Automation in education: trending issues concerning Artificial Intelligence
DOI:
https://doi.org/10.1590/S1678-4634202450273857porAbstract
Discourses on technology have been marked by dichotomic, albeit predominantly optimistic, value judgments on the place of artifacts in educational contexts. In academia itself, digital artifacts are often advocated as solutions to educational problems that are, in fact, complex and historically rooted. This article tackles a question on the discourses that surround technologies based on Artificial Intelligence (AI): are old discourses - that hinge on the naturalization of technology - being reproduced? Based upon a review of academic literature on AI in education, conducted within the scope of a broader ongoing research project, the text presents an overview of key discussion points raised in the last five years in the field of Education. On the one hand, there seems to be great enthusiasm for AI and its promises; on the other, concerns are highlighted regarding teaching as a profession - in the extreme, worries with the replacement of the teacher by the machine, a fear that is also not new. However, our review suggests that, beyond unrestrained optimism or pessimism, discussion agendas address important points considered with basis on in-depth theorization and solid empirical data, which can open paths other than the development and acceptance of technologies in purely solutionist perspectives.
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ALDOSARI, Share Aiyed. The future of higher education in the light of artificial intelligence transformations. International Journal of Higher Education, v. 9, n. 3, p. 145-151, 2020. Disponível em: Disponível em: https://files.eric.ed.gov/fulltext/EJ1248453.pdf Acesso em: 06 abr. 2023.
» https://files.eric.ed.gov/fulltext/EJ1248453.pdf
BARDIN, Laurence. Análise de conteúdo. Lisboa: Edições 70, 1977.
BARRETO, Raquel Goulart. Objetos como sujeitos: o deslocamento radical. In: FERREIRA, Giselle Martins dos Santos; ROSADO, Luiz Alexandre da Silva; CARVALHO, Jaciara de Sá (org.) Educação e tecnologia: abordagens críticas. Rio de Janeiro: SESES/UNESA, 2017, p. 124-142. Disponível em: Disponível em: https://bit.ly/3MpSehW Acesso em: 06 abr. 2023.
BOURDIEU, Pierre. Algumas propriedades dos campos. In: BOURDIEU, Pierre. Questões de sociologia. Petrópolis: Vozes, 2019. p. 109-115.
CAMPOS, Claudinei José Gomes. Método de análise de conteúdo: ferramenta para a análise de dados qualitativos no campo da saúde. Revista Brasileira de Enfermagem, Brasília, DF, v. 57, n. 5, p. 611-614. 2004. Disponível em: Disponível em: https://www.scielo.br/j/reben/a/wBbjs9fZBDrM3c3x4bDd3rc/?format=pdf⟨=pt Acesso em: 06 abr. 2023.
» https://www.scielo.br/j/reben/a/wBbjs9fZBDrM3c3x4bDd3rc/?format=pdf⟨=pt
CAMPOS, Luis Fernando Altenfelder de Arruda; LASTÓRIA, Luiz Antônio Calmon Nabuco. Semiformação e inteligência artificial no ensino. Pro-Posições, Campinas, v. 31, ed. 20180105, 2020. Disponível em: Disponível em: https://www.scielo.br/j/pp/a/RMMLt3y3cwPs9f4cztTtMSv/?lang=pt Acesso em: 06 abr. 2023.
» https://www.scielo.br/j/pp/a/RMMLt3y3cwPs9f4cztTtMSv/?lang=pt
CARVALHO, Jaciara de Sá; ROSADO, Luiz Alexandre da Silva; FERREIRA, Giselle Martins dos Santos. Rótulos e abordagens de pesquisa em educação e tecnologia. Revista Teias, Rio de Janeiro, v. 20, n. 59, p. 219-234, 2019. Disponível em: Disponível em: https://www.e-publicacoes.uerj.br/index.php/revistateias/article/view/43237 Acesso em: 08 abr. 2023.
» https://www.e-publicacoes.uerj.br/index.php/revistateias/article/view/43237
CHASSIGNOL, Maud et al. Artificial Intelligence trends in education: a narrative overview. Procedia Computer Science, v. 136, p. 16-24, 2018.
COELHO, Heitor. The robot take-over: reflections on the meaning of automated education. Education Policy Analysis Archives, v. 26, n. 115, p. 1-16, 2018. Disponível em: Disponível em: https://epaa.asu.edu/index.php/epaa/article/view/3863/2128 Acesso em: 06 abr. 2023.
» https://epaa.asu.edu/index.php/epaa/article/view/3863/2128
CRAWFORD, Kate. Atlas of AI. New Haven: Yale University Press, 2021.
