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<journal-meta>
<journal-id journal-id-type="redalyc">1334</journal-id>
<journal-title-group>
<journal-title specific-use="original" xml:lang="pt">Gestão &amp; Regionalidade</journal-title>
</journal-title-group>
<issn pub-type="ppub">1808-5792</issn>
<issn pub-type="epub">2176-5308</issn>
<publisher>
<publisher-name>Universidade Municipal de São Caetano do Sul</publisher-name>
<publisher-loc>
<country>Brasil</country>
<email>editoria_gr@online.uscs.edu.br</email>
</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="art-access-id" specific-use="redalyc">133475550006</article-id>
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<subj-group subj-group-type="heading">
<subject>Artigos</subject>
</subj-group>
</article-categories>
<title-group>
<article-title xml:lang="en">Economic Development of the State of Ceará: factorial and cluster analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="no">
<name name-style="western">
<surname>Pereira Braga</surname>
<given-names>Francisco Laercio</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<email>laercio.braga@uece.br</email>
</contrib>
<contrib contrib-type="author" corresp="no">
<name name-style="western">
<surname>Coelho Campos</surname>
<given-names>Kilmer</given-names>
</name>
<xref ref-type="aff" rid="aff2"/>
<email>kilmer@ufc.br</email>
</contrib>
</contrib-group>
<aff id="aff1">
<institution content-type="original">Universidade Estadual do Ceará -Brasil</institution>
<institution content-type="orgname">Universidade Estadual do Ceará</institution>
<country country="BR">Brasil</country>
</aff>
<aff id="aff2">
<institution content-type="original">Universidade Federal do Ceará -Brasil</institution>
<institution content-type="orgname">Universidade Federal do Ceará</institution>
<country country="BR">Brasil</country>
</aff>
<pub-date pub-type="epub-ppub">
<year>2022</year>
</pub-date>
<volume>38</volume>
<issue>114</issue>
<fpage>167</fpage>
<lpage>182</lpage>
<history>
<date date-type="received" publication-format="dd mes yyyy">
<day>26</day>
<month>08</month>
<year>2020</year>
</date>
<date date-type="accepted" publication-format="dd mes yyyy">
<day>31</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-year>2022</copyright-year>
<copyright-holder>Autor</copyright-holder>
<ali:free_to_read/>
</permissions>
<abstract xml:lang="en">
<title>Abstract</title>
<p>The  objective  of  this  work  was  to  verify  the  dynamics  of  economic  development  of  the  municipalities of the state of Ceará from a set of 14 (fourteen) variables related to the year 2010. The methodological approach used was the factor analysis technique for the definition of factors, and  the  cluster  analysis  for  the  formation  of  homogeneous  groups.  The  empirical  evidence  pointed to an extraction of four factors that explain approximately 80% of the total variance of the development dynamics model of the municipalities. We observed that seven municipalities of the Metropolitan Region of Fortaleza (MRF) stood out in the economic dimension and that only the municipality of Fortaleza stood out in the human dimension. The results showed that the  Northwest  and  South  regions  presented  lower  economic  development  dynamics  than  the  others. Finally, we found the existence of imbalances in the development dynamics between the regions of Ceará.</p>
</abstract>
<trans-abstract xml:lang="pt">
<title>Resumo</title>
<p>O objetivo deste trabalho foi verificar a dinâmica de desenvolvimento econômico dos municípios do Estado do Ceará a partir de um conjunto de 14 (quatorze) variáveis referentes ao ano de 2010. Utilizou-se a técnica de análise fatorial para a definição dos fatores e análise de clusters para a formação dos grupos homogêneos. A evidência empírica apontou uma extração de quatro fatores que   explicam   aproximadamente   80%   da   variância   total   do   modelo   de   dinâmica   de   desenvolvimento  dos  municípios.  Notou-se  que  sete  municípios  da  Região  Metropolitana  de  Fortaleza (RMF) se destacaram na dimensão econômica e que somente o município de Fortaleza se  destacou  na  dimensão  humana.  Os  resultados  mostraram  que  as  regiões  Noroeste  e  Sul  Cearense  apresentaram  dinâmica  de  desenvolvimento  econômico  inferior  às  demais. Por  fim,  constatou-se  a  existência  de  desequilíbrios  na  dinâmica  de  desenvolvimento  entre  as  regiões  cearenses.</p>
