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A blueprint for transforming pediatric obesity care

Charting a healthy path for children and families on Medicaid.

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Strategic Futures
Health

Obesity exists at the complex intersection of a clinical condition and a cultural force. Clinically, it comes with a diagnosis and treatment plan. Culturally, it is influenced by beliefs, identity, and self-worth, making it deeply personal and often taboo. Families, healthcare providers, and experts tend to avoid the fraught “o-word,” opting for euphemisms instead. For families on Medicaid, these challenges are even more pronounced. Award-winning health-tech startup Clarity Pediatrics, together with designers from IDEO, IDEO.org, and with support from Rise Together Ventures, sought to uncover the obstacles to healthier lifestyles and create a free report for US pediatricians who want to bend the curve on the childhood obesity epidemic.

Research with kids and parents on Medicaid in Dallas, Texas, and California’s Bay Area, along with interviews with healthcare providers and experts across the country, uncovered stories of stigma and frustration. Parents spoke of the daily challenges of balancing multiple jobs, sourcing affordable healthy food, and finding time to make necessary lifestyle changes. They described rushed pediatric visits that left them with unclear next steps and feelings of blame. Provider conversations echoed these struggles, noting time constraints and limited follow-up options.  

Ultimately, food had become a daily torment for these families. Eating was unavoidable and also one of the few affordable indulgences low-income parents were able to provide. Once kids left their own homes, they were surrounded by unhealthy temptations, making it feel impossible for parents to maintain control. The popularity of costly new weight-loss medications and surgical procedures added another layer of complexity for families who had been underserved by—and therefore distrustful of—America’s healthcare system. With so much of the responsibility placed on parents to self-direct care, inequities deepened, adding to the burden of families already at a breaking point.

To design a path forward, IDEO and IDEO.org mapped a family’s needs before, during, and after pediatric visits. This work revealed critical parts of the journey where families needed more support: recognizing early signs of obesity, navigating provider conversations, and sustaining healthier habits at home.

These insights informed a theory of change framework that provides actionable guidance for stakeholders involved in obesity care. Grounded in three opportunity areas along the patient journey—building awareness, confidence, and capacity—the framework highlights how trust, dignity, and systemic support can lead to lasting outcomes.

IDEO and IDEO.org also developed 10 user-centered concepts spanning digital, physical, and service offerings to reduce stigma and empower families to sustain healthier lives. These ideas address dignified diagnoses and structural inequities, among other pressing issues. Complementing these concepts, IDEO created a short documentary of a mother discussing her family’s experience navigating childhood obesity to help pediatric providers—many of whom have had very different lived experiences from the families and patients they serve—better understand the realities of the daily struggles of many families on Medicaid.

Designed for the public good, the interactive website and free downloadable report, Reimagining Childhood Obesity, contain research findings, design recommendations, and a theory of change framework. The goal: provide practical, actionable guidelines for pediatricians, educators, healthcare organizations, and innovators to meet families and kids where they are and support them as they move toward a healthier future.

21% of US children are obese. 40% of Latino youth are either overweight or obese.

26% of kids on Medicaid experience childhood obesity, compared with 11% on private insurance.

525,600 minutes: Total time per year parents spend caring for their children. 17 minutes: Average time a pediatrician spends with a child during their annual exam, a small window to address a complex chronic condition such as obesity.

10

user-centered ideas to help pediatricians reduce the stigma of childhood obesity in an accessible report

3

opportunity areas for building trust with young patients and providing family support

Obesity is the fastest-growing chronic condition among children in the United States, quadrupling over the last 40 years. Nearly one in five youth—14 million altogether—are either overweight or obese. Despite the American Academy of Pediatrics publishing its first-ever guidelines for obesity treatment in 2023, the field has struggled to translate these recommendations into meaningful and actionable care for families. For obesity treatment to succeed, care must be a blend of clinical support and lifestyle adjustments that fit seamlessly into the daily lived realities of families, especially those on Medicaid who are part of marginalized communities. To that end, Clarity Pediatrics, with support from Rise Together Ventures, partnered with IDEO and IDEO.org to explore how Medicaid families currently navigate care and envision what it would take for every family to feel supported and equipped to manage their child’s health in the future. The collaboration resulted in Reimagining Childhood Obesity, a comprehensive, evidence-based report for everyone in the child healthcare ecosystem to download.
Clarity Pediatrics, IDEO, and IDEO.org, with support from Rise Together Ventures, create an impact-driven report designed to inspire more inclusive, nurturing, and effective obesity care for kids.
Clarity Pediatrics’ family-informed playbook reduces barriers to transformative obesity care.
Clarity Pediatrics
Clarity Pediatrics
A blueprint for transforming pediatric obesity care, pediatric obesity, obesity care, pediatric care, children’s healthcare, Clarity Pediatrics, healthcare, health innovation, patient experience, business transformation, organizational transformation, culture change, systems thinking, systems design, service ecosystem, healthcare design, digital health, patient-centered care, financial services innovation, banking experience, financial inclusion, design for children, family experience, youth experience, future strategy, strategic futures, designing for the future, innovation strategy, business innovation, design innovation, how to innovate, innovation, strategy, research, startup, transformation, financial services, how do we innovate

Building Acer’s Climate Lab

How a consumer electronics giant is turning sustainability into an engine for growth.