DAVIES, Huw Cathan; EYNON, Rebecca; SALVESON, Cory. The Mobilisation of AI in education: A bourdieusean field analysis. Sociology, v. 55, n. 3, p. 539-60, 2021. Disponível em: Disponível em: https://journals.sagepub.com/doi/epub/10.1177/0038038520967888 Acesso em: 06 abr. 2023.
» https://journals.sagepub.com/doi/epub/10.1177/0038038520967888
FERREIRA, Giselle Martins dos Santos; LEMGRUBER, Márcio Silveira. Tecnologias educacionais como ferramentas: considerações críticas acerca de uma metáfora fundamental. Education Policy Analysis Archives , v. 26, p. 1-16, 2018. Disponível em: Disponível em: http://dx.doi.org/10.14507/epaa.26.3864 Acesso em: 06 abr. 2023.
» http://dx.doi.org/10.14507/epaa.26.3864
FERREIRA, Giselle Martins dos Santos; LEMGRUBER, Márcio Silveira; CABRERA, Thiago Leite. From didachography to AI: metaphors teaching is automated by. Journal of Interactive Media in Education, v. 2023, n. 1, p. 1-13, 2023. Disponível em: Disponível em: https://bit.ly/3KFhX4D Acesso em: 06 abr. 2023.
FERREIRA, Giselle Martins dos Santos et al. Metaphors we’re colonised by? The case of data-based technologies in Brazil. Learning, Media and Technology, London, v. 45, n. 1, p. 46-60, 2020.
FLORES, Fernando Alain Incio et al. Inteligencia artificial en educación: una revisión de la literatura en revistas científicas internacionales. Revista de Investigación Apuntes Universitarios, v. 2, n. 1, p. 353-372, 2022. Disponível em: Disponível em: https://doi.org/10.17162/au.v12i1.974 Acesso em: 06 abr. 2023.
» https://doi.org/10.17162/au.v12i1.974
GALLAGHER, Michael; BREINES, Markus. Unpacking the hidden curricula in educational automation: A methodology for ethical praxis. Postdigital Science and Education, n. 5, p. 56-76, 2023. Disponível em: Disponível em: https://link.springer.com/article/10.1007/s42438-022-00342-z Acesso em: 06 abr. 2023.
» https://link.springer.com/article/10.1007/s42438-022-00342-z
GATTI, Francielle Nogueira. Educação básica e inteligência artificial: perspectivas, contribuições e desafios. 2019. 90 f. Dissertação (Mestrado em Educação: Currículo) -Pontifícia Universidade Católica de São Paulo, São Paulo, 2019.
GRAY, Sandra Leaton. Artificial intelligence in schools: Towards a democratic future. London Review of Education, London, v. 18, n. 2, p. 163-177, 2020. Disponível em: Disponível em: https://files.eric.ed.gov/fulltext/EJ1297439.pdf Acesso em: 06 abr. 2023.
» https://files.eric.ed.gov/fulltext/EJ1297439.pdf
HINOJO-LUCENA, Francisco-Javier et al. Artificial intelligence in higher education: A bibliometric study on its impact in the scientific literature. Education Sciences, v. 9, n. 51, p. 1-9, 2019. Disponível em: Disponível em: https://www.mdpi.com/2227-7102/9/1/51 Acesso em: 06 abr. 2023.
» https://www.mdpi.com/2227-7102/9/1/51
LUCKIN, Rosemary; CUKUROVA, Mutlu. Designing educational technologies in the age of AI: A learning sciences-driven approach. British Journal of Educational Technology, London, v. 50, n. 6, p. 2824-2838, 2019.
MA, Wenting et al. Intelligent tutoring systems and learning outcomes: a meta-analysis. Journal of Educational Psychology, v. 106, n. 4, p. 901-918, 2014. Disponível em: Disponível em: https://psycnet.apa.org/doi/10.1037/a0037123 Acesso em 10 set. 2023.
» https://psycnet.apa.org/doi/10.1037/a0037123
MOROZOV, Evgeny. To save everything, click here: the folly of technological solutionism. Nova York: Public Affairs, 2013.
NAGRO, Shimaa Abdullah. The role of artificial intelligence techniques in improving the behavior and practices of faculty members when switching to elearning in light of the Covid-19 crisis. International Journal of Education and Practice, v. 9, n. 4, p. 687-714, 2021. Disponível em: Disponível em: https://files.eric.ed.gov/fulltext/EJ1329070.pdf Acesso em: 06 abr. 2023.
