Go Deeper with Certificate Programs
Innovating with Data is part of one certificate program:
What You'll Learn
Introduction: Innovate with Data
Introduction: Innovate with Data
Watch a sneak peek
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Sketching the Data — A sneak peek of the course
1 Video Lesson
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Leveraging Data for Innovation — Learn how IDEO uses data, no matter how big or small, to inform and fuel our innovation practice.
1 Assignment
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Reflect on Guiding Principles: What new mindsets are needed to work with data in more thoughtful, creative, and responsible ways? Assess your understanding of the five guiding principles for innovating with data and choose one to apply to a case study.
2 Resources:
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Seeing the Unseen: Data has a history of being created by people for a human purpose. Learn about one famous case from the 19th Century: Dr. John Snow & the London Cholera Epidemic.
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Demystifying Data: There are common misconceptions when it comes to using data as a resource. Learn how to reframe your thinking to move beyond these myths.
Week 1: Frame the Core Problem
Week 1: Frame the Core Problem
3 Video Lessons
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Framing the Initial Problem — Before jumping into a dataset, learn how to get to the heart of what you’re trying to do by asking a series of exploratory questions.
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Methods for Refining the Problem — Learn two human-centered design methods for refining your problem statement: sketching and journey mapping.
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When Metrics are the Problem — Before you dive into the problem, learn how to check that you're measuring the right thing as well as measuring it in the right way.
1 Assignment
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Deconstruct the Problem: What problem are you trying to solve with data? Choose from a set of challenges (or create your own) and brainstorm all the questions you have. Use sketching or journey mapping to get a more concrete sense of what to focus on.
3 Discussions
1 Resource
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Deep Dive on Problem Definition: How precisely do you need to define the problem to get the data you need? How much data do you need to be sure? Develop the intuition to help you answer these questions.
Week 2: Choose the Right Data
Week 2: Choose the Right Data
4 Video Lessons
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Choosing the Right Type of Data — Learn about the strengths and weaknesses of existing data and new data, and how to combine them to get the best of both.
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Using Existing Data — Learn why repurposing data you already have can be a quick and powerful way to innovate with data.
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Creating New Data — Learn why collecting new data might be the best option for your innovation challenge.
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Combining New & Existing Data — Learn how using both types of data together can help you uncover opportunities, make more informed choices, and build the confidence to take action.
1 Assignment
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Decide What Data to Collect: Based on your refined problem statement, think broadly about what data you could gather and brainstorm all the possible sources. What existing data do you have available that could be repurposed? And what new data would be helpful to collect?
2 Resources
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Deep Dive on Data Types: Gain a deeper understanding of the characteristics and limitations of new and existing data.
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Best Practices in Survey Design: Surveys are unique in that you can use them to collect both quantitative and qualitative data. But surveys can be deceptively complex. Learn some best practices in human-centered survey design.
Week 3: Uncover Deep Insights
Week 3: Uncover Deep Insights
4 Video Lessons
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Generating Insights from Data — Learn about three methods that can help you uncover valuable insights from data, whether new or existing.
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Defining Expectations — Learn how defining what you expect to see before looking at any data can be a simple yet powerful way to develop insights.
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Digging Into Contradictions — Learn how leaning into your curiosity and making sense of these contradictions can help you discover interesting insights in data.
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Exploring Outliers — Learn how exploring outliers can be a useful way to find insights and opportunities.
1 Assignment
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Practice Looking for Insights: Generating insights from data is a skill—and like any skill, you can improve it over time with practice. Choose one of the three insight strategies and apply to a practice dataset. What do you notice? What sparks your curiosity?
1 Resource
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Deep Dive on Outliers & People: It’s important not to label individual people as outliers in data. What you’re seeing is just one aspect of the person. Learn a more holistic way to talk about the people behind the data points, with special focus on segmentation.
Conclusion: Share the Data Story
Conclusion: Share the Data Story
1 Video Lesson
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Telling a Compelling Story with Data — Learn how to strike the right balance between an aggregate view of the data and individual human stories.
1 Assignment
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Craft and Share the Data Story: Use a blend of data types to communicate a set of insights. Define the audience and what they need to know. Sketch ideas for how to visually present the data. Share a prototype of your story with others to get feedback and iterate.
1 Resource
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Gallery Data Visualizations: Learn some best practices for choosing and designing data visualizations, and get inspired by our gallery of examples from across IDEO and beyond.
Meet Your Instructors
Andrea Dinneen
Design Director, Data Science at IDEO
Andrea co-leads IDEO’s data science practice, with a particular focus on research and insights. Whether improving financial wellbeing or designing citizen-centric technology, the heart of Andrea’s work has always been about helping people use data and data systems to make better decisions. Andrea has a MA in Sociology from UCLA and a degree in Sociology and History from Rice University.
Andrea Dinneen
Design Director, Data Science at IDEO
Andrea co-leads IDEO’s data science practice, with a particular focus on research and insights. Whether improving financial wellbeing or designing citizen-centric technology, the heart of Andrea’s work has always been about helping people use data and data systems to make better decisions.
Prior to IDEO, Andrea worked as a Senior Behavioral Researcher at Duke University’s Center for Advanced Hindsight. She managed applied field projects seeking to increase financial well-being for low-to moderate-income Americans. Andrea has a MA in Sociology from UCLA and a degree in Sociology and History from Rice University.