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Strategic Futures
Technology
Consumer Products & Retail

With its reach, Acer saw an opportunity to power positive choices in the billions. 

But new products and services won’t succeed if consumers don’t want them, no matter how sustainable they are. A few years go, the Harvard Business Review’s report, "The Elusive Green Consumer," found that about two-thirds of those surveyed said they wanted to buy brands that advocated sustainability. But only a quarter actually did.

Meanwhile, the market for climate era products is only growing: In 2022, Forbes found that nearly 90 percent of the Gen X consumers they surveyed said they’d be willing to spend more on sustainable products, compared to just over a third two years before. The desire was only higher among Millennials and Gen Z; they just didn’t like what was on offer.

To drive sales and growth, and meet its sustainability commitments, Acer needed to capitalize on desirability, deepening the connection between Acer’s sustainable options and consumer needs, lowering the barrier to purchase. To that end, Acer and IDEO created the Acer Climate Lab, a cross-organizational team and initiative, to launch the company on a transformative journey to deepen the connection between Acer's conscious technology and the realities of people's lives and needs across four strategic areas.

Together, the combined team conducted extensive research to better understand consumer attitudes and behaviors toward sustainable products, and identified everyday areas where Acer’s conscious technology might be able to have the most significant impact: living, working, moving, and learning.

  • Living: Envisions homes as hubs of energy efficiency and climate resilience, leveraging technology to optimize energy use, enhance air quality, and enable proactive climate management. These concepts include technologies like smart energy systems, adaptive air solutions, and integrated home management platforms explore how technology can support sustainable daily living.

  • Working: Reimagines the workplace with flexible, sustainable technology solutions that prioritize resource optimization and circular practices. Concepts such as Acer Loop could provide a subscription-based model that ensures access to the latest technology, supports remote work, and reduces electronic waste through effective recycling and rehoming practices.

  • Moving: Focuses on the transformation of urban mobility by integrating technology into systems that promote sustainable transportation. Concepts could include e-mobility hubs that highlight how urban spaces could offer seamless access to shared, low-emission travel options, reducing reliance on traditional carbon-heavy methods.

  • Learning: Explores pathways to sustainable education by imagining environments where technology supports circularity and accessibility. This includes ideas like refurbished devices for students, repair and reuse programs, and educational spaces designed with climate-positive principles, nurturing eco-conscious habits in future generations.

Together with Red Peak and Sid Lee, the team launched the culmination of the work at COP28, the United Nations Climate Change Conference in Dubai, positioning Acer as a pioneer in climate positive technology. The exhibit included immersive experiences and interactive displays demonstrating how Acer's sustainable solutions seamlessly integrate into everyday life. Visitors could engage with scenarios depicting sustainable living, working, moving, and learning, emphasizing the practical benefits of Acer’s innovations.

Acer's journey through the Climate Lab project underscores a commitment to sustainability that goes beyond mere compliance. With this new cross-business team tackling the real-world barriers faced by consumers, Acer is paving the way for a more inclusive, sustainable future. This initiative not only aligns with global climate goals, but also sets a precedent for the tech industry, demonstrating that with the right approach, sustainability and innovation can go hand in hand.

In a survey, 65% of respondents said they want to buy brands that advocate sustainability, yet only about 26% actually do. 

Nearly one in two consumers say they either don’t know what information to trust, or that nothing can influence how much they trust a business’s commitment to sustainability.

