Dark Patterns Symbiosis Bright Patterns
Bright Patterns › ›

Persona profiling

The app or website transparently informs users of the categories or groups they are being placed into based on their data, allowing them to better understand how they are being profiled and how their experience may differ from other users.
Persona profiling
Illustration

Supported Goals

  • transparency

Symbiosis

Dark counterparts to this bright pattern

  • Personalization
    It uses personal data to shape user experiences, influencing choices and hiding alternatives to guide user behavior.
    View pair →

Sources

Pattern Levels

High-Level Patterns Strategy Domain & Context Diagnostic (abstract)

High-level patterns include general strategies that can be employed through a range of modalities and technologies and application types

Meso-Level Patterns Angle of Attack Domain & Context Diagnostic (interpretable)

Meso-level patterns describe a context-agnostic angle of attack and may be interpreted in relation to context based on the specific modality or application type

Low-Level Patterns Means of Execution Domain & Context Specific (situated)

Low-level patterns are situated and contextually dependent, including specific means of execution

Diagram: High (strategy, diagnostic), Meso (angle of attack, still diagnostic), Low (means of execution, context specific). Integrated textual descriptions appear within each layer.

Source not found.

Approach: semantic vs flipping

Two different approaches to Bright Patterns:

1

Semantic Approach

This approach is used by Sandhaus. It defines concrete Bright Patterns for specific contexts — for example the Bright Pattern "Usage Limits", which describes an interface that restricts the usage time of a service to a healthy level.

2

Flipping Dark Patterns

The original way the term "Bright Pattern" was introduced: the direction of the manipulation is switched from harming the user to being user-friendly. For example, instead of highlighting the option that harms the user, the user-friendly option is highlighted.

Source:

Paul Bertram 2026
Impressum Datenschutz

Source not found.

Sources

A list of all sources used across the site. Click an entry to open the full reference.

Pattern Levels

High-Level Patterns Strategy Domain & Context Diagnostic (abstract)

High-level patterns include general strategies that can be employed through a range of modalities and technologies and application types

Meso-Level Patterns Angle of Attack Domain & Context Diagnostic (interpretable)

Meso-level patterns describe a context-agnostic angle of attack and may be interpreted in relation to context based on the specific modality or application type

Low-Level Patterns Means of Execution Domain & Context Specific (situated)

Low-level patterns are situated and contextually dependent, including specific means of execution

Diagram: High (strategy, diagnostic), Meso (angle of attack, still diagnostic), Low (means of execution, context specific). Integrated textual descriptions appear within each layer.