From Tool to Method: Developing AI Literacy in an Upper-Level History Course
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| Title: | From Tool to Method: Developing AI Literacy in an Upper-Level History Course |
|---|---|
| Language: | English |
| Authors: | Marko Dumancic, Trini Stickle |
| Source: | Journal of Teaching and Learning with Technology. 2025 14:20-34. |
| Availability: | Indiana University. 107 South Indiana Avenue, Bryan Hall 203B, Bloomington, IN 47405. Tel: 317-274-5647; Fax: 317-278-2360; e-mail: josotl@iu.edu; Web site: https://scholarworks.iu.edu/journals/index.php/jotlt |
| Peer Reviewed: | Y |
| Page Count: | 15 |
| Publication Date: | 2025 |
| Document Type: | Journal Articles Reports - Research |
| Education Level: | Higher Education Postsecondary Education |
| Descriptors: | Artificial Intelligence, History Instruction, Technological Literacy, Undergraduate Students, Writing Instruction, Advanced Courses, Student Attitudes, Technology Uses in Education, Writing Processes |
| ISSN: | 2165-2554 |
| Abstract: | Faculty and students alike face growing uncertainty about the role of generative artificial intelligence (AI) in the college classroom, particularly in writing-intensive and discussion-based disciplines such as history. This qualitative case study explored how undergraduate students in a history course responded to the structured introduction of AI tools throughout a semester-long writing sequence. The course was designed in three modules: traditional writing without AI, guided experimentation with AI support, and student-directed use of AI during a final comparative writing project. Student responses were collected through surveys and written reflections across each module, as well as a final exit survey. Findings indicate that students developed increasingly nuanced understandings of AI's role in academic work, shifting from early skepticism or (over)reliance to thoughtful, task-specific engagement. While students continued to express distrust in AI as a grading tool, many acknowledged its value in brainstorming, organization, and revision. The study offers insight into the evolving relationship between students and classroom technology and suggests the importance of instructor framing, peer discussion, and ethical reflection in building meaningful AI literacy. |
| Abstractor: | As Provided |
| Entry Date: | 2026 |
| Accession Number: | EJ1494984 |
| Database: | ERIC |
| FullText | Text: Availability: 0 CustomLinks: – Url: https://eric.ed.gov/contentdelivery/servlet/ERICServlet?accno=EJ1494984 Name: ERIC Full Text Category: fullText Text: Full Text from ERIC |
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| Items | – Name: Title Label: Title Group: Ti Data: From Tool to Method: Developing AI Literacy in an Upper-Level History Course – Name: Language Label: Language Group: Lang Data: English – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Marko+Dumancic%22">Marko Dumancic</searchLink><br /><searchLink fieldCode="AR" term="%22Trini+Stickle%22">Trini Stickle</searchLink> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="SO" term="%22Journal+of+Teaching+and+Learning+with+Technology%22"><i>Journal of Teaching and Learning with Technology</i></searchLink>. 2025 14:20-34. – Name: Avail Label: Availability Group: Avail Data: Indiana University. 107 South Indiana Avenue, Bryan Hall 203B, Bloomington, IN 47405. Tel: 317-274-5647; Fax: 317-278-2360; e-mail: josotl@iu.edu; Web site: https://scholarworks.iu.edu/journals/index.php/jotlt – Name: PeerReviewed Label: Peer Reviewed Group: SrcInfo Data: Y – Name: Pages Label: Page Count Group: Src Data: 15 – Name: DatePubCY Label: Publication Date Group: Date Data: 2025 – Name: TypeDocument Label: Document Type Group: TypDoc Data: Journal Articles<br />Reports - Research – Name: Audience Label: Education Level Group: Audnce Data: <searchLink fieldCode="EL" term="%22Higher+Education%22">Higher Education</searchLink><br /><searchLink fieldCode="EL" term="%22Postsecondary+Education%22">Postsecondary Education</searchLink> – Name: Subject Label: Descriptors Group: Su Data: <searchLink fieldCode="DE" term="%22Artificial+Intelligence%22">Artificial Intelligence</searchLink><br /><searchLink fieldCode="DE" term="%22History+Instruction%22">History Instruction</searchLink><br /><searchLink fieldCode="DE" term="%22Technological+Literacy%22">Technological Literacy</searchLink><br /><searchLink fieldCode="DE" term="%22Undergraduate+Students%22">Undergraduate Students</searchLink><br /><searchLink fieldCode="DE" term="%22Writing+Instruction%22">Writing Instruction</searchLink><br /><searchLink fieldCode="DE" term="%22Advanced+Courses%22">Advanced Courses</searchLink><br /><searchLink fieldCode="DE" term="%22Student+Attitudes%22">Student Attitudes</searchLink><br /><searchLink fieldCode="DE" term="%22Technology+Uses+in+Education%22">Technology Uses in Education</searchLink><br /><searchLink fieldCode="DE" term="%22Writing+Processes%22">Writing Processes</searchLink> – Name: ISSN Label: ISSN Group: ISSN Data: 2165-2554 – Name: Abstract Label: Abstract Group: Ab Data: Faculty and students alike face growing uncertainty about the role of generative artificial intelligence (AI) in the college classroom, particularly in writing-intensive and discussion-based disciplines such as history. This qualitative case study explored how undergraduate students in a history course responded to the structured introduction of AI tools throughout a semester-long writing sequence. The course was designed in three modules: traditional writing without AI, guided experimentation with AI support, and student-directed use of AI during a final comparative writing project. Student responses were collected through surveys and written reflections across each module, as well as a final exit survey. Findings indicate that students developed increasingly nuanced understandings of AI's role in academic work, shifting from early skepticism or (over)reliance to thoughtful, task-specific engagement. While students continued to express distrust in AI as a grading tool, many acknowledged its value in brainstorming, organization, and revision. The study offers insight into the evolving relationship between students and classroom technology and suggests the importance of instructor framing, peer discussion, and ethical reflection in building meaningful AI literacy. – Name: AbstractInfo Label: Abstractor Group: Ab Data: As Provided – Name: DateEntry Label: Entry Date Group: Date Data: 2026 – Name: AN Label: Accession Number Group: ID Data: EJ1494984 |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eric&AN=EJ1494984 |
| RecordInfo | BibRecord: BibEntity: Languages: – Text: English PhysicalDescription: Pagination: PageCount: 15 StartPage: 20 Subjects: – SubjectFull: Artificial Intelligence Type: general – SubjectFull: History Instruction Type: general – SubjectFull: Technological Literacy Type: general – SubjectFull: Undergraduate Students Type: general – SubjectFull: Writing Instruction Type: general – SubjectFull: Advanced Courses Type: general – SubjectFull: Student Attitudes Type: general – SubjectFull: Technology Uses in Education Type: general – SubjectFull: Writing Processes Type: general Titles: – TitleFull: From Tool to Method: Developing AI Literacy in an Upper-Level History Course Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Marko Dumancic – PersonEntity: Name: NameFull: Trini Stickle IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 2165-2554 Numbering: – Type: volume Value: 14 Titles: – TitleFull: Journal of Teaching and Learning with Technology Type: main |
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