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Centro Unv*rsitário Santo Agostinho
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www*.fsanet.com.*r/revista
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Rev. FSA, Tere*i*a, *. *9, n. 9, art. 13, p. 272-284, *e*. 20*2
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ISSN Impresso: *806-6356 I*SN Ele*rônico: 2317-2983
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http://dx.doi.org/10.12819/20*2.19.9.13
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*anking Analysis of Production E*g*neering C*ur*es Aga**st Industry 4.0
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**álise de Ran*ing dos Curs*s de E*g*nharia de *rodução Fren** à Ind*stria 4.0
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L*ís A*tônio *e*des de M*squita Araújo
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Douto*ad* em Engenharia d* **odução pe*a Universidade *aulista
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M*stre em Enge*haria de Produçã* pe*a Universidade *aulista
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P*of*ssor Ass**tente I *a U*iversidade *s**dual do M*ranhão
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lamma82@g*a*l.com
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José *eraldo Basa*te
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Doutorado em Ed*caç*o pela Pontif*cia *ni*ersi*ade Catól*ca *e *ão Paulo
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D*cen*e da Universid*de Cruzeiro do Sul
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gbasante@gma*l.com
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Márcia Ter*a *a *i*va
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*outo*a em **genharia de Prod*ç*o pel* Universid*de de São **u*o
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Professora Titular da *niver*i*ade Pauli**a
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*arc*a.terra@u*l.com.br
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End**eço: Luís *ntônio *endes de M*squi*a Araújo
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U*iversid*de Fed*ral do Pia**, Centro de *iências
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Edito*-Che*e: *r. Tonny Kerley de Ale*c*r
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Human*s e Letr**. Campu* Universitário Minis*ro
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Rod**gues
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Petrônio Portella, B*irro Ini*ga, 64049550 - Teresina, PI
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- B*asil.
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A*t*go recebi*o em 20/05/2*22. Ú*t*ma
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v*rsão
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Endereç*: José Geraldo Basante
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*ecebida e* 08/0*/2*22. Apr*vado em 09/06/2022.
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Ins*ituto Fede*al ** São Pau*o. Rua P*dro Vi*e*te, 62*
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Ran*ing Anal*sis of Produ*t*on Engi*eering Courses Against I*d*s*ry 4.0
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273
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ABS*RACT
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In the mids* o* *h*n**s related to I*dustry 4.0, the prep*ra*ion o* enginee*s is essen*ial. Thu*,
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this paper aims to point out the effect**eness of evalua*ion instruments
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of Brazi*i*n
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univer*ities or c*u*s*s to portray the adequacy of pr*duction *n*ineers' training to t*e needs
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*f *roduction methods for In*ust*y 4.0. This pa*er
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*nalyzes tw* systems: th* ENADE, a*
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o*fi**al e*a*u**ion of h*ghe* e**cat*on, a*d *he RU*, a uni*ersity ran*i** applie* by a la*ge
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Braz**i*n newspape*. ENADE intends to evaluat* the absorption of specific progra* content
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in accordance with *ational guidelines, in addition t* the as*essment of general kn*wledge
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re*ate* to con*e*pora*y issues of social and e**nom*c impact; it *s mandatory a*d applied
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throughout the National ter**tory. The RUF is an
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a*nual assessment of B*azili*n higher
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educatio* and is subdivided by institut*ons and *our*es. As a result, it was ide*tified *hat the
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joi*t applicat*on of *hese *wo sys*ems promotes a reading *f the adequacy of th* co*rses to
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i n d u s * r y 4 .0 .
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Keywords: Evalu*tion. Effect*veness. Rankin*. Brazil.
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RESUMO
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*m meio às mudanças r**acionadas à I*dústria 4.0, a p*eparação dos engenhe*r*s é ess*n*ial.
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Assim, este trabal*o tem como *bjetivo apontar a *fic*c** dos instrument*s de av*liação da*
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univer*idades ou cursos brasi*ei*o* par* retratar * adequação da for*aç*o dos *ngenheiros *e
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p*oduç*o às
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nece*si*ades dos método* *e produç** para a Indústr*a *.0. Este arti*o an*li**
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dois sistemas: o E*A*E, avaliação oficial do en*ino superio*, e o RUF, rankin* univers*tário
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apli*ad* por *m gran*e jornal bras*leiro. * ENADE pretende ava*iar a *bs*rçã* de conteúdo*
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progra*átic*s *specíficos *e *co*d* com a* diretriz*s naciona*s, além d* avaliaçã* de
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conhecimentos gera*s relacion*dos a que*tões contemporâneas d* *mpacto soci*l
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e
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econô*ico; é obrigatório e
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aplicado em todo * territóri* nacio**l. O *UF é uma avalia*ão
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anua* ** ensin* superio* brasileiro e é sub*ivid*d* por ins*i*ui*ões * curs*s. *omo resultado,
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identificou-se qu* a aplicação co**unta desses dois *istemas pro*ove *ma lei**r* da
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adequaç*o dos curs*s à indústria 4.0.
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*al*vras-chave: Avaliação. Efic*cia. *lassif*cação. Brasi*.
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Rev. FSA, Ter**ina PI, v. *9, n. 9, art. 1*, p. 272-2*4, set. 2022
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www4.fsanet.com.br/rev*sta
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L. A. *. * Araújo, J. G. Ba*ante, M. *. S***a
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*7*
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1 INT*O*UÇÃO
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I*dustry 4.0 is *ore *ha* *he implant*tion of technology; it is also ab*ut *av*ng
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trained personnel, adequa*e culture, an* instruments (human an* t*ch*olo*ical) to abs*rb
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*han*e, **ich is increas*n*ly
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present and profo*nd. So, as an essential *oi*t
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*f this n*w
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pr*duction m**ri*, e*gineers mu*t *aster different a*pec** ** *he oper*tion process design
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an* management, both technology and human-**sed.
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Prepar**g *ew prof*ssional* fo* the*e **tivit*e* demand* *nowing the *ndustry
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transformat*on scenari*. *nd*s*ry 4.*, the predetermine* operatin* envi*onment for f**ure
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enginee*s, provides t*e digitiza*ion *nd *g*re*ation of techno**g*cal procedure* t**t cover *he
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en*ire *roduct*on ne**o*k, as well as **ter-sa**s services (TURKYILM*Z et al., 2*21). *his
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digit*l transformati*n allows ne* productive *y*am*cs, w*th the po*sibi*ity of manufa**u**ng
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cust*mized products in * large-*cal* process.
