Keeping diabetes in check isn’t easy. Between checking blood sugar multiple times a day, keeping a detailed activity record, and logging food intake, staying healthy can be daunting.

But a recent advance in smart diabetes management—Ascensia’s CONTOUR NEXT ONE blood glucose meter and the CONTOUR DIABETES app—can give patients more clarity and control.

The CONTOUR NEXT ONE is the latest product to spring from a multi-year collaboration between IDEO and Ascensia Diabetes Care (formerly Bayer Diabetes Care). In 2009, Ascensia and IDEO developed the award-winning CONTOUR USB blood glucose meter—the first meter to plug directly into a computer, providing patients and their doctors with instant access to blood sugar data and personal trend reports.

Buoyed by the success of the first collaboration, Ascensia asked IDEO to help design a next-generation diabetes management system (and the company’s first internet-connected device).

To help reduce the stigma of checking blood sugar in public, IDEO designed the CONTOUR NEXT ONE to look and behave like today’s modern tech devices. The highly simplified, seamless system allows patients to upload blood glucose readings automatically to the app, which helps guide informed, real-time decisions. The meter’s red, green, or yellow smartLIGHT feature gives instant feedback about whether blood sugar levels are below, within, or above the target range.

Seeing contextual data, which includes physical activity logs and photos of meals, paired with recent and historic blood sugar levels, nudges patients toward healthier lifestyle choices and better control of their condition.

For doctors, the accuracy and quantity of the data combined with the app’s easy-to-read pattern views invites more comprehensive, actionable conversations with patients.

The CONTOUR NEXT ONE hit shelves in Europe in 2016 and is now available in the U.S. Ascensia is poised to develop more products enabled by rich, personalized data to help people with diabetes live longer, healthier lives.

What if we could use the sky to provide alternative solutions to these problems, creating more space for living and transportation? What exciting future awaits us?

At JAXA’s Aeronautical Technology Directorate (ATD), researchers are conducting research and development on aviation science and technology for the future. They are working to affect positive impact through research like noise reduction of airframe and an integrated aircraft operation management system for disaster relief and crisis management.

Normally, JAXA begins their projects by examining the needs of the aircraft industry or comparing themselves against global technology standards. This approach often leads to ideas that are merely an extension of the current technology. JAXA needed a new approach in order to create radical ideas and real change.

The key question was: What solutions would emerge from prioritizing people’s needs over the most advanced technological possibility—taking a human-centered approach to tackling the most pressing societal challenges?

JAXA ATD voluntary partnered with IDEO to attempt to answer this question, identifying new research areas by envisioning people’s needs in the near future. Together, JAXA and IDEO developed four scenarios of future societies.

The scenarios do not necessarily focus on technologies. Rather, the focus is on telling stories that help readers put themselves in the shoes of the four personas. At the same time, the team worked with industrial designers to illustrate convincing demonstrations of the vehicles and machines of the future.

JAXA’s team embraces the belief that “technologies developed at JAXA should incorporate emotional aspects to blend seamlessly into people’s lives.” Driven by this philosophy, the visual design of the four scenarios used a friendly illustration style intended to be approachable and understandable for people of all ages.

In order to develop human-centered concepts from scratch, the IDEO and JAXA team first undertook research and inspiration-gathering. They skydived, observed cities from above, brainstormed with students from the department of architecture at Waseda University. They interviewed airline employees, a former Judo world champion, skyscraper lovers, a business producer who focuses on new working styles. Throughout the research phase, the team explored the possibilities of the sky as a “living space,” not just a place for transportation.

The team was surprised and excited when they learned from a former fighter pilot that old cockpit designs were inspired by the Japanese tea room, highlighting a historic precedent for taking inspiration from real life to inform new technology designs.

The team synthesized their research and developed several concepts, each informed by a different social issue or pressing concern. Each issue was brought to life through a fictional personal narrative.