Bo Peng
Senior Portfolio Director, Data Science at IDEO
Bo works at the intersection of data science and human-centered design, and is passionate about using data as a resource to improve the way we work, play, and think. She co-leads IDEO’s data science practice. Bo holds an MS in Statistics and a BS in Mathematics from the University of Chicago and was named one of Crain's 2019 Tech 50.
Bo Peng
Senior Portfolio Director, Data Science at IDEO
Bo works at the intersection of data science and human-centered design, and is passionate about using data as a resource to improve the way we work, play, and think. She co-leads IDEO’s data science practice.
Prior to IDEO, she was a partner and data scientist at Datascope, a cutting-edge data science consultancy based in Chicago. Bo led a series of engagements with deep technical expertise, including partnering with P&G to systematically surface subject matter experts and collaboration opportunities, and with Steelcase to prototype the next wave of smart workplace and employee engagement tools. Bo holds an MS in Statistics and a BS in Mathematics from the University of Chicago and was named one of Crain's 2019 Tech 50.
Frequently Asked Questions
We offer three types of courses: self-paced courses, cohort courses, and certificate programs. Cohort courses run on a set calendar, with fixed start and end dates. Course learning is self-paced within those dates and requires approximately 4-5 hours per week over 5 weeks. Courses consist of videos, activities, assignments, access to course teaching teams, and feedback from a global community of learners. There are also optional 1-hour video Community Conversations, held weekly by the teaching team.
All of our cohort courses are fully online, so you can take them from any time zone, anywhere in the world. With our cohort course experience, while you'll be learning alongside other learners, you'll still have the flexibility to work at the pace that fits your own schedule. There aren’t mandatory live components, so you don't have to worry about having to log in at a specific time. At the same time, you'll have access to a teaching team, which is composed of experts in the field who are there to provide you feedback, and there are also plenty of options to connect with your fellow learners.
Course instructors have a strong presence in the courses through the course videos, but they're not actively providing feedback or holding direct conversations with our learners. We have a teaching team to ensure that you have the feedback, guidance, and support you need to learn successfully in your course. Our teaching team members are design practitioners that have experience applying course methods and mindsets in a wide variety of contexts around the world.
Our teaching team consists of teaching leads and teaching assistants, who are experts in their fields. Many of them have been with IDEO U for many years, and we have selected those who have direct experience with applying the course methods and mindsets in all sorts of contexts around the world. They all go through multiple training sessions by our instructional designers on not only on the subject matter, but also on how to create safe and collaborative learning experiences and environments.
Community Conversations are one-hour live video conversations hosted by the teaching team on Zoom. These happen once per week, with each one having two to three time options to accommodate different time zones. Each week focuses on the lesson that you’ve just gone through, so the output and the content depend on the specific lessons. You'll have the opportunity if you work together with your peers on the tools and mindsets from the course, reflect on what you’ve learned, and also address any challenges that you might be going through.
All course materials, including videos, activities, and assignments will be available while you are enrolled in a course. During the 5 weeks of the course, you will have full access to our learning platform and can refer back to it any time. You will only have access to the course materials while you are enrolled.
Summer Learner Bonus: For May and July cohorts we are offering extended access to all course materials through the end of 2023—including videos, assignments, and resources, to revisit at your leisure.
Assignments must be submitted during the 5-week course duration in order for you to receive a certificate of completion.
Absolutely! We have had many teams go through our courses together. For those taking our courses as a team, we provide a number of additional benefits:
1. A Team Learning Guide, developed to provide your team with resources to facilitate offline discussions that complement the in-course experience.
2. A Manage Learners function, which provides visibility into your team's progress within the course.
3. The ability to create a private Learning Circle, which is a closed space for discussion on the learning platform specifically for your team.
For more information, visit our Team Learning page.
We offer a discount when you enroll in multiple courses at the same time through some of our certificate programs, including Foundations in Design Thinking, Business Innovation, Human-Centered Strategy, and Communicating for Impact.
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After completing a cohort course, you will be able to add it to your “licenses and certifications” on LinkedIn.
We also have certificate programs that consist of multiple courses. After completing a certificate, you will receive a certificate of completion via email as a downloadable PDF within 1-2 weeks of completing the final required course. Certificates are configured for uploading and sharing on LinkedIn.
You can purchase a course on our website using a credit card, PayPal, or Shop Pay. For US customers, we also offer installment plans at checkout if you use the Shop Pay method of payment.
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Collaborate with a Global Community
Work with Expert Coaches
Our teaching team has extensive applied industry knowledge. They'll help deepen your understanding and application of the course content by facilitating written discussions, live video moments, and assignment feedback.
Expand Your Network
Join virtual live discussion groups for deeper conversation, reflection, and connection led by teaching team members and available multiple times a week across time zones.
Receive Feedback
Gain tips, techniques, and a downloadable feedback guide; and share and receive feedback on assignments from peers.
What Others Are Saying
Innovating with Data
Cohort Course“Bo and Andrea are masterful at identifying innovative opportunities with data. From discovering human insights that ground the opportunity to assessing the data needed to solve a challenge, they have loads of experience designing intelligent products, services, and systems.”
Enroll As a Team
The practice and application of design thinking, innovation, and creativity is highly collaborative and team based—which is why we believe that learning is better together. Take a course as a team and develop new skills and mindsets, have deeper discussion during course kickoff and debrief sessions, and build a shared understanding.