Research explained · Peer-reviewed study
Knowing a dark pattern is there may not help people resist it
Bongard-Blanchy and colleagues surveyed 406 people about manipulative interfaces. Participants were often aware that design could influence their behaviour, but respondents did not describe awareness as sufficient protection and many remained unsure about the concrete harm. Younger respondents often recognised that examples felt manipulative while remaining uncertain about their consequences. The study supports better interface design and meaningful safeguards rather than placing the full burden on consumer vigilance.
- Original work
- I am Definitely Manipulated, Even When I am Aware of it. It’s Ridiculous!: Dark Patterns from the End-User Perspective
- Authors
- Kerstin Bongard-Blanchy, Arianna Rossi, Salvador Rivas, Sophie Doublet, Vincent Koenig and Gabriele Lenzini
- Published
- 2021
- Venue
- ACM Designing Interactive Systems Conference 2021
- Method
- A survey study presenting people with manipulative-design concepts and examples, then examining awareness, perceived influence, resistance and understood harm.
- Sample or scope
- 406 survey participants, with analysis including age-related differences in recognition and perceived harm.
Read the evidence carefully
From research question to useful conclusion
- 1
Question
Bongard-Blanchy and colleagues surveyed 406 people about manipulative interfaces.
- 2
Method
A survey study presenting people with manipulative-design concepts and examples, then examining awareness, perceived influence, resistance and understood harm.
- 3
Finding
Participants reported recognising manipulative intent without describing awareness as sufficient protection against its influence.
- 4
Boundary
The study uses a survey and selected examples; it does not observe every participant completing a live Australian transaction or establish causal effect for every pattern.
“I know what this is doing” is not the same as “it cannot affect me”
Digital literacy is often offered as the simplest answer to manipulative design. Teach people the tricks, the argument goes, and they will avoid them. The study’s title captures why that answer is too comfortable: participants could feel manipulated and still find themselves influenced.
This gap between recognition and resistance matters because many interfaces operate under time, attention or effort pressure. A person may notice the oversized acceptance button but still choose it to finish a task. They may recognise a scarcity cue while remaining unsure whether waiting will cost them the offer.
Harm can stay invisible after the click
Participants were often less confident about the actual harm than about the manipulative character of the design. That distinction helps explain why complaint and conversion data can tell different stories.
The consequence may arrive later: a recurring charge, more data sharing, a harder cancellation route or time spent reversing an unwanted choice. If research asks only whether the user spotted the pattern, it can miss the lifecycle impact.
The subscription journey and account-management journey connect the initial choice to later states where those consequences become visible.
Better disclosure is not always enough
Adding another line of text can increase information without improving comprehension. If the material consequence remains visually remote, arrives after the action or competes with repeated pressure, responsibility still falls on the person to overcome the design.
A fairer alternative changes the decision environment: comparable choice prominence, a persistent refusal, a clear total, a direct exit and a confirmation that reflects the backend state. User education can support that design, but it should not replace it.
What the study contributes to Australian implementation
The research does not decide section 28B. It helps teams formulate evidence questions about the consumer’s decision environment and likely detriment. If a business argues that the user “could see what was happening”, the study is a reminder that awareness and effective control are not identical.
The team still needs the actual Australian journey, audience, timing and post-action state. The readiness planner helps assign that work across legal, product, UX, compliance and engineering rather than treating consumer vigilance as the only safeguard.
Source check on 14 September 2026
The authors’ arXiv record identifies the 406-person survey and its latest listed revision as 1 June 2021. The evidence concerns awareness, reported influence and understood harm. It does not track completed Australian purchases or prove that recognition caused or failed to prevent a particular transaction. This distinction now informs the summary above.
What to retain
Three findings worth carrying into review
Recognition was incomplete protection
Participants reported recognising manipulative intent without describing awareness as sufficient protection against its influence.
Harm was harder to name
People were often less certain about the concrete financial, privacy, time or autonomy consequence than about the manipulative feel of the design.
Education alone is insufficient
Awareness tools may help, but the authors also discuss fairer patterns, design friction and enforcement support rather than relying only on individual vigilance.
What this evidence cannot establish
- The study uses a survey and selected examples; it does not observe every participant completing a live Australian transaction or establish causal effect for every pattern.
- Recognition, susceptibility and perceived harm are research constructs, not substitutes for the enacted consumer connection, conduct and detriment elements of section 28B.
Questions for an Australian journey review
- Can a first-time user explain the material consequence before acting, even if they recognise that the interface is trying to persuade them?
- Does the neutral route remove the pressure or merely add another warning that the user must notice and interpret?
- Which safeguards should be built into the choice architecture instead of depending on perfect attention or pattern literacy?
Evidence base
Sources
- I am Definitely Manipulated, Even When I am Aware of it. It’s Ridiculous!Bongard-Blanchy et al.; ACM DIS 2021 · Secondary · checked 2026-09-14 · arXiv:2104.12653