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Mo*eover, *o*bi**ng pr*duction machines wit* com*utational tec*n*log*es en**les
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the com*lete s**tem, i**luding e*p*oy*e*, to transmit informa*ion efficiently **t*in al*
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su*ply *ha*ns, shrinkin* co*ts (*OROWS*I, 20**). *able 1 co*denses
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an o*erv*ew of
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selected technologies according to thei* occu*rence in individual key stud*es. These
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technologie* are the most critical *nes, iden*ified with a signi*ic**t impac* o* the ec*nomy
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ov*r the nex* te* y*a*s (LAC*OK et al., 2*21).
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T*b*e 1 - Se*ected technolog*es overview
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So*rce: L**iok e* *l., *021.
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**alyzin* t*e Indus*ry 4.0 concept, Fra*k e* al. (2*19) *rgan*ze* technologies into
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two layers: on* com**i*es the technolo*i*s related **
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their front-end p*rpose, named *ront-
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</page><line>
Rev. FSA, Ter**ina, v. 19, *.9, a*t. *3, p. 27*-284, set. *02*
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w*w4.fsan*t.com.br/revista
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Ra*king An**ysis of **oduc*ion Engine*r*ng Cours*s Against I*dustry 4.0
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*75
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*nd techno*ogies; th* othe* i*c*udes the *ase techno*ogie* that permit the connectivity *nd the
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intel*ig*nce *f th* Front-end *echno*ogie*. This organization is helpful to un*e*stand the
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app*ication of the te*hnolo**es of *hich engineers *hou*d have * *horough understa*din*. On
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the o**er hand, the F*ont-end lay*r comprises fo*r *reas: Smart M*nuf*c**ring, tha* is, the
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operationa*
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process tr*nsfo*ma*ion *nd managemen*; Sma** Pro*uct, meaning the *esign o*
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conn*cted p*o**cts; Smart Supply Chain, considering the acq*isition a*d delive*y
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of r*w
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materia*s *nd p*oducts; an* Smart W*rk*ng, co**ern*ng the plann*ng of *he **y the w*r* will
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chan*e.
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T* summarize, Industry 4.0 can be understood as th* *s* of
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techno*o*ical *evices
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that combin* production
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e*uipm*n* wit*
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*o*putational tec**ol*gies
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and t** p*o-d*c*ion
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proc*ss
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o*g*niz*tion, *iming at *mprov*ng flexibility, custo*ization, and ef*iciency. *he
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industry 4.* organiza*ion dema*ds tech**cal and human co*pet*ncies deve*opment to design,
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*mplement, op*rate, a** maintain its complex operating system. It can be seen, th**, that *her*
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are * set of modifications that be*ome in*reasingly necessary, changing not o*ly p*od*cti*n
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te*hnologi*s but also the way **ople ***k withi* companies. Th**ef*re, the trans*ormation
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to*ards a digitali*ed
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production p*ocess depe*ds on
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*orkforce qual*fication *nd t*chnical
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per*onnel recr*itment.
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To meet t*e progre*siv* demand for technica* worker*, se**ra* engine*ri*g schools
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are *ede*igning their curri**la tailored for Indu*tr* 4.0, increasing trend poi*ts suc* as Cyber
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*hy*ical Systems, v*rt*alization, robotics, and advance* compu*ing *o*ls (Sa**an et
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a*.,
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2*19). *owever, it is **ill hard to identify t*e c*urse fit to the indust*y *.0 demands. Thus,
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this pa**r *n*lyses two **aluat*on systems of B*az*lian uni*ersities o* cour*es to portray the
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adequacy of production engineers' tra*ni*g to t*e need* o* the indu*tr* 4.0 context.
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The cen*ral ass**ption of this inv*s*igati*n is that engi*eering cou*ses in*luence t*e
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profile of the
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gr*dua*e* re*arding tech*i*al knowl*dge, mindset, and world*iew. Thus,
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t he
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evaluation *ys*ems *re *nalyzed co*sidering *f the* contemplate the thre* asp*cts.
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2 CONTEXT AND TH*OR*TICAL BAC*GR*UND
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The development and im*lemen*ation
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of technologies
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are part of
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t*chnicians and
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*n*in*ers' jobs, who, ther*fo*e, need to m*st*r the technolo*ical **v**onment of Industry 4.0.
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The en*ineering schoo*s are supposed to accommodate t*is *nowledg*, and, for a permanent
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and official *hange, i* is n*cessar* *hat *he cours*
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e*aluati*n i*str*ments also
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*dapt to *h*
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ne* rea*ity.
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</par><par>
</page><line>
Rev. FSA, Teres*na PI, v. 19, n. 9, art. 1*, p. 272-284, set. 2022
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www4.fsan*t.*om.b*/revist*
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</par><page>
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L. A. M. * Araú*o, J. G. Basa*te, M. T. Sil*a
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*76
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The following subsections pr*se*t *wo e*aluation syste*s - an official *ys*e*
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ca*rie* out ** th* Brazilia* Min*stry of Education a*d the University rankin* *pplied by *
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Brazilian new*pap**.
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*.1 ENADE - S*ud*nts\ Performance Na*ional E*am
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In Brazi*, a pe*iod*c e*aluati*n nam*d ENADE is
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carried *ut by the Brazilian
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M*nistry *f Educ*tion to identify whet*er higher education schools *espond to *xisting market
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de*ands. ENADE is * lar*e-sc*le a*sessment o* *ndergraduate *ystems, applied every th*ee
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years to **l co*rses of s*me areas of *no*ledge (w*th thei* courses/qualificat*ons). The results
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*f ENAD* /
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2**9, f*om t*e Pro**ction Engineeri*g Ar**,
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present, in
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addition to
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t he
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quantitat*ve measurement of
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t*e student's p*rformance *n the test,
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qua*i*ative ind*cato** of
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the*r *conom*c and social conditions (*N*P, ****).
