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 2026-05-01
Last Updated 2026-06-24 10:27 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 3.73539329662435
1990-02-01 3.73777954916142
1990-03-01 3.77642121697594
1990-04-01 3.78279578853164
1990-05-01 3.85471440282532
1990-06-01 3.78677132609328
1990-07-01 3.80343548477545
1990-08-01 3.90573054049501
1990-09-01 3.81610601302539
1990-10-01 3.82272558247681
1990-11-01 3.78661862734665
1990-12-01 3.79024945082119
1991-01-01 3.53239609161243
1991-02-01 3.53560432413225
1991-03-01 3.48039741732233
1991-04-01 3.48477798754198
1991-05-01 3.46238217347334
1991-06-01 3.48877785313644
1991-07-01 3.39530305531061
1991-08-01 3.40564182368764
1991-09-01 3.31364515738073
1991-10-01 3.51925832256017
1991-11-01 3.38991008677166
1991-12-01 3.39323036598886
1992-01-01 3.32823901131907
1992-02-01 3.33187124535606
1992-03-01 3.38745199317367
1992-04-01 3.38463863651325
1992-05-01 3.37186007753632
1992-06-01 3.38513935082760
1992-07-01 3.38451883341777
1992-08-01 3.40687752318816
1992-09-01 3.41530086080664
1992-10-01 3.41565078065070
1992-11-01 3.49279493779296
1992-12-01 3.49246560990285
1993-01-01 3.52571565100118
1993-02-01 3.53582814107173
1993-03-01 3.59553208380162
1993-04-01 3.48428524869413
1993-05-01 3.47917109184954
1993-06-01 3.48136310661864
1993-07-01 3.57198014541925
1993-08-01 3.50499806912545
1993-09-01 3.62053891202775
1993-10-01 3.51001980121822
1993-11-01 3.49879151988953
1993-12-01 3.48916308345490
1994-01-01 3.51951830195027
1994-02-01 3.43506708310012
1994-03-01 3.61007257669954
1994-04-01 3.68617128583938
1994-05-01 3.68233074980052
1994-06-01 3.67781808770531
1994-07-01 3.76282405756058
1994-08-01 3.70140052899334
1994-09-01 3.72128951413369
1994-10-01 3.70427125523757
1994-11-01 3.70796803789523
1994-12-01 3.67967772596390
1995-01-01 3.71581107502053
1995-02-01 3.73942680917955
1995-03-01 3.72780437805711
1995-04-01 3.78970630821303
1995-05-01 3.78101072442597
1995-06-01 3.87517215397728
1995-07-01 3.85865804715896
1995-08-01 3.89935863349730
1995-09-01 3.91883800480005
1995-10-01 3.99847774326168
1995-11-01 4.01609489837093
1995-12-01 4.06807254575099
1996-01-01 4.11673023469140
1996-02-01 4.03932650804669
1996-03-01 4.04632631099352
1996-04-01 3.99416550884143
1996-05-01 3.97589218278943
1996-06-01 3.97432660223267
1996-07-01 3.95917518974804
1996-08-01 4.00149172760373
1996-09-01 3.91140888469906
1996-10-01 3.99727977219329
1996-11-01 3.91832031256714
1996-12-01 3.96154689595304
1997-01-01 3.91689224417840
1997-02-01 3.93555472683842
1997-03-01 3.95205788848387
1997-04-01 3.99559075449883
1997-05-01 4.07263997212192
1997-06-01 3.97584981662454
1997-07-01 3.96193623921032
1997-08-01 4.10417224913166
1997-09-01 4.00623074911541
1997-10-01 3.90220354463425
1997-11-01 3.91780055416111
1997-12-01 3.95934339530558
1998-01-01 3.92425842665984
1998-02-01 3.92777579503068
1998-03-01 3.84487021677334
1998-04-01 3.89286113116828
1998-05-01 3.86618308587152
1998-06-01 3.98355233661945
1998-07-01 3.96962825409909
1998-08-01 3.90389865997270
1998-09-01 4.00267746355961
1998-10-01 4.01450988296623
