Participate in a Study:Group RecommenderSystems.
Deciding where to eat shouldn't be a struggle. Join our study and see how MenuMatrix turns individual cravings into an ideal dining spot for your group.

Group Match Found!
Everyone agrees
About the Study
This research investigates how interactive group recommender systems help friends and colleagues resolve conflicting tastes to find the perfect dining spot.
Academic Research
A Master's thesis project from the TUM Chair of Connected Mobility exploring the trade-off between personalization and user privacy.
Smart Group Decisions
Explore how breaking down preferences into simple rounds helps groups find common ground without feeling overwhelmed.
Real Experience
Engage with a recommendation engine designed to suggest Munich-based restaurants that best match the preferences of your group.
How It Works
Follow these five simple steps to complete the research study:
Sign Up
Sign up via email to join the study. You will be alerted when group tasks are ready for your participation so please make sure you check your email regularly.
~2 minutesPre-Study Survey
Rate 12 carefully selected Munich restaurants based on your personal dining preferences. You can also save your progress and return to complete the survey later. After submission, you will be redirected to a waiting room.
~10 minutesGroup Assignment + Study Start
You'll be randomly matched with other participants to form your decision-making group. Once all participants are assigned, the study will begin automatically. This might take some time so feel free to log out. You'll be notified via email when the study starts.
dependent on number of participantsDisclosure Rounds
Participate in three rounds of group decision-making. In each round, you'll select your restaurant preferences based on certain attributes. The group advances to the next round once all members have submitted their choices for the current round. Email notifications will be sent when it's your turn to make a selection. The duration of this phase is heavily dependent on your group's pace and response time.
variablePost-Study Survey
Complete a final questionnaire reflecting on your group decision experience. After submission, you will be finished with the study and will have contributed valuable insights to our research. Thank you for your participation!
~5 minutes