How might we relieve city congestion and pollution using the sky, while still keeping it clean and blue? Floating public lights, a skyway that regulates air traffic, camouflaged planes that keep the sky blue—concepts introduced in this scenario were the closest to the technologies already being researched at JAXA ATD. They show us how the sky could become an infrastructure that supports our daily lives. Meet Ayame, a girl from Gunma prefecture, ready to begin her college life in Osaka.

How might we make travel feel easy for people of all ages, no matter how far they need to go? While the researchers at JAXA ATD are working to improve the mobility of aircraft, like reducing air friction or increasing the engine efficiency of aircraft, this scenario explored how people could travel door-to-door through the sky with or without aircraft. A day-in-the-life of Naoto, a 72-year-old man who commutes twice a month from Tottori to Tokyo for medical checkups.

How might we leverage the sky as a resource for reusable energy and economic growth? One of the criteria of JAXA’s R&D activities is to improve the environment. While JAXA has been focusing on “protecting” the environment, this scenario focused on “creating” new environments. A day-in-the-life of Toshi, who runs a “sky-to-table” farming business.

How might we help people live with peace of mind, even during a disaster? JAXA’s disaster relief technologies have been extremely valuable in countries like Japan, which frequently suffers from natural disasters. In this scenario, we approached the problem from victims’ point of view while exploiting the potential of a network of aircrafts and other flying objects. Here's the story of Yuri, a victim of an earthquake in Tokyo who reunites with her family after evacuating to the sky.

The purpose of the project website is not to present answers, but to introduce new directions towards an exciting future. By presenting JAXA ATD’s vision through these four scenarios, the team invited people from all industries and of all ages to participate in co-creating the future.

Just like movies, cartoons, and novels from childhood stimulate the imagination, this project aims to spark new conversation and vision for a radically different, positive future.

By illustrating and communicating a more human-centered future to a wider audience, Japan’s top aeronautical technology development agency may already be changing the future of the sky for the better.

The speed and scale of change in our world are unprecedented. As more people relocate to cities, our lives are impacted by urbanization problems such as pollution, congestion, depopulation of rural areas, resource, and energy deficiencies.

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For factory operators, a smart valve is a game-changer. It gathers data on how smoothly the system is running and feeds it to an app, making it easier to troubleshoot from anywhere. And when things get overheated, it can automatically shut down the machinery, avoiding a meltdown.

Georg Fischer (GF), the Swiss-based, B2B industrial manufacturer collaborated with IDEO to design that valve, along with a system that adds value for generations of engineers to come.

And there were some surprises along the way. When the team set out to interview customers, they learned a lot about their real needs. “We showed a customer a sacrificial concept of a smart valve and asked, what do you think about this?” says Laura Barrabia, GF’s Head of Corporate Design Thinking. “The customer answered, we don’t want your valve to be smart, we want to be smart. If GF is providing a smart valve, where is my value?”

For GF Piping Systems, these insights helped shape initial prototypes and guided the direction of the design to something that would tie parts together into smart systems and more efficient industrial facilities—a competitive advantage.

Yves Serra, GF’s CEO, recognized early on that his company needed to strengthen its customer-centricity and digital capacity, so he approached IDEO to begin shifting GF’s culture from engineering-led and procedural to customer-focused, multidisciplinary, collaborative, and flexible. That kicked off a decade-long relationship that would help GF take a design-based approach.

Learn what it means to move from being technology-driven to being truly customer-centric.

To help GF identify clients’ pain points and address them with new digital offers, IDEO proposed three “lighthouse” projects, one for each of GF’s divisions: Piping Systems, Casting Solutions, and Machining Solutions. Lighthouse projects (also called “Beacons”) are proofs of concept that light the way for an organization and help it shift its way of working.

For example, GF Machining Solutions built a prototype for an application that uses real-time data to help customers identify and fix problems in the machines, laying the foundation for truly predictive maintenance. Making data streams more transparent for customers also simplified life for the GF service engineers, who keep the machines running.

Learn how Georg Fischer is moving from hardware offerings to digital solutions.