» https://files.eric.ed.gov/fulltext/EJ1329070.pdf
NAZARETSKY, Tanya et al. Teachers’ trust in AI-powered educational technology and a professional development program to improve it. British Journal of Educational Technology , v. 53, p. 914-931, 2022. Disponível em: Disponível em: https://bera-journals.onlinelibrary.wiley.com/doi/epdf/10.1111/bjet.13232 Acesso em: 06 abr. 2023.
» https://bera-journals.onlinelibrary.wiley.com/doi/epdf/10.1111/bjet.13232
NILSSON, Nils John. The quest for artificial intelligence: A history of ideas and achievements. Cambridge: Cambridge University Press, 2010.
O’NEILL, Cathy. Weapons of math destruction. Nova York: Broadway Books, 2016.
PARREIRA, Artur; LEHMANN, Lúcia; OLIVEIRA, Mariana. O desafio das tecnologias de inteligência artificial na Educação: percepção e avaliação dos professores. Ensaio, Rio de Janeiro, v. 29, n. 113, p. 975-999, out./dez. 2021. Disponível em: Disponível em: https://www.scielo.br/j/ensaio/a/nM9Rk8swvtDvwWNrKCZtjGn/ Acesso em: 06 abr. 2023.
» https://www.scielo.br/j/ensaio/a/nM9Rk8swvtDvwWNrKCZtjGn/
RENZ, André; HILBIG, Romy. Prerequisites for artificial intelligence in further education: identification of drivers, barriers, and business models of educational technology companies. International Journal of Educational Technology in Higher Education, v. 17, n. 14, 2020. Disponível em: Disponível em: https://educationaltechnologyjournal.springeropen.com/articles/10.1186/s41239-020-00193-3 Acesso em: 06 abr. 2023.
» https://educationaltechnologyjournal.springeropen.com/articles/10.1186/s41239-020-00193-3
SANTOS, Sanval Ebert de Freitas; FREITAS JORGE, Eduardo Manuel; WINKLER, Ingrid. Inteligência artificial e virtualização em ambientes virtuais de ensino e aprendizagem: desafios e perspectivas tecnológicas. ETD - Educação Temática Digital, Campinas, v. 23, n. 1, p. 2-19, 2021. Disponível em: Disponível em: https://periodicos.sbu.unicamp.br/ojs/index.php/etd/article/view/8656150/26123 Acesso em: 06 abr. 2023.
» https://periodicos.sbu.unicamp.br/ojs/index.php/etd/article/view/8656150/26123
SELWYN, Neil. Distrusting educational technology: critical questions for changing times. New York: Routledge, 2014.
SELWYN, Neil. Educação e tecnologia: questões críticas. In: FERREIRA, Giselle Martins dos Santos; ROSADO, Luiz Alexandre da Silva; CARVALHO, Jaciara de Sá (org.). Educação e tecnologia: abordagens críticas . Rio de Janeiro: SESES/UNESA , 2017. p. 85-103. Disponível em: Disponível em: https://ticpe.files.wordpress.com/2017/04/ebook-ticpe-2017.pdf Acesso em 19 dez. 2023.
» https://ticpe.files.wordpress.com/2017/04/ebook-ticpe-2017.pdf
SELWYN, Neil. Education and technology: key issues and concerns. London: Bloomsbury, 2011.
SELWYN, Neil et al. Digital technologies and the automation of education: key questions and concerns. Postdigital Science and Education , v. 5, p. 15-24, 2023b. Disponível em: Disponível em: https://link.springer.com/article/10.1007/s42438-021-00263-3 Acesso em: 06 abr. 2023.
» https://link.springer.com/article/10.1007/s42438-021-00263-3
SELWYN, Neil et al. Making sense of the digital automation of education. Postdigital Science and Education , v. 5, p. 1-14, 2023a. Disponível em: Disponível em: https://link.springer.com/article/10.1007/s42438-022-00362-9 Acesso em: 06 abr. 2023.
» https://link.springer.com/article/10.1007/s42438-022-00362-9
SEREN, Mehmet; OZCAN, Zeynel Ersin. Post pandemic education: distance education to artificial intelligence based education. International Journal of Curriculum and Instruction, v. 13, n. 1, p. 212-225. 2021. Disponível em: Disponível em: https://files.eric.ed.gov/fulltext/EJ1285723.pdf Acesso em: 06 abr. 2023.
» https://files.eric.ed.gov/fulltext/EJ1285723.pdf
TALAN, Tarik. Artificial intelligence in education: A bibliometric study. International Journal of Research in Education and Science, v. 7, n. 3, p. 822-837, 2021. Disponível em: Disponível em: https://files.eric.ed.gov/fulltext/EJ1308142.pdf Acesso em: 06 abr. 2023.
