Only 20 percent of American homes are protected by security systems, and most of these systems are installed after a break-in. ‍

Home security veteran SimpliSafe hoped to convince the other 80 percent of home-dwellers to invest in preventative technology so the break-in never happens. The company approached IDEO to refresh and simplify the look and feel of its connected products to reach this wider audience and help them feel safe.

Interviews with potential customers revealed insights that informed the new design. Families told the researchers that existing security systems are expensive, bulky, and hard to install and use. Instead, systems should be unobtrusive, but responsive to your needs. They should react appropriately in emergencies, while also protecting your privacy.

Responding to those requests, IDEO overhauled the design and interaction of more than a dozen SimpliSafe products, including a wireless, touch-to-wake keypad; easy to install sensors; and a smart home base that acts as the brains of the system. Additionally, IDEO designed SimpliSafe's first step outside of the home—a video doorbell that can be used in tandem with the namesake home security system or on its own. Making the system enjoyable and intuitive to use means families are more likely to use it consistently—and correctly.

The team developed a consistent design language across SimpliSafe’s physical products, user interface, and digital presence. That clear visual language lets you know what each component does right out of the box; for example, the glass break sensor looks like a human eardrum that might actually hear a window shattering. The design also reduced the size of entry sensors by four times, while improving their range and battery life. Tapered backs and swept-front surfaces for all of these sensors help them blend into your home. The new system’s clean, understated appearance instills confidence without stoking fear of what could happen.

SimpliSafe’s keypad and base station guide you through setting up the system with voice feedback, while gentle LED lights and sound cues let you know at a glance that the system is armed correctly and you’re in safe hands. The system is also equipped with multiple layers of backup, so you don’t have to worry if the power or Internet goes down.

And the system responds intelligently, tailoring the way it reacts to match different scenarios. For instance, it sends a gentle reminder if a window is left open but a police response if a window is broken in. The design team also incorporated a first-of-its-kind privacy shutter on the system’s security camera so families can opt out of being recorded at home.

SimpliSafe launched its redesigned security system in early 2018, replacing the company’s two previous generations of products at the same price point. Already, the revamped system has cut the number of support calls from new customers.

In June 2018, venture fund and private equity firm Hellman & Friedman acquired SimpliSafe in a deal that valued the company at about $1 billion.

With a record number of applicants, stiff competition for top students, and a desire to make classes more diverse, college admissions teams are feeling the strain. Bowdoin College in Maine, one of the top liberal arts schools in the U.S., received more applications for the class of 2022 than for any other in its 224-year history.

Whitney Soule, Bowdoin’s Dean of Admissions and Student Aid, saw her staff at risk of burning out. On the advice of Bowdoin’s president, Clayton Rose, she invited IDEO to embed at the college and help design a new way of working. The IDEO team studied Bowdoin’s workflow and zeroed in on the application process as an area ripe for redesign.

By observing how Bowdoin counselors read applications, IDEO learned what drove their decisions. Mindful of how their choices could impact young people’s lives, counselors prioritized a meticulous reading of each application. But this thorough approach meant they often engaged in redundant work or delayed making final decisions.

IDEO designers translated their insights into a book for staff, featuring watercolor portraits of the admissions team and a clear articulation of their values—from integrity to inclusion. The book was IDEO’s promise that introducing a new reading process wouldn’t mean sacrificing Bowdoin’s personal touch.

Then, the designers and counselors ran A/B tests using real applications from past years, unwinding long-held beliefs about how they “should” be read. Soule and her team experimented by adjusting timelines and other factors that determine when and how applications move from a first read to a second read to a committee discussion.

Soule gave her team explicit permission to toss their typical playbook. Seeing their own process with fresh eyes, counselors realized they could be more confident in their expertise and tweak their workflow to meet changing demands.

A/B testing proved that some variables had little effect on the team’s final admissions decisions. With that in mind, IDEO redesigned the reading process and included a system called “magic sort,” which helps parse groups of applications based on a new set of counselor assessments in order to route each to its next round of reviews more efficiently.

The IDEO-Bowdoin team put the revised technique to work right away, processing 300 new applications from the annual QuestBridge program for low-income students. Counselors found they were able to make equally valid decisions while cutting the amount of overlapping work they faced by 40 percent, compared to years past.

Working with IDEO challenged us to change the way we work together—and we learned a new method of problem solving that we continue to use. We are better equipped to elicit creativity, then channel it into the practical implementation of new solutions. It’s been transformative!

WHITNEY SOULE, DEAN OF ADMISSIONS AND STUDENT AID, BOWDOIN COLLEGE

The new reading method let staff cope with a growing volume of applications, while balancing the need to evaluate individual students with the need to think holistically about the makeup of Bowdoin’s student body. Counselors adapted the technique to the rest of the year’s admissions cycle, including early-decision, regular decision, and transfer applications.

To extend what her team learned to other departments, Soule has led several design thinking workshops across campus. Her success as a leader has mirrored the growth of her team and the college; by empowering staff with new tools and the freedom to experiment, Soule and Bowdoin are leading by example in the evolving world of higher education.

