What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?

Detalhes bibliográficos
Autor(a) principal: QUEIROZ, Germana Arruda de
Data de Publicação: 2022
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Institucional da UFPE
dARK ID: ark:/64986/001300000hbzd
Texto Completo: https://repositorio.ufpe.br/handle/123456789/45461
Resumo: Software has a constant, increasingly present influence in our lives. For example, recently developed technologies, such as autonomous cars and social networks, can introduce prejudices, cause breaches of privacy, lead to digital addiction, and introduce other issues. This study aims to identify ethical issues that occur in software engineering and check how this subject is taught in the IT field. A systematic mapping study was conducted. Herein, 744 articles from four databases were returned, 50 of which were accepted for data extraction. Thereafter, we conducted an educational survey with 93 participants and composed a document analysis on the discipline of ethics in 20 Brazilian universities. Based on the data extracted in the review, it was possible to answer the research questions and understand the ethical issues that have been present throughout the last five years. The main ethical issues that can be mitigated through the teaching of ethics in higher education are those pertaining to privacy, awareness, and security. In our survey, we collected opinions from university students and professors. Among the students, 63% reported that the discipline of ethics is important in the curricula of undergraduate- and graduate-level informatics, 61.3% had knowledge about ethics applied to their professional field, 75.3% considered ethics important for IT professionals, 35.5% were interested in pursuing an ethics-related course, 72% did not read the code of professional ethics in any area of information technology, and 47.3% never studied ethics. Among the teachers, 82.3% never taught a specific code of ethics in information technology, 93.1% agreed that a code of ethics is necessary for good professional conduct, and 72% did not have sufficient knowledge regarding ethical issues. The recommendations of the MEC and SBS were reviewed, and it was noted that the recommendations do not provide information on the program, workload and content of the disciplines. The MEC and SBC recommendations were reviewed, and it was noted that the recommendations focus on the student profile at the end of the course. In Brazilians universities the most of disciplines are taught in ethics and society, only 30% of the courses have a workload of 30 hours and there is no standardization at both undergraduate and graduate levels. By combining the information collected, we found that, through systematic mapping, the main ethical issues were privacy and transparency. In the document's analysis, the words that appear most where privacy and intellectual property at the undergraduate level and privacy and responsibility at the graduate level. In the survey and analysis of documents we realized that the students consider the topic of ethics important for undergraduate and graduate courses because most courses have a workload of only 30 hours. The mapping study contributed to evidence the main ethical issues that were discussed in the scientific literature in the last five years, the survey on the opinion of students and teachers contributed to better understanding and suggestions for future changes to obtain greater student interest and greater motivation teachers' professional. Document analysis show that privacy is an issue discussed both in academia and scientific publications, transparency was seen more in publications and not in the syllabus of university courses, other ethical issues were seen as intellectual property and responsibility.
id UFPE_49efa1b2103657905a68a65299bddf7c
oai_identifier_str oai:repositorio.ufpe.br:123456789/45461
network_acronym_str UFPE
network_name_str Repositório Institucional da UFPE
repository_id_str 2221
spelling QUEIROZ, Germana Arruda dehttp://lattes.cnpq.br/5268132504217374http://lattes.cnpq.br/9783292465422902RAMALHO, Geber Lisboa2022-08-04T16:01:56Z2022-08-04T16:01:56Z2022-02-11QUEIROZ, Germana Arruda de. What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?. 2022. