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 2026-06-01
Last Updated 2026-07-22 10:15 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 3.73539456733252
1990-02-01 3.73778049496021
1990-03-01 3.77642190670649
1990-04-01 3.78279615910356
1990-05-01 3.85471454625219
1990-06-01 3.78677143550339
1990-07-01 3.80343530190805
1990-08-01 3.90573019344721
1990-09-01 3.81610563211471
1990-10-01 3.82272502898669
1990-11-01 3.78661778826957
1990-12-01 3.79024836827257
1991-01-01 3.53239716378588
1991-02-01 3.53560514590027
1991-03-01 3.48039800461706
1991-04-01 3.48477834413120
1991-05-01 3.46238228702242
1991-06-01 3.48877793261123
1991-07-01 3.39530290875514
1991-08-01 3.40564156109081
1991-09-01 3.31364487128989
1991-10-01 3.51925788893584
1991-11-01 3.38990944132682
1991-12-01 3.39322952924294
1992-01-01 3.32823982417061
1992-02-01 3.33187188982486
1992-03-01 3.38745247191229
1992-04-01 3.38463896672197
1992-05-01 3.37186015542443
1992-06-01 3.38513939834863
1992-07-01 3.38451869561918
1992-08-01 3.40687729767499
1992-09-01 3.41530062756219
1992-10-01 3.41565048333881
1992-11-01 3.49279449054857
1992-12-01 3.49246507412560
1993-01-01 3.52571615677618
1993-02-01 3.53582859978862
1993-03-01 3.59553243338968
1993-04-01 3.48428555692248
1993-05-01 3.47917114183044
1993-06-01 3.48136312089349
1993-07-01 3.57198002802661
1993-08-01 3.50499790248490
1993-09-01 3.62053873744605
1993-10-01 3.51001961540922
1993-11-01 3.49879127980251
1993-12-01 3.48916283034077
1994-01-01 3.51951851941639
1994-02-01 3.43506732447506
1994-03-01 3.61007278570723
1994-04-01 3.68617152828486
1994-05-01 3.68233076779379
1994-06-01 3.67781807433619
1994-07-01 3.76282397601696
1994-08-01 3.70140041607426
1994-09-01 3.72128940434500
1994-10-01 3.70427116838896
1994-11-01 3.70796796332288
1994-12-01 3.67967769189926
1995-01-01 3.71581107580110
1995-02-01 3.73942690311780
1995-03-01 3.72780446102074
1995-04-01 3.78970649457055
1995-05-01 3.78101072592461
1995-06-01 3.87517213011802
1995-07-01 3.85865800604625
1995-08-01 3.89935858204824
1995-09-01 3.91883794652614
1995-10-01 3.99847769951002
1995-11-01 4.01609487617624
1995-12-01 4.06807253482060
1996-01-01 4.11673022820866
1996-02-01 4.03932655621852
1996-03-01 4.04632633859275
1996-04-01 3.99416561893179
1996-05-01 3.97589217180921
1996-06-01 3.97432658650550
1996-07-01 3.95917516522580
1996-08-01 4.00149169974680
1996-09-01 3.91140886364039
1996-10-01 3.99727975442153
1996-11-01 3.91832030957558
1996-12-01 3.96154689524149
1997-01-01 3.91689224037747
1997-02-01 3.93555474951478
1997-03-01 3.95205789023868
1997-04-01 3.99559080956125
1997-05-01 4.07263996698205
1997-06-01 3.97584981204647
1997-07-01 3.96193622269697
1997-08-01 4.10417223036992
1997-09-01 4.00623074429594
1997-10-01 3.90220353286503
1997-11-01 3.91780055499280
1997-12-01 3.95934339842074
1998-01-01 3.92425842915595
1998-02-01 3.92777580212159
1998-03-01 3.84487022612397
1998-04-01 3.89286113879511
1998-05-01 3.86618308784631
1998-06-01 3.98355233792836
1998-07-01 3.96962825320097
1998-08-01 3.90389864548396
1998-09-01 4.00267746164408
1998-10-01 4.01450987520257