For GF Piping Systems, the design team developed the GF Digital Line, a set of products, apps, dashboards, and other services that help customers plan, install, and maintain water and chemical piping systems. GF teams went back to customers to test several prototypes and gather feedback on the Digital Line and make sure it addressed current and future needs. They also built internal capabilities to support product development, laying the groundwork for future innovation.

Lastly, IDEO helped GF Casting Solutions escape the “commodity trap” of competing with foreign automotive suppliers. To better understand the pressures car manufacturers face, the design team explored the development cycles of two car manufacturers. They learned how challenging it is to implement solutions to reduce vehicle weight—essential for cutting fuel consumption. As an expert in aluminum die casting, GF was well positioned to help manufacturers meet that challenge, not just with quality parts, but also with digital engineering to deliver cutting-edge lightweight casting solutions, which are harder to replicate.

By the end of these lighthouse projects, GF had rolled out a global design thinking training program that had touched more than 1000 employees. After the training, employees throughout the organization adopted a new way of working and became passionate ambassadors. The enthusiasm spread from the R&D department to HR to finance and many other departments.

Today, GF has permanent design thinking and digital teams to continue this work. All three divisions aim to launch the first releases of their lighthouse projects by early 2019. And with every project, GF’s business—and solutions—get smarter about how to meet the needs of a fast changing world.

IHG’s ambition is to grow in service of its guests around the world. IHG’s Atlanta-based team had identified a major opportunity for hotels in the midscale space—a market segment known for its inconsistency.

Alongside colleagues at London-based forpeople, IDEO was invited to help IHG shepherd that business opportunity into a human one, by asking how IHG might reimagine the everyday travel experience for people relying on this category of hotel. What kind of offer might resonate equally with guests and with the owner/operators who’d need to buy into a new brand and bring it to life?

IDEO began by talking to travelers to better understand their lives, values, and needs—travelers who spend one or two nights on the road a few times every year; travelers who regularly take short trips to small cities or away from city centers; and travelers who live on the road, moving from hotel to hotel. These included court stenographers, medical technicians, consultants, conference-goers, and more.

Early research insights evolved into two distinct concepts for a new hotel brand, which were built out into two full-scale physical prototypes at IHG’s design center in Atlanta. Over three weeks, IDEO and its IHG partners led potential guests and hotel owners through each model, gathering their feedback on new formats for breakfast offerings, service details, booking experiences, and overall tone.

The investment in prototyping paid off with surprising and actionable insights. Despite wide variation in occupation and income, these guests are sophisticated and self-reliant; they know what’s out there, and they know what’s reasonable to expect. In fact, many describe a syndrome IDEO dubbed “anticipation anxiety:” the sense of dread that comes from not knowing whether a lower-priced hotel is going to be clean or safe, or provide a bed that enables restful sleep. Many have so little confidence in the cleanliness of hotels in this price range that they travel with their own packs of wet wipes.

IDEO, along with the IHG team, recognized these behaviors as an unanswered cry in the market. The purpose of the new brand crystallized around extinguishing that anxiety and rewarding guests with something much better. avid hotels exceeds its competition by doubling down on quality in just a few select areas: an extraordinary mattress; rigorously high standards of cleanliness; a focused, high-quality, grab-and-go breakfast and coffee experience; and an overall tone of warmth and straightforwardness.

These guests made clear that for trips like this, they aren’t interested in bells and whistles, or communication that isn’t frank or to the point. That led to an insight that upends an industry truism: for these guests—and there are many of them—choosing a hotel is rarely only about the price of the room. avid guests can often afford to stay in a more expensive place for a honeymoon or a vacation or a trip with friends; they’ll spend more when they need more. But for functional stays of one or two nights, it just feels wasteful. It goes against their values and their principles.

IHG and IDEO heard a clear call for a sense of focus and affordability—but never at the expense of quality. Guests should be able to access a simple booking process, rooms designed for sound sleep, and a quality breakfast, all at a fair price. And hotel owners ought to be able to deliver that experience with confidence and consistency, at costs that build a compelling case for their own business.

