003-12-01 4.22559459453272
2004-01-01 4.17499881235809
2004-02-01 4.20822872006401
2004-03-01 4.26097022787385
2004-04-01 4.25069838396825
2004-05-01 4.22015300479959
2004-06-01 4.14957168270195
2004-07-01 4.30322390030131
2004-08-01 4.19191511708110
2004-09-01 4.22836069641471
2004-10-01 4.23493711415271
2004-11-01 4.23651641628369
2004-12-01 4.22575714067837
2005-01-01 4.28232336135928
2005-02-01 4.22909740853768
2005-03-01 4.26608642852791
2005-04-01 4.25576756624679
2005-05-01 4.30876975851628
2005-06-01 4.34809595254486
2005-07-01 4.38661567556745
2005-08-01 4.39132401774214
2005-09-01 4.32209699684797
2005-10-01 4.33601020677782
2005-11-01 4.33605924715125
2005-12-01 4.32180074090585
2006-01-01 4.28377532387795
2006-02-01 4.24527756649295
2006-03-01 4.27775188325403
2006-04-01 4.25793030133968
2006-05-01 4.29884092795483
2006-06-01 4.35289052563750
2006-07-01 4.38054086264038
2006-08-01 4.38974945815422
2006-09-01 4.41788821348147
2006-10-01 4.43540995265159
2006-11-01 4.42915530397618
2006-12-01 4.41373550463999
2007-01-01 4.69383351363032
2007-02-01 4.66331665802504
2007-03-01 4.69059925064655
2007-04-01 4.75348145535856
2007-05-01 4.78051840040009
2007-06-01 4.75137288012750
2007-07-01 4.67920842901064
2007-08-01 4.79247782697668
2007-09-01 4.81425714646000
2007-10-01 4.73334331306678
2007-11-01 4.82223840729334
2007-12-01 4.80751435833565
2008-01-01 4.79532668988339
2008-02-01 4.87465658249912
2008-03-01 4.80905662901130
2008-04-01 4.74598261098653
2008-05-01 4.78077586163010
2008-06-01 4.74641393857312
2008-07-01 4.68537665965760
2008-08-01 4.80012801402522
2008-09-01 4.81299563530153
2008-10-01 4.93021605265323
2008-11-01 4.81029807718591
2008-12-01 4.79711042414084
2009-01-01 4.79572789694992
2009-02-01 4.78092450483922
2009-03-01 4.71884849848815
2009-04-01 4.74310142908833
2009-05-01 4.69004763870945
2009-06-01 4.64120989077831
2009-07-01 4.58819031747356
2009-08-01 4.60670330059385
2009-09-01 4.61350228735747
2009-10-01 4.62535479404775
2009-11-01 4.60034732866021
2009-12-01 4.59172524002054
2010-01-01 4.58535305580851
2010-02-01 4.58059314946470
2010-03-01 4.62505801352615
2010-04-01 4.74579370470843
2010-05-01 4.80160251434404
2010-06-01 4.82785341838940
2010-07-01 4.89139221758124
2010-08-01 4.80602851040268
2010-09-01 4.81579649463078
2010-10-01 4.92589674944101
2010-11-01 4.99366784895496
2010-12-01 4.98881955503609
2011-01-01 4.98517858729720
2011-02-01 4.98693214000127
2011-03-01 5.02678200023396
2011-04-01 5.05557348751395
2011-05-01 5.01360680234972
2011-06-01 5.11167066925827
2011-07-01 5.08988568697339
2011-08-01 5.10297340950503
2011-09-01 5.11853982357360
2011-10-01 5.12810790200595
2011-11-01 5.09187831139716
2011-12-01 5.19120898467464
2012-01-01 5.17912406846333
2012-02-01 5.17923576262164
2012-03-01 5.22132047535826
2012-04-01 5.17108273732510
2012-05-01 5.13122809106115
2012-06-01 5.20375907378012
2012-07-01 5.39273703471020
2012-08-01 5.39666688829229
2012-09-01 5.31474759937306
2012-10-01 5.32678123246038
2012-11-01 5.39201597858991
2012-12-01 5.39604622169961
2013-01-01 5.47772316959812
2013-02-01 5.57257381235710
2013-03-01 5.51040272735015
2013-04-01 5.59454854273652
2013-05-01 5.63814118401396
2013-06-01 5.69377404105859
2013-07-01 5.69287362787567
2013-08-01 5.79050663116872
2013-09-01 5.80970926657999
2013-10-01 5.82434013997935
2013-11-01 5.89407097046737
2013-12-01 5.90256002326655
2014-01-01 5.97648934283891
2014-02-01 6.06610465599777
2014-03-01 6.10206311002031
2014-04-01 6.11839575867197
2014-05-01 6.14425625310459
2014-06-01 6.18931692889936
2014-07-01 6.19670796934718
2014-08-01 6.17907788327004
2014-09-01 6.20145611213503
2014-10-01 6.21561548061605
2014-11-01 6.19518452232884
2014-12-01 6.20687087754432
2015-01-01 6.17525371050855
2015-02-01 6.16863714110337