1998-11-01 4.01837411050633
1998-12-01 3.96523642629875
1999-01-01 3.93117019801251
1999-02-01 3.91335418254465
1999-03-01 3.93087834837955
1999-04-01 3.78628704051658
1999-05-01 3.86281852818376
1999-06-01 3.78636167543705
1999-07-01 3.88258940256333
1999-08-01 3.80313900635936
1999-09-01 3.70311441953374
1999-10-01 3.92470769352375
1999-11-01 3.91988517308550
1999-12-01 3.78091593729616
2000-01-01 3.84027752879732
2000-02-01 3.79637116070782
2000-03-01 3.80887071423432
2000-04-01 3.87456781393555
2000-05-01 3.85646843403500
2000-06-01 3.88413320298546
2000-07-01 3.89960910653160
2000-08-01 3.90189791678508
2000-09-01 3.91055593743897
2000-10-01 3.83165821758867
2000-11-01 3.92294115202857
2000-12-01 3.99714844251284
2001-01-01 3.94868946357572
2001-02-01 3.98396045195901
2001-03-01 3.98732633138652
2001-04-01 3.96084862978805
2001-05-01 3.95142130922744
2001-06-01 3.87700704604444
2001-07-01 3.81431898718438
2001-08-01 3.89973672519194
2001-09-01 3.81852941459980
2001-10-01 3.83373087855362
2001-11-01 3.82783759516476
2001-12-01 3.81033077047220
2002-01-01 4.16095030295636
2002-02-01 4.18158079477608
2002-03-01 4.16926407269563
2002-04-01 4.05045313771745
2002-05-01 4.03956869454312
2002-06-01 4.06838266828485
2002-07-01 4.02306512893228
2002-08-01 4.09505470581583
2002-09-01 4.12832044953740
2002-10-01 4.13756713412557
2002-11-01 4.13327661725050
2002-12-01 4.11941466188809
2003-01-01 4.37219662607446
2003-02-01 4.29065597299129
2003-03-01 4.26015181044943
2003-04-01 4.34618161992618
2003-05-01 4.42693589037026
2003-06-01 4.35375225722817
2003-07-01 4.21850089718850
2003-08-01 4.19281221272542
2003-09-01 4.22959448207342
2003-10-01 4.23619805300963
2003-11-01 4.23812013263584
2003-12-01 4.22559827963945
2004-01-01 4.17499623475774
2004-02-01 4.20822786812346
2004-03-01 4.26096949337550
2004-04-01 4.25069736161989
2004-05-01 4.22015239316698
2004-06-01 4.14957163629987
2004-07-01 4.30322428479979
2004-08-01 4.19191534986488
2004-09-01 4.22836100053270
2004-10-01 4.23493753807424
2004-11-01 4.23651692288103
2004-12-01 4.22575936586109
2005-01-01 4.28232188674120
2005-02-01 4.22909687152504
2005-03-01 4.26608594618332
2005-04-01 4.25576695784622
2005-05-01 4.30876940223706
2005-06-01 4.34809606607191
2005-07-01 4.38661586054584
2005-08-01 4.39132420797048
2005-09-01 4.32209718381008
2005-10-01 4.33601039718941
2005-11-01 4.33605933602517
2005-12-01 4.32180154426684
2006-01-01 4.28377502157323
2006-02-01 4.24527732603074
2006-03-01 4.27775161551446
2006-04-01 4.25793005431561
2006-05-01 4.29884075857769
2006-06-01 4.35289060374315
2006-07-01 4.38054093146782
2006-08-01 4.38974953356104
2006-09-01 4.41788829387721
2006-10-01 4.43541007374728
2006-11-01 4.42915537841785
2006-12-01 4.41373554475665
2007-01-01 4.69383349279522
2007-02-01 4.66331659536755
2007-03-01 4.69059917404023
2007-04-01 4.75348137364456
2007-05-01 4.78051834297825
2007-06-01 4.75137294289628
2007-07-01 4.67920841587038
2007-08-01 4.79247785995814
2007-09-01 4.81425716958926
2007-10-01 4.73334336016006
2007-11-01 4.82223841479573
2007-12-01 4.80751436133911
2008-01-01 4.79532667132714
