Q01
Long Text
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On-Device AI Training: Consumer Trust & Privacy Perceptions
Measures consumer awareness, trust, privacy concerns, and adoption intentions regarding on-device AI training. Designed for product, UX, and privacy teams seeking to understand how users perceive and evaluate local AI learning features.
Sample questions
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28 questions · ~4 min
Q02
Multiple Choice
Which of the following devices do you use at least once a week? Select all that apply.
Q03
Long Text
What we mean by on-device AI training: Some apps and features improve by learning from data stored on your device—such as photos, messages, or usage patterns. This training happens locally on your device, rather than sending your raw data to the cloud. Your device may share model updates (not your personal data) to help improve AI features for everyone.
Q04
Long Text
Overall, how much do you trust on-device AI training as described above?
Q05
Multiple Choice
Which of the following do you see as potential benefits of on-device AI training? Select all that apply.
Q06
Long Text
To what extent do you agree or disagree: On-device AI training adequately protects my personal data.
Q07
Multiple Choice
If your phone asked permission to train AI on-device using your recent photos and messages, what would you most likely do?
Q08
Multiple Choice
Have you ever enabled a feature on any device that said it would improve through on-device learning?
Q09
AI Interview
Based on your responses throughout this survey, please share any additional thoughts or feelings about on-device AI training—including anything about trust, privacy, or controls that we haven't covered.
Q10
Long Text
What is your age?
Q11
Long Text
Thank you for completing this survey! Your feedback is valuable and will help inform how on-device AI training is designed to respect user preferences and privacy. All responses are confidential and will be reported only in aggregate.
Q12
Multiple Choice
Before we explain, how familiar are you with the idea of on-device AI training (where AI learns directly on your device rather than in the cloud)?
Q13
Long Text
After reading the explanation above, how well do you feel you understand what on-device AI training means?
Q14
Long Text
How comfortable would you be allowing on-device AI training on your personal devices?
Q15
Multiple Choice
Which of the following do you see as potential risks or downsides of on-device AI training? Select all that apply.
Q16
Long Text
To what extent do you agree or disagree: I believe companies are transparent about how on-device AI training works.
Q17
Long Text
How important is it to you that on-device AI training settings are clear and easy to understand?
Q18
Long Text
You mentioned enabling an on-device learning feature. Which feature was it, and how did it affect your experience?
Q19
Multiple Choice
What is your gender identity?
Q20
Long Text
How likely are you to enable on-device AI training features on your devices if given the option?
Q21
Long Text
To what extent do you agree or disagree: The benefits of on-device AI training outweigh the risks.
Q22
Long Text
Please rank the following aspects of on-device AI training from most important to least important to you.
Q23
Long Text
In your own words, what would make on-device AI training more trustworthy to you?
Q24
Long Text
In which region do you currently live?
Q25
Long Text
To what extent do you agree or disagree: I feel I have enough control over how on-device AI training uses my data.
Q26
Long Text
What is the highest level of education you have completed?
Q27
Multiple Choice
Which of the following best describes your current employment status?
Q28
Multiple Choice
What is the primary operating system on your smartphone?
What’s included
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