That’s what avid hotels is designed to deliver, every single time. Early traveler reviews have been exceedingly positive and have noted specifically the unique differentiating offers avid brings to the market.

Within a year of partnering with IDEO, IHG had issued 150 avid hotels licenses to franchisees in the US, Mexico, and Canada, and announced a development deal for 15 avid hotel locations in Germany over the next five years—a scale of success that came at unprecedented speed for the industry. The collaborative, inclusive design process is now serving as a model for how to develop robust, guest-centered hospitality brands that deliver where it matters for people.

I didn’t start out working at an enlightened company—I started out working in the art world, in upscale art galleries, private art clubs, and various museums. My surroundings were beautiful, but I was miserable. The politics and sexism were intense. I never felt like I could speak my mind.

Luckily, I eventually landed at IDEO. For the past 10-plus years, I’ve helped create events, experiences, and rituals that keep our studio culture healthy and our designers happy. Now, I’m Co-Director of the experience team in Chicago. Our mission: Design for belonging.

My team and I use tools like our studio space, food, events, experiences, and rituals to help make everyone who comes through our doors feel welcome, supported, and empowered to do the best work of their lives. We do things like throw spur-of-the moment pop-ups that break up the afternoon, and plan group lunches so people will eat together—like a family—instead of having sad lunches alone at their desks. We even plan crafting sessions and inspirational field trips.

Not convinced that thoughtful extras like spa water and storytelling events can actually help fuel the ideas that drive revenue? Consider the case of Uber.

Remember Travis Kalanick, the former CEO?

The deposed chief executive set the tone for the company’s culture. Under him, Uber flouted local laws and criticized competitors in its quest for success. Thanks to the company’s pervasive “bro” culture, sexual harassment and discrimination were rampant. Employees were pitted against one another, and management turned a blind eye to infractions from top performers.

Contrast Kalanick’s approach to leadership and culture to Microsoft CEO Satya Nadella, who took the company’s reins in 2014. He inherited a company lacking innovation—and relevance. Microsoft’s stock performance was flat. His goal was to shift the culture from “know-it-all” to “learn-it-all.” “Microsoft’s culture had been rigid,” he wrote in his book, Hit Refresh. “Each employee had to prove that he or she was the smartest person in the room. The culture change I wanted was centered on exercising a growth mindset every day.”

Three years later, not only are employees happier, more innovative, and empathic, but the company has generated more than $250 billion in market value—more than Uber, Airbnb, Netflix, Spotify, Snapchat, and WeWork—combined.

As an experience director, I’m laser-focused on making sure employees feel safe to fail and explore, that they feel connected to others, and that they have what they need to solve problems and come up with innovative solutions. My job is to set the conditions for great work.

So how do you actually do that? Here are five ways to jump-start your company culture.

1. Define and build on your company’s cultural values

Values are the compass that an organization uses to select staff members, reward current employees, and make business decisions. If you’re just starting a company and need to define your values from scratch, Greenhouse, the company that designed the recruiting software IDEO uses, has a helpful culture mapping exercise to help get you started. Need further inspiration? Check out Google’s values: “Focus on the user and all else will follow.” “It’s best to do one thing really, really well.” “Fast is better than slow.” “Great just isn’t good enough.”

2. Leverage naturally-occurring behaviors

Put on your anthropologist hat. What interesting or unusual things are people already doing around the office that you could build on? (It’s faster and easier to build on existing behaviors than to encourage new ones.) At one company, I noticed people were wary of talking to strangers. Unfortunately, since it was a co-working space, almost everyone was a stranger. I also observed that people would use the kitchen as a shortcut to the bathroom, and that it was a neutral zone—no one group owned it. High foot traffic + no ownership = opportunity to spark casual conversation and community! You can do what I did—look for unused spaces in your own workplace and use questions on Post-it Notes to spur random conversations—or move shared resources like printers or snacks to the middle of the space instead of tucking them away in a corner.

