Table Data - All Employees: Private Service Providing in South Bend-Mishawaka, IN-MI (MSA)

Title All Employees: Private Service Providing in South Bend-Mishawaka, IN-MI (MSA)
Series ID SMU18437800800000001SA
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 2026-09-01
Last Updated 2026-10-20 10:17 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 82.8389012574
1990-02-01 82.9029250322
1990-03-01 83.3245542381
1990-04-01 82.9593986090
1990-05-01 82.9281307328
1990-06-01 82.3815537243
1990-07-01 82.7095032135
1990-08-01 82.8644023289
1990-09-01 82.8767034923
1990-10-01 82.1431870781
1990-11-01 81.9977904545
1990-12-01 82.3466824568
1991-01-01 82.2721633080
1991-02-01 82.3327987448
1991-03-01 82.4669425497
1991-04-01 82.6131257159
1991-05-01 82.9017129868
1991-06-01 82.7468825309
1991-07-01 82.1760372117
1991-08-01 82.2252534357
1991-09-01 83.0206344394
1991-10-01 82.0868276703
1991-11-01 82.3323728033
1991-12-01 82.2668018276
1992-01-01 82.7793469776
1992-02-01 82.8345904780
1992-03-01 83.5211544344
1992-04-01 81.7713373442
1992-05-01 82.2903692384
1992-06-01 83.2331017397
1992-07-01 83.7169658447
1992-08-01 83.6535839189
1992-09-01 83.9212879617
1992-10-01 85.1765994914
1992-11-01 85.2926394322
1992-12-01 85.1780537032
1993-01-01 85.2918026017
1993-02-01 85.3039143279
1993-03-01 85.4457819057
1993-04-01 86.5066416604
1993-05-01 87.0248233665
1993-06-01 85.6801469921
1993-07-01 86.0544412321
1993-08-01 86.6128444276
1993-09-01 87.4615024127
1993-10-01 88.6076707512
1993-11-01 89.1000414533
1993-12-01 89.5027002879
1994-01-01 89.5128011399
1994-02-01 90.0909231497
1994-03-01 90.6201667898
1994-04-01 92.0701780107
1994-05-01 92.1280831231
1994-06-01 92.3224317275
1994-07-01 92.5186492305
1994-08-01 92.5536963582
1994-09-01 92.3294991428
1994-10-01 91.8246659201
1994-11-01 91.9580761448
1994-12-01 92.1440468378
1995-01-01 93.2033567450
1995-02-01 93.4409778300
1995-03-01 94.5985200298
1995-04-01 93.4723856134
1995-05-01 93.3273156255
1995-06-01 94.9565691931
1995-07-01 93.5680027071
1995-08-01 93.9720269719
1995-09-01 94.0841930799
1995-10-01 93.1259813579
1995-11-01 93.6990237520
1995-12-01 94.2803575778
1996-01-01 94.1930302543
1996-02-01 94.5416395208
1996-03-01 94.2769034535
1996-04-01 93.5664892765
1996-05-01 93.8079787547
1996-06-01 93.9986227724
1996-07-01 94.7848140955
1996-08-01 95.4268874543
1996-09-01 94.4294274464
1996-10-01 94.1848531396
1996-11-01 94.1649898492
1996-12-01 94.3565933459
1997-01-01 95.1888055694
1997-02-01 95.4753548390
1997-03-01 96.2121539854
1997-04-01 96.0530496243
1997-05-01 96.7320942193
1997-06-01 96.7731951960
1997-07-01 96.6859439027
1997-08-01 96.8806445349
1997-09-01 96.6321924625
1997-10-01 97.4923120537
1997-11-01 97.9129637985
1997-12-01 97.9049715234
1998-01-01 96.7627435369
1998-02-01 96.8238513958
1998-03-01 96.7501032566
1998-04-01 97.4827216534
1998-05-01 97.6615811508
1998-06-01 98.1090530637
1998-07-01 97.9317378278
