A Reddit study found role-taking dependence on Replika
A grounded theory analysis of 582 r/Replika posts from 2017–2021 records reported emotional dependence marked by role-taking.
- Historical event
- December 22, 2022
- First source published
- December 22, 2022
- Site publication
- September 18, 2026
What happened
In December 2022, a five-person team based at the University of Wisconsin–Milwaukee published a grounded theory study of mental-health-relevant posts from the r/Replika community on Reddit. The paper's publisher-deposited record names five authors, led by Linnea Laestadius, in the journal New Media & Society. This is not a survey or a controlled trial. It is qualitative coding of forum text: people writing, unprompted, about their experience of the Replika companion app.
What the documents show
The abstract attached to the record states that the authors identified 582 mental-health-relevant posts made in r/Replika between 2017 and 2021, then analysed them using grounded theory, a method that builds categories from data rather than testing a fixed hypothesis. A second indexed copy of the abstract corroborates these figures. The authors report evidence of harms tied to emotional dependence on the app, resembling patterns seen in human-to-human relationships rather than an ordinary technology habit.
The mechanism
The paper's distinct contribution is role-taking: posters described Replika as though it had its own needs and emotions the user was obliged to attend to, not simply a feature set. That differs from generic attachment to convenient software. Role-taking implies the user has assigned the app a subject position, something that can be neglected or disappointed, which generates a felt obligation to keep engaging. Because the material is forum text rather than a validated psychological scale, the study can show how people voluntarily articulated this dynamic; that method alone cannot establish how common the pattern is across the app's user base.
What it leaves open
People who post about mental-health-relevant experiences with a companion app are self-selecting: those who felt strongly enough, in either direction, to write publicly. This kind of discourse analysis captures the shape of reported harms and the language used to describe them; it does not establish prevalence, and it cannot separate cause from correlation between app use and distress. The paper's public bibliographic record confirms no open-access full text is indexed anywhere, so the authors' stated limitations and any funding disclosure could not be verified for this article. What the abstract does confirm: earlier research suggested human-chatbot and human-human relationships might not resemble each other, and these authors argue their Reddit data show factors pulling the two closer together than expected.
- Is a claimed pattern of harm or benefit drawn from a representative sample, or from people who already felt strongly enough to post about it?
- Does the evidence describe a pattern in people's own words, or measure how often that pattern occurs across users?
- When an app is described as having its own needs, whose interest is actually served by a user responding to that framing?
None of this makes the reported dependence imaginary, nor does it make the finding definitive. A grounded theory analysis of forum posts is well suited to naming a mechanism not previously described precisely; it is poorly suited to telling a reader how often that mechanism occurs, or in whom. Reading a widely cited record for what it establishes, rather than for the larger claim its citation count might imply, remains the more useful habit.
Sources & reading trail
Publisher-deposited Crossref record giving the paper's exact title, five-author byline, 22 December 2022 online-first date, journal of record, and the abstract describing the grounded theory design, 582-post r/Replika sample from 2017-2021, and the role-taking/emotional-dependence finding.
Source published: 22 December 2022 · Retrieved: 16 September 2026
Independently indexed record corroborating the same abstract, author list, publication date and sample details, and confirming the study identifies emotional dependence and a role-taking pattern rather than a representative prevalence estimate.
Source published: 22 December 2022 · Retrieved: 16 September 2026
Bibliographic record confirming the journal of record (New Media & Society, SAGE Publishing) and that no open-access full-text version is indexed in any repository, explaining why this record relies on the publisher-deposited abstract rather than the full paper.
Source published: 22 December 2022 · Retrieved: 16 September 2026
Company documents, filings, studies and official records establish the record; the reading and the questions are Lovebot Journal editorial analysis. This retrospective draft does not imply the site published on the event date.
Continue reading
- A 2020 study coded companionship as Replika's top reported theme
- An interview study described stages in a chatbot relationship
- Italy's privacy regulator halted Replika's processing of user data
- Browse the complete the archive
Sources & reading trail
- Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika
Source published: December 22, 2022 · Retrieved: September 16, 2026 - Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika
Source published: December 22, 2022 · Retrieved: September 16, 2026 - Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika
Source published: December 22, 2022 · Retrieved: September 16, 2026
The documents above establish the record. The reading and the questions are this publication’s editorial analysis, written after the fact.
Published September 18, 2026, not on the date of the event described.