1998-11-01 4.01837411135082
1998-12-01 3.96523642659608
1999-01-01 3.93117019389791
1999-02-01 3.91335417873991
1999-03-01 3.93087834301368
1999-04-01 3.78628703598872
1999-05-01 3.86281852703563
1999-06-01 3.78636167377228
1999-07-01 3.88258940190673
1999-08-01 3.80313901655413
1999-09-01 3.70311441980958
1999-10-01 3.92470769766598
1999-11-01 3.91988517561470
1999-12-01 3.78091594296052
2000-01-01 3.84027752160132
2000-02-01 3.79637115799199
2000-03-01 3.80887071079110
2000-04-01 3.87456780964255
2000-05-01 3.85646843235862
2000-06-01 3.88413320117711
2000-07-01 3.89960910639341
2000-08-01 3.90189792338575
2000-09-01 3.91055593827763
2000-10-01 3.83165821979044
2000-11-01 3.92294115671717
2000-12-01 3.99714845389264
2001-01-01 3.94868945333058
2001-02-01 3.98396044869146
2001-03-01 3.98732632811029
2001-04-01 3.96084862496121
2001-05-01 3.95142130653386
2001-06-01 3.87700704474889
2001-07-01 3.81431898811037
2001-08-01 3.89973672853303
2001-09-01 3.81852941613273
2001-10-01 3.83373088114388
2001-11-01 3.82783759976069
2001-12-01 3.81033078363208
2002-01-01 4.16095029141747
2002-02-01 4.18158079098718
2002-03-01 4.16926406949059
2002-04-01 4.05045313282870
2002-05-01 4.03956869164762
2002-06-01 4.06838266717881
2002-07-01 4.02306513055392
2002-08-01 4.09505470700170
2002-09-01 4.12832045137513
2002-10-01 4.13756713706609
2002-11-01 4.13327662209291
2002-12-01 4.11941467617856
2003-01-01 4.37219661415029
2003-02-01 4.29065596940265
2003-03-01 4.26015180748414
2003-04-01 4.34618161537210
2003-05-01 4.42693588752476
2003-06-01 4.35375225661409
2003-07-01 4.21850089872722
2003-08-01 4.19281221367234
2003-09-01 4.22959448357902
2003-10-01 4.23619805514226
2003-11-01 4.23812013578608
2003-12-01 4.22559829184002
2004-01-01 4.17499622629573
2004-02-01 4.20822786532018
2004-03-01 4.26096949096707
2004-04-01 4.25069735831500
2004-05-01 4.22015239119596
2004-06-01 4.14957163615770
2004-07-01 4.30322428601880
2004-08-01 4.19191535062289
2004-09-01 4.22836100149199
2004-10-01 4.23493753943433
2004-11-01 4.23651692451451
2004-12-01 4.22575937321025
2005-01-01 4.28232188187582
2005-02-01 4.22909686987837
2005-03-01 4.26608594456426
2005-04-01 4.25576695585330
2005-05-01 4.30876940108355
2005-06-01 4.34809606645481
2005-07-01 4.38661586114077
2005-08-01 4.39132420858991
2005-09-01 4.32209718438511
2005-10-01 4.33601039779251
2005-11-01 4.33605933625383
2005-12-01 4.32180154687635
2006-01-01 4.28377502051762
2006-02-01 4.24527732547813
2006-03-01 4.27775161458591
2006-04-01 4.25793005351139
2006-05-01 4.29884075808751
2006-06-01 4.35289060408433
2006-07-01 4.38054093170429
2006-08-01 4.38974953378494
2006-09-01 4.41788829399704
2006-10-01 4.43541007395117
2006-11-01 4.42915537836091
2006-12-01 4.41373554463495
2007-01-01 4.69383349256536
2007-02-01 4.66331659573377
2007-03-01 4.69059917428911
2007-04-01 4.75348137432313
2007-05-01 4.78051834379670
2007-06-01 4.75137294370281
2007-07-01 4.67920841638415
2007-08-01 4.79247785923976
2007-09-01 4.81425716454864
2007-10-01 4.73334335726931
2007-11-01 4.82223841295476
2007-12-01 4.80751436175318
2008-01-01 4.79532667394961
