A survey of 192 UK smartphone users found that out-of-device privacy concerns and technology affinity correlate with preference for personalized shoulder surfing protections, while age, gender, and smartphone OS showed no significant effects.
Understanding shoulder surfing in the wild: Stories from users and observers,
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SoK: Privacy Personalised -- Mapping Personal Attributes \& Preferences of Privacy Mechanisms for Shoulder Surfing
A survey of 192 UK smartphone users found that out-of-device privacy concerns and technology affinity correlate with preference for personalized shoulder surfing protections, while age, gender, and smartphone OS showed no significant effects.