1 cohesive strategy

for climate era products across 6 different fields

Since it was founded in the 1970s, Acer has broken down barriers between people and technology, making consumer electronics more affordable and accessible around the globe. For years, it has also been a leader in traditional corporate social responsibility, making pioneering moves around renewable energy and extensive use of post-consumer recycled material. As Acer looked to the future, its leaders wanted to position sustainability as a critical business driver. The company came to IDEO for help charting that path, bringing sustainability from the backend to the forefront, making it both more desirable and feasible for customers and a growth engine. Together, and with the help of Acer’s other partners, Red Peak and Sid Lee, the team developed a new strategy via a Climate Era product road map.
Acer builds a strategy for a more sustainable future, with new lines of business, key investments, and a stronger connection to consumer needs.
Acer builds a strategy for a more sustainable future.
Acer
Acer
Building Acer’s Climate Lab, energy use, building performance, energy dashboard, Acer, technology innovation, digital products, consumer products, retail, consumer experience, retail innovation, brand strategy, brand design, brand identity, brand experience, product design, industrial design, new product development, growth strategy, business growth, scaling innovation, creative leadership, leadership development, inclusive design, accessible design, equitable design, climate strategy, sustainable design, circular economy, employee experience, workplace design, team collaboration, innovation, strategy, research, customer needs, product development, transformation, leadership, creativity

A better way to teach writing, with AI

Ethiqly empowers time-strapped teachers to provide feedback at scale.

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Breakthrough Products
Technology
Learning & Work
AI & Emerging Tech

With the introduction of generative AI, Ethiqly and IDEO saw a unique opportunity to help teachers, by cutting down the time it takes to provide each student with feedback on their writing assignments. But to get there, they had to learn from the experts themselves. To kick off the project, the team headed into the classroom to co-design with students and teachers.

One of the first problems they discovered? Traditional methods of grading essays are laborious and inefficient for high school teachers, who are already notoriously busy and overworked. What teachers really wanted was to spend time giving each student the personalized feedback that helps them grow. Meanwhile, students really struggled to get started on their writing assignments, overwhelmed by looking at a blank page.

Together, the team started to think about how it could harness AI to make personalized instruction more accessible for all students, helping teachers provide better feedback at scale, and giving students the support they need to not only get started on their writing assignments, but improve their work. 

With insights directly from students and teachers, the IDEO team built working prototypes, allowing them to beta test the product in schools, and demonstrate value to investors. They also developed a brand identity and style guide for launch, which came to life in a pitch deck, landing page, and other brand expressions.

The resulting product is a sophisticated blend of AI technology and user-friendly interfaces that empower teachers and inspire students. The goal isn’t just to get to a finished essay, but to assist students in developing critical thinking skills. Ethiqly's tools help students organize their thoughts and get writing by providing contextual prompts and suggestions—without doing the work for them. And the AI assistant supports teachers by suggesting comments based on evaluation criteria they have set, and teachers choose which feedback is relevant for their individual students. Students never see it without teacher approval.

As one teacher told the team, “With leveraging AI more in education, there’s this fear that it’s deprofessionalizing the field or it’s a direct replacement of a teacher in a classroom. I think it gives us meaningful data, so that we can actually teach the way that we want to in order to support our students.” Now, Ethiqly is in use in classrooms in 25 countries, positively impacting students across the globe.

Teachers know 1:1 interaction is key to student success, but an EdWeek survey found only 46% of teachers’ time is spent teaching, while 25 hours/week goes to other tasks like grading and making lesson plans.

25 countries…and growing

Ethiqly’s reach in classrooms around the world
The best way to teach students to write? Copious, personalized feedback. But for teachers whose classrooms and administrative work are always growing, it can feel impossible. So the co-founders behind Ethiqly had an idea: Create a tool that could help students get started on their essays, and time-strapped teachers provide personalized feedback on every assignment. The startup came to IDEO for help uncovering the needs of both students and teachers, figuring out how such a tool could fit into the classroom, and building out the tool itself. And quickly, as EdTech companies were in tight competition to bring AI tools to the market first. In 2022, the team introduced Ethiqly, an AI-powered tool that helps students get over the hump of the blank page, and teachers support their needs at scale.
Ethiqly and IDEO leverage AI to help writing teachers amplify their impact, providing more students with one-on-one feedback.
How Ethiqly is helping writing teachers amplify their impact.
Ethiqly
North America
Ethiqly
A better way to teach writing, with AI, Ethiqly, technology innovation, digital products, education innovation, learning experience, future of work, AI, artificial intelligence, emerging technology, AI strategy, AI product design, responsible AI, designing with AI, product design, industrial design, new product development, venture design, new business creation, business model innovation, growth strategy, business growth, scaling innovation, student experience, future of education, employee experience, workplace design, team collaboration, understanding user needs, how to launch a new business, generative AI, how to use AI, innovation, strategy, co-design, prototyping, product development, startup, future of AI

Designing a park for generations to come

Frisco, Texas, imagines an ambitious city park for an evolving community.

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Public Sector
Play

Designing a piece of a city, like a park, doesn’t start with a blank slate. There are always traces of the past and the present, and the lived history of its residents.

To create a full picture of that story, the IDEO team built workshops for the community centered around questions about the unique experiences of living in Frisco. They invited them to reflect on the communities they grew up in, the city of today, and the public spaces that have played formative roles for them. 

