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Data science that listens

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We research human cognition
for your solution strategy.

We teach research skills & rationale.

Data Science That Listens

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third panel: and developing a mental model skyline to layer tactical data on a strategy. Vision that will double your success rate. Innovate in abundance. Help more people to success. Teach your AI to recognize thinking styles.
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Recent Events

9-Oct-25 UX MasterClass - Peepal Design Presentation
Paying Better Attention to the Problem
TRANSCRIPT
Interview
6-Aug-25 Forbes Business Podcast with Clint
Deep Listening and Human Cognition: A Conversation with Indi Young (Part Two)
In part two, Clint and Indi shift focus to empathy and how to better understand the full human experience behind every team member, customer, or stakeholder....
TRANSCRIPT
Interview
30-Jul-25 Forbes Business Podcast with Clint
Deep Listening and Human Cognition: A Conversation with Indi Young (Part One)
In this episode Clint and Indi discuss how leaders and teams can better understand the people they serve. Indi explains the difference between listening for...
TRANSCRIPT
 
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Testimonials

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We are often asked to deliver products in a way that fails to identify and test key assumptions we’re making about the people who use our products. This can cause people real-life harm, ranging from mild to more serious impacts. Deep listening is a way to broaden how product designers and researchers think about the people who use their products. By taking time to understand peoples’ contexts, not just how they interact with a product, we’re less likely to design something that could cause harm. By taking this approach, we can ultimately gain a deeper understanding of where the opportunities lie to design better products for people.

We are often asked to deliver products in a way that fails to identify and test key assumptions we’re making about the people who use our products. This can cause people real-life harm, ranging from mild to more serious impacts. Deep listening is a way to broaden how product designers and researchers think about the people who use their products. By taking time to understand peoples’ contexts, not just how they interact with a product, we’re less likely to design something that could cause harm. By taking this approach, we can ultimately gain a deeper understanding of where the opportunities lie to design better products for people.

Melissa Tullio

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Huge benefit to learning this method: a consistent approach, from recruiting to coding, to ensure you get empirical qualitative data.

Huge benefit to learning this method: a consistent approach, from recruiting to coding, to ensure you get empirical qualitative data.

Kristi Leach

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The frameworks Indi teaches are truly remarkable. While there may be initial resistance from some managers, I believe that over time your methodologies will become standard practice in every product design process.

The frameworks Indi teaches are truly remarkable. While there may be initial resistance from some managers, I believe that over time your methodologies will become standard practice in every product design process.

Alla Seleznova

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I was designing for dispatchers of windmill mechanics. The existing dispatch system could cover huge geographical areas, but it didn't take into account the pure stress of 12 hour shifts and working with high voltage high above the ground. The listening sessions helped me understand how the different dispatchers approach their processes and their pain points.

I was designing for dispatchers of windmill mechanics. The existing dispatch system could cover huge geographical areas, but it didn't take into account the pure stress of 12 hour shifts and working with high voltage high above the ground. The listening sessions helped me understand how the different dispatchers approach their processes and their pain points.

Asaad

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While designing software for professional tax preparers I used a number of UX methods, but none helped me more than Mental Modeling. The internal engineering team had lots of ambiguity around how to approach the many problems to solve. Consulting government SMEs clarified how they saw their work and the design process for us.

While designing software for professional tax preparers I used a number of UX methods, but none helped me more than Mental Modeling. The internal engineering team had lots of ambiguity around how to approach the many problems to solve. Consulting government SMEs clarified how they saw their work and the design process for us.

Ben Judy

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I joined as an ethnographer to help a Zen buddhist meditation center figure out what it takes for people feel supported. Mental models allowed us to see clear steps along an individual’s relationship with the Center, mindful moments involving pivotal steps – getting calm, ringing a bell, sitting in silence. With these, we constructed a prototype for finding spiritual peer-mentors for meditation practice.

I joined as an ethnographer to help a Zen buddhist meditation center figure out what it takes for people feel supported. Mental models allowed us to see clear steps along an individual’s relationship with the Center, mindful moments involving pivotal steps – getting calm, ringing a bell, sitting in silence. With these, we constructed a prototype for finding spiritual peer-mentors for meditation practice.