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Pernambuco, Recife, 2022.https://repositorio.ufpe.br/handle/123456789/45461ark:/64986/001300000hbzdSoftware has a constant, increasingly present influence in our lives. For example, recently developed technologies, such as autonomous cars and social networks, can introduce prejudices, cause breaches of privacy, lead to digital addiction, and introduce other issues. This study aims to identify ethical issues that occur in software engineering and check how this subject is taught in the IT field. A systematic mapping study was conducted. Herein, 744 articles from four databases were returned, 50 of which were accepted for data extraction. Thereafter, we conducted an educational survey with 93 participants and composed a document analysis on the discipline of ethics in 20 Brazilian universities. Based on the data extracted in the review, it was possible to answer the research questions and understand the ethical issues that have been present throughout the last five years. The main ethical issues that can be mitigated through the teaching of ethics in higher education are those pertaining to privacy, awareness, and security. In our survey, we collected opinions from university students and professors. Among the students, 63% reported that the discipline of ethics is important in the curricula of undergraduate- and graduate-level informatics, 61.3% had knowledge about ethics applied to their professional field, 75.3% considered ethics important for IT professionals, 35.5% were interested in pursuing an ethics-related course, 72% did not read the code of professional ethics in any area of information technology, and 47.3% never studied ethics. Among the teachers, 82.3% never taught a specific code of ethics in information technology, 93.1% agreed that a code of ethics is necessary for good professional conduct, and 72% did not have sufficient knowledge regarding ethical issues. The recommendations of the MEC and SBS were reviewed, and it was noted that the recommendations do not provide information on the program, workload and content of the disciplines. The MEC and SBC recommendations were reviewed, and it was noted that the recommendations focus on the student profile at the end of the course. In Brazilians universities the most of disciplines are taught in ethics and society, only 30% of the courses have a workload of 30 hours and there is no standardization at both undergraduate and graduate levels. By combining the information collected, we found that, through systematic mapping, the main ethical issues were privacy and transparency. In the document's analysis, the words that appear most where privacy and intellectual property at the undergraduate level and privacy and responsibility at the graduate level. In the survey and analysis of documents we realized that the students consider the topic of ethics important for undergraduate and graduate courses because most courses have a workload of only 30 hours. The mapping study contributed to evidence the main ethical issues that were discussed in the scientific literature in the last five years, the survey on the opinion of students and teachers contributed to better understanding and suggestions for future changes to obtain greater student interest and greater motivation teachers' professional. Document analysis show that privacy is an issue discussed both in academia and scientific publications, transparency was seen more in publications and not in the syllabus of university courses, other ethical issues were seen as intellectual property and responsibility.O software está cada vez mais presente em nossas vidas e nos influencia constantemente. Por exemplo, os carros autônomos desenvolvidos e as redes sociais podem introduzir preconceitos, quebrar preferências de privacidade, levar ao vício digital e outras questões semelhantes. Este estudo tem como objetivo identificar os dilemas éticos que ocorrem na engenharia de software e verificar como este assunto está sendo ensinado na área de TI. Foi realizado um estudo de mapeamento sistemático; a pesquisa retornou 744 artigos de quatro bases de dados, dos quais 50 foram aceitos para extração de dados. Além disso, foi realizado um survey na área de educação; obtivemos 93 participantes na pesquisa e ao final foi realizado uma análise documental sobre a disciplina de ética em 20 universidades brasileiras. A partir dos dados extraídos na revisão, foi possível responder às questões de pesquisa e compreender os dilemas éticos que estiveram presentes nos últimos cinco anos. Os principais dilemas que podem auxiliar no direcionamento do ensino da ética no ensino superior foram privacidade, conscientização e segurança. Por meio do survey, foram coletados opiniões de alunos e professores universitários: 63% dos alunos relataram que a disciplina de ética é importante para a grade curricular dos cursos de graduação e pós-graduação da área de informática; 61,3% possuíam conhecimentos sobre ética aplicada ao seu campo profissional; 75,3% consideram a ética importante para os profissionais de TI; 35,5% tinham interesse em fazer curso relacionado à ética; 72% não leram o código de ética profissional em nenhuma área da tecnologia da informação; e 47,3% nunca estudaram ética. A percepção dos professores mostrou que 82,3% nunca ensinaram sobre a existência de um código de ética específico em tecnologia da informação; 93,1% afirmaram que o código de ética e conduta profissional é necessário para uma boa conduta profissional; e 72% não leram muito sobre questões éticas. As recomendações do MEC e SBC foram revisadas, e notou-se que as recomendações focam no