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 2024-12-01
Last Updated 2025-01-29 5:46 AM CST
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 6.6041026632500710
1990-02-01 6.5983429317349700
1990-03-01 6.4399178608502900
1990-04-01 6.4890071458440590
1990-05-01 6.2640500084732400
1990-06-01 6.4127894864404810
1990-07-01 6.4278655266971200
1990-08-01 6.5163974743640900
1990-09-01 6.4881375956364590
1990-10-01 6.5642068454491000
1990-11-01 6.5426687362476700
1990-12-01 6.5548740081166190
1991-01-01 6.4035461218633500
1991-02-01 6.3922031462658800
1991-03-01 6.4325604502456700
1991-04-01 6.4957619974319805
1991-05-01 6.6606294245251200
1991-06-01 6.5161519741106800
1991-07-01 6.6326759128000700
1991-08-01 6.6308703346131095
1991-09-01 6.5967702348758600
1991-10-01 6.4538434661455410
1991-11-01 6.4332613224231700
1991-12-01 6.5507307056731110
1992-01-01 6.7025311819889010
1992-02-01 6.6858752850027800
1992-03-01 6.7120594877580700
1992-04-01 6.6097236884353100
1992-05-01 6.5627364200125005
1992-06-01 6.6243756528139100
1992-07-01 6.5381005099341300
1992-08-01 6.5530966013194800
1992-09-01 6.6071187302042810
1992-10-01 6.5401881919574410
1992-11-01 6.5237460697252310
1992-12-01 6.5511931449559110
1993-01-01 6.5923346847416700
1993-02-01 6.5651069103431800
1993-03-01 6.6829301395290710
1993-04-01 7.0296029466311300
1993-05-01 7.0799506519329105
1993-06-01 7.0350396176390300
1993-07-01 7.0482478407856500
1993-08-01 7.0752063415720800
1993-09-01 7.1116985817305010
1993-10-01 7.2239014141103490
1993-11-01 7.2102845106398890
1993-12-01 7.2538833007073090
1994-01-01 7.1827407487610810
1994-02-01 7.2490532296449510
1994-03-01 7.1597759989737110
1994-04-01 7.0445386539306300
1994-05-01 7.0949754789570500
1994-06-01 7.0504210770271500
1994-07-01 6.8510376828481100
1994-08-01 6.9887714815938200
1994-09-01 7.0160130418522100
1994-10-01 7.1114416089205506
1994-11-01 7.2010957206515990
1994-12-01 7.3638336627951600
1995-01-01 6.9716395159669100
1995-02-01 6.9252620172694690
1995-03-01 6.9475710752754810
1995-04-01 6.8535628203227100
1995-05-01 6.7128993942637600
1995-06-01 6.6712303464180005
1995-07-01 6.8542410364488490
1995-08-01 6.8865692077721100
1995-09-01 6.9094635995071600
1995-10-01 7.0020354579153710
1995-11-01 6.9917176987928290
1995-12-01 7.0800182877537905
1996-01-01 7.1672500537706190
1996-02-01 7.2162970268609700
1996-03-01 7.2471370959268295
1996-04-01 7.2467409383482100
1996-05-01 7.2227433954707690
1996-06-01 7.2955206046342900
1996-07-01 7.2517206852636390
1996-08-01 7.2691769518548800
1996-09-01 7.3029731950186690
1996-10-01 7.1992295970983310
1996-11-01 7.2916350392331600
1996-12-01 7.3017918452110990
1997-01-01 7.3588053794872400
1997-02-01 7.4057138951002010
1997-03-01 7.4539719013167405
1997-04-01 7.4355897928295605
1997-05-01 7.5319920479371200
1997-06-01 7.5063970892307110
1997-07-01 7.5600044164795710
1997-08-01 7.6560032611976300
1997-09-01 7.3929876212542000
1997-10-01 7.0997017578564110
1997-11-01 7.2946158355637410
1997-12-01 7.2105863718625310
1998-01-01 7.6502807664177315
1998-02-01 7.5933083222771300
1998-03-01 7.5632358515073100
1998-04-01 7.6308757470288210
1998-05-01 7.6409207622744200
1998-06-01 7.5106914308012490
