Federal Reserve Economic Data

Table Data - All Employees: Education and Health Services: Private Education and Health Services in Niles-Benton Harbor, MI (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Niles-Benton Harbor, MI (MSA)
Series ID NILE626EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2024-07-01
Last Updated 2024-08-17 6:11 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 6.6041033299117800
1990-02-01 6.5983434349042200
1990-03-01 6.4399180071459400
1990-04-01 6.4890038104813900
1990-05-01 6.2640458395456910
1990-06-01 6.4127892293206505
1990-07-01 6.4278654461425490
1990-08-01 6.5163977372754600
1990-09-01 6.4881382784406900
1990-10-01 6.5642083463798500
1990-11-01 6.5426712534510200
1990-12-01 6.5548754810485600
1991-01-01 6.4035470569059300
1991-02-01 6.3922039416934200
1991-03-01 6.4325608812091100
1991-04-01 6.4957576012733190
1991-05-01 6.6606253211623200
1991-06-01 6.5161518474276106
1991-07-01 6.6326757052560100
1991-08-01 6.6308704377991990
1991-09-01 6.5967705690178800
1991-10-01 6.4538444232243390
1991-11-01 6.4332656722656205
1991-12-01 6.5507328810093090
1992-01-01 6.7025319242567100
1992-02-01 6.6858760330110300
1992-03-01 6.7120599185017090
1992-04-01 6.6097179053935190
1992-05-01 6.5627317902028300
1992-06-01 6.6243748333613710
1992-07-01 6.5381001604731300
1992-08-01 6.5530969515832105
1992-09-01 6.6071195900715010
1992-10-01 6.5401897163641800
1992-11-01 6.5237532217318890
1992-12-01 6.5511965438998600
1993-01-01 6.5923349919522000
1993-02-01 6.5651066084185490
1993-03-01 6.6829290241504500
1993-04-01 7.0295950955000800
1993-05-01 7.0799447406348490
1993-06-01 7.0350370407119810
1993-07-01 7.0482471583842000
1993-08-01 7.0752078137304700
1993-09-01 7.1117017823220300
1993-10-01 7.2239056604907095
1993-11-01 7.2102961611344700
1993-12-01 7.2538888561450900
1994-01-01 7.1827402544212005
1994-02-01 7.2490504359623396
1994-03-01 7.1597712693113100
1994-04-01 7.0445268922625010
1994-05-01 7.0949660276463100
1994-06-01 7.0504147805661390
1994-07-01 6.8510353924057800
1994-08-01 6.9887754093159495
1994-09-01 7.0160205178882995
1994-10-01 7.1114512458729290
1994-11-01 7.2011194487807595
1994-12-01 7.3638566333702400
1995-01-01 6.9716232171578390
1995-02-01 6.9252479903116200
1995-03-01 6.9475589982660800
1995-04-01 6.8535480944949905
1995-05-01 6.7128888683285600
1995-06-01 6.6712170830583210
1995-07-01 6.8542399054479900
1995-08-01 6.8865770490317310
1995-09-01 6.9094764577743100
1995-10-01 7.0020507068957600
1995-11-01 6.9917545175452105
1995-12-01 7.0800623662531700
1996-01-01 7.1672157160356700
1996-02-01 7.2162693438352300
1996-03-01 7.2471153881544100
1996-04-01 7.2467220045802900
1996-05-01 7.2227365514445100
1996-06-01 7.2954999067858300
1996-07-01 7.2517207989001300
1996-08-01 7.2691886239617690
1996-09-01 7.3029911869572310
1996-10-01 7.1992501498251910
1996-11-01 7.2916824464617800
1996-12-01 7.3018558343342010
1997-01-01 7.3587533020774900
1997-02-01 7.4056732070479000
1997-03-01 7.4539416532225400
1997-04-01 7.4355681823149204
1997-05-01 7.5319913089727310
1997-06-01 7.5063718739846400
1997-07-01 7.5600080719124800
1997-08-01 7.6560181195036900
1997-09-01 7.3930073560407700
1997-10-01 7.0997251448593700
