SCORE IA CRESOL: UTILIZANDO INTELIGÊNCIA ARTIFICIAL PARA ESTIMAR VIABILIDADE DE CRÉDITO

Luiz Carlos Bandeira Kos Lassance; Simão Ternoski

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Luiz Carlos Bandeira Kos Lassance
Cresol Confederação
Brasil

Especialista em Estratégias Cooperativas (UNICENTRO), Analista de Sistemas na Cresol Confederação. E-mail lclassance@gmail.com. ORCID: 0000-0003-4853-9606

Simão Ternoski
http://lattes.cnpq.br/3835624092142098

Universidade Estadual do Centro-Oeste - UNICENTRO
Brasil

Doutorando e Mestre em Desenvolvimento Regional - PPGDR/UTFPR, Professor Assistênte A do Departamento de Ciências Econômicas - UNICENTRO, Delegado do Conselho Regional de Economia - CORECON/PR - Região Guarapuava

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SCORE IA CRESOL: UTILIZANDO INTELIGÊNCIA ARTIFICIAL PARA ESTIMAR VIABILIDADE DE CRÉDITO

Luiz Carlos Bandeira Kos Lassance, Simão Ternoski

Resumo

Demonstração de um plano de negócio onde os autores avaliam a viabilidade financeira do projeto de uma melhoria no produto de Score de crédito da Cresol, a partir da estimativa de esforço e de custos projetando o retorno do investimento. A inovação proposta é de utilizar ferramentas de inteligência artificial - IA, especificamente a utilização de redes neurais, para treinar a rede com dados históricos utilizados na geração de score e com os resultados dessas operações, para que a rede neural descubra padrões nas informações e, a partir de informações para novas operações, forneça uma nota de score, a qual espera-se seja mais preditiva do que a nota de score gerada atualmente.

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Referências

BACEN – Banco Central do Brasil. Taxa SELIC: Dados Diários. 2020. Disponível em: https://www.bcb.gov.br/htms/SELIC/SELICdiarios.asp?frame=1.Acesso em: 22 jun. 2020.

RECEITA FEDERAL DO BRASIL. Taxa de Juros SELIC. 2020. Disponível em: https://receita.economia.gov.br/orientacao/tributaria/pagamentos-e-parcelamentos/taxa-de-juros-selic. Acesso em: 27 jun. 2020.

CAMELO, Alessandro. Bussola do Investidor: Como Criar um Robô Investidor. 02 jun. 2016. Disponível em: https://tiinside.com.br/30/05/2006/florianopolis-mantem-iss-de-2-para-setor-de-informatica/. Acesso em: 27 jun. 2020.

CRESOL CONFEDERAÇÃO. Institucional. 2019a. Disponível em: https://www.cresol.coop.br/institucional/. Acesso em: 15 jun. 2020.

CRESOL CONFEDERAÇÃO. Diretoria e Conselho. 2019b. Disponível em: https://www.cresol.coop.br/diretoria-e-conselho/. Acesso em: 15 jun. 2020.

GLASSDOOR INC. Consulta de Salários. 2020. Disponível em: https://www.glassdoor.com.br/. Acesso em: 22 jun. 2020.

QUOD. Análise de Crédito: Planos. 2020. Disponível em: https://www.quod.com.br/lp/analise-credito. Acesso em: 17 jun. 2020.

SEBRAE - Serviço Brasileiro de Apoio às Micro e Pequenas Empresas. Legislação: Tributos Para Cooperativa. 2020. Disponível em: http://www.sebrae-sc.com.br/leis/default.asp?vcdtexto=4871&%5E%5E. Acesso em: 10 jun. 2020.

SERASA EXPERIAN. Consultar CPF. 2020a. Disponível em: https://www.serasa.com.br/. Acesso em: 21 jun. 2020.

SERASA EXPERIAN. Consulta de crédito: Entenda como funciona na prática. 2020b. Disponível em: https://www.serasaexperian.com.br/consultaserasa/blog/consulta-de-credito-entenda-como-funciona-na-pratica. Acesso em: 21 jun. 2020.