</trans-abstract>
<kwd-group xml:lang="en">
<title>Keywords</title>
<kwd>Multivariate analysis</kwd>
<kwd>Ceará municipalities</kwd>
<kwd>Economic development</kwd>
</kwd-group>
<kwd-group xml:lang="pt">
<title>Palavras-chave</title>
<kwd>Análise de multivariada</kwd>
<kwd>Municípios cearenses</kwd>
<kwd>Desenvolvimento econômico</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="30"/>
</counts>
</article-meta>
</front>
<body>
<sec>
<title>1 INTRODUÇÃO</title>
<p>The  State  of  Ceará  from  the  1990s  onwards has    undergone    political    and    institutional    changes    that    have    beenreflected   in   the   economic   dimension,   a   moment  in  which  the  modernization  of  Ceará’s  institutions  has been  observed.  In  the  social  field,  it  was  found  that,  in  the  same   period,   education   and   health   are   identified as important elements for growth and  economic  and  social  development  in  Ceará. Education,    in    particular,    has    remained on the agenda of public policies in Ceará, with the aim of improving its quality. That  has  made it present  a  comfortable  situationwhen     comparedto     other     northeastern  states,  for  instance,  with  a  reduction in  the  illiteracy  rate  of  26.5%  to  18.8%  between  2000  and  2010  (SOUZA; TABOSA,  2016;  MARIANO;  ARRAES;  BARBOSA, 2016).</p>
<p>In  terms  of  territorial  division,  the  State   of   Ceará   is   divided   into   seven   geographic    mesoregions    with    different    economic,     social,     demographic, and physical       characteristics.       Concerning physical     aspects,     we     can     highlight     mesoregions that undergo periods of intense drought,  while  others  stand  out  due  to  agreater  availability  of  water.  In  economic  terms,  it  is  noted  that  the  Metropolitan  Region  of  Fortaleza  mesoregion  accounts  for  64%  of  Ceará’s  GDP,  followed  by  the  Northwestern  mesoregion  with  a  share  of  10%. The Mid-Southern mesoregion,  in  turn,  had  the  lowest  participation  in  the  State’s  GDP  in  2010  (2.52%).  Regarding  the  Municipal  Human  Development  Index  (2010)  of  the  regions,  it  was  0.62  (on  average),      with      emphasis      on      the      Metropolitan   Region   mesoregion,   which   recorded   the   highest   value   with   0.67.According to Brasil (2019), the regions with the   greatest   participation   in   the   state’s agricultural  units  were  the  Metropolitan  Region of Fortaleza, the Northwest and the Jaguaribe.The     industrial     units     are     concentrated  in  the  Metropolitan  Region  (75%) and in the South (9.4%).</p>
<p>So,  aiming  to  reinforce  the  debates  around       socioeconomic       development       strategies  in  the  State  of  Ceará,  which  has  become a challenge in view of a multiplicity of  evidence,  the  following  question  arises: What  factors  can  explain  the  dynamics  of  economic   development   in   the   State   of   Ceará?  The  hypothesis  raised  in  this  paperis  that  the  economic  variables,  as  opposed  to   the   social   variables,   solidify   as   the   variable group  that  mainly  explains  the  development   of   Ceará’s   municipalities.   This hypothesis is based on the fact that the economic  dimension  contains  variables  of  the    three    major    economic    activities    (agriculture, industry and services) that can make it  so  that  municipalities  that  do  not  have    industrial    activity    within    their    productive structure are influenced by trade activities and services.</p>
<p>That  said,  this  project  intended to verify     the     dynamics     of     economic     development  of  the  municipalities  of  the  State  of  Ceará  from  a  set  of  fourteen  (14)  economic  and  social  variables  referring  to  the   year   2010.   It   intended,   further,   to establish     a     hierarchy     between     the     municipalities   by   mesoregion   that   have   greater or lesser development potential and to identify possible development clusters in the State. At the end, the paper will provide elements for decision making in the area of promotion    and    allocation    of    regional    investments.</p>