1998-08-01 98.3502891568
1998-09-01 98.8782051340
1998-10-01 99.5763656888
1998-11-01 99.7110032512
1998-12-01 99.8476561349
1999-01-01 98.9544731601
1999-02-01 99.9687194903
1999-03-01 100.2719791022
1999-04-01 101.3918513625
1999-05-01 100.5044662546
1999-06-01 100.4711180038
1999-07-01 100.7764624577
1999-08-01 100.5918833187
1999-09-01 100.5040597369
1999-10-01 100.9891520315
1999-11-01 101.3447863283
1999-12-01 101.8534521788
2000-01-01 102.2437771511
2000-02-01 102.2748537358
2000-03-01 102.5634878955
2000-04-01 102.9942100512
2000-05-01 102.8864432378
2000-06-01 102.8681227933
2000-07-01 102.7989701349
2000-08-01 103.1575767908
2000-09-01 102.7882140823
2000-10-01 101.8406181412
2000-11-01 101.9661461128
2000-12-01 102.0260383990
2001-01-01 102.5435057841
2001-02-01 102.6416420773
2001-03-01 102.6504868317
2001-04-01 102.0822403115
2001-05-01 101.8270159095
2001-06-01 101.8132901078
2001-07-01 101.5071938945
2001-08-01 101.7561623264
2001-09-01 100.9474287160
2001-10-01 100.2493500602
2001-11-01 100.0652958279
2001-12-01 99.7352720885
2002-01-01 99.9808947505
2002-02-01 99.8740887723
2002-03-01 99.4313723935
2002-04-01 99.4651146998
2002-05-01 100.5350555350
2002-06-01 100.5575138044
2002-07-01 100.7290367330
2002-08-01 101.2753660785
2002-09-01 101.3241471033
2002-10-01 101.1682694533
2002-11-01 101.0189982675
2002-12-01 101.0491298728
2003-01-01 99.7225777943
2003-02-01 99.7875072561
2003-03-01 99.7934643188
2003-04-01 100.0472176068
2003-05-01 100.0492994679
2003-06-01 99.8010515972
2003-07-01 99.8971252312
2003-08-01 99.7697360006
2003-09-01 99.6053123437
2003-10-01 99.6037645435
2003-11-01 100.2545375226
2003-12-01 100.6772857428
2004-01-01 100.6740459066
2004-02-01 100.7143972305
2004-03-01 100.8218689001
2004-04-01 101.8384154675
2004-05-01 101.0502380611
2004-06-01 101.0869814269
2004-07-01 101.4562263823
2004-08-01 100.8189737019
2004-09-01 101.4004884232
2004-10-01 103.5645012595
2004-11-01 103.1539512302
2004-12-01 102.2145803904
2005-01-01 102.2518053709
2005-02-01 102.7468686517
2005-03-01 102.9773902801
2005-04-01 102.5329652527
2005-05-01 101.9876388874
2005-06-01 102.6139733119
2005-07-01 102.5354914028
2005-08-01 102.3347908719
2005-09-01 102.8982409598
2005-10-01 102.9795456564
2005-11-01 102.2550311648
2005-12-01 101.5726096403
2006-01-01 102.3953233313
2006-02-01 102.5692403465
2006-03-01 102.7367736148
2006-04-01 102.3447901431
2006-05-01 101.5060107486
2006-06-01 102.1803995414
2006-07-01 102.6596228720
2006-08-01 102.7657675314
2006-09-01 102.9410623710
2006-10-01 103.2739569829
2006-11-01 103.6766775237
2006-12-01 103.3562843376
2007-01-01 103.2788131385
2007-02-01 103.1444821408
2007-03-01 103.0460688915
2007-04-01 103.1327241895
2007-05-01 102.5634229827
2007-06-01 103.5853234899
2007-07-01 103.5399986896
2007-08-01 103.4929452637
2007-09-01 103.2868755530
2007-10-01 103.2311288703
2007-11-01 103.4571718804
2007-12-01 103.6172672031