perfil do aluno ao finalizar o curso. Nas universidades brasileiras a maioria das disciplinas são ministradas em ética e sociedade, apenas 30% dos cursos têm carga horária de 30 horas e não há padronização tanto na graduação quanto na pós-graduação. Ao combinar as informações obtidas, constatamos que, por meio de mapeamento sistemático, as principais questões éticas foram privacidade e transparência. Na análise do documento, as palavras que mais aparecem são privacidade e propriedade intelectual na graduação e privacidade e responsabilidade na pós-graduação. No survey e na análise de documentos percebemos que os alunos consideram o tema da ética importante para os cursos de graduação e pós-graduação, porém a maioria dos cursos tem carga horária de apenas 30 horas. O estudo de mapeamento contribuiu para evidenciar as principais questões éticas que foram discutidas na literatura científica nos ultimos 5 anos, o survey sobre a opinião de alunos e professores contribuiu para uma melhor compreensão e sugestões de mudanças futuras para obter maior interesse dos alunos e maior motivação profissional dos professores. A análise documental mostra que privacidade é uma questão discutida tanto na academia quanto nas publicações científicas, transparência foi visualizada mais nas publicações e não nas ementas dos cursos universitários, outros dilemas éticos foram visualizados como propriedade intelectual e responsabilidade.engUniversidade Federal de PernambucoPrograma de Pos Graduacao em Ciencia da ComputacaoUFPEBrasilEngenharia de softwareEducaçãoMapeamentoWhat should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesismestradoinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFPEinstname:Universidade Federal de Pernambuco (UFPE)instacron:UFPELICENSElicense.txtlicense.txttext/plain; charset=utf-82142https://repositorio.ufpe.br/bitstream/123456789/45461/2/license.txt6928b9260b07fb2755249a5ca9903395MD52ORIGINALDissertação Germana Arruda de Queiroz.pdfDissertação Germana Arruda de Queiroz.pdfapplication/pdf1292696https://repositorio.ufpe.br/bitstream/123456789/45461/1/Disserta%c3%a7%c3%a3o%20Germana%20Arruda%20de%20Queiroz.pdfff9005f96816584dee878e1f024ec7a0MD51TEXTDissertação Germana Arruda de Queiroz.pdf.txtDissertação Germana Arruda de Queiroz.pdf.txtExtracted texttext/plain182196https://repositorio.ufpe.br/bitstream/123456789/45461/3/Disserta%c3%a7%c3%a3o%20Germana%20Arruda%20de%20Queiroz.pdf.txtb271cd4055f3fbdfecc01bdb732a4b0fMD53THUMBNAILDissertação Germana Arruda de Queiroz.pdf.jpgDissertação Germana Arruda de Queiroz.pdf.jpgGenerated Thumbnailimage/jpeg1273https://repositorio.ufpe.br/bitstream/123456789/45461/4/Disserta%c3%a7%c3%a3o%20Germana%20Arruda%20de%20Queiroz.pdf.jpgfe8cf264da091191cbcf91d316372f27MD54123456789/454612022-08-05 02:16:28.243oai:repositorio.ufpe.br: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ório InstitucionalPUBhttps://repositorio.ufpe.br/oai/requestattena@ufpe.bropendoar:22212022-08-05T05:16:28Repositório Institucional da UFPE - Universidade Federal de Pernambuco (UFPE)false
dc.title.pt_BR.fl_str_mv What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
title What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
spellingShingle What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
QUEIROZ, Germana Arruda de
Engenharia de software
Educação
Mapeamento
title_short What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
title_full What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
title_fullStr What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
title_full_unstemmed What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
title_sort What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?
author QUEIROZ, Germana Arruda de
author_facet QUEIROZ, Germana Arruda de
author_role author
dc.contributor.authorLattes.pt_BR.fl_str_mv http://lattes.cnpq.br/5268132504217374
dc.contributor.advisorLattes.pt_BR.fl_str_mv http://lattes.cnpq.br/9783292465422902
dc.contributor.author.fl_str_mv QUEIROZ, Germana Arruda de
dc.contributor.advisor1.fl_str_mv RAMALHO, Geber Lisboa
contributor_str_mv RAMALHO, Geber Lisboa
dc.subject.por.fl_str_mv Engenharia de software
Educação
Mapeamento
topic Engenharia de software
Educação
Mapeamento