<p>This   article   has   four   sections   in   addition   to   this   introduction.   The   first   brings   a   discussion   of   the   debates   on   development  and  economic  growth.  The  following        section        explains        the        methodological    aspects    used,    with    apresentation  of  the  sources  used  for  the  database and the factor analysis and cluster analysis methods.  The results are presented in   the   fourth   section   along with   the   hierarchy  of  Ceará’s  municipalities.  And lastly,     in     section     five,     the     final     considerations are made.</p>
<sec>
<title>2 THEORETICAL FRAMEWORK</title>
<p>2.1 The  nuances  of  Regional  Economic  Development</p>
<p>Discussions about development date back  a  long  time,  are  often  complex  and  have  undergone  several  changes  over  the  years (SANTOS et al., 2017). Adam Smith himself has said that the wealth of a nation would be the result of its productive work, the specialization of the workforce and the division of labor. For Joseph Schumpeter in “The  Theory  of  Economic  Development” (SCHUMPETER,  1982),  development  is  not  explained  by  economic  growth,  but  by  the      process      of      spontaneous      and      discontinuous  change,  when  innovation  is  presented    as    a    consequence    of    new    combinations.  Thus,  within  this  theoretical  scope,  there is a need to debate the issue of regional development,     which     has     undergonetransformations  over  the  decades  of  the  twentieth century.  The  work  arising  from  the  studies  of  economists  and  geographers  in   the   1950s,   after   the   World   War   II, allowed  advances  in  the  understanding  of  three  concepts  and  strategies  for  regional development   considered   of   fundamental   importance    for    understanding    existing    regional  inequalities.  Therefore,  more  than  fifty years later, regional economic studies encompass several approaches, theories and models  to  understand  the  trajectories  of regional development (CAPELLO, 2009).</p>
<p>The   first   concept   developed   and   brought to debate was the one developed by François  Perroux  in  1955  called  “growth hub”, which supports the idea that regional economic   development   takes   place   via   growth  and  development hubs  with  strong  connections   with   regions   of   influence(PERROUX,  1961). These hubs  are  thus  characterized  by  a  high  rate  of  economic  development   and   numerous   cooperative   connections(SZAJNOWSKA-WYSOCKA, 2009). However, according to Szajnowska-Wysocka       (2009),       areas       strengthened or created as growth hubs end up  dominating  relatively  weaker  regions  and  become  competitive  at  the  expense  of  others.  According  to  Capello  (2009),  the  idea   defended   by   Perroux   is   that   the   existence     of     development     poles     is     concentrated   due   to   the   synergy   and   cumulative  forces  generated  by  stable  and  lasting  local  relationships,  in  which  the  physical  space  is  conceived  as  diversified  and relational.</p>
<p>The   second   theory   refers   to   the   “cumulative   circular   causation”   (CCC) elaborated  by  Myrdal  (1957)  and  exposes  the    instability    and    imbalance    of    the    economic system.  The third was the theory developed  by  Hirschman  (1958)  who  used  the  theories  of  the  former  to  detail  the  effects  back  and  forth.  In  this  line,  the  author  considers  that  the  key  industries,  or  Perroux’s  driving  industries,  are  stimuli  to  the   potential   growth   of   the   product   by   induction    in    a    given    underdeveloped    economy.</p>
<p>For     Haddad     (2009),     in     this     theoretical  context,  development  involves  the   well-being   of   society   and,   for   this   reason,  the  author  takes  into  account  the  variable product per capita as an important element for measuring the productivity of a given  economic  region. However,  Haddad  (2009) points out two aspects inherent to the theme:   i)   first,   he   adds   other   relevant   aspects for achieving economic development, they are: associative capacity, entrepreneurship  and  income  distribution;ii) Haddad confirms, in this case, what was presented by Pelinski (2007), by stating that development  is  not  something  that  occurs  spontaneously,   which   therefore   requires   planning   associated   with   governmental   purposes, that is, it makes clear the need for State intervention in the regional economy.</p>