2008-02-01 4.87465656717943
2008-03-01 4.80905662922578
2008-04-01 4.74598260696841
2008-05-01 4.78077585389394
2008-06-01 4.74641392807919
2008-07-01 4.68537665164511
2008-08-01 4.80012803261297
2008-09-01 4.81299561876318
2008-10-01 4.93021606441110
2008-11-01 4.81029807790864
2008-12-01 4.79711042658474
2009-01-01 4.79572790194015
2009-02-01 4.78092451770609
2009-03-01 4.71884853278191
2009-04-01 4.74310145697034
2009-05-01 4.69004760364600
2009-06-01 4.64120989531527
2009-07-01 4.58819024864937
2009-08-01 4.60670329271364
2009-09-01 4.61350226723463
2009-10-01 4.62535478447106
2009-11-01 4.60034732516950
2009-12-01 4.59172521962860
2010-01-01 4.58535303709535
2010-02-01 4.58059339833972
2010-03-01 4.62505802191802
2010-04-01 4.74579371878768
2010-05-01 4.80160242844156
2010-06-01 4.82785343940103
2010-07-01 4.89139209011041
2010-08-01 4.80602846448401
2010-09-01 4.81579646608478
2010-10-01 4.92589670287404
2010-11-01 4.99366782051813
2010-12-01 4.98881949792923
2011-01-01 4.98517855969143
2011-02-01 4.98693272043554
2011-03-01 5.02678205427428
2011-04-01 5.05557355093165
2011-05-01 5.01360668616424
2011-06-01 5.11167063788606
2011-07-01 5.08988532744852
2011-08-01 5.10297310773981
2011-09-01 5.11853962192308
2011-10-01 5.12810778356389
2011-11-01 5.09187837479833
2011-12-01 5.19120919643936
2012-01-01 5.17912442492754
2012-02-01 5.17923703510318
2012-03-01 5.22132073573017
2012-04-01 5.17108273736940
2012-05-01 5.13122766496959
2012-06-01 5.20375845596919
2012-07-01 5.39273586107358
2012-08-01 5.39666584865452
2012-09-01 5.31474712355543
2012-10-01 5.32678146014095
2012-11-01 5.39201578822679
2012-12-01 5.39604784280393
2013-01-01 5.47772508580282
2013-02-01 5.57257642223355
2013-03-01 5.51040330540066
2013-04-01 5.59454833738985
2013-05-01 5.63813994671538
2013-06-01 5.69377190826559
2013-07-01 5.69287053485059
2013-08-01 5.79050381056052
2013-09-01 5.80970722284260
2013-10-01 5.82433894452444
2013-11-01 5.89406797768843
2013-12-01 5.90257627236474
2014-01-01 5.97649132569112
2014-02-01 6.06610791816170
2014-03-01 6.10206459715936
2014-04-01 6.11839715840300
2014-05-01 6.14425655558990
2014-06-01 6.18929752461412
2014-07-01 6.19670429718381
2014-08-01 6.17907327982461
2014-09-01 6.20145159659128
2014-10-01 6.21561246310165
2014-11-01 6.19518022547302
2014-12-01 6.20690772878387
2015-01-01 6.17526408536076
2015-02-01 6.16864397925087
2015-03-01 6.09913789129239
2015-04-01 6.03678986875485
2015-05-01 5.94897872176558
2015-06-01 5.89522779238122
2015-07-01 5.89275902488606
2015-08-01 5.87422545044583
2015-09-01 5.89613814236738
2015-10-01 5.91152369199059
2015-11-01 5.90072365386791
2015-12-01 5.80197099373834
2016-01-01 5.76365215926442
2016-02-01 5.77166924268174
2016-03-01 5.69842398424800
2016-04-01 5.84698520866727
2016-05-01 5.95354078946341
2016-06-01 5.99738044989968
2016-07-01 5.98444123408692
2016-08-01 5.96354341973639
2016-09-01 5.99351974135459
2016-10-01 6.01172407009780
2016-11-01 6.00991225383304
2016-12-01 5.99442652124358
2017-01-01 6.16175496995352
2017-02-01 6.18806771500408
2017-03-01 6.20299497656551
2017-04-01 6.15352656281858