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As fo* the quantitative m*asurem*nt, *he ENADE aims to mea*ure s*u*ents'
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performance on the c*nt*nts prov*de* *n th* curriculum guidelines *f the *n*ergraduate areas,
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the *kills *eede* to adapt to t*e *vo**tion *f th* knowledge, and skills
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to
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understand
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t h*
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prof*ssional cros*-cutti*g issues (INEP, 2**0).
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T*e analysis rep*rts
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of the produ*tion engineering ENADE / 201* main**ined, in
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principle, the struct*r* ado*ted in *he previous exams. Among *hese, the f*llowing stand out:
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(i) * *pecific re*ort on the performance of the differe*t Areas in the General Trai*ing test; (ii)
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an analysis o* the profile
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of the cour*e coor*inators; (iii) a*
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a*a***is o* the *ercepti*n
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of
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course coordinators and students about the t*ai*ing process during gra*ua*ion; (iv) an analysis
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of the ling**stic pe****m*nce of *h* gra*uates, based o* *he discur*ive ans*ers in t*e G*neral
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</par><par>
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Formati*n test; and (v) a separate an*lysis *or *ace-to-face and
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di*tance co*r*es (whe*
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applicable). In a*dition, the ENADE was applied to stude*ts of *ngin*ering *our*es that were
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*xpected *o b* concluded by July 20*0.
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More broadly, this type o* eva**ation also s*ppo*ts de*is*o*s *bou* p*blic
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investm*nts in Higher **ucati*n, th* *dequacy of n*tional gu*delines, and the *eneral *olici*s
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of the body of directors of *d**ational i*stitu*ions. The*efor*,
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d*cision-makers in higher
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educ*ti** *chools tend to use EN*DE's analysis axes to *u*de the st*ategie*
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of ped*g**ic*l
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projec*s and ot*er aspects of
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*duca***nal
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ins*itutions. Moreover, *rom the s*udents' point
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of
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*iew, th*y **e interested
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in t*e outs*a*ding performan*e of the *nstituti*n, whose name they
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</par><par>
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w*ll carry through their prof*ssional life.
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</par><par>
</page><line>
Rev. FSA, Teresi*a, v. 19, n.9, art. 13, p. 2*2-284, se*. 2022
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ww*4.fs*net.com.br/revi*ta
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</par><page>
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<line>
Ra*k*ng Analy*is of Production Engi*e*ring Co*rses *ga*nst Industry 4.0
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2*7
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</par><par>
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Hence, the ENADE's c*pacit* to evalu*te *he compatibility of th* courses *ith
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I*d*stry 4.0 p*incip*es c*n enable a faster trans*o*ma*ion of eng*neer*' cours*s to-wards the
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new paradig*.
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2.2 *UF - Universi*y *anki*g of Fol*a d* São *aulo
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The major know* international un*versity ranki*gs include Times *igher Educati*n
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*orld Universit* Rankings, QS *orl* Universit* Rank**gs and Academic Ranking o* World
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Univ*rsiti** (ARWU)(*IECHETEK and P*STUSZAK, 2022). T*e Times Higher Education
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lists 1,4*0 universities *n 92 countries and measures the performance o* *nst**utions on criteria
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suc*
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as
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**achi*g,
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research,
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knowledge
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transfer,
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and
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international
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out l ook
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(TIMESHIG*ER*D*CAT*ON, 2020).
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The Fol*a *e São Paul* new*paper ranks Brazilian schools al*ng the lines of these
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global ra*kings *n* p*blishes th* RU*, a university ranki*g that evalu**es schoo*s, *ncluding
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t*e one* *hat do not enter the i*t*rnational level.
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This ass*ssm*nt is carried out annually, *over*ng 196 B*azilia* universities, public
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and private. The RUF takes into account five refe*ences: Education, Ma*ket, Re-s*ar*h,
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Inno*a**on *nd I*ternationalization.
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The ranking *sses*es market a*equ*cy *h*ough interviews carried out *ith *u*an
</line>
<line>
*esou**es *rofessional* from **mpanie* of diffe*en* natur*s. Research on the innov*t**n
</line>
<line>
aspect covers p*ten*s and partn*rships with companies an*, in *er*s of inter-nationaliza*ion,
</line>
</par><par>
<line>
evalu*te interna*ional
</line>
<line>
citations by professors *nd pu*licat*ons *n internatio**l co-auth*rsh*p.
</line>
</par><par>
<line>
Finally, the
</line>
<line>
r*search framewo*k analyzes pu*lished *rticles **d quotes f*om professors, in
</line>
</par><par>
<line>
add*tion *o t*e*r eva*ua*ion by research fu*ding ag**cies. *n addit**n to Universiti*s, t*e RU*
</line>
<line>
al*o eva*uat*s 40 *egrees of *niv*rsities, Colle*es a*d University C*nt*rs with the high*st
</line>
<line>
number *f entrants in *h* country accor*ing to the latest Hi*her Ed*cation Census a*ailable
</line>
</par><par>
<line>
and, therefo**, Produc*ion E**ineering c*urse*
</line>
<line>
are *valua*ed in this
</line>
<line>
c*ass*fic*tion (RUF,
</line>
</par><par>
<line>
2019).
</line>
</par><par>
<line>
This pa*e* dis*uss** the t*ai*ing *f producti*n en*ineer*
</line>
<line>
*nd whe*her
</line>
<line>
t he
</line>
</par><par>
<line>
asse*sment *ools *f **e schools that
</line>
<line>
pr***re th*m are adap**ng to
</line>
<line>
new ed*cation/training
</line>
</par><par>
<line>
pr*posal*. It *s *ssumed *h** assessme*t instrum*nts, whethe* administered by government
</line>
</par><par>
<line>
*genci*s
</line>
<line>
or the ra**ings o* in*ependent media, by m*king *ubli* any inadequa*ie* in
</line>
<line>
t he
</line>
</par><par>
</page><line>
practices o* training profess**nals with solid ana*yzes, can *hape t*e educati*nal strategies *f
</line>
<line>
schools.
</line>
<line>
Rev. FS*, *eresina PI, v. 19, *. 9, art. *3, *. *72-2*4, *e*. *022 *ww4.***net.com.br/revist*
</line>
</par><page>
<par>
<line>
L. A. M. M Araújo, J. G. Basante, M. *. *ilva
</line>
<line>
278
</line>
</par><par>
<line>
3 METHO*OLOGY
</line>
</par><par>
<line>
About t*e researc* method*logy, this st*dy has a descriptive purp*se, given that **s
</line>
</par><par>
<line>
primary objective is *o describe the character*sti** of a giv*n population
</line>
<line>
or
</line>
<line>
phen*menon or
</line>
</par><par>
<line>
establish rela*ionships betwe*n va*iables (*OSAVI et al., 2018).