Danny Spitzberg

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We made a process for learning design that incorporates experience design. Most educational organisations are stuck using bureacratic processes meant for compliance. These days, learning crosses face-to-face and digital, centering around mobile phones. To see where we could add most value, we built a mental model, mapping the work of learning designers against supports we could put in place.

We made a process for learning design that incorporates experience design. Most educational organisations are stuck using bureacratic processes meant for compliance. These days, learning crosses face-to-face and digital, centering around mobile phones. To see where we could add most value, we built a mental model, mapping the work of learning designers against supports we could put in place.

Joyce Seitzinger

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Mental model skylines fill a giant gap. It's easy to jump right to designing a solution when a need is found. Instead, by focusing on interior cognition and purpose the team can design the solution in abstract of its implementation. Beginning with mental models fosters incremental change and establishes a benchmark to measure against.

Mental model skylines fill a giant gap. It's easy to jump right to designing a solution when a need is found. Instead, by focusing on interior cognition and purpose the team can design the solution in abstract of its implementation. Beginning with mental models fosters incremental change and establishes a benchmark to measure against.

Michael Kennedy

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I have been tasked with several technical projects at Utah State. Mental models have been essential in the planning stage to determine what functionality is the most crucial and what "would be nice." To come back weekly and look at our initial goal has proved helpful in keeping us working in the proper direction.

I have been tasked with several technical projects at Utah State. Mental models have been essential in the planning stage to determine what functionality is the most crucial and what "would be nice." To come back weekly and look at our initial goal has proved helpful in keeping us working in the proper direction.

Rachael Knudsen

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My boss invited me to join him in Chicago for customer discovery for our data processing product. The discovery, which sometimes can get caught up in surface-level questioning, instead went deep into the cognition of each person using data for their projects. The best way to explain it back to my team was to use a mental model.

My boss invited me to join him in Chicago for customer discovery for our data processing product. The discovery, which sometimes can get caught up in surface-level questioning, instead went deep into the cognition of each person using data for their projects. The best way to explain it back to my team was to use a mental model.

Raheem

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We used mental models to determine how to categorise the vast amounts of information needed by residents, business owners, and visitors. One of the challenging issues was where to show what to do with a dead animal found on one's lawn. We followed their mental model. Pets (dogs, cats) were part of Home section, while wild animals (raccoons, squirrels) went in the Parks section.

We used mental models to determine how to categorise the vast amounts of information needed by residents, business owners, and visitors. One of the challenging issues was where to show what to do with a dead animal found on one's lawn. We followed their mental model. Pets (dogs, cats) were part of Home section, while wild animals (raccoons, squirrels) went in the Parks section.

Rahel Bailie

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I came back from vacation to discover our team had presented a draft redesign to stakeholders, who were less than pleased. So we used mental models to understand each stakeholder's concerns, context, and lens. The effect this had was amazing. The resulting presentation was so well-received we were asked to give it to the executive team. My team has used this approach over and over since.

I came back from vacation to discover our team had presented a draft redesign to stakeholders, who were less than pleased. So we used mental models to understand each stakeholder's concerns, context, and lens. The effect this had was amazing. The resulting presentation was so well-received we were asked to give it to the executive team. My team has used this approach over and over since.

Tara Schnaible

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Mental model diagrams are a quicker path to team building and team alignment.

Mental model diagrams are a quicker path to team building and team alignment.

Becky Reed

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The most attractive thing about this knowledge repository is that it's not at the solution level. Many teams can use it. Unlike scenarios and research notes, it’s way more organized. It’s a visual way to see the whole picture in the data. We can grow it over time, and keep track of our innovation space.

The most attractive thing about this knowledge repository is that it's not at the solution level. Many teams can use it. Unlike scenarios and research notes, it’s way more organized. It’s a visual way to see the whole picture in the data. We can grow it over time, and keep track of our innovation space.

Liya Zheng

Read More Testimonials

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