Algorithmic Futuring: Predictive Infrastructures of Valuation and Investment in the Assetization of Edtech
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| Title: | Algorithmic Futuring: Predictive Infrastructures of Valuation and Investment in the Assetization of Edtech |
|---|---|
| Language: | English |
| Authors: | Ben Williamson (ORCID |
| Source: | Learning, Media and Technology. 2025 50(1):87-101. |
| Availability: | Routledge. Available from: Taylor & Francis, Ltd. 530 Walnut Street Suite 850, Philadelphia, PA 19106. Tel: 800-354-1420; Tel: 215-625-8900; Fax: 215-207-0050; Web site: http://www.tandf.co.uk/journals |
| Peer Reviewed: | Y |
| Page Count: | 15 |
| Publication Date: | 2025 |
| Document Type: | Journal Articles Reports - Evaluative |
| Descriptors: | Algorithms, Prediction, Investment, Educational Technology, Futures (of Society), Educational Practices, Industry, Ambiguity (Context), Commercialization |
| DOI: | 10.1080/17439884.2024.2435820 |
| ISSN: | 1743-9884 1743-9892 |
| Abstract: | Futures of education are increasingly defined through predictive technologies and methods. We conceptualize 'algorithmic futuring' as the use of data-driven digital methods and predictive infrastructures to anticipate educational futures and animate actions in the present towards their materialization. Specifically, we focus on algorithmic futuring in the education technology investment industry, and the role of predictive infrastructures of valuation and investment in the assetization of edtech. Edtech investment actors make predictions based on the calculated future asset value of digital technologies. Methods and narratives of algorithmic futuring produced through predictive infrastructures are intended to render an assetized future of education seemingly attractive, attainable, and actionable. Our analysis foregrounds three forms of algorithmic futuring practised by an edtech investment organization: "forecasting targets"; "managing uncertainty"; and "provoking assetization." Each has significant impacts on what futures are put into motion in the present, and exploit a gap in public investment in edtech futures. |
| Abstractor: | As Provided |
| Entry Date: | 2025 |
| Accession Number: | EJ1465238 |
| Database: | ERIC |
| FullText | Text: Availability: 0 |
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| Header | DbId: eric DbLabel: ERIC An: EJ1465238 AccessLevel: 3 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Algorithmic Futuring: Predictive Infrastructures of Valuation and Investment in the Assetization of Edtech – Name: Language Label: Language Group: Lang Data: English – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Ben+Williamson%22">Ben Williamson</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0001-9356-3213">0000-0001-9356-3213</externalLink>)<br /><searchLink fieldCode="AR" term="%22Carolina+Valladares+Celis%22">Carolina Valladares Celis</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0003-3402-7992">0000-0003-3402-7992</externalLink>)<br /><searchLink fieldCode="AR" term="%22Arathi+Sriprakash%22">Arathi Sriprakash</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0003-3655-0605">0000-0003-3655-0605</externalLink>)<br /><searchLink fieldCode="AR" term="%22Jessica+Pykett%22">Jessica Pykett</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0002-0036-9639">0000-0002-0036-9639</externalLink>)<br /><searchLink fieldCode="AR" term="%22Keri+Facer%22">Keri Facer</searchLink> (ORCID <externalLink term="https://orcid.org/0000-0002-4642-7806">0000-0002-4642-7806</externalLink>) – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="SO" term="%22Learning%2C+Media+and+Technology%22"><i>Learning, Media and Technology</i></searchLink>. 2025 50(1):87-101. – Name: Avail Label: Availability Group: Avail Data: Routledge. Available from: Taylor & Francis, Ltd. 530 Walnut Street Suite 850, Philadelphia, PA 19106. Tel: 800-354-1420; Tel: 215-625-8900; Fax: 215-207-0050; Web site: http://www.tandf.co.uk/journals – 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 - Evaluative – Name: Subject Label: Descriptors Group: Su Data: <searchLink fieldCode="DE" term="%22Algorithms%22">Algorithms</searchLink><br /><searchLink fieldCode="DE" term="%22Prediction%22">Prediction</searchLink><br /><searchLink fieldCode="DE" term="%22Investment%22">Investment</searchLink><br /><searchLink fieldCode="DE" term="%22Educational+Technology%22">Educational Technology</searchLink><br /><searchLink fieldCode="DE" term="%22Futures+%28of+Society%29%22">Futures (of Society)</searchLink><br /><searchLink fieldCode="DE" term="%22Educational+Practices%22">Educational Practices</searchLink><br /><searchLink fieldCode="DE" term="%22Industry%22">Industry</searchLink><br /><searchLink fieldCode="DE" term="%22Ambiguity+%28Context%29%22">Ambiguity (Context)</searchLink><br /><searchLink fieldCode="DE" term="%22Commercialization%22">Commercialization</searchLink> – Name: DOI Label: DOI Group: ID Data: 10.1080/17439884.2024.2435820 – Name: ISSN Label: ISSN Group: ISSN Data: 1743-9884<br />1743-9892 – Name: Abstract Label: Abstract Group: Ab Data: Futures of education are increasingly defined through predictive technologies and methods. We conceptualize 'algorithmic futuring' as the use of data-driven digital methods and predictive infrastructures to anticipate educational futures and animate actions in the present towards their materialization. Specifically, we focus on algorithmic futuring in the education technology investment industry, and the role of predictive infrastructures of valuation and investment in the assetization of edtech. Edtech investment actors make predictions based on the calculated future asset value of digital technologies. Methods and narratives of algorithmic futuring produced through predictive infrastructures are intended to render an assetized future of education seemingly attractive, attainable, and actionable. Our analysis foregrounds three forms of algorithmic futuring practised by an edtech investment organization: "forecasting targets"; "managing uncertainty"; and "provoking assetization." Each has significant impacts on what futures are put into motion in the present, and exploit a gap in public investment in edtech futures. – Name: AbstractInfo Label: Abstractor Group: Ab Data: As Provided – Name: DateEntry Label: Entry Date Group: Date Data: 2025 – Name: AN Label: Accession Number Group: ID Data: EJ1465238 |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=eric&AN=EJ1465238 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1080/17439884.2024.2435820 Languages: – Text: English PhysicalDescription: Pagination: PageCount: 15 StartPage: 87 Subjects: – SubjectFull: Algorithms Type: general – SubjectFull: Prediction Type: general – SubjectFull: Investment Type: general – SubjectFull: Educational Technology Type: general – SubjectFull: Futures (of Society) Type: general – SubjectFull: Educational Practices Type: general – SubjectFull: Industry Type: general – SubjectFull: Ambiguity (Context) Type: general – SubjectFull: Commercialization Type: general Titles: – TitleFull: Algorithmic Futuring: Predictive Infrastructures of Valuation and Investment in the Assetization of Edtech Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Ben Williamson – PersonEntity: Name: NameFull: Carolina Valladares Celis – PersonEntity: Name: NameFull: Arathi Sriprakash – PersonEntity: Name: NameFull: Jessica Pykett – PersonEntity: Name: NameFull: Keri Facer IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2025 Identifiers: – Type: issn-print Value: 1743-9884 – Type: issn-electronic Value: 1743-9892 Numbering: – Type: volume Value: 50 – Type: issue Value: 1 Titles: – TitleFull: Learning, Media and Technology Type: main |
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