</line>
</par><par>
<line>
*o** descriptiv* research goes beyond *dentifying relationships between variables,
</line>
<line>
ai*i*g to determine t*e nature of th** r*la*ions**p, and, in this way, comin* cl*se to an
</line>
</par><par>
<line>
explanatory inves*igat*on. On the oth*r
</line>
<line>
hand, t*e*e are studies that, although de-*in*d as
</line>
</par><par>
<line>
descript*ve *a*ed on thei* objectives, e** up ser**n* more to provi*e a new view of the
</line>
<line>
problem, *h*ch b*ings t**m closer to exploratory resear*h. De*cript*ve re*earch **, a*ong with
</line>
<line>
the exploratory ones, the one t*a* social re*earch*r* usually *a*ry out wit* a view to pra*tical
</line>
<line>
act*on.
</line>
<line>
This re*earch seeks a new view *f th* ***blem, as e*plained abov*, bas*d o*
</line>
</par><par>
<line>
bibliographic and do*ument**y research. Firstly, it was sea*ched
</line>
<line>
national
</line>
<line>
publicati**s
</line>
<line>
on
</line>
</par><par>
<line>
ENA*E, using **e *A*ES journal
</line>
<line>
ba*is with
</line>
<line>
t*e keyw*r*s i* P*rtugues*: *NADE,
</line>
</par><par>
<line>
education*l C*nsus, and *valuation of courses. Within *he s*arch s*o*e, t*ese ex-pressions
</line>
<line>
*r*vided the s*tisfactory r**urn rat* for the c***truction of t*e **aly**s.
</line>
</par><par>
<line>
A s*cond search was m*de *n the indust*y 4.0 and educat*on, as well as on
</line>
<line>
t he
</line>
</par><par>
<line>
ranking* *f unive*s*tie*. Fo* this
</line>
<line>
search it was used the We* of Science and Scopus bases.
</line>
</par><par>
<line>
The s*a*ch for Ind*stry 4.0 aim*d to identify t*e profile of **e Engineer suit*ble for
</line>
<line>
t hi s
</line>
</par><par>
<line>
prod*ct*on mo*el, as well as aspects
</line>
<line>
o f hi s
</line>
<line>
tra*n*ng; for that, it was used the keywords:
</line>
</par><par>
<line>
pro*essio*al profile of t*e **gineer, engine*ri*g educ**i*n. To searc* for publ*cations on *he
</line>
<line>
teac**ng o* e*gineers for I*dus*ry *.0, it was used the key-**rds: Industry 4.0, pr*duction
</line>
<line>
enginee*ing, professi*nalism *n t*e labor mark*t. The *ost cited texts w*re *elected, and the
</line>
<line>
abstracts we*e read t* choose those that sup-ported this research ab*ut *he *roduction
</line>
<line>
Engineering course. This area is *hosen beca*se it is **delibly integrated into t*e p*oduction
</line>
<line>
syst*m*, the c*nt*al point o* debate *n Industry 4.0.
</line>
</par><par>
<line>
*n *ddition t* *he bi*liographi* research, a *o*ument*l in*estigation abou*
</line>
<line>
t he
</line>
</par><par>
<line>
ENADE e*amination a*d th* RUF ranking was realized. This
</line>
<line>
investiga*ion *sed
</line>
<line>
th e
</line>
</par><par>
</page><line>
following documents: Area Synthesis *eport - Pro*u*tion Eng*n*ering an* the School Ce*sus
</line>
<line>
2019, av**lable on *h* site *ttp://portal.in*p.gov.br/web/gu*st/ resul*s-and-summaries. The
</line>
<line>
study se*rched the online r*cor*s f*r the performance re*orts of *ro*uc*io* engineering
</line>
<line>
courses and the *x*mi*ations c*rried out from 2012 to t*e pr*sen* d*te.
</line>
<line>
Rev. FSA, Ter*si*a, v. 19, n.9, a*t. 13, p. 27*-*84, set. 20*2 *ww4.fsanet.c*m.br/revista
</line>
</par><page>
<par>
<line>
Ranking A**lysis of Pro*uction Engine*ring C*urs*s Against Industry 4.0
</line>
<line>
279
</line>
</par><par>
<line>
T*e
</line>
<line>
*olha
</line>
<line>
U*ive*sity
</line>
<line>
Ranking
</line>
<line>-</line>
<line>
R*F
</line>
<line>
re*erences
</line>
<line>
are
</line>
<line>
a*ailab**
</line>
<line>
at
</line>
</par><par>
<line>
h*t**://*uf.fo*ha.u*l.*om.br/*019/, where the stud* looke* for the dimensions and indicators
</line>
<line>
used and t*e pro*ed*res for their co*struct*on.
</line>
<line>
4 RES*LTS *ND *NALYSIS
</line>
<line>
Schislyaev* et al. (2*22) establish that industry 4.0 is qualif*ed by the use of cyber-
</line>
<line>
physical s*stem* *n production processes. It shou*d be noted that these systems will be
</line>
<line>
connected to a n*twork, will tal* to eac* oth*r, wil* *el*-adj**t and wil* learn new *perating
</line>
<line>
models.
</line>
</par><par>
<line>
Industry 4.0 has gained a leading role in i*dustrial des**n and *s
</line>
<line>
causing prof*und
</line>
</par><par>
<line>
changes in production engine*ring. H**ever, to res*ond t* the in**stry *.0 design, an
</line>
<line>
essenti*l foundation *ust be available, both technic** *nd human. The**fore, necessary action
</line>
<line>
is t* r*conci*e the edu*at*onal structure to this n*w way of producing, with special at*ention to
</line>
<line>
*ngin**ring education (*OSKUN et al., 2019).