2008-02-01 4.87465656228026
2008-03-01 4.80905662408637
2008-04-01 4.74598260242126
2008-05-01 4.78077585131743
2008-06-01 4.74641392847898
2008-07-01 4.68537665353180
2008-08-01 4.80012803899775
2008-09-01 4.81299563450956
2008-10-01 4.93021607544050
2008-11-01 4.81029808329781
2008-12-01 4.79711042326767
2009-01-01 4.79572789058505
2009-02-01 4.78092450089674
2009-03-01 4.71884851628727
2009-04-01 4.74310144450548
2009-05-01 4.69004759908755
2009-06-01 4.64120989519551
2009-07-01 4.58819025708039
2009-08-01 4.60670331351714
2009-09-01 4.61350229550326
2009-10-01 4.62535480762239
2009-11-01 4.60034734767858
2009-12-01 4.59172523932971
2010-01-01 4.58535305425115
2010-02-01 4.58059321000286
2010-03-01 4.62505803114557
2010-04-01 4.74579372491359
2010-05-01 4.80160243362843
2010-06-01 4.82785343938485
2010-07-01 4.89139210550135
2010-08-01 4.80602849990664
2010-09-01 4.81579650653565
2010-10-01 4.92589674691273
2010-11-01 4.99366787278272
2010-12-01 4.98881955187258
2011-01-01 4.98517861130242
2011-02-01 4.98693232408230
2011-03-01 5.02678208341454
2011-04-01 5.05557356828158
2011-05-01 5.01360669244885
2011-06-01 5.11167063398699
2011-07-01 5.08988535404586
2011-08-01 5.10297317032187
2011-09-01 5.11853968781757
2011-10-01 5.12810785684881
2011-11-01 5.09187845613936
2011-12-01 5.19120927841780
2012-01-01 5.17912449927979
2012-02-01 5.17923641266858
2012-03-01 5.22132078023187
2012-04-01 5.17108277698204
2012-05-01 5.13122768105977
2012-06-01 5.20375846256230
2012-07-01 5.39273592517957
2012-08-01 5.39666593722305
2012-09-01 5.31474714513237
2012-10-01 5.32678140429433
2012-11-01 5.39201649708461
2012-12-01 5.39604767315143
2013-01-01 5.47772490698053
2013-02-01 5.57257553953831
2013-03-01 5.51040351492481
2013-04-01 5.59454830262214
2013-05-01 5.63813993040037
2013-06-01 5.69377195982125
2013-07-01 5.69287073083153
2013-08-01 5.79050405059868
2013-09-01 5.80970738753617
2013-10-01 5.82433899939648
2013-11-01 5.89406972977650
2013-12-01 5.90257426763465
2014-01-01 5.97649108970871
2014-02-01 6.06610689624612
2014-03-01 6.10206510957812
2014-04-01 6.11839708650631
2014-05-01 6.14425653962114
2014-06-01 6.18929781845672
2014-07-01 6.19670463452093
2014-08-01 6.17907372434590
2014-09-01 6.20145198647243
2014-10-01 6.21561294208184
2014-11-01 6.19518333904291
2014-12-01 6.20690384748392
2015-01-01 6.17526170960752
2015-02-01 6.16864349555707
2015-03-01 6.09913893183191
2015-04-01 6.03678989607791
2015-05-01 5.94897877551525
2015-06-01 5.89522837363166
2015-07-01 5.89275956205151
2015-08-01 5.87422625190405
2015-09-01 5.89613906433466
2015-10-01 5.91152493089592
2015-11-01 5.90072720314329
2015-12-01 5.80196577539709
2016-01-01 5.76364774059715
2016-02-01 5.77166882462527
2016-03-01 5.69842451205560
2016-04-01 5.84698480778059
2016-05-01 5.95354078815212
2016-06-01 5.99738176921413
2016-07-01 5.98444332713022
2016-08-01 5.96354656668075
2016-09-01 5.99352296416988
2016-10-01 6.01172673177214
2016-11-01 6.00991546778630
2016-12-01 5.99441890650265
2017-01-01 6.16174459556348
2017-02-01 6.18806411211070
2017-03-01 6.20299276993720
2017-04-01 6.15352606269771
2017-05-01 6.15363397414023