<p>Thus,      economic      development,      especially  when  it  comes  to  the  regional  issue, involves the consideration of a set of broad   aspects,   which   in   turn   involve   economic  and  social  information,  as  they  are    what    cause    regional    disparities.    Economic variables, on the one hand, tend to  reflect  the  level  of  economic  growth  achieved  by  a  region,  but  alone  they  are  insufficient   to   say   whether   a   region   is   developed   or   not,   for   this   reason   it   is   necessary to include other variables related to  the  other  dimensions,  among  them,  the  social  variables  (EBERTHARDT;  LIMA,  2012).</p>
<p>Šabić  and  Vujadinović (2017) reinforce that economic activity is spatially concentrated,   as   cities   and   even   some   developed economic regions use the effects of   agglomerations   to   attract   labor   and   capital to achieve more favorable economic conditions  than  other  regions.  The  authors also  emphasize  that  studies  on  European  experiences       have       contributed       to       discrepancies      between      causes      and      consequences  of  regional  inequalities. For this   reason,   regional   development   is   a   complex    process,    which    consequently    requires            multidisciplinary            andmultidimensional     approaches. In     this     aspect, there is an important contribution of the  authors  when  they  consider  regional  development   as   a   process   that   requires   adaptations   and   specific   conditions,   in   which particular factors of each region must be considered in order to maintain its unique characteristics.</p>
<p>In this aspect, Szajnowska-Wysocka (2009) attests to the importance of the need to   continuously   observe   and   record   the   socioeconomic reality at a regional or local level in order to predict future development, especially   in   the   European   scenario   of   endogenous development.</p>
<p>Therefore,      woven      this      brief      theoretical background, we begin to present the  empirical  works  regarding  the  issue  of  economic  and  regional  development.  For  this reason, the authors state that economic development must lead people to obtain an improvement in their income, in addition to improving social conditions.</p>
</sec>
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<back>
<ref-list>
<title>REFERENCES</title>
<ref id="redalyc_133475550006_ref1">
<mixed-citation>ALVES, C.L.B.; RODRIGUES, A.S. Elementos para pensar territorialidades e desenvolvimento sustentável na mesorregião sul cearense. Revista Econômica do Nordeste, Fortaleza, v.44, n. Especial, p. 251-274, 2013.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Elementos para pensar territorialidades e desenvolvimento sustentável na mesorregião sul cearense</article-title>
<source>Revista Econômica do Nordeste</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref2">
<mixed-citation>BAI, A.; HIRA, S.; DESHPANDE, P.S. An Application of Factor Analysis in the Evaluation of Country Economic Rank. Procedia Computer Science, v. 54, p. 311 – 317, 2015.</mixed-citation>
<element-citation publication-type="journal">
<article-title>An Application of Factor Analysis in the Evaluation of Country Economic Rank</article-title>
<source>Procedia Computer Science</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref3">
<mixed-citation>BEGNINI, S.; ALMEIDA, L.E.D.F. de. Grau de desenvolvimento dos municípios da mesorregião oeste catarinense: caracterização e classificação. Revista Interações, Campo Grande, v.17, n. 4, p. 547-560, 2016.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Grau de desenvolvimento dos municípios da mesorregião oeste catarinense: caracterização e classificação</article-title>
<source>Revista Interações</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref4">
<mixed-citation>BLBAS, H.T.A.; MAHMOOD, S.H.; OMER, C.A. A Comparison results of fator analysis and cluster analysis to the migration of Young people from the Kurdistan Region to Europe. ZANCO Journal of Pure and Applied Sciences, v.29, n.4, p. 44-55, 2017.</mixed-citation>
<element-citation publication-type="journal">
<article-title>A Comparison results of fator analysis and cluster analysis to the migration of Young people from the Kurdistan Region to Europe</article-title>