TI INSIDE. Florianópolis mantém ISS de 2% para setor de informática. 30 mai. 2006. Disponível em: https://tiinside.com.br/30/05/2006/florianopolis-mantem-iss-de-2-para-setor-de-informatica/. Acesso em: 11 jun. 2020.

THIMÓTEO, Altamir. Análise de Negócio e contratação de Crédito. 1ª ed. Paraná: Unicentro, 2019.

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Revista Aproximação ISSN 2675-228X de Nead Unicentro está licenciado com uma Licença Creative Commons - Atribuição-NãoComercial-SemDerivações 4.0 Internacional.

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SELECT pa.*, a.*, COALESCE(stl.setting_value, stpl.setting_value) AS section_title, COALESCE(sal.setting_value, sapl.setting_value) AS section_abbrev FROM published_articles pa, articles a LEFT JOIN sections s ON s.section_id = a.section_id LEFT JOIN section_settings stpl ON (s.section_id = stpl.section_id AND stpl.setting_name = title AND stpl.locale = pt_BR) LEFT JOIN section_settings stl ON (s.section_id = stl.section_id AND stl.setting_name = title AND stl.locale = pt_BR) LEFT JOIN section_settings sapl ON (s.section_id = sapl.section_id AND sapl.setting_name = abbrev AND sapl.locale = pt_BR) LEFT JOIN section_settings sal ON (s.section_id = sal.section_id AND sal.setting_name = abbrev AND sal.locale = pt_BR) WHERE pa.article_id = a.article_id AND a.article_id = 6923 Speed: 3.112 ms

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SELECT a.*, COALESCE(stl.setting_value, stpl.setting_value) AS section_title, COALESCE(sal.setting_value, sapl.setting_value) AS section_abbrev FROM articles a LEFT JOIN sections s ON s.section_id = a.section_id LEFT JOIN section_settings stpl ON (s.section_id = stpl.section_id AND stpl.setting_name = title AND stpl.locale = pt_BR) LEFT JOIN section_settings stl ON (s.section_id = stl.section_id AND stl.setting_name = title AND stl.locale = pt_BR) LEFT JOIN section_settings sapl ON (s.section_id = sapl.section_id AND sapl.setting_name = abbrev AND sapl.locale = pt_BR) LEFT JOIN section_settings sal ON (s.section_id = sal.section_id AND sal.setting_name = abbrev AND sal.locale = pt_BR) WHERE article_id = 6923 Speed: 2.470 ms

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10,01 MB

Used Memory

128M

Total Available

265,16 kB string: PKPApplication::construct

673

Total Files

3,86 MB

Total Size

379,40 kB

Largest

2,72 kB /var/www/revistas/index.php

1,96 kB /var/www/revistas/lib/pkp/includes/bootstrap.inc.php

10,86 kB /var/www/revistas/lib/pkp/includes/functions.inc.php

14,41 kB /var/www/revistas/classes/core/Application.inc.php

16,62 kB /var/www/revistas/lib/pkp/classes/core/PKPApplication.inc.php

8,91 kB /var/www/revistas/classes/statistics/StatisticsHelper.inc.php

1,34 kB /var/www/revistas/lib/pkp/classes/core/PKPProfiler.inc.php

5,43 kB /var/www/revistas/lib/pkp/lib/pqp/classes/PhpQuickProfiler.php

2,81 kB /var/www/revistas/lib/pkp/lib/pqp/classes/Console.php

15,21 kB /var/www/revistas/lib/pkp/classes/core/Core.inc.php

40,97 kB /var/www/revistas/lib/pkp/classes/core/String.inc.php

1,73 kB /var/www/revistas/lib/pkp/classes/core/Registry.inc.php

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5,65 kB /var/www/revistas/lib/pkp/classes/config/ConfigParser.inc.php