description Software has a constant, increasingly present influence in our lives. For example, recently developed technologies, such as autonomous cars and social networks, can introduce prejudices, cause breaches of privacy, lead to digital addiction, and introduce other issues. This study aims to identify ethical issues that occur in software engineering and check how this subject is taught in the IT field. A systematic mapping study was conducted. Herein, 744 articles from four databases were returned, 50 of which were accepted for data extraction. Thereafter, we conducted an educational survey with 93 participants and composed a document analysis on the discipline of ethics in 20 Brazilian universities. Based on the data extracted in the review, it was possible to answer the research questions and understand the ethical issues that have been present throughout the last five years. The main ethical issues that can be mitigated through the teaching of ethics in higher education are those pertaining to privacy, awareness, and security. In our survey, we collected opinions from university students and professors. Among the students, 63% reported that the discipline of ethics is important in the curricula of undergraduate- and graduate-level informatics, 61.3% had knowledge about ethics applied to their professional field, 75.3% considered ethics important for IT professionals, 35.5% were interested in pursuing an ethics-related course, 72% did not read the code of professional ethics in any area of information technology, and 47.3% never studied ethics. Among the teachers, 82.3% never taught a specific code of ethics in information technology, 93.1% agreed that a code of ethics is necessary for good professional conduct, and 72% did not have sufficient knowledge regarding ethical issues. The recommendations of the MEC and SBS were reviewed, and it was noted that the recommendations do not provide information on the program, workload and content of the disciplines. The MEC and SBC recommendations were reviewed, and it was noted that the recommendations focus on the student profile at the end of the course. In Brazilians universities the most of disciplines are taught in ethics and society, only 30% of the courses have a workload of 30 hours and there is no standardization at both undergraduate and graduate levels. By combining the information collected, we found that, through systematic mapping, the main ethical issues were privacy and transparency. In the document's analysis, the words that appear most where privacy and intellectual property at the undergraduate level and privacy and responsibility at the graduate level. In the survey and analysis of documents we realized that the students consider the topic of ethics important for undergraduate and graduate courses because most courses have a workload of only 30 hours. The mapping study contributed to evidence the main ethical issues that were discussed in the scientific literature in the last five years, the survey on the opinion of students and teachers contributed to better understanding and suggestions for future changes to obtain greater student interest and greater motivation teachers' professional. Document analysis show that privacy is an issue discussed both in academia and scientific publications, transparency was seen more in publications and not in the syllabus of university courses, other ethical issues were seen as intellectual property and responsibility.
publishDate 2022
dc.date.accessioned.fl_str_mv 2022-08-04T16:01:56Z
dc.date.available.fl_str_mv 2022-08-04T16:01:56Z
dc.date.issued.fl_str_mv 2022-02-11
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv QUEIROZ, Germana Arruda de. What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?. 2022. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Pernambuco, Recife, 2022.
dc.identifier.uri.fl_str_mv https://repositorio.ufpe.br/handle/123456789/45461
dc.identifier.dark.fl_str_mv ark:/64986/001300000hbzd
identifier_str_mv QUEIROZ, Germana Arruda de. What should we be learning about ethics in software engineering and what are we formally studying in the brazilian academy?. 2022. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Pernambuco, Recife, 2022.
ark:/64986/001300000hbzd
url https://repositorio.ufpe.br/handle/123456789/45461
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Pernambuco
dc.publisher.program.fl_str_mv Programa de Pos Graduacao em Ciencia da Computacao
dc.publisher.initials.fl_str_mv UFPE
dc.publisher.country.fl_str_mv Brasil
publisher.none.fl_str_mv Universidade Federal de Pernambuco
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFPE
instname:Universidade Federal de Pernambuco (UFPE)
instacron:UFPE
instname_str Universidade Federal de Pernambuco (UFPE)
instacron_str UFPE
institution UFPE
reponame_str Repositório Institucional da UFPE
collection Repositório Institucional da UFPE
bitstream.url.fl_str_mv https://repositorio.ufpe.br/bitstream/123456789/45461/2/license.txt
https://repositorio.ufpe.br/bitstream/123456789/45461/1/Disserta%c3%a7%c3%a3o%20Germana%20Arruda%20de%20Queiroz.pdf
https://repositorio.ufpe.br/bitstream/123456789/45461/3/Disserta%c3%a7%c3%a3o%20Germana%20Arruda%20de%20Queiroz.pdf.txt
https://repositorio.ufpe.br/bitstream/123456789/45461/4/Disserta%c3%a7%c3%a3o%20Germana%20Arruda%20de%20Queiroz.pdf.jpg
bitstream.checksum.fl_str_mv 6928b9260b07fb2755249a5ca9903395
ff9005f96816584dee878e1f024ec7a0
b271cd4055f3fbdfecc01bdb732a4b0f
fe8cf264da091191cbcf91d316372f27
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositório Institucional da UFPE - Universidade Federal de Pernambuco (UFPE)
repository.mail.fl_str_mv attena@ufpe.br
_version_ 1815172827148451840