1998-07-01 7.6739316304983700
1998-08-01 7.8594132772664290
1998-09-01 7.8856614275459100
1998-10-01 7.8945871306206800
1998-11-01 7.7912246468056200
1998-12-01 7.8962098664975890
1999-01-01 8.0478155595025990
1999-02-01 8.0759664550021000
1999-03-01 8.1636564309974600
1999-04-01 8.3414784060318610
1999-05-01 8.4573816953128200
1999-06-01 8.3116581474320400
1999-07-01 8.3986956722529900
1999-08-01 8.4858924534574500
1999-09-01 8.3688122580795010
1999-10-01 8.4828118930571100
1999-11-01 8.4825368538229700
1999-12-01 8.4624793573699900
2000-01-01 8.5433586068417700
2000-02-01 8.5577542238718700
2000-03-01 8.5555259762499900
2000-04-01 8.6683880023049600
2000-05-01 8.6902300898881400
2000-06-01 8.8100433010495290
2000-07-01 8.7212961411624600
2000-08-01 8.7157699700041100
2000-09-01 8.6482575062106300
2000-10-01 8.7677820558597010
2000-11-01 8.7707391630111910
2000-12-01 8.9231311440783680
2001-01-01 8.9385217914933000
2001-02-01 9.0461157660110200
2001-03-01 9.1432029057771700
2001-04-01 8.9024306273561590
2001-05-01 8.9258279038375790
2001-06-01 9.0093986992829010
2001-07-01 8.8432084775819710
2001-08-01 9.4457076982510380
2001-09-01 9.2155610022371100
2001-10-01 9.1484210291281200
2001-11-01 9.2600748996511400
2001-12-01 9.1843902110340880
2002-01-01 9.0418550671183300
2002-02-01 9.0398543819502400
2002-03-01 9.1386881787762000
2002-04-01 9.0380660657982510
2002-05-01 9.0615929083293000
2002-06-01 9.0123042887844800
2002-07-01 8.8550619229057510
2002-08-01 8.9642213640039610
2002-09-01 9.1725103098810000
2002-10-01 9.2243943599312700
2002-11-01 9.2364446069336100
2002-12-01 9.3528137876340200
2003-01-01 9.4625279083027400
2003-02-01 9.4615383740162890
2003-03-01 9.4486836804699200
2003-04-01 9.3589804365481300
2003-05-01 9.4783444421390790
2003-06-01 9.6259904716477780
2003-07-01 9.5644304898157110
2003-08-01 9.5666181746936410
2003-09-01 9.4249976614141090
2003-10-01 9.3933419132507300
2003-11-01 9.4061093386398210
2003-12-01 9.4272458134070400
2004-01-01 9.5941195895621100
2004-02-01 9.6046349165170200
2004-03-01 9.6807413166910500
2004-04-01 9.6669714088465600
2004-05-01 9.1840070091940300
2004-06-01 9.1391275016787500
2004-07-01 9.2644428460409900
2004-08-01 9.3392979201163900
2004-09-01 9.5906679033869620
2004-10-01 9.5707094153541100
2004-11-01 9.5693683756904500
2004-12-01 9.2050126841435500
2005-01-01 9.7307189542166410
2005-02-01 9.9650079788957900
2005-03-01 10.0227843888607000
2005-04-01 10.1695972490423010
2005-05-01 9.6755169514870510
2005-06-01 9.8474809848620790
2005-07-01 9.8571321374049300
2005-08-01 9.7991136562024380
2005-09-01 9.9750536445020300
2005-10-01 9.9513590948081500
2005-11-01 9.9382219047390700
2005-12-01 9.8776990977933200
2006-01-01 9.6732834781268600
2006-02-01 9.7239318680469200
2006-03-01 9.6646818408727200
2006-04-01 9.6698767836329620
2006-05-01 9.6728749266294300
2006-06-01 9.4432494757808010
2006-07-01 9.5403126610630600
2006-08-01 9.5535144792354300
2006-09-01 9.5714262037328900
2006-10-01 9.5453630999432900
2006-11-01 9.6124815610862900
2006-12-01 9.5518233407702890
2007-01-01 9.5114707917296100
2007-02-01 9.4761604225648200
2007-03-01 9.4002807145106100
2007-04-01 9.5728591121282700
