Homesteading the “Wild West” of educational apps: Ranking cultures and the struggle for algorithmic visibility on Apple’s App Store

The proliferation of preschool apps marketed as educational has created a challenging landscape in which their actual educational value is difficult to assess, a phenomenon some authors have described as a “digital Wild West.” While education apps have received continuous scholarly attention, the specific conditions governing their distribution remain understudied. From a software and platform studies perspective and drawing on digital methods, this paper investigates how app stores mediate access to educational apps for young children. We examine the “ranking cultures” on Apple’s App Store through the empirical study of search results of early literacy apps. We present our findings, paying attention to both the strategies employed by app stores and the tactics used by app developers to adapt to algorithmic governance. This lens prompts a discussion on the ranking dynamics that influence app makers’ tactics and how these negotiations shape the current offer for preschool education.

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Institutions

Publication Details

Journal
First Monday
Published
2025-05-04
DOI
https://doi.org/10.5210/fm.v30i5.13632
Citations
2
Primary Topic
Online Learning and Analytics
Type
article
Field-Weighted Citation Impact
3.39

Funders

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article

Homesteading the “Wild West” of educational apps: Ranking cultures and the struggle for algorithmic visibility on Apple’s App Store

Bernhard Rieder, Karla Zavala
2 citations
First Monday
Online Learning and Analytics
3.39
article

Homesteading the “Wild West” of educational apps: Ranking cultures and the struggle for algorithmic visibility on Apple’s App Store

Bernhard Rieder, Karla Zavala
article en
2 citations

Abstract

The proliferation of preschool apps marketed as educational has created a challenging landscape in which their actual educational value is difficult to assess, a phenomenon some authors have described as a “digital Wild West.” While education apps have received continuous scholarly attention, the specific conditions governing their distribution remain understudied. From a software and platform studies perspective and drawing on digital methods, this paper investigates how app stores mediate access to educational apps for young children. We examine the “ranking cultures” on Apple’s App Store through the empirical study of search results of early literacy apps. We present our findings, paying attention to both the strategies employed by app stores and the tactics used by app developers to adapt to algorithmic governance. This lens prompts a discussion on the ranking dynamics that influence app makers’ tactics and how these negotiations shape the current offer for preschool education.

First Monday
University of Amsterdam (NL)
European Commission, H2020 Marie Skłodowska-Curie Actions
Openalex Percentile: Top 7%
Online Learning and Analytics
3.39
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Homesteading the “Wild West” of educational apps: Ranking cultures and the struggle for algorithmic visibility on Apple’s App Store — Bernhard Rieder, Karla Zavala · First Monday (2025) | TGRS Research Map | TGRS