From their answers, a common value emerged: heritage. Frisco is a rapidly growing city, with residents whose families have lived there for centuries living side-by-side with more recent neighbors from diverse cultures and ethnic groups. Participants shared a vision of Grand Park as a unifying, shared space, a backdrop where many families can form foundational memories in Frisco.

Next, IDEO brought in multisensory design prompts to help participants further conceptualize the park. How did they want it to feel, sound, and smell? In the built-up, suburban city of Frisco, residents imagined a space that was less planned, enabling guided wandering and exploration. They also hoped that the park would inspire loved ones and descendants to feel a sense of curiosity and wonder.

At the end of workshops and sessions with community groups, the IDEO team took Polaroids of participants, asking, “What’s one word you want to describe Grand Park in the future?” Those words informed the collective vision that IDEO delivered to the city of Frisco, which included spatial concepts, user journeys, and branding for the park, all designed to showcase its unique landscapes. In January 2024, Frisco City Council approved the vision statement, and officials expect to break ground in the second half of 2025.

The population of Frisco is growing rapidly; its population is up 516% since the year 2000.

At more than 1,000 acres, Grand Park in Frisco is even larger than Central Park in New York City.

Less than 1% of Blackland Prairie soil remains in the region, and some of it is in Grand Park.

94

Frisco residents were engaged in the process, from City Council members to high school students

200+

respondents shared anonymous feedback on what they imagined the park should be
Public parks are meant to serve entire communities. That means they have to be designed for the needs of a spectrum of different groups—from kindergarteners who need a place to run around after school to older adults who greet the morning with tai-chi, friends having picnics, and even school field trips to learn about local ecology. The ability to serve these diverse groups is part of the wide-ranging utility and beauty of a park—and can make designing an ambitious new green space, like the more than 1,000-acre Grand Park in Frisco, Texas, a big challenge. Together, the City of Frisco and IDEO worked directly with residents to create an intergenerational, collective vision of what the park can be, and how it can serve their needs now, and for generations to come.
The City of Frisco, Texas, works with residents to design a new park that works for all its residents—from kids on school field trips to seniors doing morning Tai Chi.
The City of Frisco, Texas, works with residents to create the future of Grand Park.
The City of Frisco, Texas
North America
The City of Frisco, Texas
Designing a park for generations to come, The City of Frisco, Texas, public sector innovation, government services, civic innovation, play, playful experiences, education innovation, student experience, future of education, civic design, government innovation, citizen experience, retail experience, store of the future, consumer experience, innovation, retail, education, government

An Artist’s Love Affair with Cute Patterns

Austin Salmi makes a habit of frequenting tiki bars and drawing clean patterns

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Articles

In one sentence, who are you?

I am an illustrator who enjoys bringing any amount of joy to people through my creations.

What do you do? How did you learn how to do it?

I create different drawings using pencil and ink. The illustrations range from patterns to caricatures, unique creatures, and other one-off ideas. I grew up sketching and doodling and it has continued. When I moved to LA, I was suddenly surrounded by an amazing cadre of artists and creators who constantly inspire me, as well as push me to keep improving myself. That is how I learned my craft and continue to learn, because I believe you never truly finish learning.

What are your 3 favorite possessions?

Miniature Back to the Future 2 hover board; Magnum P.I. Tiki Mug; a drawing of my fiancé and me, which she drew. Not in that order.

What does a typical work session look like?

I have a running list of ideas and sketches that I pull from if I don't have an art show with a specific topic that I am working towards. Usually, I'll do some Google searches on the topic at hand and pull a bunch of reference photos for perusal during the pencil drawing stage. I sketch out the drawing inside a pre-drawn area, such as 4x6 or 5x7. Art that is easy to frame is always a goal of mine, because I love framed art and it drives me mad when I see things tacked onto a wall or cork board. After finalizing the pencil drawing, I'll usually step away for a moment or two to play a video game or watch a show. I like to do something that differentiates the time between stages. Once I come back to the drawing, I pull out all the different micron pens that I think I will use for the piece. I check the nibs, and then I begin inking. I put on dramas in the background to listen to, or things I've seen a ridiculous number of times. West Wing and Parks and Recreation are two such shows.

I don't like to start inking unless I am going to finish a drawing that night. Sometimes, a piece is too large, and I have to break it up over two nights. If that happens, I make sure the pens I've used on the previous night are away from all my other pens. I do this to achieve a consistency within the lines. Once finished, I scan the piece, put it within a predetermined frame, and pack it up for a craft fair or deliver it if it's for an art show. Rinse and repeat as necessary.

How do you get over creative block?