2007-05-01 9.6682340119477600
2007-06-01 9.5323910540864300
2007-07-01 9.6186263974316800
2007-08-01 9.7106344949917100
2007-09-01 9.6761982065080600
2007-10-01 9.6478345095894800
2007-11-01 9.7035573432027800
2007-12-01 9.7284242091281090
2008-01-01 9.7391022369050000
2008-02-01 9.7127346973536900
2008-03-01 9.7268152219746900
2008-04-01 9.6761793449857890
2008-05-01 9.7745662732819200
2008-06-01 9.8143856443593820
2008-07-01 9.7927496488399100
2008-08-01 9.7682154283240390
2008-09-01 9.6850403307115700
2008-10-01 9.7642268716161600
2008-11-01 9.7102856798507000
2008-12-01 9.7135344830084610
2009-01-01 9.6449047723576900
2009-02-01 9.6294086346177900
2009-03-01 9.7475023515296600
2009-04-01 9.6833014315922410
2009-05-01 9.5847263900965190
2009-06-01 9.5983421868535900
2009-07-01 9.5668053401361800
2009-08-01 9.5371588966005710
2009-09-01 9.4924993497906200
2009-10-01 9.6779539064043200
2009-11-01 9.5276480403101900
2009-12-01 9.5078346251844900
2010-01-01 9.5467230327590400
2010-02-01 9.6317494607161900
2010-03-01 9.5576504859319100
2010-04-01 9.5790314618800600
2010-05-01 9.5981318271043300
2010-06-01 9.7825209480539710
2010-07-01 9.5509068321731300
2010-08-01 9.5247997571827110
2010-09-01 9.4966779060701100
2010-10-01 9.3906261292420900
2010-11-01 9.3452393903978200
2010-12-01 9.4123232370090000
2011-01-01 9.2399309530623200
2011-02-01 9.3253369344152800
2011-03-01 9.3641678315710610
2011-04-01 9.3659181968132880
2011-05-01 9.3990683639451320
2011-06-01 9.4714453544603480
2011-07-01 9.5444489495026500
2011-08-01 9.6284951129919100
2011-09-01 9.6982597870867400
2011-10-01 9.7072930933606000
2011-11-01 9.8631097963263500
2011-12-01 9.8281960315681190
2012-01-01 9.8326225517096600
2012-02-01 9.7145374662541090
2012-03-01 9.6529784184225500
2012-04-01 9.6395221275876300
2012-05-01 9.5891902651260300
2012-06-01 9.6712303482060200
2012-07-01 9.7450484344225500
2012-08-01 9.7436951075703600
2012-09-01 9.7036113156420290
2012-10-01 9.7273255771192600
2012-11-01 9.6775438437946000
2012-12-01 9.6511246610880700
2013-01-01 9.6239483739261800
2013-02-01 9.6021969379263600
2013-03-01 9.5363624861797400
2013-04-01 9.5078148617423000
2013-05-01 9.4639646146338910
2013-06-01 9.4761332528738200
2013-07-01 9.3436387291637300
2013-08-01 9.3625091772954490
2013-09-01 9.3181844252107500
2013-10-01 9.3439596370010600
2013-11-01 9.2948216940894000
2013-12-01 9.2830583445400900
2014-01-01 9.2266797410763210
2014-02-01 9.1848821480922890
2014-03-01 9.2086648882233390
2014-04-01 9.2741440838660000
2014-05-01 9.3337684146585900
2014-06-01 8.9813302423864400
2014-07-01 9.0411353349147310
2014-08-01 8.9736122215477300
2014-09-01 9.0366418818375000
2014-10-01 8.9648835587937100
2014-11-01 8.9118170813128690
2014-12-01 9.0127772036684800
2015-01-01 9.1390736634566300
2015-02-01 9.1684099853811710
2015-03-01 9.1888722808460290
2015-04-01 9.1448957135657310
2015-05-01 9.0968530467683600
2015-06-01 9.0805098615163010
2015-07-01 9.1323212617625300
2015-08-01 9.0763734893245380
2015-09-01 9.1507813218612120
2015-10-01 9.1925122509292700
2015-11-01 9.2382176768563400
2015-12-01 9.2394373746186000
2016-01-01 9.2504952328630300
2016-02-01 9.2456732306054010
2016-03-01 9.2711115643331800