1,93 kB /var/www/revistas/lib/pkp/classes/db/DAORegistry.inc.php

19,59 kB /var/www/revistas/lib/pkp/classes/db/DAO.inc.php

6,68 kB /var/www/revistas/lib/pkp/classes/db/DBConnection.inc.php

5,72 kB /var/www/revistas/lib/pkp/classes/db/DAOResultFactory.inc.php

1,74 kB /var/www/revistas/lib/pkp/classes/core/ItemIterator.inc.php

13,65 kB /var/www/revistas/lib/pkp/classes/core/DataObject.inc.php

1,31 kB /var/www/revistas/lib/pkp/classes/db/XMLDAO.inc.php

9,05 kB /var/www/revistas/lib/pkp/classes/xml/XMLParser.inc.php

1,93 kB /var/www/revistas/lib/pkp/classes/xml/XMLParserDOMHandler.inc.php

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2,88 kB /var/www/revistas/lib/pkp/classes/cache/GenericCache.inc.php

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2,18 kB /var/www/revistas/classes/security/Hashing.inc.php

8,97 kB /var/www/revistas/lib/pkp/classes/session/SessionManager.inc.php

9,79 kB /var/www/revistas/classes/template/TemplateManager.inc.php

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13,23 kB /var/www/revistas/classes/search/ArticleSearchIndex.inc.php

2,18 kB /var/www/revistas/lib/pkp/classes/search/SearchFileParser.inc.php

904 bytes /var/www/revistas/lib/pkp/classes/search/SearchHTMLParser.inc.php

1,01 kB /var/www/revistas/lib/pkp/classes/search/SearchHelperParser.inc.php

2,27 kB /var/www/revistas/classes/file/PublicFileManager.inc.php

1,32 kB /var/www/revistas/lib/pkp/classes/file/PKPPublicFileManager.inc.php

16,46 kB /var/www/revistas/lib/pkp/classes/file/FileManager.inc.php

47,83 kB /var/www/revistas/lib/pkp/classes/template/PKPTemplateManager.inc.php

62,05 kB /var/www/revistas/lib/pkp/lib/smarty/Smarty.class.php

2,69 kB /var/www/revistas/lib/pkp/lib/smarty/plugins/modifier.escape.php

16,22 kB /var/www/revistas/classes/notification/NotificationManager.inc.php

18,78 kB /var/www/revistas/lib/pkp/classes/notification/PKPNotificationManager.inc.php

2,54 kB /var/www/revistas/classes/notification/Notification.inc.php

4,26 kB /var/www/revistas/lib/pkp/classes/notification/PKPNotification.inc.php

8,44 kB /var/www/revistas/lib/pkp/classes/notification/NotificationDAO.inc.php

7,73 kB /var/www/revistas/lib/pkp/classes/plugins/PluginRegistry.inc.php

3,74 kB /var/www/revistas/lib/pkp/classes/plugins/HookRegistry.inc.php

5,65 kB /var/www/revistas/classes/i18n/AppLocale.inc.php

19,37 kB /var/www/revistas/lib/pkp/classes/i18n/PKPLocale.inc.php

5,65 kB /var/www/revistas/lib/pkp/classes/i18n/LocaleFile.inc.php

113,87 kB /var/www/revistas/lib/pkp/lib/adodb/adodb.inc.php

38,87 kB /var/www/revistas/lib/pkp/lib/adodb/adodb-time.inc.php

1,56 kB /var/www/revistas/lib/pkp/lib/adodb/adodb-iterator.inc.php

7,25 kB /var/www/revistas/lib/pkp/lib/adodb/drivers/adodb-postgres7.inc.php

31,48 kB /var/www/revistas/lib/pkp/lib/adodb/drivers/adodb-postgres64.inc.php

7,36 kB /var/www/revistas/lib/pkp/classes/core/Dispatcher.inc.php

2,59 kB /var/www/revistas/classes/core/Request.inc.php

22,48 kB /var/www/revistas/lib/pkp/classes/core/PKPRequest.inc.php

6,79 kB /var/www/revistas/lib/pkp/lib/phputf8/utils/validation.php

16,08 kB /var/www/revistas/lib/pkp/classes/core/PKPComponentRouter.inc.php

18,64 kB /var/www/revistas/lib/pkp/classes/core/PKPRouter.inc.php

1,95 kB /var/www/revistas/classes/core/PageRouter.inc.php

12,41 kB /var/www/revistas/lib/pkp/classes/core/PKPPageRouter.inc.php

4,76 kB /var/www/revistas/lib/pkp/classes/session/SessionDAO.inc.php

3,89 kB /var/www/revistas/lib/pkp/classes/session/Session.inc.php

12,28 kB /var/www/revistas/classes/journal/JournalDAO.inc.php

12,25 kB /var/www/revistas/classes/journal/Journal.inc.php

3,39 kB /var/www/revistas/lib/pkp/classes/metadata/MetadataTypeDescription.inc.php