3. Identify and empower cultural mavens

As an experience director, I’m always look for new collaborators. Though some cultural experiences can come from the top down, others work better when they come from the bottom up. They feel more authentic. I’m always trying to identify new cultural mavens within our organization, and I empower them by giving them some time, money, or resources to bring their ideas to life. For example, at IDEO, we noticed a few of our designers were natural teachers and always went out of their way to show others how to learn a new skill. This aligned perfectly with two of our company values—“Learn from Failure” and “Make Others Successful”—so we gave those designers a budget and set them free to build on their ideas. Now we regularly have Nerd Nights where people learn to code, and Shop Class where we make things like concrete planters and leather wallets.

4. Prioritize face-to-face interactions

Digital tools are efficient, sure, but the only way to build authentic, human relationships is face-to-face. Period. When you find yourself using a digital tool to communicate with an individual or a group, think: Could this be done in person instead? Am I hiding behind this tool, this emoji? Encourage others to get out from behind their screens, too. One easy way? Get people to eat their meals together.

5. Design meaningful rituals

We participate in rituals in institutions, politics, and religion all the time. But they’re not commonly talked about in the world of business, even though they’re a simple way to make cultural values tangible. At IDEO, I was part of a team that started IDEO Stories, a Moth-like live storytelling event designed to help teach our designers how to tell better project stories. After the first event, it became clear it wasn’t just a good way to learn a new skill—it was a way to celebrate an individual’s unique backstory and unite the community.

For the last seven years in Chicago, we’ve also held an Annual Studio Awards party, an Oscars-inspired evening where the community votes on award-worthy project work from the past year. Categories are tweaked each year to incentivize emerging behaviors that are beneficial to our business.

Have ideas for rituals of your own? Share them with us on Twitter, so we can inspire each other.

Often, people want to write culture off as a slew of perks you might find at tech companies. But really, culture is about creating an environment that makes it possible for people to work together to come up with innovative products and ideas—the same products and ideas that drive revenue.

We met a beer and sausage vendor in Germany who keeps an array of hats stored on his gearshift, a humorous-looking makeshift hat hook. When we asked him more about it he explained that he often sells his wares at football games, so it’s important that he wear the right football club’s hat. “One time, when I wore the wrong one by accident, they called me an ass and tipped the van over,” he said. “You always have to howl with the wolves.”

Human-centered design requires us to observe human behavior with beginner's eyes, so that we can spot the innate ways people interact with the world around them. We call these intuitive and unconscious reactions Thoughtless Acts, and IDEO designers collect photos of them to inspire their work.

You can’t beat the smell of fresh ink, the texture and weight of high-quality paper, and the sound as you flip through the pages. When holding a magazine, I’m not simply reading it—I’m immersed in it.

I asked my fellow designers which publications they find the most exciting, and I’ve included a few of my favorites, too:

1. Apartamento

Yes, I suppose it’s an interior design magazine, but instead of focusing on beautiful, minimalist, multi-million-dollar houses (not that there's anything wrong with that), Apartamento covers real, lived-in homes and the creative people who occupy them. Raw portrait photography, cluttered spaces, and intimate interviews show how people really choose to live. Based in Barcelona, Spain, it’s survived through subscription revenue and a higher newsstand price, and has bucked the trend of featuring numerous ads or sponsored content. Plus, its perfect novel size, centered layout, patterned spine, and chunky typography are delightfully raw and unfussy. —Lindsey Turner, IDEO Cambridge

2. B

B magazine is published in South Korea. Every issue, it takes an advertisement-free, documentary approach to a single iconic brand. It’s covered many amazing brands, from the luxury to the mundane, including LEGO, Ray-Ban, and Bic. Each issue goes deep into the people, history, evolution, products, experiences, and philosophies of the brand it covers. Fans and collectors are also often included. I recommend it to anyone who likes branding and brand strategy, or just loves products and design. The many ways it looks at a brand and all its expressions goes far beyond simple identity and logo. —Clark Scheffy, IDEO San Francisco