2008-01-01 103.3441377446
2008-02-01 102.9710194715
2008-03-01 103.0737445932
2008-04-01 102.9494946425
2008-05-01 102.6955025273
2008-06-01 103.3690876638
2008-07-01 102.7889539591
2008-08-01 102.3404149178
2008-09-01 101.5267733763
2008-10-01 100.8092432958
2008-11-01 100.0362071356
2008-12-01 99.8450510603
2009-01-01 99.0850188886
2009-02-01 98.1965975495
2009-03-01 97.9535153691
2009-04-01 97.5328277671
2009-05-01 97.5480734759
2009-06-01 98.4941081614
2009-07-01 96.3622201361
2009-08-01 96.2285285851
2009-09-01 96.7547663404
2009-10-01 96.1847646864
2009-11-01 96.2800248943
2009-12-01 96.1707257131
2010-01-01 96.3003663820
2010-02-01 96.5630892598
2010-03-01 96.4582437483
2010-04-01 98.7275076892
2010-05-01 98.2408358414
2010-06-01 97.3160087744
2010-07-01 96.2855127534
2010-08-01 97.3662414413
2010-09-01 98.4522323307
2010-10-01 98.2057493914
2010-11-01 98.1448373030
2010-12-01 98.4998681646
2011-01-01 99.1195906352
2011-02-01 99.4280961494
2011-03-01 99.3302101787
2011-04-01 100.6540926382
2011-05-01 100.2139095968
2011-06-01 99.1525224289
2011-07-01 97.4933053739
2011-08-01 97.9432923065
2011-09-01 98.5870453278
2011-10-01 99.7205579864
2011-11-01 99.5255650267
2011-12-01 99.5105372093
2012-01-01 99.0238294442
2012-02-01 99.4838697782
2012-03-01 99.1451108852
2012-04-01 98.3244194049
2012-05-01 97.4152899673
2012-06-01 97.9172152184
2012-07-01 98.6483717809
2012-08-01 98.9912940496
2012-09-01 98.7823170038
2012-10-01 98.2025202087
2012-11-01 98.3463213265
2012-12-01 98.4103132800
2013-01-01 98.6361059608
2013-02-01 98.5347717909
2013-03-01 98.6994386942
2013-04-01 98.6357746863
2013-05-01 98.6828272218
2013-06-01 98.8953938112
2013-07-01 99.0034470383
2013-08-01 99.7102773152
2013-09-01 99.4175335010
2013-10-01 99.7085232617
2013-11-01 99.9018988073
2013-12-01 100.1527604111
2014-01-01 100.1483759870
2014-02-01 100.3519014901
2014-03-01 100.6688817926
2014-04-01 101.0388364951
2014-05-01 101.1471188349
2014-06-01 101.4363815439
2014-07-01 100.6990005289
2014-08-01 100.9606722847
2014-09-01 101.0942557152
2014-10-01 101.4080281404
2014-11-01 101.9910158682
2014-12-01 102.1510033934
2015-01-01 101.9858052579
2015-02-01 101.9633537925
2015-03-01 102.0360032190
2015-04-01 102.0982051507
2015-05-01 102.9484617951
2015-06-01 103.0700330798
2015-07-01 103.3369967238
2015-08-01 103.2588270057
2015-09-01 103.5117474852
2015-10-01 103.8247423063
2015-11-01 103.8455292236
2015-12-01 103.8595515970
2016-01-01 104.3902058110
2016-02-01 104.1228207766
2016-03-01 104.2956211827
2016-04-01 105.1744569741
2016-05-01 105.0179006992
2016-06-01 105.0331094296
2016-07-01 105.2307882802
2016-08-01 105.3317070992
2016-09-01 106.4367390642
2016-10-01 105.7374806368
2016-11-01 105.6271498288
2016-12-01 105.4264987631
2017-01-01 105.3753982199
2017-02-01 105.8259686024
2017-03-01 106.0746305372
2017-04-01 105.8062310710
2017-05-01 105.6807686810
2017-06-01 105.3316916649
