70/100

Moderate evidence

In a 273-person test, editing AI stories raised ownership, but writing by hand still gave more

Study title: How prompting and editing shape psychological ownership in AI-assisted creative writing

Evidence type
Randomized controlled trial
Sample
n = 273
Sources
1 sourcePeer-reviewed
Published
2 min read

Study title: How prompting and editing shape psychological ownership in AI-assisted creative writing

A preregistered experiment with 273 online participants asked people to write short stories either unaided or with AI help. The AI groups used one of two prompting styles, a single prompt or iterative prompting, and either edited the generated text or did not.

Read the study abstract

Large language models are increasingly used as writing partners, but their use complicates whether writers experience the resulting text as genuinely their own. Such psychological ownership is especially relevant in AI-assisted writing because it contributes to the immediate and extended experience of AI use, and users may sign, share, revise, or be held accountable for texts whose content was partly generated by AI. Prior work shows that greater human input can increase ownership, but it remains unclear how own…

56Gain side

How the two sides scoreClose call

55Problem side

The gain

In a 273-person experiment, editing AI-generated stories raised writers' sense of ownership, especially after single-prompt generation.

The problem

In a 273-person experiment, writing a story by hand gave people substantially higher ownership than any AI-assisted approach, and the gap persisted after adjusting for effort, perceived quality and motivation.

A fixed formula sets both scores from the evidence and its sources. Reader votes don’t move them.

What the scores mean

G is the gain side, out of 100. It goes up when the gain is specific, when it measurably helped people and when the sources behind it are strong.

P is the problem side, out of 100. It goes up when the problem is specific, when it measurably hurt people and when the sources behind it are strong.

In brief

Fully manual writing produced substantially higher ownership than every AI-assisted condition. Editing raised ownership, most clearly for single-prompt generation, while iterative prompting helped only when editing was not available.

The gap between manual and AI-assisted writing persisted in exploratory analyses that adjusted for effort, perceived story quality and intrinsic motivation. The authors suggest that tools should avoid one-shot delegation when ownership matters and support both steering and revising.

Main points

  1. The study was a preregistered mixed factorial experiment with 273 online participants writing short stories.
  2. Conditions were no AI, or AI with single-prompt or iterative prompting, each crossed with editing or not editing the output.
  3. Editing increased ownership, especially for single-prompt generation.
  4. Iterative prompting increased ownership when editing was unavailable, but not when editing was available.
  5. The authors read this as iterative prompting and editing being partially substitutable routes to ownership.
  6. Fully manual writing gave substantially higher ownership than all AI-assisted conditions, even after adjusting for effort, perceived quality and motivation.

The full story

Participants were online writers assigned to write short stories without AI or with AI under one of two prompting styles. Each AI style was crossed with whether participants edited the generated text, producing a mixed factorial design.

Editing raised ownership, with the largest boost after single-prompt generation. Iterative prompting raised ownership only when editing was not possible, suggesting both offer ways to exert control and invest in the text at different stages.

Despite these routes, no AI-assisted condition matched fully manual writing. Exploratory covariate analyses adjusting for effort, perceived story quality and intrinsic motivation did not close the gap. The authors conclude that writing tools should support both steering and direct revision of co-created text.

What this doesn’t fix

The ownership gap analyses adjusting for effort, perceived story quality and intrinsic motivation were exploratory, and participants were online volunteers writing short stories.

Sources

1 on file
  1. Peer-reviewed2026-08-01

Talk it over

Four questions to start on
This record found a gain and a problem in the same place. Which matters more to you, and who might answer differently?

Start with a question

In a 273-person test, editing AI stories raised ownership, but writing by hand still gave morehttps://truvace.com/item/how-prompting-and-editing-shape-psychological-ownership-in-ai-assisted-creative-

  1. This record found a gain and a problem in the same place. Which matters more to you, and who might answer differently?

    The gain In a 273-person experiment, editing AI-generated stories raised writers' sense of ownership, especially after single-prompt generation.

    The problem In a 273-person experiment, writing a story by hand gave people substantially higher ownership than any AI-assisted approach, and the gap persisted after adjusting for effort, perceived quality and motivation.

    Answer in the thread
  2. How do we know? What can this kind of evidence show, and what can’t it?

    The evidence This rests on a randomized controlled trial with a sample of 273, from Computers in Human Behavior: Artificial Humans.

    Answer in the thread
  3. What does it leave open? What else would you want to know before acting on it?

    The record’s own caveat The ownership gap analyses adjusting for effort, perceived story quality and intrinsic motivation were exploratory, and participants were online volunteers writing short stories.

    Answer in the thread
  4. Have you seen AI used this way where you study, work or live? Did it go the same way?

    Answer in the thread

The questions are the same on every record. The details under them are taken from this record as written.

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