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 2024-10-01
Last Updated 2024-11-20 5:21 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 6.6041025207892600
1990-02-01 6.5983428151817600
1990-03-01 6.4399178272399600
1990-04-01 6.4890078465629810
1990-05-01 6.2640508769323800
1990-06-01 6.4127895381339000
1990-07-01 6.4278655418960895
1990-08-01 6.5163974189087910
1990-09-01 6.4881374537785605
1990-10-01 6.5642065404570100
1990-11-01 6.5426682239849600
1990-12-01 6.5548736984215100
1991-01-01 6.4035459225197810
1991-02-01 6.3922029663281790
1991-03-01 6.4325603578727400
1991-04-01 6.4957629181818700
1991-05-01 6.6606302831825900
1991-06-01 6.5161520021712100
1991-07-01 6.6326759537859300
1991-08-01 6.6308703123082395
1991-09-01 6.5967701626188000
1991-10-01 6.4538432685675500
1991-11-01 6.4332604429722310
1991-12-01 6.5507302479675800
1992-01-01 6.7025310163294400
1992-02-01 6.6858751078371500
1992-03-01 6.7120593893679100
1992-04-01 6.6097248859559590
1992-05-01 6.5627374106835110
1992-06-01 6.6243758563039100
1992-07-01 6.5381005637850400
1992-08-01 6.5530965165535090
1992-09-01 6.6071185396280400
1992-10-01 6.5401878672196600
1992-11-01 6.5237446189047095
1992-12-01 6.5511924300616595
1993-01-01 6.5923346045255710
1993-02-01 6.5651069582709600
1993-03-01 6.6829303766846900
1993-04-01 7.0296045792381390
1993-05-01 7.0799519403316200
1993-06-01 7.0350402089536900
1993-07-01 7.0482479243498490
1993-08-01 7.0752059855139100
1993-09-01 7.1116978748672500
1993-10-01 7.2239005033856900
1993-11-01 7.2102821288780500
1993-12-01 7.2538821311114800
1994-01-01 7.1827408277826300
1994-02-01 7.2490538214576700
1994-03-01 7.1597770480922005
1994-04-01 7.0445411695085300
1994-05-01 7.0949775871692400
1994-06-01 7.0504224903781790
1994-07-01 6.8510380659734110
1994-08-01 6.9887703037047400
1994-09-01 7.0160114194860000
1994-10-01 7.1114395517807605
1994-11-01 7.2010909015108700
1994-12-01 7.3638290097881400
1995-01-01 6.9716426688560000
1995-02-01 6.9252648844964300
1995-03-01 6.9475737524333505
1995-04-01 6.8535661531434500
1995-05-01 6.7129020457189110
1995-06-01 6.6712334886179290
1995-07-01 6.8542416528088000
1995-08-01 6.8865651812786200
1995-09-01 6.9094612850122500
1995-10-01 7.0020325534933500
1995-11-01 6.9917102415760800
1995-12-01 7.0800092625160500
1996-01-01 7.1672567390977600
1996-02-01 7.2163025809517505
1996-03-01 7.2471416843445800
1996-04-01 7.2467451024191100
1996-05-01 7.2227471904773095
1996-06-01 7.2955252340600190
1996-07-01 7.2517211973817100
1996-08-01 7.2691698277050400
1996-09-01 7.3029700451798000
1996-10-01 7.1992257776201000
1996-11-01 7.2916254338489290
1996-12-01 7.3017787594533900
1997-01-01 7.3588156255975110
1997-02-01 7.4057221688378890
1997-03-01 7.4539783008903800
1997-04-01 7.4355944492373800
1997-05-01 7.5319961981552690
1997-06-01 7.5064036592174200
1997-07-01 7.5600034992580790
1997-08-01 7.6559924634576900
1997-09-01 7.3929855748529400
1997-10-01 7.0996969446235900
1997-11-01 7.2946057557379700
1997-12-01 7.2105723551559400
1998-01-01 7.6502914798126100
1998-02-01 7.5933176894864600
1998-03-01 7.5632434308747000
1998-04-01 7.6308809879682400
1998-05-01 7.6409260229260200
1998-06-01 7.5107002363664900