I used to stop drawing and just stew for a bit until it finally passed, which could take a bit of time. As I've gotten older, and ever so slightly more confident in my abilities, I push through it. I just keep drawing. Yes, sometimes the drawings are awful, but as Lauren (my future wife) always says, "sometimes you just have to pass a rat."

How do you see the world in 2078?

A lazy utopia, filled with autonomous everything. Humanity will have moved past Earth and outward into the stars while robots cater to our every whim and we become fat and happy. I could be confusing my vision of the world in 2078 with the timeline in Wall-E—who doesn't yearn for the saccharine dreams of Pixar in 2017. It is tough to image the future right now because at this moment it feels as though we are hanging by a loose wire, and any minute now someone with a spray tan is going to cut the wire and tell us all how huge his ratings are, as we all fall to our collective doom. I hope we make it to 2078, if only so that I can enjoy my hover chair and 128-ounce Slurpee.

What’s number one on your bucket list?

I should say something epic like bungee jumping off of Thomas Jefferson's nose on Mount Rushmore, but honestly, I'd like to have my own artist's studio. Some place I could retreat to and tune out the world and draw silly pictures. That to me is something I want to do before I fade out of this existence.

Who are you creative crushin’ on lately?

I've had a one-sided love affair with Dustin Harbin for a long time. I own two of his original pieces and his diary comics book. The man can use an ink nib like Aaron Sorkin can turn a phrase.


I’ve been creative crushing on Austin Salmi since I saw his doodles, patterns, and adorable characters on Instagram almost two years ago. Austin’s work, learned through practice and osmosis in his job surrounded by artists, has a giggly character about it that fits his intention to hide the ugliness of the world for a moment, and make lovely order out of chaos. I got to learn a bit more about him and his process in this installment of Creative Crushes.

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an artist's love affair with cute patterns, social media, digital experience, storytelling

AI Needs an Ethical Compass. This Tool Can Help.

A new, downloadable set of cards for designing with data

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Articles

We had just begun work on a project exploring how we might help a medical-liability insurance company increase patient safety by learning from past incidents. As we talked, our conversation shifted away from excitedly imagining ideas for data-driven tools toward ways our work might potentially do harm.

What if our designs ended up raising premiums for doctors and, in turn, healthcare costs for patients? What if they kicked doctors off their insurance? What if doctors stopped reporting adverse events to keep their premiums from rising? There was real potential that our work could result in reduced patient safety or increased cost of care. We could inadvertently build a tool that could be used against the very people we were trying to help.

Today, data systems and algorithms can be deployed at unprecedented scale and speed—and unintended consequences will affect people with that same scale and speed. How can we always make sure we’re putting people first when designing large scale systems? Especially when those systems will change over time and evolve without direct human supervision?

The seed planted during that bar conversation has grown into a set of principles, activities, and now a set of cards that our teams—both data scientists and designers across every other discipline—use to ensure we’re intentionally designing intelligent systems in service of people.

We’re far from the first people to ponder this. We’ve been inspired by organizations like AI Now and Data + Society, books like Weapons of Math Destruction and Technically Wrong, academic communities like FATML and CXI. In particular, we’ve been eagerly following O’Reilly’s series on data ethics (and encourage you to read their free ebook, Ethics and Data Science).

To develop our own set of guiding principles, we started with people. We talked to folks all across the globe: We interviewed IDEO teams about where they found challenges. We spoke to our clients about where they saw intelligent systems go awry. We spoke to the public about where smart designs seemed to cross lines. We observed and read about AI systems that had gone off the rails and worked to understand how this might have been avoided. We learned a lot.

We came up with an original design, iterated on them, and landed on a set of four design principles and ten activities that can help guide an ethically responsible, culturally considerate, and humanistic approach to designing with data. These activities are meant to provoke thought; they’re a vehicle for introducing new ideas and stimulating conversations around ethics throughout the design process.

To start, here are our principles:

1. Data is not truth

Data is human-driven. Humans create, generate, collect, capture, and extend data. The results are often incomplete, and the process of analyzing them can be messy. Data can be biased through what is included or excluded, how it is interpreted, and how it is presented. Unpacking the human influence on data is essential to understanding how it can best serve our needs.

2. Don’t presume the desirability of AI

Just because AI can do something doesn’t mean that it should. When AI is incorporated into a design, designers should continually pay attention to whether people’s needs are changing, or an AI’s behavior is changing.

3. Respect privacy and the collective good

While there are policies and laws that shape the governance, collection, and use of data, we must hold ourselves to a higher standard than “will we get sued?” Consider design, governance of data use for new purposes, and communication of how people’s data will be used.

