Design data
products
people trust

A framework for product teams. Balance business goals with user trust, and clarify how people’s data will be used.

  • Developed with insights from 160+ UX designers and data experts
  • Based on award-winning academic research in Human-Data Interaction
  • Used by 100+ people in cross‑functional teams

Bring design and data to the same table

Data projects often stall because they lack conceptual clarity early on. Management relies on quantitative data, while UX fights for the user context, but the two teams rarely sit at the same table. The kit aligns both teams early: What data do we actually need, what value does the user get in return, and how do we build trust before writing code?

The workshop

Designed as a kick-off session for a new product or feature, or to be used as single exercises.Duration: 4–5 hoursGroup: Core team + expertsBoard: Get Miro board (opens in a new tab)

Preparation

Some things need to be done before the workshop to spare your time and energy and to focus on the right things.

The workshop is built for Miro, which proved easiest to share and run. The original materials below work with it too: on the board, their content is split into simpler exercises.

  1. Understand & listenLearn the business context, the power dynamics in your company and who your customers are.
  2. Invite the right peopleA core team from design, business and tech, plus the customer view. Experts on call: data, privacy, legal.
  3. Block four to five hoursOr split the phases over several sessions.
  4. Set up the boardCopy the Miro template, or print the cards and the canvas.

1 · Frame Define scope and agreed guidelines

≈ 80 min
Objective & Goals Why are we here?40 min
Goal
Align your team and stakeholders on the intent of the project. Uncover different goals and see them through your customers' eyes.
Action
Write down the business goals and ask critically: can a data-focused approach help here?
Rules & Guidelines By which rules do we want to act?40 min
Goal
Agree with your team how you want to use people's data, GDPR-compliant from the start. A shared viewpoint the whole team can rely on.
Action
Write clearly defined criteria for how you treat data from people. Based on the principles.

Materials: Personal Data Canvas

2 · Create Map data requirements and identify sources

≈ 80 min
Ideation How can we help people and business?40 min
Goal
Find ideas that help people and the business at the same time, and make the trade-offs between both sides visible.
Action
Start from the business goal and the problem people have. Write each idea as a headline with a short caption, discuss, vote.
Data Sources What data do we need to make the ideas reality?40 min
Goal
A reality check: which data do you already have, which do you need, and how accurate is it?
Action
For each idea, list the data you have and need, how you can access it, and how you will protect it.

Materials: Personal Data Pattern Cards, Personal Data Canvas

3 · Reflect Evaluate data value and business impact

≈ 60 min
Estimate Data Value What data do we really need?30 min
Goal
Find out which data you really need and how important it is to people. Uncover biased assumptions about what it is worth.
Action
Place each data type on two axes: value for your idea and value for people. Ask: do we really need it? Will people give us access, and if not, why?
Impact Mapping What impact can the idea have?30 min
Goal
Make the impact of your idea on people and business concrete, intended and unintended, and assign responsibility.
Action
Map intended and unintended effects. Name the two best and the two worst scenarios, and how you would respond or prevent them.

Materials: Personal Data Pattern Cards, Personal Data Canvas, Privacy Model

After the workshop: Prototype Document the concept for technical hand-off

after the session

Not part of the workshop itself: turn the chosen idea into something people can react to. Build a prototype, test it with people, refine.

Materials

This kit is the distilled result of applied research on data products, provided as an . Read more about the methodology on our Research Page.

Cover of the Data Material Book

Data Material Book

PDF book, 61 pages

A reference guide to balance user needs with business goals using personal data.

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Front of the card Consumed MediaBack of the card Consumed Media

Personal Data Pattern Cards

Card deck

Cards for workshops in four categories: People, Ethics, Security, and Concerns. Used in Ideation, Data Sources, and Reflect.

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The Personal Data Canvas with its ten fields

Personal Data Canvas

A2 landscape

A one-sheet framework to map a feature from initial idea to data storage and handling. Used in Frame, Create, and Reflect.

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The Privacy Model with levels of personal data

Privacy Model

A2 portrait

How sensitive personal data is, from public to personal, and the care each level needs. Used to Estimate Data Value.

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