2,46 kB /var/www/revistas/lib/pkp/classes/filter/ClassTypeDescription.inc.php

6,21 kB /var/www/revistas/lib/pkp/classes/filter/TypeDescription.inc.php

3,52 kB /var/www/revistas/lib/pkp/classes/filter/TypeDescriptionFactory.inc.php

3,03 kB /var/www/revistas/lib/pkp/classes/site/SiteDAO.inc.php

7,18 kB /var/www/revistas/lib/pkp/classes/site/Site.inc.php

8,19 kB /var/www/revistas/lib/pkp/classes/site/VersionDAO.inc.php

5,60 kB /var/www/revistas/lib/pkp/classes/site/Version.inc.php

434 bytes /var/www/revistas/plugins/generic/tinymce/index.php

13,85 kB /var/www/revistas/plugins/generic/tinymce/TinyMCEPlugin.inc.php

1,88 kB /var/www/revistas/lib/pkp/classes/plugins/GenericPlugin.inc.php

1,77 kB /var/www/revistas/lib/pkp/classes/plugins/LazyLoadPlugin.inc.php

2,18 kB /var/www/revistas/classes/plugins/Plugin.inc.php

21,74 kB /var/www/revistas/lib/pkp/classes/plugins/PKPPlugin.inc.php

413 bytes /var/www/revistas/plugins/generic/acron/index.php

9,71 kB /var/www/revistas/plugins/generic/acron/AcronPlugin.inc.php

7,78 kB /var/www/revistas/lib/pkp/classes/scheduledTask/ScheduledTaskHelper.inc.php

455 bytes /var/www/revistas/plugins/generic/usageStats/index.php

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4,03 kB /var/www/revistas/plugins/generic/usageStats/UsageStatsReportPlugin.inc.php

7,94 kB /var/www/revistas/classes/plugins/ReportPlugin.inc.php

476 bytes /var/www/revistas/plugins/generic/booksForReview/index.php

17,29 kB /var/www/revistas/plugins/generic/booksForReview/BooksForReviewPlugin.inc.php

482 bytes /var/www/revistas/plugins/generic/googleAnalytics/index.php

7,99 kB /var/www/revistas/plugins/generic/googleAnalytics/GoogleAnalyticsPlugin.inc.php

444 bytes /var/www/revistas/plugins/generic/xmlGalley/index.php

11,15 kB /var/www/revistas/plugins/generic/xmlGalley/XMLGalleyPlugin.inc.php

455 bytes /var/www/revistas/plugins/generic/customBlockManager/index.php

4,78 kB /var/www/revistas/plugins/generic/customBlockManager/CustomBlockManagerPlugin.inc.php

516 bytes /var/www/revistas/plugins/generic/announcementFeed/index.php

4,84 kB /var/www/revistas/plugins/generic/announcementFeed/AnnouncementFeedPlugin.inc.php

402 bytes /var/www/revistas/plugins/generic/staticPages/index.php

6,08 kB /var/www/revistas/plugins/generic/staticPages/StaticPagesPlugin.inc.php

457 bytes /var/www/revistas/plugins/generic/pdfJsViewer/index.php

2,71 kB /var/www/revistas/plugins/generic/pdfJsViewer/PdfJsViewerPlugin.inc.php

502 bytes /var/www/revistas/plugins/generic/customLocale/index.php

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SCORE IA CRESOL: UTILIZANDO INTELIGÊNCIA ARTIFICIAL PARA ESTIMAR VIABILIDADE DE CRÉDITO

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