68/100

Moderate evidence

Consumers set on self-improvement pay less for AI that does the work for them, study finds

Study title: Effort vs. Efficiency: How Ideal‐Self Pursuit Shapes Consumer Preference for Substitutional AI ‐Powered Products

Evidence type
Controlled or validated comparison
Sources
1 sourcePeer-reviewed
Published
2 min read

Study title: Effort vs. Efficiency: How Ideal‐Self Pursuit Shapes Consumer Preference for Substitutional AI ‐Powered Products

A peer-reviewed study in the Journal of Consumer Behaviour found that consumers who strongly pursue an ideal version of themselves prefer substitutional AI-powered products less and will pay less for them. The finding comes from a field study and four experiments, and applies to domains where personal effort and capability development matter for reaching the ideal self.

Read the study abstract

ABSTRACT As artificial intelligence (AI) increasingly takes over human tasks, a critical question arises regarding the trade‐off between effort and efficiency in consumer decision‐making: despite AI's remarkable sophistication and its ability to enhance efficiency, why do many consumers still prefer to perform certain tasks themselves rather than delegate them to AI? Prior research has primarily examined this phenomenon from the perspectives of perceived competence and trust, while relatively little attention ha…

The problem

In a field study and four experiments, consumers with stronger ideal-self pursuit showed lower preference and reduced willingness to pay for AI-powered products that substitute for effort aimed at self-improvement, and the effect was stronger under high perceived self-threat.

In brief

The effect was stronger when consumers felt a high level of perceived self-threat. The researchers report that self-improvement motivation explains the link: products that replace effort aimed at self-improvement clash with what these consumers want to achieve.

The authors say this is not a wholesale rejection of AI. When AI-powered products were positioned as tools that support rather than substitute consumers' self-improvement efforts, ideal-self pursuit increased preference, which points to positioning as a lever for companies selling such products.

Main points

  1. The research combined a field study with four experiments on consumer responses to AI-powered products.
  2. Consumers with stronger ideal-self pursuit showed lower preference and reduced willingness to pay for substitutional AI products.
  3. Perceived self-threat moderated the effect: under high versus low threat, ideal-self pursuers preferred effort-replacing AI products even less.
  4. Consumers' self-improvement motivation mediated the moderated relationship.
  5. Framing AI as supporting rather than substituting self-improvement efforts made ideal-self pursuit increase preference.
  6. The work draws on identity-based motivation theory and self-discrepancy theory, rather than the usual focus on perceived competence and trust.

The full story

The study starts from a puzzle: despite AI's sophistication and efficiency gains, many consumers still prefer to do certain tasks themselves. Earlier research mostly explained this through perceived competence and trust, giving little attention to self-identity and ideal-self pursuit.

Drawing on identity-based motivation theory and self-discrepancy theory, the authors tested domains where personal effort and capability development are central to attaining the ideal self. Across the field study and four experiments, stronger ideal-self pursuit went with lower preference and lower willingness to pay for substitutional AI products.

The effect depended on perceived self-threat and ran through self-improvement motivation. The authors conclude that positioning AI as support for self-improvement, rather than a replacement for effort, can align products with consumers' identity-related motivations.

Sources

1 on file
  1. Peer-reviewed2026-08-28

Talk it over

Four questions to start on
Who carries this cost, and what would have to change to prevent it?

Start with a question

Consumers set on self-improvement pay less for AI that does the work for them, study findshttps://truvace.com/item/effort-vs-efficiency-how-ideal-self-pursuit-shapes-consumer-preference-for-subst

  1. Who carries this cost, and what would have to change to prevent it?

    The problem In a field study and four experiments, consumers with stronger ideal-self pursuit showed lower preference and reduced willingness to pay for AI-powered products that substitute for effort aimed at self-improvement, and the effect was stronger under high perceived self-threat.

    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 controlled comparison, from Journal of Consumer Behaviour.

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

    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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