The science behind PersonaTour
PersonaTour is not built on intuition. It is built on decades of peer-reviewed research in the field of free-choice learning — the kind of learning that happens outside formal classrooms, in national parks, museums, zoos, aquariums, and on guided experiences. This is that research.
What is free-choice learning?
Free-choice learning describes the learning that takes place in informal settings — places people choose to visit, experiences they choose to have, and moments they choose to linger in. Unlike formal classroom learning, free-choice learning is self-directed, voluntary, and driven by personal interest and curiosity. National parks, museums, guided tours, zoos, and aquariums are all free-choice learning environments. Research in this field has fundamentally changed how we understand what people experience, what they remember, and why.
The Contextual Model of Learning
John H. Falk and Lynn D. Dierking
The most influential framework in the field of free-choice learning was developed by John H. Falk and Lynn D. Dierking, whose decades of research produced a foundational insight: no two people experience the same place in the same way, because every experience is shaped by the intersection of three distinct contexts.
Personal context
Who you are shapes what you notice, what you remember, and what feels meaningful. Your prior knowledge, your identity, your motivations for being there, and what you bring with you from your own life — all of these determine the experience you have, even when standing in the same place as someone else.
Physical context
The environment itself shapes the experience. The pace of movement, the comfort of the setting, the layout of a space, the sensory qualities of a place — all influence what a person can attend to, how long they engage, and what they take away.
Sociocultural context
Who you are with matters profoundly. The social dynamics of a group, the cultural backgrounds of participants, the energy between people — these shape how individuals engage with an experience and what they ultimately remember.
Falk, J. H., & Dierking, L. D. (2000). Learning from museums: Visitor experiences and the making of meaning. AltaMira Press.
Falk, J. H., & Dierking, L. D. (2009). The museum experience revisited. Left Coast Press.
Visitor identity types
Building on the Contextual Model of Learning, research identified five distinct visitor identity types — stable patterns of motivation and engagement that predict how a person approaches any free-choice learning experience. These identity types are not personality traits. They describe how a person shows up for a specific experience, on a specific day, in a specific context. The same person may be an Explorer on a national park hike and a Recharger on a museum visit.
Explorer
Genuinely curious and self-directed — here to follow their interests wherever they lead.
Facilitator
Here to make sure the people they came with have an amazing experience.
Experience Seeker
Looking for highlights, wow moments, and larger-than-life experiences.
Professional / Hobbyist
Brings strong preexisting expertise or specialised knowledge to the experience.
Recharger
Seeking a relaxing, emotional, or spiritual break from daily life.
Applying the research to guided experiences
The application of visitor identity research to guided tour experiences was advanced through doctoral research at Baylor University, which developed and validated a Q-Sort instrument for measuring visitor identity motivation in free-choice learning contexts. This research identified practical, evidence-based strategies for improving visitor experience in guided settings — strategies that are now built directly into PersonaTour.
Mihalik, M. (2024). Visitor identity motivation in free-choice learning contexts: A Q-Sort study at Kenai Fjords National Park. Doctoral dissertation, Baylor University.
Will guests actually complete a pre-trip survey?
That depends entirely on whether they believe it will make their experience better. Generic surveys get ignored. A survey that begins with your guide will read every word of this before your tour gets completed.
PersonaTour guests complete the survey because they are not filling out a form for the company. They are telling their guide who they are. That is a fundamentally different proposition.
Think about it this way: if a restaurant asked you to fill out a dietary preferences form you would probably ignore it. But if your favourite chef called you the day before your reservation and asked what you were in the mood for — you would tell them everything.
From research to your guide's phone
Guest completes the PersonaTour pre-trip survey. Every question measures one of the three contextual dimensions or identifies their visitor identity type.
PersonaTour's AI analyses every response across the full group — synthesising identity types, context preferences, shared interests, and flags.
The guide receives a personalised Daily Commute briefing — specific, named, actionable — before the tour begins.
Research foundation
PersonaTour is built on the following peer-reviewed research. We are grateful to the researchers whose work made this platform possible.
- Falk, J. H., & Dierking, L. D. (2000). Learning from museums: Visitor experiences and the making of meaning. AltaMira Press.
- Falk, J. H., & Dierking, L. D. (2009). The museum experience revisited. Left Coast Press.
- Mihalik, M. (2024). Visitor identity motivation in free-choice learning contexts: A Q-Sort study at Kenai Fjords National Park. Doctoral dissertation, Baylor University.