2015-03-01 6.09913445986847
2015-04-01 6.03678892548439
2015-05-01 5.94898172546512
2015-06-01 5.89526909986897
2015-07-01 5.89276921885361
2015-08-01 5.87423611042714
2015-09-01 5.89614698716948
2015-10-01 5.91152676985612
2015-11-01 5.90072186505698
2015-12-01 5.80190912234423
2016-01-01 5.76362511966058
2016-02-01 5.77165255787850
2016-03-01 5.69841688081712
2016-04-01 5.84698893722129
2016-05-01 5.95355621516045
2016-06-01 5.99745628738873
2016-07-01 5.98446769723767
2016-08-01 5.96356746125297
2016-09-01 5.99353848013649
2016-10-01 6.01172842793519
2016-11-01 6.00989869845739
2016-12-01 5.99433764769254
2017-01-01 6.16168350035681
2017-02-01 6.18799519291945
2017-03-01 6.20291375742871
2017-04-01 6.15361408943722
2017-05-01 6.15371224014881
2017-06-01 6.09412198334831
2017-07-01 6.16970663271096
2017-08-01 6.25254816147898
2017-09-01 6.19670730967059
2017-10-01 6.32147047101185
2017-11-01 6.22682066242528
2017-12-01 6.28721013627652
2018-01-01 5.95010605508746
2018-02-01 6.08904568732526
2018-03-01 6.11074985258147
2018-04-01 6.14505554340221
2018-05-01 6.15510967738450
2018-06-01 6.19691111327692
2018-07-01 6.15614866633587
2018-08-01 6.13964247913680
2018-09-01 6.20552054685235
2018-10-01 6.13053656802844
2018-11-01 6.14295295757107
2018-12-01 6.19223943840397
2019-01-01 6.14651978327384
2019-02-01 6.08292302771064
2019-03-01 6.12124903033965
2019-04-01 6.02272604203123
2019-05-01 6.05436653320670
2019-06-01 6.00038181935063
2019-07-01 6.04453342532721
2019-08-01 6.03473821811829
2019-09-01 6.01418903350644
2019-10-01 6.04055946236099
2019-11-01 6.06547482019834
2019-12-01 6.10263094045798
2020-01-01 6.14548327619079
2020-02-01 6.16676004652895
2020-03-01 6.12390848858211
2020-04-01 5.10014410592926
2020-05-01 5.05572765968609
2020-06-01 5.11951659733127
2020-07-01 5.44456194498075
2020-08-01 5.44010076022316
2020-09-01 5.41727944366397
2020-10-01 5.44234669861808
2020-11-01 5.47477629095965
2020-12-01 5.42027938130111
2021-01-01 5.24382550692770
2021-02-01 5.33891465331015
2021-03-01 5.32258004953106
2021-04-01 5.38065261052159
2021-05-01 5.34098127121948
2021-06-01 5.31379970128825
2021-07-01 5.34817110933536
2021-08-01 5.34918170528660
2021-09-01 5.31817692462967
2021-10-01 5.34395330339543
2021-11-01 5.28636419082124
2021-12-01 5.33397059830566
2022-01-01 5.44973658028227
2022-02-01 5.42153997326475
2022-03-01 5.41967697403674
2022-04-01 5.47071749520993
2022-05-01 5.42518445225785
2022-06-01 5.41247591352201
2022-07-01 5.45532886764266
2022-08-01 5.46006505443394
2022-09-01 5.51805140836326
2022-10-01 5.34347221095421
2022-11-01 5.39108861350014
2022-12-01 5.44520828651907
2023-01-01 5.44907345085899
2023-02-01 5.50751284516256
2023-03-01 5.51983872257522
2023-04-01 5.46947150762027
2023-05-01 5.51346957508552
2023-06-01 5.51105129863709
2023-07-01 5.46560954465005
2023-08-01 5.47456666937854
2023-09-01 5.51575456876568
2023-10-01 5.44121740879425
2023-11-01 5.48862476196232
2023-12-01 5.44290589845904
2024-01-01 5.44624786038376
2024-02-01 5.50271125244745
2024-03-01 5.51677181687057
2024-04-01 5.57896823344076
2024-05-01 5.60487722125038
2024-06-01 5.61105292925561
2024-07-01 5.57357467027592
2024-08-01 5.58776272722209
2024-09-01 5.61399658494840
2024-10-01 5.64049475661976
2024-11-01 5.57738627523837
2024-12-01 5.63830490193133
2025-01-01 5.64296539217044
2025-02-01 5.50161805133879
2025-03-01 5.61899825130006
2025-04-01 5.58853635682953
2025-05-01 5.60449887388611
2025-06-01 5.51344152886444
2025-07-01 5.67956062549808
2025-08-01 5.59675445385403
2025-09-01 5.61477803136553
2025-10-01 5.63569564336800
2025-11-01 5.66691638534259
2025-12-01 5.62803215443704
2026-01-01 5.63939009984529
2026-02-01 5.60713581999673
2026-03-01 5.52066077616170
2026-04-01 5.49611997137551

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