Ethical Thinking: Integration and Measurement in an AI Curriculum for Middle-High School Students.
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| Title: | Ethical Thinking: Integration and Measurement in an AI Curriculum for Middle-High School Students. |
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| Authors: | STUMP, Glenda S.1 gsstump1016@gmail.com, KANG, Shinyi2 s.kang@ikmz.uzh.ch, MASLA, John3 j_masla@education.mit.edu, BOSCH, Christina A.3 cabosch@education.mit.edu, ABELSON, Hal4 hal@mit.edu, KLOPFER, Eric5 klopfer@mit.edu, BREAZEAL, Cynthia6 cynthiab@media.mit.edu |
| Source: | Informatics in Education. Dec2025, Vol. 24 Issue 4, p815-844. 30p. |
| Subject Terms: | *Secondary education, *Project method in teaching, *Curriculum planning, *Evaluation methodology, *Teaching methods, Moral reasoning, Stakeholder analysis |
| Abstract: | Ethical thinking and reasoning is considered a core component of artificial intelligence (AI) literacy. However, there is a lack of strategies and assessments to promote and measure students’ ethical thinking in AI, particularly in K-12 education. In this paper, we discuss how RAICA, a project-based AI literacy curriculum integrates ethics into its framework and instructional resources. We employ a mixed-methods convergent design to obtain different yet complementary data on ethical thinking as an outcome mediated by diverse RAICA materials. Data analysis revealed that teachers utilized a variety of instructional strategies to foster students’ ethical thinking and that students actively engaged in ethical thinking activities, resulting in a developing understanding of stakeholders and potential benefits/harms of AI. Our work makes a key contribution to AI education by providing empirical evidence to support mechanisms for integration and assessment of ethical thinking within AI literacy curricula. [ABSTRACT FROM AUTHOR] |
| Copyright of Informatics in Education is the property of Informatics in Education and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Education Research Complete |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: ehh DbLabel: Education Research Complete An: 190725919 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Ethical Thinking: Integration and Measurement in an AI Curriculum for Middle-High School Students. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22STUMP%2C+Glenda+S%2E%22">STUMP, Glenda S.</searchLink><relatesTo>1</relatesTo><i> gsstump1016@gmail.com</i><br /><searchLink fieldCode="AR" term="%22KANG%2C+Shinyi%22">KANG, Shinyi</searchLink><relatesTo>2</relatesTo><i> s.kang@ikmz.uzh.ch</i><br /><searchLink fieldCode="AR" term="%22MASLA%2C+John%22">MASLA, John</searchLink><relatesTo>3</relatesTo><i> j_masla@education.mit.edu</i><br /><searchLink fieldCode="AR" term="%22BOSCH%2C+Christina+A%2E%22">BOSCH, Christina A.</searchLink><relatesTo>3</relatesTo><i> cabosch@education.mit.edu</i><br /><searchLink fieldCode="AR" term="%22ABELSON%2C+Hal%22">ABELSON, Hal</searchLink><relatesTo>4</relatesTo><i> hal@mit.edu</i><br /><searchLink fieldCode="AR" term="%22KLOPFER%2C+Eric%22">KLOPFER, Eric</searchLink><relatesTo>5</relatesTo><i> klopfer@mit.edu</i><br /><searchLink fieldCode="AR" term="%22BREAZEAL%2C+Cynthia%22">BREAZEAL, Cynthia</searchLink><relatesTo>6</relatesTo><i> cynthiab@media.mit.edu</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Informatics+in+Education%22">Informatics in Education</searchLink>. Dec2025, Vol. 24 Issue 4, p815-844. 30p. – Name: Subject Label: Subject Terms Group: Su Data: *<searchLink fieldCode="DE" term="%22Secondary+education%22">Secondary education</searchLink><br />*<searchLink fieldCode="DE" term="%22Project+method+in+teaching%22">Project method in teaching</searchLink><br />*<searchLink fieldCode="DE" term="%22Curriculum+planning%22">Curriculum planning</searchLink><br />*<searchLink fieldCode="DE" term="%22Evaluation+methodology%22">Evaluation methodology</searchLink><br />*<searchLink fieldCode="DE" term="%22Teaching+methods%22">Teaching methods</searchLink><br /><searchLink fieldCode="DE" term="%22Moral+reasoning%22">Moral reasoning</searchLink><br /><searchLink fieldCode="DE" term="%22Stakeholder+analysis%22">Stakeholder analysis</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Ethical thinking and reasoning is considered a core component of artificial intelligence (AI) literacy. However, there is a lack of strategies and assessments to promote and measure students’ ethical thinking in AI, particularly in K-12 education. In this paper, we discuss how RAICA, a project-based AI literacy curriculum integrates ethics into its framework and instructional resources. We employ a mixed-methods convergent design to obtain different yet complementary data on ethical thinking as an outcome mediated by diverse RAICA materials. Data analysis revealed that teachers utilized a variety of instructional strategies to foster students’ ethical thinking and that students actively engaged in ethical thinking activities, resulting in a developing understanding of stakeholders and potential benefits/harms of AI. Our work makes a key contribution to AI education by providing empirical evidence to support mechanisms for integration and assessment of ethical thinking within AI literacy curricula. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Informatics in Education is the property of Informatics in Education and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.15388/infedu.2025.29 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 30 StartPage: 815 Subjects: – SubjectFull: Secondary education Type: general – SubjectFull: Project method in teaching Type: general – SubjectFull: Curriculum planning Type: general – SubjectFull: Evaluation methodology Type: general – SubjectFull: Teaching methods Type: general – SubjectFull: Moral reasoning Type: general – SubjectFull: Stakeholder analysis Type: general Titles: – TitleFull: Ethical Thinking: Integration and Measurement in an AI Curriculum for Middle-High School Students. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: STUMP, Glenda S. – PersonEntity: Name: NameFull: KANG, Shinyi – PersonEntity: Name: NameFull: MASLA, John – PersonEntity: Name: NameFull: BOSCH, Christina A. – PersonEntity: Name: NameFull: ABELSON, Hal – PersonEntity: Name: NameFull: KLOPFER, Eric – PersonEntity: Name: NameFull: BREAZEAL, Cynthia IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 12 Text: Dec2025 Type: published Y: 2025 Identifiers: – Type: issn-print Value: 16485831 Numbering: – Type: volume Value: 24 – Type: issue Value: 4 Titles: – TitleFull: Informatics in Education Type: main |
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