1997-11-01 7.2946640369367000
1997-12-01 7.2106544107479404
1998-01-01 7.6502270658356800
1998-02-01 7.5932625987762400
1998-03-01 7.5632011322576200
1998-04-01 7.6308525031692300
1998-05-01 7.6409253701347300
1998-06-01 7.5106659883511700
1998-07-01 7.6739367904754605
1998-08-01 7.8594317768685900
1998-09-01 7.8856777976398895
1998-10-01 7.8946085899217810
1998-11-01 7.7912710356934200
1998-12-01 7.8962761388957200
1999-01-01 8.0477624602162300
1999-02-01 8.0759201090904500
1999-03-01 8.1636228029677810
1999-04-01 8.3414582908709800
1999-05-01 8.4573897840150400
1999-06-01 8.3116357853387900
1999-07-01 8.3987041337463700
1999-08-01 8.4859139351296110
1999-09-01 8.3688218186639300
1999-10-01 8.4828271613609300
1999-11-01 8.4825725524148300
1999-12-01 8.4625278719581520
2000-01-01 8.5433212452138400
2000-02-01 8.5577168855078800
2000-03-01 8.5554984272215700
2000-04-01 8.6683703640850100
2000-05-01 8.6902404309175400
2000-06-01 8.8100275827466000
2000-07-01 8.7213047562861300
2000-08-01 8.7157923663828600
2000-09-01 8.6482601452935800
2000-10-01 8.7677897879255600
2000-11-01 8.7707618496211910
2000-12-01 8.9231568307771900
2001-01-01 8.9385010630819300
2001-02-01 9.0460914545918690
2001-03-01 9.1431858308207300
2001-04-01 8.9024196371587400
2001-05-01 8.9258333289925280
2001-06-01 9.0093903078719500
2001-07-01 8.8432177264548810
2001-08-01 9.4457298108881510
2001-09-01 9.2155549712268900
2001-10-01 9.1484259656980900
2001-11-01 9.2600866821710600
2001-12-01 9.1843889200093400
2002-01-01 9.0418528498051200
2002-02-01 9.0398430926183700
2002-03-01 9.1386789408131310
2002-04-01 9.0380562111895000
2002-05-01 9.0615967156608900
2002-06-01 9.0123037195128110
2002-07-01 8.8550699724128810
2002-08-01 8.9642428248052410
2002-09-01 9.1724977976627400
2002-10-01 9.2243972125741410
2002-11-01 9.2364535427093800
2002-12-01 9.3528001954850100
2003-01-01 9.4625289933337110
2003-02-01 9.4615324103752300
2003-03-01 9.4486791368184500
2003-04-01 9.3589728022811200
2003-05-01 9.4783479465518100
2003-06-01 9.6259946525255000
2003-07-01 9.5644395726741600
2003-08-01 9.5666376725401000
2003-09-01 9.4249819642719290
2003-10-01 9.3933453773515900
2003-11-01 9.4061169772064710
2003-12-01 9.4272250358095800
2004-01-01 9.5941222335170100
2004-02-01 9.6046309792336000
2004-03-01 9.6807365812232300
2004-04-01 9.6669597939618600
2004-05-01 9.1840188237110200
2004-06-01 9.1391354891375100
2004-07-01 9.2644514889831300
2004-08-01 9.3393130583706400
2004-09-01 9.5906541331836600
2004-10-01 9.5707122705442900
2004-11-01 9.5693732519492800
2004-12-01 9.2049905355561990
2005-01-01 9.7307214565033590
2005-02-01 9.9650048665124200
2005-03-01 10.0227800348632000
2005-04-01 10.1695857136171000
2005-05-01 9.6755316698985600
2005-06-01 9.8474900005484200
2005-07-01 9.8571400364934200
2005-08-01 9.7991243325320810
2005-09-01 9.9750413188197400
2005-10-01 9.9513632361411890
2005-11-01 9.9382261657677800
2005-12-01 9.8776777651985500
2006-01-01 9.6732865620724600
2006-02-01 9.7239286829991000
2006-03-01 9.6646754270247200
2006-04-01 9.6698631025668200
2006-05-01 9.6728943902178700
2006-06-01 9.4432586906021800
2006-07-01 9.5403189763866000
2006-08-01 9.5535217977781600
2006-09-01 9.5714175727812110
2006-10-01 9.5453648579799810