1998-07-01 7.6739295876676210
1998-08-01 7.8593936621413100
1998-09-01 7.8856630973131800
1998-10-01 7.8945835803561400
1998-11-01 7.7912142111684000
1998-12-01 7.8961970030448600
1999-01-01 8.0478267478012100
1999-02-01 8.0759761454164800
1999-03-01 8.1636640415995000
1999-04-01 8.3414833031683690
1999-05-01 8.4573866851769510
1999-06-01 8.3116687440965490
1999-07-01 8.3986934849845300
1999-08-01 8.4858628916819680
1999-09-01 8.3688186777550580
1999-10-01 8.4828108836077600
1999-11-01 8.4825281658881520
1999-12-01 8.4624709491253790
2000-01-01 8.5433675554597500
2000-02-01 8.5577627661584010
2000-03-01 8.5555334747503200
2000-04-01 8.6683862396679700
2000-05-01 8.6902368056979700
2000-06-01 8.8100552302439910
2000-07-01 8.7212960686757100
2000-08-01 8.7157344289113200
2000-09-01 8.6482675103695500
2000-10-01 8.7677841847040200
2000-11-01 8.7707325799319290
2000-12-01 8.9231276470620510
2001-01-01 8.9385271107487100
2001-02-01 9.0461210832297700
2001-03-01 9.1432083932969000
2001-04-01 8.9024212554731310
2001-05-01 8.9258352816130610
2001-06-01 9.0094121506756100
2001-07-01 8.8432131633569000
2001-08-01 9.4456769722953900
2001-09-01 9.2155672188892300
2001-10-01 9.1484279463758800
2001-11-01 9.2600740740704300
2001-12-01 9.1843852821784200
2002-01-01 9.0418568107353000
2002-02-01 9.0398548941435200
2002-03-01 9.1386871552087410
2002-04-01 9.0380407600972800
2002-05-01 9.0616107972233600
2002-06-01 9.0123239689609900
2002-07-01 8.8550740535412100
2002-08-01 8.9641996826433800
2002-09-01 9.1725103505843200
2002-10-01 9.2244047442979620
2002-11-01 9.2364459329580290
2002-12-01 9.3528023054778700
2003-01-01 9.4625294419234100
2003-02-01 9.4615331545509010
2003-03-01 9.4486742599351320
2003-04-01 9.3589446142848100
2003-05-01 9.4783707380208000
2003-06-01 9.6260169832943500
2003-07-01 9.5644496396964200
2003-08-01 9.5666109303980990
2003-09-01 9.4249891262853300
2003-10-01 9.3933537318224300
2003-11-01 9.4061129362355200
2003-12-01 9.4272256816888010
2004-01-01 9.5941209968754500
2004-02-01 9.6046247254430600
2004-03-01 9.6807233316573900
2004-04-01 9.6669248699276800
2004-05-01 9.1840478817973300
2004-06-01 9.1391587515987600
2004-07-01 9.2644649786400800
2004-08-01 9.3393036857022200
2004-09-01 9.5906552901652410
2004-10-01 9.5707181596542700
2004-11-01 9.5693703259446900
2004-12-01 9.2049888237087800
2005-01-01 9.7307193350800100
2005-02-01 9.9649941856768600
2005-03-01 10.0227623615777000
2005-04-01 10.1695526765333020
2005-05-01 9.6755621663940710
2005-06-01 9.8475118433411310
2005-07-01 9.8571531124446700
2005-08-01 9.7991291350548700
2005-09-01 9.9750384881681700
2005-10-01 9.9513651604815810
2005-11-01 9.9382237850228500
2005-12-01 9.8776739116247600
2006-01-01 9.6732833551711190
2006-02-01 9.7239182170127400
2006-03-01 9.6646566705613800
2006-04-01 9.6698357118763200
2006-05-01 9.6729248540967900
2006-06-01 9.4432775653657310
2006-07-01 9.5403292075908300
2006-08-01 9.5535283991293910
2006-09-01 9.5714157253527300
2006-10-01 9.5453648894641090
2006-11-01 9.6124801088357900
2006-12-01 9.5518039430039100
2007-01-01 9.5114709123214710
2007-02-01 9.4761493392458600
2007-03-01 9.4002586615342400
2007-04-01 9.5728309975827410