<source>ZANCO Journal of Pure and Applied Sciences</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref5">
<mixed-citation>BRASIL. Ministério da Economia. Relatório Anual de Informações Sociais (RAIS). 2019. Disponível em: <ext-link ext-link-type="uri" xlink:href="http://www.rais.gov.br/sitio/sobre.jsf">http://www.rais.gov.br/sitio/sobre.jsf</ext-link>. Acesso em: 15 de ago. de 2019.</mixed-citation>
<element-citation publication-type="legal-doc">
<article-title>Relatório Anual de Informações Sociais (RAIS)</article-title>
<source>Ministério da Economia</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref6">
<mixed-citation>CAMPOS, K.C.; SILVA, F.D.V. da. CAMPOS, R.T. Perfil técnico e econômico da fruticultura irrigada na microrregião do Cariri, Ceará. Revista Brasileira de Estudos Regionais e Urbanos, v. 10, n. 1, p. 21- 43, 2016.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Perfil técnico e econômico da fruticultura irrigada na microrregião do Cariri, Ceará</article-title>
<source>Revista Brasileira de Estudos Regionais e Urbanos</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref7">
<mixed-citation>CAPELLO, R. Regional Growth and Local Development Theories: Conceptual Evolution over Fifty Years of Regional Science. Géographie, économie, Société, v. 11, p. 9-21, 2009.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Regional Growth and Local Development Theories: Conceptual Evolution over Fifty Years of Regional Science</article-title>
<source>Géographie, économie, Société</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref8">
<mixed-citation>CERQUEIRA, D.; RANIERE, M.; GUEDES, E.; COSTA, J.S.; BATISTA, F. NICOLATO, P. Indicadores multidimensionais de educação e homicídios nos territórios focalizados pelo Pacto Nacional pela Redução de Homicídios. Nota Técnica nº 18. IPEA, Brasília, 2016.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Indicadores multidimensionais de educação e homicídios nos territórios focalizados pelo Pacto Nacional pela Redução de Homicídios</article-title>
<source>Nota Técnica nº 18. IPEA</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref9">
<mixed-citation>CORRAR, L.J.; PAULO, E.; DIAS FILHO, J.M. Análise multivariada para os cursos de Administração, Ciências Contábeis e Economia. Fundação Instituto de Pesquisa Contábeis, Atuariais e Financeiras. São Paulo: Atlas, 2012.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Análise multivariada para os cursos de Administração, Ciências Contábeis e Economia</article-title>
<source>Fundação Instituto de Pesquisa Contábeis, Atuariais e Financeiras</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref10">
<mixed-citation>EBERTHARDT, P.H. de; LIMA, J.F. de. Evolução e estágio do desenvolvimento econômico regional: o caso das regiões do Paraná. Revista Desenvolvimento Regional em Debate, ano 2, n. 1, 2012.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Evolução e estágio do desenvolvimento econômico regional: o caso das regiões do Paraná</article-title>
<source>Revista Desenvolvimento Regional em Debate</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref11">
<mixed-citation>FÁVERO, L. P.; BELFIORE, P.; SILVA, F. L. da; CHAN, B. L. Análise de dados:modelagem multivariada para tomada de decisões. São Paulo: Campus, 2009.</mixed-citation>
<element-citation publication-type="other">
<article-title>Análise de dados:modelagem multivariada para tomada de decisões</article-title>
<source>São Paulo: Campus</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref12">
<mixed-citation>FREITAS, C.A. de; PAZ, M.V.; NICOLA, D.S. Analisando a modernização da agropecuária gaúcha: uma aplicação de análise fatorial e cluster. Revista Análise Econômica, Porto Alegre, Ano 25, n. 47, p. 121-149, 2007.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Analisando a modernização da agropecuária gaúcha: uma aplicação de análise fatorial e cluster</article-title>
<source>Revista Análise Econômica</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref13">
<mixed-citation>HADDAD, P. Capitais intangíveis e desenvolvimento regional. Revista de Economia. Curitiba, v. 35, n. 3, p. 119-146, 2009.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Capitais intangíveis e desenvolvimento regional</article-title>
<source>Revista de Economia</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref14">