2006-11-01 9.6124838434631190
2006-12-01 9.5518081275465190
2007-01-01 9.5114733326626700
2007-02-01 9.4761573764350380
2007-03-01 9.4002744307225190
2007-04-01 9.5728478242443400
2007-05-01 9.6682505400632300
2007-06-01 9.5323978494079200
2007-07-01 9.6186306426592500
2007-08-01 9.7106391189909900
2007-09-01 9.6761939020158100
2007-10-01 9.6478350708089800
2007-11-01 9.7035590486131800
2007-12-01 9.7284152649467500
2008-01-01 9.7391040709642200
2008-02-01 9.7127324993924400
2008-03-01 9.7268092812478810
2008-04-01 9.6761694619943000
2008-05-01 9.7745793337102100
2008-06-01 9.8143892738134000
2008-07-01 9.7927514549638400
2008-08-01 9.7682171961618010
2008-09-01 9.6850404275613800
2008-10-01 9.7642262986395200
2008-11-01 9.7102871155726200
2008-12-01 9.7135325051153800
2009-01-01 9.6449070082960700
2009-02-01 9.6294093278749620
2009-03-01 9.7474962513976510
2009-04-01 9.6832980059382100
2009-05-01 9.5847235817843810
2009-06-01 9.5983429462543800
2009-07-01 9.5668058380456880
2009-08-01 9.5371598241158500
2009-09-01 9.4925010057197500
2009-10-01 9.6779565709445100
2009-11-01 9.5276538728210800
2009-12-01 9.5078361968097110
2010-01-01 9.5467282306010390
2010-02-01 9.6317532729838490
2010-03-01 9.5576412590168900
2010-04-01 9.5790296911713000
2010-05-01 9.5981153787261490
2010-06-01 9.7825183987223200
2010-07-01 9.5509042956433500
2010-08-01 9.5247995435360800
2010-09-01 9.4966811674901700
2010-10-01 9.3906336853550200
2010-11-01 9.3452523555616600
2010-12-01 9.4123319224526000
2011-01-01 9.2399421166832200
2011-02-01 9.3253449676288100
2011-03-01 9.3641572036565700
2011-04-01 9.3658989097831300
2011-05-01 9.3990427925078900
2011-06-01 9.4714425523472900
2011-07-01 9.5444434428893210
2011-08-01 9.6284909817699300
2011-09-01 9.6982552057446600
2011-10-01 9.7072879141750620
2011-11-01 9.8632118748415000
2011-12-01 9.8281864344222500
2012-01-01 9.8326157310814290
2012-02-01 9.7145290163013910
2012-03-01 9.6529825024669500
2012-04-01 9.6394700367630200
2012-05-01 9.5891580145454300
2012-06-01 9.6712268826175300
2012-07-01 9.7450494586557890
2012-08-01 9.7437052355456420
2012-09-01 9.7036185189365900
2012-10-01 9.7273187536634800
2012-11-01 9.6777307837879000
2012-12-01 9.6510791818208000
2013-01-01 9.6238972801923910
2013-02-01 9.6021488660336600
2013-03-01 9.5363687101742400
2013-04-01 9.5077248052423300
2013-05-01 9.4639255485216310
2013-06-01 9.4761369333236500
2013-07-01 9.3436614173275800
2013-08-01 9.3625518414400500
2013-09-01 9.3182322249229900
2013-10-01 9.3441106431834720
2013-11-01 9.2951356366651500
2013-12-01 9.2826891398327600
2014-01-01 9.2265958414228690
2014-02-01 9.1847860691091600
2014-03-01 9.2086569462398000
2014-04-01 9.2740197071658600
2014-05-01 9.3337295619558920
2014-06-01 8.9813477800450400
2014-07-01 9.0412118803789600
2014-08-01 8.9736472726285300
2014-09-01 9.0368285667139000
2014-10-01 8.9653050400229000
2014-11-01 8.9123402067481800
2014-12-01 9.0123118340217890
2015-01-01 9.1383826370507780
2015-02-01 9.1680772174199380
2015-03-01 9.1889726114020100
2015-04-01 9.1448320102769000
2015-05-01 9.0968677756181500
2015-06-01 9.0805818458506980
2015-07-01 9.1324756892371980
2015-08-01 9.0763937923752880
2015-09-01 9.1510803135938400