» https://files.eric.ed.gov/fulltext/EJ1308142.pdf
VICARI, Rosa Maria. Influências das Tecnologias da Inteligência Artificial no ensino. Estudos Avançados, São Paulo, v. 35, n. 101, p. 73-84, 2021. Disponível em: Disponível em: https://www.scielo.br/j/ea/a/VqyZbNzYfnCJ8s8Psft4jZf/?format=pdf⟨=pt Acesso em: 06 abr. 2023.
» https://www.scielo.br/j/ea/a/VqyZbNzYfnCJ8s8Psft4jZf/?format=pdf⟨=pt
VIEIRA, Kadja Janaína Pereira. O avanço das empresas GAFAM na educação básica brasileira. 2022. 138 f. Dissertação (Mestrado em Educação) - Pontifícia Universidade Católica do Rio de Janeiro, Rio de Janeiro, 2022.
WANG, Dongqing et al. A problem solving oriented intelligent tutoring system to improve students’ acquisition of basic computer skills. Computer & Education, v. 81, p. 102-112, 2015. Disponível em: Disponível em: https://www.sciencedirect.com/science/article/abs/pii/S0360131514002231 Acesso em 10 set. 2023.
» https://www.sciencedirect.com/science/article/abs/pii/S0360131514002231
WANG, Shanyong et al. Participant or spectator? Comprehending the willingness of faculty to use intelligent tutoring systems in the artificial intelligence era. British Journal of Educational Technology , v. 51, n. 5, p. 1657-1673, 2020. Disponível em: Disponível em: https://bera-journals.onlinelibrary.wiley.com/doi/10.1111/bjet.12998 Acesso em: 06 abr. 2023.
» https://bera-journals.onlinelibrary.wiley.com/doi/10.1111/bjet.12998
WATTERS, Audrey. Teaching machines: the history of personalized learning. Cambridge: MIT Press, 2021.
WILLIAMSON, Ben. Policy networks, performance metrics and platform markets: charting the expanding data infrastructure of higher education. British Journal of Educational Technology , v. 50, n. 6, p. 2794-2809, 2019. Disponível em: Disponível em: https://bera-journals.onlinelibrary.wiley.com/doi/epdf/10.1111/bjet.12849 Acesso em: 06 abr. 2023.
» https://bera-journals.onlinelibrary.wiley.com/doi/epdf/10.1111/bjet.12849
WILLIAMSON, Ben; PYKETT, Jessica; NEMORIN, Selena. Biosocial spaces and neurocomputational governance: brain-based and brain targeted technologies in education. Discourse, v. 39, n. 2, p. 258-275, 2018. Disponível em: Disponível em: https://www.tandfonline.com/doi/epdf/10.1080/01596306.2018.1394421?needAccess=true&role=button Acesso em: 06 abr. 2023.
» https://www.tandfonline.com/doi/epdf/10.1080/01596306.2018.1394421?needAccess=true&role=button
WINNER, Langdon. Artefatos têm política? Analytica, Rio de Janeiro, v. 21, n. 2, p. 195-218, 2017. Disponível em: 12527 (ufrj.br). Disponível em: Disponível em: 12527 (ufrj.br). Disponível em: https://revistas.ufrj.br/index.php/analytica/article/view/22470 Acesso em: 15 set. 2023.
» https://revistas.ufrj.br/index.php/analytica/article/view/22470
YANG, Xiaozhe. Accelerated Move for AI Education in China. Policy Review, v. 2, n. 3, p. 347-352, 2019. Disponível em: Disponível em: https://files.eric.ed.gov/fulltext/EJ1230110.pdf Acesso em: 06 abr. 2023.
» https://files.eric.ed.gov/fulltext/EJ1230110.pdf
ZAKHAROVA, Irina; JARKE, Juliane. Educational technologies as matters of care. Learning, Media and Technology , v. 47, n. 1, p. 95-108, 2022.
ZAWACKI-RICHTER, Olaf et al. Systematic review of research on artificial intelligence applications in higher education: where are the educators? International Journal of Educational Technology in Higher Education , v. 16, n. 39, 2019, p. 1-27. Disponível em: Disponível em: https://doi.org/10.1186/s41239-019-0171-0 Acesso em: 06 abr. 2023.
» https://doi.org/10.1186/s41239-019-0171-0
ZHAI, Xuesong et al. A review of artificial intelligence (AI) in education from 2010 to 2020. Complexity, Artigo 8812542, p. 1-18, 2021. Disponível em: Disponível em: https://doi.org/10.1155/2021/8812542 Acesso em: 06 abr. 2023.
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