2007-05-01 9.6682734869317600
2007-06-01 9.5324114803557100
2007-07-01 9.6186373789030010
2007-08-01 9.7106434582682800
2007-09-01 9.6761934393444000
2007-10-01 9.6478343697564300
2007-11-01 9.7035554653108600
2007-12-01 9.7284119790478400
2008-01-01 9.7391027050264610
2008-02-01 9.7127283804112210
2008-03-01 9.7267977764698590
2008-04-01 9.6761603738303810
2008-05-01 9.7745953792218000
2008-06-01 9.8143963912329200
2008-07-01 9.7927546349009900
2008-08-01 9.7682192057228000
2008-09-01 9.6850413638506080
2008-10-01 9.7642252237546100
2008-11-01 9.7102847516105600
2008-12-01 9.7135303824077300
2009-01-01 9.6449064317315600
2009-02-01 9.6294081639690390
2009-03-01 9.7474894845880100
2009-04-01 9.6832940584592800
2009-05-01 9.5847318811262200
2009-06-01 9.5983457511540990
2009-07-01 9.5668070892308690
2009-08-01 9.5371607562952310
2009-09-01 9.4925017510579100
2009-10-01 9.6779561548358900
2009-11-01 9.5276533085029900
2009-12-01 9.5078352506069610
2010-01-01 9.5467278672016800
2010-02-01 9.6317535575073490
2010-03-01 9.5576363366870610
2010-04-01 9.5790276824512600
2010-05-01 9.5981198711341100
2010-06-01 9.7825193068562000
2010-07-01 9.5509049529633110
2010-08-01 9.5248000269314890
2010-09-01 9.4966816494860700
2010-10-01 9.3906334801075900
2010-11-01 9.3452528011945600
2010-12-01 9.4123313619834100
2011-01-01 9.2399420187657900
2011-02-01 9.3253454295887490
2011-03-01 9.3641546114416800
2011-04-01 9.3658978692466500
2011-05-01 9.3990433742995520
2011-06-01 9.4714433276635900
2011-07-01 9.5444440200332400
2011-08-01 9.6284913963580800
2011-09-01 9.6982555462839390
2011-10-01 9.7072878402695400
2011-11-01 9.8632133750501100
2011-12-01 9.8281857120768500
2012-01-01 9.8326153949253500
2012-02-01 9.7145291386869400
2012-03-01 9.6529809324824200
2012-04-01 9.6394694422794900
2012-05-01 9.5891580757797100
2012-06-01 9.6712272394493300
2012-07-01 9.7450498850160000
2012-08-01 9.7437055814672210
2012-09-01 9.7036186122904600
2012-10-01 9.7273185216121900
2012-11-01 9.6777330164828110
2012-12-01 9.6510782766288000
2013-01-01 9.6238966616490100
2013-02-01 9.6021486710471300
2013-03-01 9.5363683956435600
2013-04-01 9.5077236482944500
2013-05-01 9.4639254083197700
2013-06-01 9.4761371873079300
2013-07-01 9.3436620039954200
2013-08-01 9.3625523748696600
2013-09-01 9.3182327234555600
2013-10-01 9.3441103640963300
2013-11-01 9.2951398341856690
2013-12-01 9.2826838243201300
2014-01-01 9.2265962946580800
2014-02-01 9.1847864502129900
2014-03-01 9.2086568659710900
2014-04-01 9.2740183920796900
2014-05-01 9.3337292722844700
2014-06-01 8.9813480937440900
2014-07-01 9.0412128002422200
2014-08-01 8.9736475436916000
2014-09-01 9.0368293412954390
2014-10-01 8.9653075572587900
2014-11-01 8.9123444781301700
2014-12-01 9.0123006644963100
2015-01-01 9.1383849198046310
2015-02-01 9.1680789632411900
2015-03-01 9.1889707328510610
2015-04-01 9.1448293180767800
2015-05-01 9.0968679530491300
2015-06-01 9.0805844702140100
2015-07-01 9.1324795366035900
2015-08-01 9.0763957747059300
2015-09-01 9.1510821134665700
2015-10-01 9.1931912645988000
2015-11-01 9.2390125434688690
2015-12-01 9.2388789785680390
2016-01-01 9.2492597284260190
2016-02-01 9.2452468005957400