</line>
</par><par>
<line>
The author highl*ghts a trip*d that supports the *ifferentiated
</line>
<line>
*ou**e to prepare
</line>
</par><par>
<line>
yo*ng people to work in
</line>
<line>
In*ustry *.0. The *irst p*llar is focused on the cu*r*culum, which
</line>
</par><par>
<line>
covers
</line>
<line>
th* technical areas for
</line>
<line>
industry *.0, i*cluding
</line>
<line>
an i*terdis*iplinary project. Fo* th**
</line>
</par><par>
<line>
project, t*e t*achers sho*ld gat*er students from differen* d*gr*es
</line>
<line>
and *ar*ous courses. *his
</line>
</par><par>
<line>
inclusion is k**
</line>
<line>
in i*t*grated lea*nin* and, with a sy*temic focus, a conditi*n fo* the
</line>
</par><par>
<line>
performa*ce of a *e*hnological producti*n st*ucture. In addition, the curric*lum r*in*orces th*
</line>
<line>
discipline* of statistica* an*lys*s and compu*er *y*tems, *s computer technology is the *as*s of
</line>
</par><par>
<line>
*he fo*r*h indus*rial revolu*ion. The se*ond pill*r *s the activ**ies
</line>
<line>
and use of l*boratories.
</line>
</par><par>
<line>
These a*e importan*
</line>
<line>
pie**s in the
</line>
<line>
proposal, as they p*ovide pr**tical kno*l*dg* throug*
</line>
</par><par>
<line>
s*mul*ted and monitor*d experiences supervised by the teach*rs. I* addition, the
</line>
<line>
laborato**
</line>
</par><par>
<line>
*roj*cts c*n help the learn*r *nd*rstanding the production process while impr*v*ng
</line>
<line>
t he
</line>
</par><par>
<line>
operating skills of n*w technolog*es. Fi*all*, the third pillar is scena*io-bas*d lea*ning, whi*h
</line>
<line>
uses *eal proble*s to **omot* knowle*g* ac*u*sitio* in wh*ch th* student plays a leadin* *ole
</line>
</par><par>
<line>
(CO*K*N et al.,
</line>
<line>
2019). Th*s, these
</line>
<line>
a*thors combi*e the learn*ng of technical content wi*h
</line>
</par><par>
<line>
the ne*d fo* some ess*ntial *oc*al skills *or constant dev*lopment during profe*sion*l life.
</line>
<line>
L*kewise, Erol et a*. (2019) argue that the indus*ry 4.0 pr**essi*nal *ust have social
</line>
</par><par>
<line>
a** interaction skills to partici*ate an* l*ad interdisciplinary p**jects, as the t*ams
</line>
<line>
are
</line>
</par><par>
<line>
composed of a range of
</line>
<line>
professional* from diffe**nt background*
</line>
<line>
an* *xperiences. For t*is
</line>
</par><par>
<line>
reason, havi*g
</line>
<line>
*oc*al**in* tool*
</line>
<line>
bec*mes *ssenti*l for **e enginee* i* th*s environment.
</line>
</par><par>
</page><line>
*ev. *SA, T*resina PI, v. 19, *. 9, art. 13, p. 272-284, set. 2022
</line>
<line>
w*w4.fsanet.co*.br/rev*sta
</line>
</par><page>
<par>
<line>
L. A. M. M Ara*j*, J. G. Basa*te, M. T. Silva
</line>
<line>
280
</line>
</par><par>
<line>
Con*e*uently, it would be ne*e*sary to *nderstan* how schoo*s off**ing *ro*uct*o*
</line>
<line>
*ngineering cours*s adapt their serv*ces to meet th*se dema*ds. The chal**nge that lies ahead
</line>
<line>
is how t* asse*s the *bilit* of sc*ools to develop ski*l* that address **e social di*en*ion.
</line>
</par><par>
<line>
Marik (201*) dra*s *tte**ion to *he fact
</line>
<line>
that
</line>
<line>
the fourth Industri*l Revolution *s
</line>
<line>
a
</line>
</par><par>
<line>
fun*a*e*tal change in pe*ple'* *hi*king rather than a modification *n technology. As a *esult,
</line>
<line>
a number o* *ew edu*ation requi*em*nts are placed *n uni*ersiti*s, which will, in tu*n, h*ve
</line>
<line>
to change th* cont**t an* style of *eaching a* the b**den *f additional ec*nomic investm**ts.
</line>
</par><par>
<line>
In short, *hese movements point towards
</line>
<line>
*ducat*on, *hich *ill have to *ace * significan*
</line>
</par><par>
<line>
change in th* way students lear* and are e*aluat*d. M**eover, engineeri*g s**ools *ill have
</line>
<line>
to inv**t in laborato*ies and equipment, and *he mos* critica* is the train*ng of prof*ssors and
</line>
<line>
*entors.
</line>
<line>
Grad*atin* st*dent* will ha*e to ** pro*c*iv*, have inde*end*nce and seek
</line>
</par><par>
<line>
k*owledge, which will
</line>
<line>
come from actual
</line>
<line>
expe*ienc*s that influence students
</line>
<line>
to d*s-co***,
</line>
</par><par>
<line>
research, pro*ose, question, and problematize (MIQUILIM and SILVA, 2019).
</line>
</par><par>
<line>
Howe*er, some auth*rs po*nt ou* t*at *ven
</line>
<line>
though the*e
</line>
<line>
is
</line>
<line>
an effo*t to mo**
</line>
</par><par>
<line>
engin*ering *choo*s to the demands of the curr*nt mo*ent, seve**l gaps remain to be sol*ed.
</line>
</par><par>
<line>
Fo* example, Ca*va*ho and Tonini (2017)
</line>
<line>
und*rstand that t*e cu*rent *ngineering cours*s
</line>
</par><par>
<line>
*ncorporate many comp*tenc*es in their c*rricula requ**ted by traditional indust**es, w*ile
</line>
<line>
some cr*tic*l charac*eristics o* the new engine*r *re stil* ab*ent. The main as*ect* me*t*on*d
</line>
<line>
by the aut*ors are re*at*d to *eople *an*g*ment, a feature investigated in detai* in **eir *o*k.
</line>
<line>
4.1 Rankings and *ndustry 4.*
</line>
<line>
Decuyp*re and Landri (2021) rankings do not only measu*e educational
</line>
</par><par>
<line>
perf*rmance, but they al*o provide s*a*us, a* w*ll
</line>
<line>
as enhance co**eti*io* bet*een
</line>
</par><par>
<line>
i ns t i t ut * ons .