2017-07-01 105.3671425410
2017-08-01 105.3366179248
2017-09-01 105.6650420752
2017-10-01 105.4466959821
2017-11-01 105.6068282533
2017-12-01 105.4573222038
2018-01-01 105.6643375699
2018-02-01 106.1413971565
2018-03-01 106.5892084904
2018-04-01 106.7917505151
2018-05-01 106.6706827273
2018-06-01 106.4770784993
2018-07-01 106.6685308371
2018-08-01 106.6033133230
2018-09-01 106.8155479430
2018-10-01 106.9614215442
2018-11-01 106.9641941296
2018-12-01 107.5623124900
2019-01-01 108.1937234668
2019-02-01 108.2360880222
2019-03-01 108.3598836015
2019-04-01 107.5641918301
2019-05-01 108.0070520355
2019-06-01 108.5108081319
2019-07-01 108.4506937421
2019-08-01 109.1850540170
2019-09-01 108.9339844767
2019-10-01 108.4729053691
2019-11-01 108.5886354727
2019-12-01 108.8791836978
2020-01-01 106.7565517579
2020-02-01 106.4078241483
2020-03-01 105.2561847370
2020-04-01 87.2489592304
2020-05-01 91.2453172567
2020-06-01 94.6521367850
2020-07-01 95.6380000309
2020-08-01 97.0752773043
2020-09-01 96.3350878072
2020-10-01 97.2895826204
2020-11-01 97.5214276089
2020-12-01 97.6396166861
2021-01-01 97.8790232449
2021-02-01 98.0511924580
2021-03-01 98.2697917560
2021-04-01 98.5849508833
2021-05-01 98.9814789583
2021-06-01 99.2448060916
2021-07-01 99.4268361621
2021-08-01 99.0875815073
2021-09-01 98.5345489086
2021-10-01 99.7050694224
2021-11-01 100.0614504087
2021-12-01 100.5637748758
2022-01-01 100.9893845764
2022-02-01 101.2011683171
2022-03-01 101.8072789142
2022-04-01 102.3757079111
2022-05-01 102.3339498661
2022-06-01 102.8320161725
2022-07-01 102.7758775286
2022-08-01 102.9524785942
2022-09-01 102.7697695958
2022-10-01 103.2610388567
2022-11-01 103.9229324310
2022-12-01 103.7194849447
2023-01-01 104.7292043219
2023-02-01 105.5109064005
2023-03-01 105.1828811948
2023-04-01 105.1215489080
2023-05-01 105.4696543435
2023-06-01 105.1676637792
2023-07-01 104.4705541131
2023-08-01 105.1134265309
2023-09-01 105.1201754707
2023-10-01 104.9672859012
2023-11-01 104.0928071049
2023-12-01 103.7566593524
2024-01-01 102.6353959453
2024-02-01 102.8304969000
2024-03-01 102.9024880611
2024-04-01 103.2839517002
2024-05-01 103.3358974272
2024-06-01 103.6842550490
2024-07-01 103.7552951447
2024-08-01 103.6713819950
2024-09-01 103.6178524032
2024-10-01 103.4672043622
2024-11-01 103.4593587568
2024-12-01 103.5392896921
2025-01-01 103.1027637107
2025-02-01 103.3036558948
2025-03-01 103.3470779652
2025-04-01 102.9655480152
2025-05-01 102.6616326825
2025-06-01 102.4610832710
2025-07-01 101.5484493380
2025-08-01 101.8180163204
2025-09-01 102.1356781101
2025-10-01 101.9448119680
2025-11-01 102.0933473902
2025-12-01 101.8720548703
2026-01-01 102.2511183432
2026-02-01 102.3580517994
2026-03-01 102.1948984477
2026-04-01 101.9591459093
2026-05-01 102.1223178059
2026-06-01 101.8648368547
2026-07-01 102.0664723381
2026-08-01 102.2090109143
2026-09-01 101.5319959777

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