3. Banana

In 2014, first generation Asian-Americans Vicky Ho and Kathleen Tso launched Banana magazine, a lifestyle magazine dedicated to exploring the intersection of Eastern and Western cultures. Ho and Tso are not claiming to be experts in Asian culture, but rather are discovering it right alongside their readers. Their goal is to understand what this third identity—neither Asian nor American, but Asian-American—means. As a designer, I think it’s fascinating to understand how cultures can blend together. With the growing influence of Asian countries on design trends, this magazine is relevant, vibrant, and bold, and offers great graphic design inspiration. —Coline Prevost, IDEO Palo Alto

4. [BranD]

[BranD] is a Hong Kong-based magazine that explores communication design in visual art, advertising, products, graphic design, and architecture. It brings together designers, artists, art directors, marketing specialists, and business-minded people of all stripes to share new ways to express ideas and brands visually. I'm an avid reader of [BranD] for inspiration in my craft; it's a great vehicle to stay connected to the ways other designers are stretching their own skills and building their crafts in a discipline—comms design—that is always evolving. —Joshua Lavra, IDEO San Francisco

5. Cat People

Cat People is an English-Japanese bilingual magazine featuring interviews and works by cat-obsessed artists, designers, photographers, and writers. It’s only in its first issue, but it’s already sold out. I’m very excited for future editions because this magazine promises magnificent inspiration for design and feline die-hards (like me). —Camden Foley, IDEO Palo Alto

6. Cereal

Cereal is a biannual travel and style magazine based in the United Kingdom. Each issue highlights engaging interviews and stories about unique design, art, and fashion on a specific theme, such as sustainability or desire. I’ve followed this magazine since its inception in 2016 and have every issue to date. Cereal’s publisher offers beautiful magazines, city guides, art prints, and even a children’s book—all with some of the best photography and design I’ve ever seen. —Camden Foley, IDEO Palo Alto

7. The Collective Quarterly

The Collective Quarterly is a magazine about travel and creativity across the U.S. The magazine staff—a rotating team of writers, photographers, illustrators, and other creatives—visits small towns or regions around the country to interview artists, creators, and other cornerstones of local life. As a photographer, the exceptional photography caught my eye, particularly that of one of the co-founders, who still shoots film photos like I do. It’s inspired me to get out with my camera more often. I recommend the magazine to anyone who seeks a deeper appreciation of creativity in intimate communities, hopes to explore non-urban corners of the country, or wants to bask in the magic of film photos. —Tara Safaie, IDEO San Francisco

8. Drift

Back when I was a barista, my mornings were spent adjusting the espresso machine's grind and my tamp to each bean's age and provenance. I learned that coffee is ubiquitous, yet highly circumstantial; you can find it in virtually any city, and yet each urban environment and its inhabitants have radically different rituals, cultures, and methods of consumption for this most essential drink. Drift transports its readers to different cities and their respective coffee cultures, allowing readers to intimately engage with new adventures in new places through a common cup of joe. —Adam Cristobal, IDEO Palo Alto

9. The Gourmand

As we reach the peak of our food media zeitgeist, The Gourmand has emerged as one of the leading alternative voices in the space, covering everything from new ways of visualizing food emoji to Georgia O'Keeffe's strict diet. Boasting both witty writing and distinct art direction, the magazine offers a unique perspective and inspirational fodder to foodies, designers, and creatives of all stripes as we look for more visually appetizing ways to engage with the world. —Adam Cristobal, IDEO Palo Alto

10. Offscreen

Offscreen is a print magazine published three times a year, as well as a weekly newsletter, that takes a thoughtful, human-centred approach to technology. It’s is a slow counterbalance to the fast pace of popular media, exploring creativity and design through introspective writing and thoughtful human stories. Offscreen is a proponent of the “slow web,” celebrating the idea that not all that is instant and convenient is necessarily good for us. —Nathan Paterson, IDEO Tokyo