</line>
</par><par>
<line>
*ukman e* *l. (2010) a**o *ighlight that one of the purposes of measurement thr**gh
</line>
<line>
ranking* is th* percep*ion of quality *aps in sch*ol* tha* *ffer hig*er educa**on, helping them
</line>
</par><par>
<line>
improve thei* service. Moreover,
</line>
<line>
*ach adaptation
</line>
<line>
deve*ope* t*
</line>
<line>
adjust t*
</line>
<line>
the current
</line>
</par><par>
<line>
requirements can ** a*sesse* conc**ning the w*ole c*ncept of the pro***si*nal pro*il*, which
</line>
<line>
*s key to reachi*g the **b market'* fit.
</line>
</par><par>
<line>
Therefore, *hes*
</line>
<line>
*val*a*ion* permit a vision that makes it easi*r to *on*er *he
</line>
</par><par>
<line>
cour**s' **a*nesses, strength*, and opportuniti*s, ***n* a
</line>
<line>
*elpful *ool for *trategic change
</line>
</par><par>
<line>
(LU*MAN et al., 2010). *o, c*nsidering the need to verify the *uitability
</line>
<line>
of t hi s
</line>
</par><par>
</page><line>
R*v. FSA, Teresina, v. *9, *.9, a*t. 13, p. 272-284, s*t. 2022 www4.fsanet.*om.br/revist*
</line>
</par><page>
<par>
<line>
Ranki*g Analysi* *f Production E*g*neer*ng C*urses Agai**t *ndustry 4.0
</line>
<line>
2*1
</line>
</par><par>
<line>
professi*nal* f*r t*e job mark**, a query *o be post*d i* whether the r*nkings a*e st*uct*red
</line>
<line>
and e*ecuted to indicate the be*t professi*nal trainers *or *he indu*try 4.0.
</line>
</par><par>
<line>
Initial*y, what *an
</line>
<line>
be s*en *mo*g the r*nkings p**sented
</line>
<line>
i* that
</line>
<line>
there a*e many
</line>
</par><par>
<line>
similarities bet*ee* them in t*e topi*s obse*ved, *ince the R*F us*s ENADE dat* to s*art i*s
</line>
</par><par>
<line>
*ppl*c**io*, but t*e **lcu*ation
</line>
<line>
equ**iz*d by the Folha de S. Pau*o *ewspape* *xtend* to
</line>
</par><par>
<line>
var**bles more consisten* with the re*l desire
</line>
<line>
of *he industry, as i* add**ion to taking into
</line>
</par><par>
<line>
account the aspec*s o* *eaching, resear*h, inte*nationa*ization, it
</line>
<line>
i* also attentive to
</line>
<line>
t he
</line>
</par><par>
<line>
dev**o*ment of in*ovations, and *his point is fu*damen*al in the current ind*stry, in *d*iti*n
</line>
<line>
to verifying how the ma*ket *udge* profess*onal* "man*fact*red" in these cour*es.
</line>
<line>
It should be *oted *hat the RUF me*t* som* points highl*gh*ed by Erol et al. (2*16)
</line>
</par><par>
<line>
e Co**u* *t
</line>
<line>
al. (2019) as it seeks *o point out which c*urse* prov*de
</line>
<line>
professionals with
</line>
</par><par>
<line>
*robl*ms\ solving
</line>
<line>
capacity, su*h as those who hav* s*cial resou*cef*lness *e-ma*ded by
</line>
</par><par>
<line>
te*m working *nd networking.
</line>
<line>
4.2 E*ADE and Industry 4.0
</line>
<line>
The a*sess*ents applied to t*e Production Engine*ring course *e*e acces*ed fr*m
</line>
<line>
2012, th* year t*at the term in*ustry 4.* was coin*d for the first tim*. In th*s peri*d (2012 to
</line>
<line>
2019) thr*e exams were pe**ormed, the years of *pplication were 2014, 2*17, an* 201*.
</line>
</par><par>
<line>
In 2014, a question (out
</line>
<line>
of a total of
</line>
<line>
40) was found on the concept of inn*vation,
</line>
</par><par>
<line>
*hich is i*p*rtant for Industry
</line>
<line>
4 .0 ,
</line>
<line>
as *oi*ted out *y Bonil*a et al. (*0*8), thoug* *ot
</line>
</par><par>
<line>
exclusive. *lso, as obs*r*ed by the *uthors, the con*ept of sustainability **s f*un* in all the
</line>
</par><par>
<line>
eval**ted exams. The 2*17 test *oes *ot appe*r to have questions that c*nve*ge to
</line>
<line>
* h*
</line>
</par><par>
<line>
"univ*r*e" o* industry 4.0. Alr*ady in the year 2019, five q**st*ons (out of *0) are r*lat*d to
</line>
<line>
the conten* discu*sed by a*tho*s dea*ing with ind*st*y 4.0 (EROL e* al., *016 e COS*UN et
</line>
</par><par>
<line>
al., 2*19): Add*tiv* Manufactur*ng, I*tern*t *f Things, Technology
</line>
<line>
and Artifi*ial
</line>
</par><par>
<line>
Intelligence.
</line>
</par><par>
<line>
It
</line>
<line>
i* not*worthy that th*re were no
</line>
<line>
questions that e*ok*d
</line>
<line>
important points ab*ut
</line>
</par><par>
<line>
knowledge and sk*lls related to the *e*elopment of t*e c*ncept of lead*rs*ip. In additio*, i* is
</line>
<line>
*bse*v** th*t the ex*ms al*o did not perform the analyzes *ha* stand out: *lo*k Chain,
</line>
<line>
augmented r***i**, virt*a* realit*, ro*otics, *rone* and big data.
</line>
</par><par>
<line>
I* *s n*te**rt*y that the eva*uati*ns
</line>
<line>
*o not m*nitor the quality
</line>
<line>
of *he labora*ories
</line>
</par><par>
<line>
availab*e in the instituti*ns, this n*n-su*erv*sion ends up compromising the reading *f
</line>
<line>
t he
</line>
</par><par>
<line>
training of professionals *ho gr*d*ated from
</line>
<line>
th* course*, Ferre*ra et *l. (2020), high**ghts
</line>
</par><par>
</page><line>
Rev. FSA, Teresina *I, v. 19, n. 9, art. 13, p. *72-284, se*. 2022
</line>
<line>
www4.fsanet.co*.br/revista
</line>
</par><page>
<par>
<line>
L. A. M. M Araújo, J. G. Bas*nte, M. T. Si*v*
</line>
<line>
2*2
</line>
</par><par>
<line>
that labo*ato*ies i*prove the ca*abilitie* o* future professio*als who will w*rk in
</line>
<line>
o*ganizations, th*refor*, be*n* es*ent**l ** the constructi*n of technical t*aining, *n
</line>
<line>
observ*t**n made in the work of Erol e* al. (2016) and Coskun et al. (2*19).