4. Unintended consequences of AI are opportunities for design

Just as with any design endeavor, we know that we’re not going to get it right the first time. Use unanticipated consequences and new unknowns as starting points for iteration.

To get started with the activities, you can download the cards here. We hope that these activities provoke dialogue and provide concrete tools to help our community ethically design intelligent systems.

Thank you to the larger team who helped make these cards come to life—Ben Healy, Jane Fulton Suri, Jess Freaner, Mike Stringer, Justin Massa, Connie Oh, and KP Gupta, who designed them.

A design researcher, a business designer, and a data scientist were sitting at a bar. It sounds like the setup of a joke, but the conversation was actually quite serious.

Technology
AI & Emerging Tech
ai needs an ethical compass this tool can help, technology, digital innovation, ai, emerging technology, artificial intelligence, ai strategy, user research, research, design tools, design methods

No Beards Allowed: Exploring Bias in Facial Recognition AI

How a creative code experiment helped people understand the pros and cons of artificial intelligence

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As a user experience and interaction designer with a hybrid art and tech background, I’ve long been a fan of the concept of using art and design as a Trojan horse to make tricky concepts accessible. Through intrigue, curiosity, and play, these experiences can bypass our biases and open the door to understanding, without requiring deep comprehension. If you’ve ever visited a children’s science museum and watched kids excitedly engaging with subjects that would bore them to tears in book form, then you’ve seen the power of experience and play at work.

Meet ERNEST

That’s why my colleagues and I created ERNEST, an installation that gives the viewer the job of training a rudimentary artificial intelligence. Using facial and emotional recognition tech, ERNEST shows the user imagery and tries to see how happy it makes them. Our goal for this project was to engage users in a game-like experience to help them understand how machine learning models are trained, and subtly hint at the areas where bias could creep in.

Fellow IDEOer Matt Visco and I wanted to make sure ERNEST didn’t look like a modern computer—we designed it to look vintage. With its old hardware and nostalgic graphics, ERNEST doesn’t feel smart on the surface. Its look is meant to evoke a time when computers carried the promise of a utopian future, prior to mass connectivity and the ubiquitous collection of personal data.

The full installation uses five monitors, two computers, and three Raspberry Pis, which power several video loops that reveal the training data behind ERNEST, and give passersby a sense of the experience even if they don’t engage directly with it.

How it Works

ERNEST uses computer vision to perceive the user ambiently through facial recognition, allowing it to detect when a user is looking at it and how far away they are. When a user gets close enough, ERNEST comes alive and asks the user to help it learn. It then shows the viewer images intended to make the user happy, and gauges their emotional reaction based on their facial expression using a pre-trained model. The facial tracking and emotional data is displayed to the viewer in real time, encouraging users to make faces at ERNEST. Viewers can then validate the accuracy of the model to help ERNEST know if it was correct or not.

(Sound complicated? The video below might make it clearer.)

We installed ERNEST in IDEO San Francisco’s lobby for a couple of months, and also brought it to the San Francisco Art Institute Fort Mason Gallery for the CODAME Intersections exhibition in November 2018.

The Results

Many participants loved to challenge ERNEST, often emoting in varying ways through numerous loops of the game. Once, a group of participants spent nearly 20 minutes playing with ERNEST, takings turns to compare how it perceived each person.

When viewers interact and play with ERNEST, we’re helping them see that machines can have almost human-like perception, reacting differently to different faces, and sometimes being uncannily accurate...or completely wrong. The wrong guesses were in many cases more interesting, and were in fact a very intentional part of the design. We wanted users to see that artificial intelligence is sometimes not as intelligent as we might think.

ERNEST is meant to be a game, but what happens when real-world AI makes the wrong guesses? Or what if those wrong guesses are uneven, indicating an unintentional bias, such as working well for some faces but not others?

IDEOer Ian G., who with his trademark beard, glasses, and cap was almost never properly recognized by ERNEST

We wanted people to realize that designing systems that can ambiently perceive humans without direct input is rife with ethical concerns. And already, systems like these are being deployed at scale. The Guardian predicts emotionally-aware tech is already a $20B industry. Even something seemingly benign like ERNEST causes us to wonder—if an AI is trying to make the viewer happy, who determines what “happy” is? What if bad actors train Ernest to think that disturbing content is “happy?” What if the technology is repurposed to provoke anxiety or anger? What happens if we deploy technology like ERNEST widely?

Of course, ERNEST only scratches the surface of these big ethical questions, but we hope that it helps give people insight into how artificial intelligence thinks, and the ways its thinking can be flawed. The more that we as a society can start to understand these systems, the better we can judge their quality, and work to design them to be in line with our shared human values.