<mixed-citation>HAIR JR., J. F.; ANDERSON, R. E.; TATHAM, R. L.; BLACK, W. C. Multivariate Data Analysis. 6th Ed. Pearson Prentice Hall, 2006.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Multivariate Data Analysis</article-title>
<source>6th Ed. Pearson Prentice Hall</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref15">
<mixed-citation>INSTITUTO BRASILEIRO DE GEOGRAFIA E ESTATÍSTICA. Censo Demográfico 2010. Disponível em: <ext-link ext-link-type="uri" xlink:href="http://www.censo2010.ibge.gov.br/sinopse">http://www.censo2010.ibge.gov.br/sinopse</ext-link>/ index.php?dados=8. Acesso em: 6 ago. 2019.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Censo Demográfico 2010</article-title>
<source>INSTITUTO BRASILEIRO DE GEOGRAFIA E ESTATÍSTICA</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref16">
<mixed-citation>INSTITUTO DE PESQUISA ECONÔMICA APLICADA (IPEA)/PROGRAMA DAS NAÇÕES UNIDAS PARA O DESENVOLVIMENTO (PNUD)/ FUNDAÇÃO JOÃO PINHEIRO (FJP).Índice de Desenvolvimento Humano dos Municípios Brasileiros – IDH, 2013. Disponível em: <ext-link ext-link-type="uri" xlink:href="http://www.atlasbrasil.org.br/2013">http://www.atlasbrasil.org.br/2013</ext-link>/. Acesso em: 20 ago. 2019.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Índice de Desenvolvimento Humano dos Municípios Brasileiros</article-title>
<source>INSTITUTO DE PESQUISA ECONÔMICA APLICADA (IPEA)/PROGRAMA DAS NAÇÕES UNIDAS PARA O DESENVOLVIMENTO (PNUD)/ FUNDAÇÃO JOÃO PINHEIRO (FJP)</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref17">
<mixed-citation>LINS, L.M.; ARBIX, G. Educação, qualificação, produtividade e crescimento econômico: a harmonia colocada em questão. Anais...I Circuito de debates acadêmicos. IPEA, Code 2011. Disponível em: <ext-link ext-link-type="uri" xlink:href="http://www.ipea.gov.br/code2011/chamada2011/pdf/area3/area3-artigo5.pdf">http://www.ipea.gov.br/code2011/chamada2011/pdf/area3/area3-artigo5.pdf</ext-link>. Acesso em: 15 de ago. de 2019.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Educação, qualificação, produtividade e crescimento econômico: a harmonia colocada em questão</article-title>
<source>Circuito de debates acadêmicos. IPEA</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref18">
<mixed-citation>LYRIO, L.B.; BARROS, M.J.F.; MENEZES, A.M.F. Educação, um fator decisivo para o desenvolvimento: o modelo do município de Sobral/CE. In: ENANPUR, 18., 2019, Natal. Anais [...]. Natal, maio/2019.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>Educação, um fator decisivo para o desenvolvimento: o modelo do município de Sobral/CE</article-title>
<source>In: ENANPUR, 18., 2019, Natal. Anais</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref19">
<mixed-citation>MARIANO, F.Z.; ARRAES, R.A.; BARBOSA, R.B. Análise longitudinal para avaliação do ensino profissionalizante. In: ATALIBA, F.; BARRETO, F.D.; SOUSA, F.J. (Organizadores). Economia do Ceará em Debate 2016. 280p. IPECE, Fortaleza, 2016. Disponível em: <ext-link ext-link-type="uri" xlink:href="http://www2.ipece.ce.gov.br/encontro/2016/index.htm">http://www2.ipece.ce.gov.br/encontro/2016/index.htm</ext-link>. Acesso em: 6 set. 2019.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Análise longitudinal para avaliação do ensino profissionalizante</article-title>
<source>Economia do Ceará em Debate</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref20">
<mixed-citation>MINGOTI, S. A. Análise de dados através de métodos de estatística multivariada: uma abordagem Aplicada. Belo Horizonte: Editora: UFMG, 2005. 295p.</mixed-citation>
<element-citation publication-type="book">
<article-title>Análise de dados através de métodos de estatística multivariada: uma abordagem Aplicada</article-title>
<source>Belo Horizonte: Editora: UFMG</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref21">
<mixed-citation>MYRDAL, G. Economic Theory and Under-Developed Regions. First edition. London: G. Duckworth, 1957.</mixed-citation>
<element-citation publication-type="book">
<article-title>Economic Theory and Under-Developed Regions</article-title>
<source>First edition. London: G. Duckworth</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref22">
<mixed-citation>NUGRAHADI, E. W.; MAIPITA, I; SITUMEANG, C. Dominant Socio-Economic Indicators on the Growth of Small-Scale Industrial Sector: Empirical Evidence with Principal Component Analysis. Revista Espacios, v. 41, n.1, p. 1-11, 2020.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Dominant Socio-Economic Indicators on the Growth of Small-Scale Industrial Sector: Empirical Evidence with Principal Component Analysis</article-title>