11. Surface

Surface is a New York magazine that covers a little of everything—design, architecture, fashion, culture, and travel. I picked it up because I judge magazines by their covers. Each cover features a great close-up portrait of a creative person—an architect, musician, industrial designer, etc. The portrait is paired with restrained, Swiss-style black typography and a grid well versed in white space. The magazine examines culture through the lens of design and has a whiff of one of my favorite blogs, Sight Unseen. It's conspicuous consumption for sure, but sometimes that's what magazines are for. —Lindsey Turner, IDEO Cambridge

Next time you want to explore cutting-edge design—or just enjoy a little eye candy—crack the cover of one of these magazines for an inspiring read.

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Thanks to the digital revolution, fewer and fewer of us are getting our hands on paper copies of books, magazines, or newspapers these days. Online subscriptions and digital versions can fill the void, but sometimes, picking up a glossy magazine is simply the best way to absorb inspiration.

As a data scientist, this idea got my gears turning: What if I could use machine learning to build a laugh-detecting algorithm?

Prototyping is a great way to explore how emerging technologies will play a role in our connected future. But instead of focusing on how we will teach our machines to sense human behavior, I’m interested in designing what we will do with the information our devices are learning. In a world filled with machines that learn and interact with us, it’s important that they are able to respond to all parts of our humanity—including the things that make us laugh.

I wanted to see what kind of laugh detection prototype I could build in a few weeks. Here’s how I did it:

1. Building the algorithm

To build the laugh-detecting algorithm, I knew that I wanted to use deep learning, so I turned to Keras, a programming library which makes creating neural networks fast and simple. To train the laugh detector, I needed to use sequences of audio as the input and predict whether or not laughter would result as the output. Fortunately, I found Audioset, a collection of over two million 10-second audio clips with labels from over 6,000 categories. Using a subset of the Audioset collection that is half laughter and half speech, I was able to get a laughter detection model running with 87 percent accuracy within a few days.

After creating a training dataset, I got started on the machine learning challenge. The Audioset data does not contain the extracted raw audio, only a 128-length feature vector for each second of input, which is created using a convolutional network operating on the raw audio spectrogram. These feature vectors will be the input for the machine learning algorithm, and the output will be a binary label of whether the input contained laughter. Since I am working with a relatively large dataset, I wanted to use some deep learning methods, so I turned to keras, an API that makes creating and training neural networks extremely simple, while still leveraging the computational efficiency of optimized tensor computation libraries like TensorFlow and Theano.

Since the model input is sequential, I wanted to try a recurrent neural network first. I started with a single layer LSTM model that quickly converged to 87% accuracy. Learning from the code in a very similar project, I found that applying batch normalization to the LSTM input was very important for getting the model to converge. One of the headaches of deep learning is that seemingly trivial details like this can have a large impact on convergence. I was happy with the performance of my first LSTM model, but I decided to try out a couple more options before moving on. I tried a 3-layer LSTM (because if one layer is good, three must be better), then I tried a simple logistic regression model to see if the fancy RNN architecture made a difference. The models performed with 88% and 86% accuracy, respectively, which showed me that, in this case, more layers did not equate to more power.

Ultimately, I ended up choosing the single layer LSTM, even though it was larger than the logistic regression model, because it was able to handle variable length input. The training data was all sequences that were 10 seconds long, but I wanted the laughter detector to be able to respond quicker than that. While the logistic regression could only operate on input that was the same length as the training data, the LSTM model can still operate on any input length, as long as it is split into one-second chunks.