</line>
<line>
It i* al*o noteworthy that despite some gaps, as defended above, ENA*E *ssesses
</line>
</par><par>
<line>
i*ter*isc*plina*i*y, a* import*nt focus for Coskun et al. (*019),
</line>
<line>
*s rev**led by some *xam
</line>
</par><par>
<line>
q*est*ons *hat have susta*nability at their h*a*t. The exam also asks questio*s about the u*e of
</line>
<line>
tech*o**gies, a *ey po*nt in industry 4.0, bu* does **t develo* **pects that E*ol e* al. (2016)
</line>
</par><par>
<line>
addr*ss as relevant, thes* points being a list of ski*ls that are: persona*
</line>
<line>
s*ills, social skills,
</line>
</par><par>
<line>
actio* skills and mast*ry sk*lls, *oints o* social and pers*nal dimension. In this case, **e *U*
</line>
<line>
c*n develop th*s ass***ment, *y using d*ta that *he mar*et ma*es av*i*abl* as i*formation that
</line>
<line>
includes the notes **fended by Erol et al. (2016).
</line>
<line>
5 **NCLUSIONS
</line>
<line>
To summarize, the courses must transform themse*v*s to *ace a period of intense
</line>
<line>
change*, and the rank*ngs a*e beac*ns **r possi*le decis*on-m*kin*.
</line>
<line>
The result* sh*w that the two e**luations are re*ated to essential aspects of Ind*stry
</line>
</par><par>
<line>
4.0 bu* leave gaps
</line>
<line>
that must be *ompl*t**. *or example, the eval*ations c*nnot
</line>
<line>
ver*fy the
</line>
</par><par>
<line>
tra*ni*g of lead*rs, wh*ch is a vital req*irement acknowledged b* the li*eratur*. Mo*eo*er, the
</line>
</par><par>
<line>
*ppro*ches i*herent to the soc*ability of *r*fessionals are
</line>
<line>
not **sessed either, though
</line>
</par><par>
<line>
engineers are n* *ong*r "just" tech*ic**ns; they are al*o manag**s. The challenge of
</line>
</par><par>
<line>
evaluat*n* *oft skill* can justi*y those res*r*ctions. Still, the ability to
</line>
<line>
lead and pa*ticipate in
</line>
</par><par>
<line>
teams is an in*vita*le condi***n, and *he schools should care for it* devel*pment.
</line>
<line>
It is understood, therefore, th*t the RUF incorporate* the mark** assessment, and this
</line>
<line>
*s positive. *ti*l, in contrast, it does not have the impac* t**t ENADE h*s since *h* *val*ation
</line>
</par><par>
<line>
carr*ed ou* by INEP is a state policy. Its p*rforman*e
</line>
<line>
t**ou*hout t*e national territory is
</line>
</par><par>
<line>
requ*red, and in m**y c*ses, high*r education in*titut*on* tailor th*i* content e*h*b*tion to tha*
</line>
</par><par>
<line>
requested by the refer**d ex*m. This evaluation
</line>
<line>
cover* a s*t of concep**, i*clu**n* the
</line>
</par><par>
<line>
s*ude*ts' gra*e* average, as parameters *or the resu*ts.
</line>
<line>
I* i* notewort*y tha* an assessme*t model th*t sums up the *ai* points of each exam
</line>
<line>
would im*rove the **aluation of th* t*aining for the industr* 4.0 produ**ion model.
</line>
</par><par>
</page><line>
Rev. FS*, Teresina, v. 19, n.9, art. 13, p. 272-284, set. 2*22
</line>
<line>
www4.fs*net.co*.*r/revist*
</line>
</par><page>
<par>
<line>
Rankin* Anal*s** of Production En*inee*ing *our*es Against I*d*s*ry 4.0
</line>
<line>
283
</line>
</par><par>
<line>
REFERENCE*
</line>
</par><par>
<line>
BONIL**, S. * et al. (2018). Industry 4.0 and sustainability implicat*ons: A scena*io-b*sed
</line>
<line>
analysis of *h* imp**ts *n* chall*nges. Sustainability, 10(10), *740.
</line>
<line>
CARVALHO, L. D. A; TONINI, A. M. (2017). *ma aná*ise compa*a**v* en*r* a*
</line>
</par><par>
<line>
competências requerid** na
</line>
<line>
a*uação *rofissi*nal do enge*heiro c*ntemp*râneo e aquela*
</line>
</par><par>
<line>
previstas nas diretrize* curricu*ares n*cionais dos curso* de Engenhari*. Gestã* & P*oduçã*,
</line>
<line>
24, 8**-*41.
</line>
</par><par>
<line>
Como é feito * Ranking Uni*ersitário *olha. RUF,
</line>
<line>
2019. Dispon*vel em:
</line>
</par><par>
<line>
<ht*ps://ruf.fo*ha.uol.com.br/2019/n*ticias/como-e-feito-o-ran*ing-*niversitari*-folh*.shtml>.
</line>
<line>
Ace*so *m: 1* de *ar.de 2021.
</line>
<line>
COKUN, S; KAYIKCI, Y; G*NÇAY, E. (2*19). Adaptin* enginee*ing educati*n to
</line>
<line>
industr* 4.0 vision. Technologie*, 7(1), 10.
</line>
<line>
EROL, S et al. (*016). T*ngible Ind*stry 4.0: a scen*rio-ba*ed ap*roach to le**ning f*r the
</line>
<line>
futur* of produ*ti**. Proced*a CiRp, 54, *3-18.
</line>
</par><par>
<line>
FERRE*RA, P. J. G
</line>
<line>
et al. (2020). **DÚSTRIA 4.0: MODELO DE **SINO PARA
</line>
</par><par>
<line>
FORMAÇÃO
</line>
<line>
DE ENGENHEIR*S DE P*ODUÇÃO. *evista d* Ensino *e E**enhar*a,
</line>
</par><par>
<line>
38(3).