Artificial intelligence and machine learning are among the hottest topics of the tech world, but some of us at the frontier forget that many people feel intimidated—or even afraid of—these technologies. The pop-culture trope of machine intelligence gone rogue has been a part of our cultural psyche for a good 150 years. Think 2001: A Space Odyssey’s HAL 9000, The Terminator’s Skynet, and The Matrix’s... Matrix. Combine that fear with arcane tech-speak like “recurrent neural network” and “generative adversarial network,” and in addition to feeling emotionally intimidating, AI and ML can also feel incomprehensible.

Technology
AI & Emerging Tech
no beards allowed exploring bias in facial recognition ai, no beards allowed, exploring bias in facial recognition ai, technology, digital innovation, ai, emerging technology, artificial intelligence, ai strategy, experimentation, testing new ideas, learning, coding

How to Make Hard Feedback Pay Off

It's not easy to have your work ripped apart, but it's essential to the creative process. Here's how to make it less hard.

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Feedback is a tricky thing. There’s always going to be differing opinions of right and wrong, and even if it’s explained to you in a calm, clear voice, it can sting like nothing else. But getting feedback on your work is the only way you'll grow. It forces you to rationalize your thinking and creative decision-making, and teaches you to swallow your pride.

I learned the hard way: A few years ago, I designed my first typeface called Emotiv. It was a concept for a messaging app that would help people express their emotions through language (instead of emojis).

Eager to get my work out there, I decided to send a sample to a very well-respected typographer whose work I greatly admired. Given this individual’s reputation (and my lack of experience) I was reluctant to share at first, but with encouragement from friends, I sent it along with an explanation of how it came to be, not really expecting a response.

A few days passed, and much to my surprise, an incredibly lengthy reply fell into my inbox and hit me like a ton of bricks. It was the toughest feedback I’d ever received. Alignment issues, inconsistencies, readability problems, the email went on and on. It felt like my career was ending before it even had a chance to begin. We designers consider our creations extensions of ourselves—meaning that we take the pain of feedback personally.

While I can't offer up permanent thick skin, I have come up with 4 mindset shifts that will help you get—and give—negative feedback in a constructive way:

1. Introduce constraints

The least helpful feedback goes something like, “Hmmm, I’m not sure I like this.” We all have personal tastes, but there is no build-off point from that—no way to develop and improve. Instead, ask the person giving you feedback to be constructive, give their rationale, and ask as many questions as they’d like, rather than give you a gut reaction.

2. Tag team

Rather than putting yourself on the receiving end, get involved in the process. Imagine that the work being critiqued isn’t yours and offer your own thoughts. That will help you stay focused on the work itself. Plus, by making the feedback process more of a collaborative effort, you can understand the work from new angles to make it better together.

3. Be Spock

Do your best to take your emotions out of the equation. Instead of hanging on every negative word, look for unbiased points that will help you better define and execute the work. Even if the person giving you feedback is using words like “I like...”, or “I don’t like…”, those words aren’t aimed at you—they’re aimed at uncovering the fundamental thinking or execution behind the work.

4. Don’t ask for the answer

When the feedback process unearths a problem with your work, it’s tempting to simply ask for a clear solution to the problem. But that won’t push you to go further and explore other possibilities. Solving the problem yourself gives you another opportunity to learn and grow your skills.

Looking back, I now see now that the typographer who crushed me was actually providing a great service. (Honestly, you could tell someone they are terrible at something in considerably fewer words.)

I’d made the same mistake my fellow design student had made in that first class—I reacted as if it was a personal attack on me as a designer. But that feedback prodded me to become much more critical about my own work, studying details that others might not notice, with an eye toward readability and alignment.

Getting negative feedback can hurt. You pour your time and effort into creating something, and with the swiftest of comments, it gets cut down. But receiving it not only makes your work better, it makes you better... especially at giving feedback.

Nothing prepares you for the reality of receiving negative feedback. In one of my first design classes, I watched in horror as a fellow student had his work ripped in two for the first time in front of all of us. Shortly afterwards, he quit the course.

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how to make hard feedback pay off, creativity, education, learning, feedback, creative feedback, team collaboration

Lindsey Turner

I’m passionate about building brands, products, and experiences that help organizations show up with meaning and momentum.

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I help organizations cut through complexity by shaping how they show up, through brand strategy, identity, and storytelling.

Working at the intersection of brand and business, I bring an editorial eye and a bias toward making—turning ideas into tangible experiences that people can understand, trust, and believe in.

My work spans government, healthcare, financial services, media, and consumer goods, from launching Gen Z-focused ventures to building innovation labs and reimagining legacy brands. I relish moments of ambiguity and enjoy translating across teams, perspectives, and priorities to move ideas forward.