2017-06-01 6.09400115931226
2017-07-01 6.16966660564370
2017-08-01 6.25252172180477
2017-09-01 6.19669426547146
2017-10-01 6.32148109047755
2017-11-01 6.22686428429788
2017-12-01 6.28732754731688
2018-01-01 5.95019056934674
2018-02-01 6.08917676098524
2018-03-01 6.11091107171667
2018-04-01 6.14481860397293
2018-05-01 6.15497910052725
2018-06-01 6.19674892082061
2018-07-01 6.15609930748628
2018-08-01 6.13961890882642
2018-09-01 6.20552066799788
2018-10-01 6.13057122020819
2018-11-01 6.14303451527975
2018-12-01 6.19238609502769
2019-01-01 6.14656692350277
2019-02-01 6.08312439122356
2019-03-01 6.12149860866442
2019-04-01 6.02235217841505
2019-05-01 6.05418971536427
2019-06-01 6.00020929877281
2019-07-01 6.04448394589233
2019-08-01 6.03472645193965
2019-09-01 6.01419549170645
2019-10-01 6.04062688310575
2019-11-01 6.06565205232612
2019-12-01 6.10277588460516
2020-01-01 6.14543834316016
2020-02-01 6.16696516736058
2020-03-01 6.12416064255104
2020-04-01 5.09976629547998
2020-05-01 5.05557935183959
2020-06-01 5.11937833684296
2020-07-01 5.44451010825077
2020-08-01 5.44009051226998
2020-09-01 5.41729903163832
2020-10-01 5.44248448151477
2020-11-01 5.47509598387828
2020-12-01 5.42046364671243
2021-01-01 5.24371508282776
2021-02-01 5.33900533053088
2021-03-01 5.32266595818490
2021-04-01 5.38012225563869
2021-05-01 5.34074258336315
2021-06-01 5.31366325117072
2021-07-01 5.34817189772236
2021-08-01 5.34925058738301
2021-09-01 5.31829629375241
2021-10-01 5.34428365921267
2021-11-01 5.28696690026298
2021-12-01 5.33429974930919
2022-01-01 5.44954019470033
2022-02-01 5.42146919204051
2022-03-01 5.41919338752504
2022-04-01 5.46962221649033
2022-05-01 5.42441273907974
2022-06-01 5.41330147946189
2022-07-01 5.45579307788110
2022-08-01 5.45996435577302
2022-09-01 5.51805295567678
2022-10-01 5.34389285390842
2022-11-01 5.39197060183437
2022-12-01 5.44596994987093
2023-01-01 5.44963536119734
2023-02-01 5.50878819829090
2023-03-01 5.51728631921566
2023-04-01 5.46394714907234
2023-05-01 5.51368321711459
2023-06-01 5.51387250635996
2023-07-01 5.46724768715847
2023-08-01 5.47477813110275
2023-09-01 5.51583720121137
2023-10-01 5.44156665685730
2023-11-01 5.48934780109479
2023-12-01 5.44349908754667
2024-01-01 5.44702333923731
2024-02-01 5.50484126539677
2024-03-01 5.51174221097344
2024-04-01 5.56824550060274
2024-05-01 5.60769180198709
2024-06-01 5.61825872828334
2024-07-01 5.57639277622307
2024-08-01 5.58795103250718
2024-09-01 5.61374001093017
2024-10-01 5.64029969231025
2024-11-01 5.57746284714810
2024-12-01 5.63851481001065
2025-01-01 5.64406925121192
2025-02-01 5.50485614365801
2025-03-01 5.61112044705973
2025-04-01 5.57174713090646
2025-05-01 5.61120155309634
2025-06-01 5.52519576352740
2025-07-01 5.68336778248253
2025-08-01 5.59713445903064
2025-09-01 5.61430123551468
2025-10-01 5.63484627584996
2025-11-01 5.66599301339914
2025-12-01 5.62721004440594
2026-01-01 5.63971267231099
2026-02-01 5.61008018486227
2026-03-01 5.51093661243806
2026-04-01 5.57566672771409
2026-05-01 5.51708020665369
2026-06-01 5.53105854480305

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