2017-05-01 6.15363254815156
2017-06-01 6.09399707973385
2017-07-01 6.16965997687261
2017-08-01 6.25251273155907
2017-09-01 6.19668626411848
2017-10-01 6.32147628298923
2017-11-01 6.22685765077795
2017-12-01 6.28734010432464
2018-01-01 5.95022034635166
2018-02-01 6.08918498857731
2018-03-01 6.11091602744654
2018-04-01 6.14482100703273
2018-05-01 6.15497407382744
2018-06-01 6.19674031260281
2018-07-01 6.15608536427723
2018-08-01 6.13959894793571
2018-09-01 6.20550020114133
2018-10-01 6.13055141083743
2018-11-01 6.14302878276382
2018-12-01 6.19237626087972
2019-01-01 6.14671691433181
2019-02-01 6.08311482160314
2019-03-01 6.12149068405770
2019-04-01 6.02234746615100
2019-05-01 6.05417741808849
2019-06-01 6.00019381684838
2019-07-01 6.04446056061579
2019-08-01 6.03469255310693
2019-09-01 6.01415368510550
2019-10-01 6.04058919882382
2019-11-01 6.06564200097644
2019-12-01 6.10275459793020
2020-01-01 6.14572697490408
2020-02-01 6.16696392361752
2020-03-01 6.12415857722040
2020-04-01 5.09976031554017
2020-05-01 5.05555236389590
2020-06-01 5.11933752062535
2020-07-01 5.44445362147495
2020-08-01 5.44002318708114
2020-09-01 5.41722295837880
2020-10-01 5.44242482865177
2020-11-01 5.47509087076299
2020-12-01 5.42045866274544
2021-01-01 5.24411437083406
2021-02-01 5.33907355378629
2021-03-01 5.32272137746038
2021-04-01 5.38013162628063
2021-05-01 5.34067351985920
2021-06-01 5.31352720556781
2021-07-01 5.34799809760908
2021-08-01 5.34907638793955
2021-09-01 5.31814163908983
2021-10-01 5.34419639625967
2021-11-01 5.28696951789618
2021-12-01 5.33437451030688
2022-01-01 5.45011935144120
2022-02-01 5.42179364131815
2022-03-01 5.41946870413312
2022-04-01 5.46984829484018
2022-05-01 5.42453848386099
2022-06-01 5.41236009006357
2022-07-01 5.45499078619169
2022-08-01 5.45983722301597
2022-09-01 5.51792150522209
2022-10-01 5.34384499788785
2022-11-01 5.39206552523687
2022-12-01 5.44618989475357
2023-01-01 5.45038746475464
2023-02-01 5.50935503039157
2023-03-01 5.51846757615620
2023-04-01 5.46432231318620
2023-05-01 5.51396221476966
2023-06-01 5.51162482136575
2023-07-01 5.46551726930686
2023-08-01 5.47448249055125
2023-09-01 5.51565840621948
2023-10-01 5.44164584040045
2023-11-01 5.48973716002706
2023-12-01 5.44424077116315
2024-01-01 5.44828750998920
2024-02-01 5.50600791935550
2024-03-01 5.51406052235001
2024-04-01 5.56890252437865
2024-05-01 5.60813638839469
2024-06-01 5.61247416851348
2024-07-01 5.57369326361091
2024-08-01 5.58769650468796
2024-09-01 5.61374591158788
2024-10-01 5.64075230830757
2024-11-01 5.57840680271190
2024-12-01 5.64000894737868
2025-01-01 5.64599869988337
2025-02-01 5.50662370058538
2025-03-01 5.61480183317411
2025-04-01 5.57258346479304
2025-05-01 5.61164573458562
2025-06-01 5.51554649048009
2025-07-01 5.68005253822226
2025-08-01 5.59682464024887
2025-09-01 5.61448194006581
2025-10-01 5.63572816452004
2025-11-01 5.66758446458840
2025-12-01 5.62957306192560
2026-01-01 5.64248592383623
2026-02-01 5.61271830551079
2026-03-01 5.51552440004248
2026-04-01 5.57693284000332
2026-05-01 5.51777027087008

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