I started my career in editorial and digital design, shaping cross-platform experiences and identity systems in publishing and agency environments. That foundation still shapes how I work today: I’m detail-oriented, collaborative, and overreliant on the Oxford comma. I hold a BFA in Visual Communication from the School of the Art Institute of Chicago.

My tween twins teach me more about technology and gen-alpha than the last decade of trend reports.
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Rachel Young

My work helps organizations see who their products aren't working for—and build the will and the tools to do something about it

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For 25 years, I've asked the same question: Who does this design exclude—and what are we going to do about it?

My work spans human-centered strategy, inclusive design, and qualitative research, with clients ranging from Microsoft, Google, and Verizon to the National Science Foundation, and San Francisco Unified School District.

Before IDEO, I taught elementary school in East Palo Alto and spent a decade doing design work with social service organizations—where I learned firsthand what it costs people when systems are built without them in mind.

I am currently writing User Error, a nonfiction book about digital access and the design decisions behind it. I live in Oakland, California.

The greatest project to which I’ve ever contributed is raising my two daughters with my husband.
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Brian Pelsoh

I lead with craft, ensuring our work is creatively excellent: rooted in deep human insight and imagination, while also grounded in the realities of business and technology.

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My expertise spans brand, communication, and product design across tech, education, the arts, and social impact.

I believe great work demands both high-level vision and obsessive attention to detail, and only happens through collaboration.

I bring an inclusive, hands-on approach and a deep understanding of business, which enables me to consistently deliver excellence while always asking why.

Before joining IDEO, I worked at the brand firms Pentagram and VSA Partners. I began my career as a designer, leading teams at the School of the Art Institute of Chicago and the Milwaukee Art Museum. I hold an MFA in graphic design from Maryland Institute College of Art and a BFA in communication design from the Milwaukee Institute of Art & Design, and have taught at some of the best design schools in the US.

I love a good crit.
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Tony Wong

I am responsible for IDEO’s long-term success in China and working with clients to use design as a tool to enable growth.

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I am responsible for IDEO’s long-term success in China and working with clients to use design as a tool to enable growth. Specifically, I have helped Chinese companies design holistic brand solutions through the development of their products, communication, services, and innovation teams, and I have helped multinationals expand their presence and influence in China.

I advise global leaders on developing China-led innovation and capabilities.

In over 15 years in IDEO Shanghai, I have worked on projects that use design to elevate the quality of the experience of healthcare products and services, streamline processes that increase productivity, create spaces and programs that promote and enable inclusive communities, and build next generation mobility solutions that are planet-positive.

Before joining IDEO, I worked at Philips Electronics and the Electrolux Group in Italy, the Netherlands, and Singapore on a number of breakthrough commercial products. I am a member of the Young President Organization in Shanghai.

I have a thing for antique maps.
Developing China-led innovation and capabilities'
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Building a personal AI for the messiness of life: Sida Li

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Most AI products today are built for work—a space with clear problems and established systems. One founder noticed a gap: personal life is messier, harder to systematize, and mostly left behind by the AI boom. So she built Cue, a personal AI that lives inside iMessage and group chats, to go where the other tools haven't.

In this episode, Becca Carroll, IDEO's Chief Strategy Officer, talks with Sida Li, co-founder and CEO of Shared Context Lab, about staying anchored to a human need while the technology around her keeps changing shape, why she treats her business model with the same rigor she'd bring to a product, and what it feels like to build a company at this particular, disorienting moment in AI.

The conversation also gets into how Sida makes design decisions: the language Cue uses to describe itself, the tradeoffs behind building inside iMessage instead of a new app, and a real story about a business idea that didn’t pan out.

This is the second in a two-part series profiling founders from IDEO's Startups-in-Residence program. The first conversation is with Johannes Seemann, founder of Sooner, on designing GenAI for the emotional side of money.

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Designing GenAI for the emotional side of money: Johannes Seemann

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Most personal financial tools are built to run the numbers and optimize towards a budget. While that works for some, most people experience money as a lived relationship that does not neatly fit into a spreadsheet. Johannes Seemann and Becca Carroll discuss why money is emotional before it is mathematical, and what a human-centered approach to building a generative AI financial product looks like in practice.

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Mina Seetharaman talks with Scott Shigeoka, author of Seek and Head of Curiosity Cultivation at the Eames Institute, about what distinguishes genuinely curious leadership from performative curiosity, how power dynamics shape curiosity, and why practicing curiosity can restore energy rather than drain it.

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Mina Seetharaman talks with David Epstein, author of Inside the Box and Range, about why total freedom often produces average work, how leaders can design useful limits on purpose, and what organizations such as General Magic and Pixar reveal about the relationship between boundaries and creativity.

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