<source>Revista Espacios</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref23">
<mixed-citation>PELINSKI, A. Padrão de desenvolvimento econômico dos municípios do Paraná: disparidade, dispersão, e fatores exógenos. Dissertação (Mestrado em Desenvolvimento Regional e Agronegócio) – Programa de Pós-Graduação em Desenvolvimento Regional e Agronegócio - Universidade Estadual do Oeste do Paraná (Unioeste), Toledo, 2007.</mixed-citation>
<element-citation publication-type="thesis">
<article-title>Padrão de desenvolvimento econômico dos municípios do Paraná: disparidade, dispersão, e fatores exógenos</article-title>
<source>Dissertação (Mestrado em Desenvolvimento Regional e Agronegócio) – Programa de Pós-Graduação em Desenvolvimento Regional e Agronegócio - Universidade Estadual do Oeste do Paraná (Unioeste),</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref24">
<mixed-citation>PERROUX, F. L ́economie du XXo siècle. Paris: Presses Universitaires de France, 1961.</mixed-citation>
<element-citation publication-type="confproc">
<article-title>L ́economie du XXo siècle</article-title>
<source>Paris: Presses Universitaires de France</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref25">
<mixed-citation>ŠABIĆ, D; VUJADINOVIĆ, S. Regional Development and Regional Policy. Geografski fakultet Univerziteta u Beogradu, v.65, n. (1a), p. 463- 477, 2017.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Regional Development and Regional Policy</article-title>
<source>Geografski fakultet Univerziteta u Beogradu</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref26">
<mixed-citation>SANTOS, N.B.; FARIA, A.M.M.; DALLEMOLE, D.; MANSO, J.R.P. Desenvolvimento e crescimento econômico das macrorregiões de Mato Grosso nos anos 2005 e 2013. Revista Interações, Campo Grande, v. 18, n. 3, p. 169-182, 2017.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Desenvolvimento e crescimento econômico das macrorregiões de Mato Grosso nos anos 2005 e 2013</article-title>
<source>Revista Interações</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref27">
<mixed-citation>SCHUMPETER, J. A. Teoria do desenvolvimento econômico: uma investigação sobre lucros, capital, crédito, juro e o ciclo econômico. São Paulo: Abril Cultural, 1982.</mixed-citation>
<element-citation publication-type="book">
<article-title>Teoria do desenvolvimento econômico: uma investigação sobre lucros, capital, crédito, juro e o ciclo econômico</article-title>
<source>São Paulo: Abril Cultural</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref28">
<mixed-citation>SILVEIRA, B.C.; SILVA, R.G. da.; CARVALHO, L.A. Índice relativo de qualidade de vida da região norte: uma aplicação da análise fatorial. Revista Brasileira de Gestão e Desenvolvimento Regional, Taubaté, v. 4, n. 4, p. 80-97, 2008.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Índice relativo de qualidade de vida da região norte: uma aplicação da análise fatorial</article-title>
<source>Revista Brasileira de Gestão e Desenvolvimento Regional, Taubaté, v. 4, n. 4, p. 80-97, 2008.</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref29">
<mixed-citation>SOUZA, H. G. de; TABOSA, F.J.S. Análise espacial do desempenho escolar da educação básica dos municípios do estado do Ceará. In: ATALIBA, F.; BARRETO, F.D.; SOUSA, F.J. (Organizadores). Economia do Ceará em Debate 2016. 280p. IPECE, Fortaleza, 2016. Disponível em: <ext-link ext-link-type="uri" xlink:href="http://www2.ipece.ce.gov.br/encontro/2016/index.htm">http://www2.ipece.ce.gov.br/encontro/2016/index.htm</ext-link>. Acesso em: 6 set. 2019.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Análise espacial do desempenho escolar da educação básica dos municípios do estado do Ceará</article-title>
<source>Economia do Ceará em Debate</source>
</element-citation>
</ref>
<ref id="redalyc_133475550006_ref30">
<mixed-citation>SZAJNOWSKA-WYSOCKA, A. Theories of Regional and Local Development. Abridged Review Bulletin of Geography APHY Socio–economic Series, n. 12, p.75-90, 2009.</mixed-citation>
<element-citation publication-type="journal">
<article-title>Theories of Regional and Local Development</article-title>
<source>Abridged Review Bulletin of Geography APHY Socio–economic Series</source>
</element-citation>
</ref>
</ref-list>
</back>
</article>