2016-03-01 9.2713234923972900
2016-04-01 9.3321611574103300
2016-05-01 9.3739636848649290
2016-06-01 9.2737582919832800
2016-07-01 9.3147371243945100
2016-08-01 9.3687350098860000
2016-09-01 9.3654643538814390
2016-10-01 9.5221059007704200
2016-11-01 9.4608535810275600
2016-12-01 9.3539104706772400
2017-01-01 9.4518777207650300
2017-02-01 9.5303595623060300
2017-03-01 9.5659384003565700
2017-04-01 9.5367871813131500
2017-05-01 9.5655445274413700
2017-06-01 9.5600562394791190
2017-07-01 9.5895066345740610
2017-08-01 9.6526164031794900
2017-09-01 9.5764344479128400
2017-10-01 9.4445839919458700
2017-11-01 9.4854686990538400
2017-12-01 9.4649500075193700
2018-01-01 9.2526861298304810
2018-02-01 9.2086009950392410
2018-03-01 9.3596179408762410
2018-04-01 9.4569348363435900
2018-05-01 9.4750826923630000
2018-06-01 9.4392678501424300
2018-07-01 9.3648818388489100
2018-08-01 9.3374918499459600
2018-09-01 9.3882373084432700
2018-10-01 9.3598597386797600
2018-11-01 9.3011254452660500
2018-12-01 9.2692698921518800
2019-01-01 9.5474650079834500
2019-02-01 9.5945857065028390
2019-03-01 9.7586496916765900
2019-04-01 9.4753123233856090
2019-05-01 9.5905009100084300
2019-06-01 9.6167320922016320
2019-07-01 9.6485545187883400
2019-08-01 9.6324702701626800
2019-09-01 9.5983707018921000
2019-10-01 9.6639969903321400
2019-11-01 9.7167500184443900
2019-12-01 9.6727389057551500
2020-01-01 9.7349164305721310
2020-02-01 9.6727890287763910
2020-03-01 9.7522040958862310
2020-04-01 8.8956075996387510
2020-05-01 8.9145556250647500
2020-06-01 9.1068544278635900
2020-07-01 9.2368102686305600
2020-08-01 9.3332584681403800
2020-09-01 9.4124800496840000
2020-10-01 9.3572767769651500
2020-11-01 9.3142596236264400
2020-12-01 9.4717292414646700
2021-01-01 9.4215948580089400
2021-02-01 9.5638398697139000
2021-03-01 9.5494335871150900
2021-04-01 9.5060381066539710
2021-05-01 9.5356665394027700
2021-06-01 9.5102742334336300
2021-07-01 9.4354075753358000
2021-08-01 9.3353372922345290
2021-09-01 9.3191719194363800
2021-10-01 9.3419003098224200
2021-11-01 9.3082773260148810
2021-12-01 9.2675111212321180
2022-01-01 9.3177433820379800
2022-02-01 9.2567517287925000
2022-03-01 9.2451608899247400
2022-04-01 9.3125351146441700
2022-05-01 9.4495490461685700
2022-06-01 9.3229280559879800
2022-07-01 9.2385825006630000
2022-08-01 9.3377370264664700
2022-09-01 9.3217669056906090
2022-10-01 9.4280282390027690
2022-11-01 9.3946866894269900
2022-12-01 9.4622307918718800
2023-01-01 9.5155336340242390
2023-02-01 9.5620344366445800
2023-03-01 9.5479663116846500
2023-04-01 9.5079229468716700
2023-05-01 9.5544680833634700
2023-06-01 9.5354118266869100
2023-07-01 9.7467104919957700
2023-08-01 9.7409408589312000
2023-09-01 9.7185278467481790
2023-10-01 9.7164311942422400
2023-11-01 9.7887771608946500
2023-12-01 9.7576855675492600
2024-01-01 9.7134102748030000
2024-02-01 9.6644498153123600
2024-03-01 9.7493599036076800
2024-04-01 9.8058474643257800
2024-05-01 9.7565834091416500
2024-06-01 9.7473510144568000
2024-07-01 9.7502990924331310
2024-08-01 9.7417901204175000
2024-09-01 9.8169259301543500
2024-10-01 9.8104721794377500

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