To take the trained model and run it as a live laugh detector, I put together a python script that pulled together a few different steps. First, the audio is captured from the microphone using pyaudio and chunked into three-second clips. (The length of these clips is an adjustable parameter.) The raw audio is then fed into the pre-trained vggish network and converted to a sequence of feature vectors with the same parameters I used for creating the Audioset training data. The sequence is then fed into the trained LSTM model, and the laughter prediction score is returned and written to a timestamped .csv file. By default, the raw audio is then discarded, and only the score is saved. That way, there are no concerns about storing or transmitting anyone’s private conversations. By running the audio capture and processing in separate threads, I was able to run this continuously without any lag on my laptop.

2. Designing the experience

Once I had the ability to measure laughter, I had to tackle the real design challenge: How do we implement the laugh detector in project spaces without making it seem obnoxious or creepy?

I enlisted the help of a few smart colleagues to approach the challenge from multiple angles: a software designer experienced in designing for play, an environments designer to explore how the detector would show up in a project space, and a communication designer who’s written on the science of laughter.

We had a brainstorm around what we might be able to do with a laughter detector, and the ideas poured in. Perhaps we could use laughter as a weekly indicator of morale (similar to Bhutan’s gross national happiness), or host a competition between project teams for who laughed the most? If we could determine when people are laughing, maybe we could figure out why they are laughing, too. We could determine when laughter is genuine or just polite, which jokes are the funniest, or even measure who is laughed at the most.

Some of the more wild ideas included a gif of an IDEO Chicago director Jon Wettersten (below) who laughs along with us, or an alert that would play videos of clowns if we went too long without laughing.

Ultimately, we wanted to select ideas that would give teams insight into their laughter, but not be too intrusive or prescriptive.

Information systems shouldn’t overwhelm users—particularly when that information concerns people’s moods. There are times when it’s appropriate to not be laughing; you don’t want your smartwatch telling you to laugh more during your grandma’s funeral. And if we were to build a device that listens for laughter, we'd need to make sure that we communicate and maintain people’s expectations of privacy.

With all this in mind, we narrowed it down to two concepts that we would take forward into the prototyping phase.

3. Hatching prototypes

The first thing we made was a simple information dashboard built in Dash. We referred to this design as a “FitBit for laughter,” as it was meant to help teams set goals and measure their progress towards those goals.

This raised the the question, what if you could track your emotional health in the same way that you tracked your physical health? What kind of goals would you set? What would your “laughter workout” look like?

To start, we measured laughs by time of day over a period of 24 hours, laughs per day over the past week, and how close teams are to achieving a daily “laugh quota.”

The second prototype used the output of the laugh detector to control the color and intensity of a Hue lightbulb. When there is a lot of laughter in a room, the light glows a bright yellow to mirror the warmth that laughter brings to a space. When there is less laughter, it transitions to a dim blue to help teams stay calm and focused. In this way, the environment responds to the activities and emotion of its inhabitants.

What if the smart systems we create could react not only to a user’s presence or interaction, but adapt to the user’s mood? How might we design smart systems or spaces that are emotionally responsive?

4. User testing

We wanted to see how people would react to the laugh-bulb, so we got a few colleagues to sit down and test it out. The original plan was to play funny videos to stimulate laughter, but as soon as people sat down, they started joking so much, the videos were unnecessary.

Laughter is a reinforcing behavior; when you laugh, the people around you laugh too, creating a virtuous cycle that can leave you laughing until you’re sore. Seeing the light grow brighter as the room fills with laughter adds energy to that cycle. The group that came in to test the laugh-bulb ended up laughing so much that you could hear them throughout the studio.

WATCH: Testing the laugh-bulb prototype.

Next up, I’d love to put these prototypes in front of more people to see whether quantifying laughter can affect their mood. And I'm left wondering, which emotional or mental health signals could be measured and recorded next?

As more aspects of our lives are recorded, we are going to be able to quantify and improve our lives in ways we can’t yet imagine. Let’s design these systems not just to make us smarter, but to make us more joyful, too.

Play goes hand in hand with innovation. I learned this from Brendan Boyle, director of IDEO's Play Lab, who says that if you measure the amount of laughter in a project space, the teams who chuckle most are also the most successful.

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.

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.

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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 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.