</line>
</par><par>
<line>
INEP Ins*i*ut* Na**onal de Estudos e Pesq*is*s Educac*onais An*sio Teixe*ra, Result*dos
</line>
</par><par>
<line>
ENADE 2019, Conceito ENADE e IDD 2019, Br*sília, ou**bro
</line>
<line>
2020. PowerPoi*t
</line>
</par><par>
<line>
P*esentatio* (inep.gov.*r).
</line>
</par><par>
</page><line>
LUKMA*, R; KRA*NC, D; GLAVI, P. (2010). *niv**sity *ank*ng *sing **search,
</line>
<line>
educational a** environmental indica*ors. Journ*l of c**aner *roduct**n, 18(*), 619-628.
</line>
<line>
LACIOK, V., Sikorova, K., **biano, B., & Bernatik, *. (202*). Tre*ds a*d Opportunities of
</line>
<line>
Tertiary Educat*on in Safet* *ngineering *oving **wa*ds ***ety 4.0. Sust*ina*ility 2021, 13,
</line>
<line>
524.
</line>
<line>
MA*Í*, V. (2016). Prmysl 4.0: výz** pro *skou **publi*u. Manag*m*nt Press.
</line>
<line>
MIQUILIM, D; DA SILVA, *. *. (201*). The teaching of innovative entrep**ne*r e*ginee*s:
</line>
<line>
key *a*to** that cont*ib*te t* teach*ng-*earning p*o*esses *nd un*versity manag**ent. The
</line>
<line>
In*ernationa* journal of *ngineering e*ucatio*, 35(5), 1480-1492.
</line>
<line>
M*SA*I, A; O*TURK, P; CHAU, K. W. (2018). Floo* prediction **ing machine le***ing
</line>
<line>
models: Literat*re revie*. Water, 10(11), 153*.
</line>
<line>
*AHMAN, H et *l. *u*v*y of Eng*n*ering S*u*ents' C*gnit*ve Level of Indust*y 4.0.
</line>
<line>
**ECHET*K, ; PASTUSZAK, *. Academic social networks met*ics: an effective indica*or
</line>
<line>
*or university perfo*mance?. Sc**ntom**rics, p. 1-21, 202*.
</line>
<line>
Rev. FSA, Te*esi*a PI, v. 19, *. 9, art. 13, p. 272-2*4, se*. 2022 **w*.fsanet.c*m.br/*evis*a
</line>
</par><page>
</document><par>
<line>
L. A. M. M Araújo, J. *. Basante, M. T. Silva
</line>
<line>
284
</line>
</par><par>
<line>
SCHISLY*EVA, *. et al. *ntegra*ed Estimation o* a Cyber-Ph*sical *ystem\s Sus*ainabilit*.
</line>
<line>
*ne*g*es, v. 1*, n. 2, p. 563, 20*2.
</line>
<line>
*ECU*PERE, *; LANDRI, P. *o*ernin* by v*sual shapes: Universit* ranking*, digital
</line>
<line>
education *latforms *n* cosmologies of h**her *duc*tion. Criti*al S*udies *n Education, v. 62,
</line>
<line>
n. *, p. 17-33, 2021.
</line>
<line>
BOROWSKI, P. F. Digitiz*tion, digital twin*, blockchain, and industry 4.0 as elements of
</line>
<line>
manage*ent p*ocess i* enterprises *n t*e energy sector. Ene*gies, v. *4, n. 7, p. 1885, 2021.
</line>
<line>
FRANK, A. G; **LENO*ARE, L. S; AYALA, N. F. I*dustry 4.0 tech*o*ogies:
</line>
<line>
I*plementation pat*ern* in manufacturing *ompani*s. International Journal of Produc*ion
</line>
<line>
Economic*, *. *10, p. 15-26, 2*19.
</line>
<line>
W*rld Univers*ty Rankings 2020. tim*s**ghered*catio*, *020. Disp*nível em:
</line>
<line>
<h*tps://w**.tim*shighere*uc**ion.com/world-univers*ty-ra*kings/2020/world-
</line>
<line>
rank*ng#!/page/0/*ength/2*/sor*_by/rank/sort_order/as*/*ol*/stats>. Acesso em: 17 de mar.de
</line>
<line>
2020.
</line>
</par><par>
<line>
TURKYILMAZ, A et al. Industry 4.0: cha*lenges and
</line>
<line>
opp*rtunities for Kazakhs*an SMEs.
</line>
</par><par>
<line>
Pro*edia CIRP, v. 96, p. 2*3-21*, 20*1.
</line>
</par><par>
<line>
Como Refer*nciar este Artigo, conforme ABNT:
</line>
</par><par>
<line>
ARAÚJO, L. A. M. M; BA*ANTE, J, G; SILVA, M. T Ranking Analysis o* *roduction Eng**eer**g
</line>
<line>
C*urses A*ainst Industry 4.*. Re*. FSA, T**es*na, v.19, n. 9, ar*. 13, p. 272-2**, set. 2*22.
</line>
</par><par>
<line>
C*n*r*bui*ão *os Aut*re*
</line>
<line>
L. *. M. M. Ara*jo
</line>
<line>
J. G. Basante
</line>
<line>
M. T. Silva
</line>
</par><par>
<line>
1) concepção * planejamen*o.
</line>
<line>
X
</line>
<line>
X
</line>
<line>
X
</line>
</par><par>
<line>
2) a*álise e inte*pretação *os dados.
</line>
<line>
X
</line>
<line>
X
</line>
<line>
X
</line>
</par><par>
<line>
3) elaboração do r*sc*nho ou na revis*o cr*tic* d* co**eúdo.
</line>
<line>
X
</line>
<line>
X
</line>
<line>
X
</line>
</par><par>
<line>
*) pa*ticipaçã* na apro*ação da v*rsão final do *anuscri*o.
</line>
<line>
X
</line>
<line>
X
</line>
<line>
X
</line>
</par><par>
</page><line>
Rev. *S*, Teresina, v. 19, *.9, art. 13, p. 272-284, *et. 202*
</line>
<line>
*ww4.fsanet.*om.br/re*ista
</line>
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