2015-10-01 9.1931857058452500
2015-11-01 9.2390196428414700
2015-12-01 9.2388969349299100
2016-01-01 9.2492528775435700
2016-02-01 9.2452379883516700
2016-03-01 9.2713269160828010
2016-04-01 9.3321822433199800
2016-05-01 9.3739533711286200
2016-06-01 9.2737451279622310
2016-07-01 9.3147243900130600
2016-08-01 9.3687280945420100
2016-09-01 9.3654613675205380
2016-10-01 9.5220994363906310
2016-11-01 9.4608789687196510
2016-12-01 9.3539369266454010
2017-01-01 9.4518749360393600
2017-02-01 9.5303526339412300
2017-03-01 9.5659500222533910
2017-04-01 9.5368453068699300
2017-05-01 9.5654887015699400
2017-06-01 9.5600273884374100
2017-07-01 9.5894728020974000
2017-08-01 9.6525840322148800
2017-09-01 9.5764035195768500
2017-10-01 9.4445497804533200
2017-11-01 9.4856604166680190
2017-12-01 9.4649559079662780
2018-01-01 9.2526705501245100
2018-02-01 9.2085913987970380
2018-03-01 9.3596388580638000
2018-04-01 9.4570302005500810
2018-05-01 9.4749789894285600
2018-06-01 9.4392158542391000
2018-07-01 9.3648125692714000
2018-08-01 9.3374199285805520
2018-09-01 9.3881701708164100
2018-10-01 9.3597979439349500
2018-11-01 9.3014822456422800
2018-12-01 9.2692593463570390
2019-01-01 9.5474645097914620
2019-02-01 9.5946255010492500
2019-03-01 9.7587291205685700
2019-04-01 9.4754822639876700
2019-05-01 9.5903923300992600
2019-06-01 9.6167307565302420
2019-07-01 9.6478115973434800
2019-08-01 9.6324429276670600
2019-09-01 9.5983589031775090
2019-10-01 9.6640089043912490
2019-11-01 9.7173799008252200
2019-12-01 9.6728160376866000
2020-01-01 9.7350047024730200
2020-02-01 9.6729263006312300
2020-03-01 9.7523190408867410
2020-04-01 8.8956952694369810
2020-05-01 8.9142048277263500
2020-06-01 9.1074129338199100
2020-07-01 9.2349515213691800
2020-08-01 9.3330887338926300
2020-09-01 9.4125297757751500
2020-10-01 9.3575049935703500
2020-11-01 9.3151664004911190
2020-12-01 9.4720951322990300
2021-01-01 9.4219563435725090
2021-02-01 9.5638790313966010
2021-03-01 9.5498377628622500
2021-04-01 9.5062266873164300
2021-05-01 9.5352272851675380
2021-06-01 9.5113729549027410
2021-07-01 9.4320587101400390
2021-08-01 9.3323252291075200
2021-09-01 9.3209110191187300
2021-10-01 9.3432615020422800
2021-11-01 9.3098257444866300
2021-12-01 9.2681912079646700
2022-01-01 9.3182464281875710
2022-02-01 9.2564480127550010
2022-03-01 9.2455608771837200
2022-04-01 9.3125018456393600
2022-05-01 9.4488593679268490
2022-06-01 9.3244185046797300
2022-07-01 9.2342905989014700
2022-08-01 9.3310425379539300
2022-09-01 9.3270862573516610
2022-10-01 9.4308894941045700
2022-11-01 9.3965369215607500
2022-12-01 9.4629856558955900
2023-01-01 9.5159387577101100
2023-02-01 9.5610413961957300
2023-03-01 9.5482090426813800
2023-04-01 9.5076735158575300
2023-05-01 9.5536560683329600
2023-06-01 9.5368305339510190
2023-07-01 9.7414665101736000
2023-08-01 9.7305675308104000
2023-09-01 9.7284788838029200
2023-10-01 9.7210380012833110
2023-11-01 9.7907941286823290
2023-12-01 9.7582775366497300
2024-01-01 9.7134344488025100
2024-02-01 9.6627199571235990
2024-03-01 9.7489904376135290
2024-04-01 9.8049896652132200
2024-05-01 9.7553629280418690
2024-06-01 9.7487409106508200
2024-07-01 9.7447042633213500

Subscribe to the FRED newsletter


Follow us

Back to Top