2016-04-01 9.3329315293432100
2016-05-01 9.3736439012230800
2016-06-01 9.2734338122556300
2016-07-01 9.3143853177749700
2016-08-01 9.3686772591439800
2016-09-01 9.3650387900430300
2016-10-01 9.5213175180130510
2016-11-01 9.4599520486380510
2016-12-01 9.3542742799977300
2017-01-01 9.4536925098812110
2017-02-01 9.5309164548308900
2017-03-01 9.5657004690885600
2017-04-01 9.5383492381922300
2017-05-01 9.5645221202186700
2017-06-01 9.5595732581812800
2017-07-01 9.5890469185069800
2017-08-01 9.6524953028165200
2017-09-01 9.5759525692510300
2017-10-01 9.4437401144731510
2017-11-01 9.4849027118426100
2017-12-01 9.4652465927004000
2018-01-01 9.2544173992643400
2018-02-01 9.2090223544386500
2018-03-01 9.3594375901025390
2018-04-01 9.4593290327582700
2018-05-01 9.4733862553775200
2018-06-01 9.4386854577265700
2018-07-01 9.3643899759623910
2018-08-01 9.3373673296434720
2018-09-01 9.3877459024235090
2018-10-01 9.3591294309817200
2018-11-01 9.3010119747284710
2018-12-01 9.2692462194390300
2019-01-01 9.5491682560645300
2019-02-01 9.5949537487195700
2019-03-01 9.7584512139714500
2019-04-01 9.4776682381970510
2019-05-01 9.5880235777657500
2019-06-01 9.6161202344905800
2019-07-01 9.6493376611016990
2019-08-01 9.6322082124355800
2019-09-01 9.5978379592546400
2019-10-01 9.6633387978203500
2019-11-01 9.7169838691812110
2019-12-01 9.6724761906404000
2020-01-01 9.7359129435835710
2020-02-01 9.6731257191216800
2020-03-01 9.7520199428980900
2020-04-01 8.8979669783591610
2020-05-01 8.9118743128722100
2020-06-01 9.1043636418335800
2020-07-01 9.2411425834775380
2020-08-01 9.3328273102150180
2020-09-01 9.4117534111235500
2020-10-01 9.3564755458400700
2020-11-01 9.3143388684234400
2020-12-01 9.4709705010889500
2021-01-01 9.4216523259879300
2021-02-01 9.5653519591859900
2021-03-01 9.5489573423418300
2021-04-01 9.5073440317714700
2021-05-01 9.5329357972934900
2021-06-01 9.5061994925408210
2021-07-01 9.4437404222754600
2021-08-01 9.3355059458172890
2021-09-01 9.3193839824465100
2021-10-01 9.3395637574817900
2021-11-01 9.3059823825767000
2021-12-01 9.2671190113319000
2022-01-01 9.3171545062476700
2022-02-01 9.2595994721591400
2022-03-01 9.2444118353997600
2022-04-01 9.3127549866322890
2022-05-01 9.4475941422123920
2022-06-01 9.3176240212840900
2022-07-01 9.2502438380043210
2022-08-01 9.3393890208695800
2022-09-01 9.3238122903568700
2022-10-01 9.4231436136045890
2022-11-01 9.3883635060083400
2022-12-01 9.4610412955319300
2023-01-01 9.5152170218815500
2023-02-01 9.5667724842269900
2023-03-01 9.5470060791123400
2023-04-01 9.5070886302778810
2023-05-01 9.5532301536663300
2023-06-01 9.5303508590051890
2023-07-01 9.7604953061808590
2023-08-01 9.7444376041521590
2023-09-01 9.7230240842533000
2023-10-01 9.7086219244689910
2023-11-01 9.7774793674371310
2023-12-01 9.7553683412392100
2024-01-01 9.7137692423786890
2024-02-01 9.6704536764072900
2024-03-01 9.7486468677885510
2024-04-01 9.8051899362675390
2024-05-01 9.7564337320590900
2024-06-01 9.7422969500217700
2024-07-01 9.7659783646325800
2024-08-01 9.7471177104212590
2024-09-01 9.8235885008921320
2024-10-01 9.9007510455341610
2024-11-01 9.8654586785269700
2024-12-01 9.8511151064351790

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