Research explained · Institutional research
What 2,000 Australians said dark patterns cost them
The Consumer Policy Research Centre surveyed 2,000 Australians about ten forms of manipulative online design. Eighty-three per cent reported at least one negative consequence, one in five said they spent more than intended, one in four shared more personal information than wanted and 30% stopped using a service temporarily or permanently. The findings give Australia-specific evidence of experienced harm, but they predate the 2026 Act and do not establish a section 28B contravention in any individual case.
- Original work
- Duped by design: Manipulative online design: Dark patterns in Australia
- Authors
- Consumer Policy Research Centre
- Published
- 2022-06-08
- Venue
- CPRC Australian consumer research report
- Method
- A survey of Australian consumers about exposure to ten named dark patterns and self-reported behavioural, financial, privacy and trust consequences.
- Sample or scope
- 2,000 Australian consumers, with findings reported for the full sample and selected age groups.
Read the evidence carefully
From research question to useful conclusion
- 1
Question
The Consumer Policy Research Centre surveyed 2,000 Australians about ten forms of manipulative online design.
- 2
Method
A survey of Australian consumers about exposure to ten named dark patterns and self-reported behavioural, financial, privacy and trust consequences.
- 3
Finding
Eighty-three per cent of respondents reported one or more negative consequences associated with design features intended to influence behaviour.
- 4
Boundary
The survey records participants’ reported experiences and perceived consequences; it does not separately reconstruct every interface, causal sequence or business operating state.
Evidence at a glance
Selected consequences reported by Australian respondents
The percentages describe self-reported experiences in the CPRC survey. Categories can overlap because one participant could report more than one consequence.
The harm was not confined to money
The most useful feature of CPRC’s report is its breadth. Participants did not describe one neat outcome called “dark-pattern harm”. They reported spending more than intended, creating unwanted accounts, sharing excess personal information, feeling annoyed or manipulated and abandoning services they no longer trusted.
That matters because implementation work can become too narrow. A pricing team may watch the final total but miss the pressure that produced the selection. A privacy team may count consent events without seeing the account gate that preceded them. A lifecycle team may optimise retention while support absorbs the frustration created by the exit path.
Ten patterns made the problem concrete
The report tested consumer responses to ten recognisable forms of design, including hidden costs, disguised ads, trick questions, scarcity cues, activity notifications, confirmshaming, forced continuity, false hierarchy, nagging and data grabs.
Those labels remain useful for teaching. They are not the enacted language of section 28B. The portal’s practice library therefore connects each mechanism to a neutral design comparison and keeps the legal analysis in its own layer.
Why self-reported evidence still matters
A survey cannot replay every respondent’s screen. It can reveal patterns in what people remember, how they describe the experience and which consequences they associate with it. That is valuable for choosing research questions and identifying groups or journeys that deserve closer study.
It should be paired with behavioural and product evidence. If a person says cancellation was impossible, preserve the route they encountered, the device, account state, retention prompts and final backend status. If someone reports spending more than planned, reconstruct how the initial price, extras, transaction charges and final total were presented.
The pricing guide and cancellation guide provide the enacted provision-level context for those journeys.
The study and section 28B answer different questions
CPRC published the report while advocating for broader Australian consumer protection. The later 2026 Act now supplies enacted wording, but the survey does not retroactively become an enforcement decision.
For conduct on or after commencement, section 28B requires its complete statutory test. The design must be connected with a consumer supply, possible supply or offer; the conduct limb and detriment limb must be assessed on evidence. A survey category can help a team spot the mechanism. It cannot replace those steps.
The practical lesson
Measure the customer cost as well as the conversion. Complaints, reversals, unwanted accounts, support contacts, cancellation retries and later mistrust can reveal consequences that a single funnel metric hides. Then connect those observations to the actual journey and the law in force at the relevant time.
Source check on 14 September 2026
The CPRC report page still presents the 2,000-person survey and the percentages shown here as findings from June 2022. This review checks their attribution, not a new Australian prevalence estimate. The reported consequences can overlap, so adding their percentages would double-count respondents and would not produce a total harm rate.
What to retain
Three findings worth carrying into review
Negative consequences were common
Eighty-three per cent of respondents reported one or more negative consequences associated with design features intended to influence behaviour.
The effects crossed harm categories
Respondents described spending, pressure, accidental purchases, unwanted accounts, excess data sharing, annoyance and reduced trust, not one single form of harm.
Business trust was affected
Thirty per cent reported stopping use of a website or app temporarily or permanently, while others reported weaker trust or a more negative view of the organisation.
What this evidence cannot establish
- The survey records participants’ reported experiences and perceived consequences; it does not separately reconstruct every interface, causal sequence or business operating state.
- The research was published in 2022, before the 2026 Act, and cannot establish the complete consumer connection, conduct and detriment elements of section 28B.
Questions for an Australian journey review
- Which financial, privacy, emotional or trust consequence could arise from the complete journey rather than from one isolated control?
- How will user research distinguish annoyance, misunderstanding, pressure, unintended action and actual detriment?
- Can the team connect reported harm to preserved interface states, timing and configuration without treating the research label as a legal conclusion?
Evidence base
Sources
- Duped by design: Manipulative online design: Dark patterns in AustraliaConsumer Policy Research Centre · Secondary · checked 2026-09-14