For half a century, Swarovski has crafted iconic chandeliers dripping with the brand’s signature crystals. With the rise of new interface technology, the company came to IDEO for help to design the chandelier of the future.

IDEO designers set out to create beautiful, emotional experiences by layering technology onto Swarovski’s lighting offerings. Whether it’s setting the tone for a sophisticated retail experience, creating subtle ambiance at a romantic dinner for two, or providing true quality light to read a book, the team considered how a chandelier can enrich personal moments throughout the day.

Swarovski and IDEO assembled a multidisciplinary group, including industrial and UX designers, brand experts, and engineers to quickly vet, build, test, and refine their ideas.

Designers from IDEO and Swarovski worked together to completely reimagine the crystal chandelier.

Together, the team designed a new tech-infused chandelier and family of other light fixtures. At first glance, the chandelier resembles a simple, sleek metal disc. But when you turn it on and peer inside, an endless number of crystals swirl far into the distance—an Infinite Aura.

The Infinite Aura collection also includes pendant and wall lights. The team developed a mobile app that proactively modifies light settings based on the time of day, and also lets users customize their experience—including adjusting brightness and color to set a personal mood, or “Aura.”

Unlike most fixtures, Infinite Aura doesn’t just give off ambient light; families can also benefit from high-quality functional light, directed downward to help them focus on a task or diffused upward and downward to create a subtle ambiance. In a similar way, the chandelier can expertly illuminate a library, hotel lobby, or concert hall.

The new lighting line adds greater functionality and emotional resonance to today’s smart buildings, while retaining Swarovski’s timeless elegance. Infinite Aura debuted in Frankfurt, Germany in March and will be available internationally in fall 2018.

More than half of Americans don’t have the cash to cover a $400 emergency expense like a car repair or trip to the hospital. Taking that reality to heart, American Family Insurance, a Fortune 500 company that offers auto, home, business, and life insurance, was seeking a way to make an impact by helping people earn and protect—not just insure—the things they value.

American Family approached IDEO with an ambitious goal: to innovate in a way that would help working families—many of them existing American Family customers—who need a financial cushion in case of the unexpected. This new mission fell in line with American Family’s overall orientation toward increased social responsibility, including committing to a liveable wage for all employees, helping with student loans, and providing college scholarships and tuition reimbursement for employees’ children.

In early discussions, American Family thought people might need budgeting tools, but from the very first research interview, a different urgent need emerged: people needed a way to shore up their savings enough to protect against unforeseen needs. This same story came from numerous places. In Tennessee, the IDEO design team sat in the kitchen of a working single mom of four, who explained how her lifestyle was built around her extremely constrained budget. She couldn’t afford childcare, so she’d organized her home to allow her 11-year-old to watch the younger kids: partitioned snacks, timers on the TV, chore charts on the fridge. She managed her budget meticulously, it was clear, and she didn’t need new financial tools. What she really needed, she said, was extra income cushions so a surprise expense like a doctor’s visit or stretch investment like a kid’s basketball uniform wouldn't derail her plans. Like many of the people the team visited across the country, she didn't want to take on debt; she wanted extra work and the dignity and peace of mind that comes with it.

Could we, the team wondered, offer people who already have jobs the extra hours and income they need in a way that reduces, rather than exacerbates, the stress they already face? Would employers get on board?

The short answer was yes. Today’s businesses depend on on-demand work, including seasonal warehouse and retail shifts. Typically, companies look to temp agencies whose model is built on staffing with the goal of permanent placement. Moonrise enables companies to tap into a workforce that's already employed, allowing them the benefits of passive recruiting (reliability, consistency), but for short term work.

Knowing innovation was the path to growth, American Family took a chance by embracing a radically new brief: Create a service to help families living on the edge bridge the gap between the size of their paychecks and the size of their dreams. The result was a new business venture called Moonrise.

When customers told us that having an easy way to earn extra money could improve their lives, we were compelled to pursue a solution. Moonrise is a business with a human-centered mission. We’re proud it’s part of our American Family.

Jack Salzwedel, Chairman & CEO, American Family Insurance

The Moonrise platform lets workers sign up for shifts with partner organizations through a simple text message interface, and get paid as soon as their shifts are done. Employers who sign up to partner with Moonrise can list open shifts on the platform.

“Moonrisers” are W-2 employees of Moonrise, not contractors, so they don’t have to pay self-employment taxes. They also get personalized business and comment cards to take to job sites, making their interactions with employers feel more professional. In this way, Moonrise helps workers not only build a buffer against unexpected bills, but also explore new positions and fields—and perhaps even land new full-time work with Moonrise partners.

To test the program in real time, IDEO and American Family assembled 11 Moonrisers, six employers, and a team of designers and programmers to work out kinks in the platform. During a one-week live pilot in Wisconsin, Moonrisers finished a combined 28 work shifts, earning an average of $121 each, while IDEO designers worked behind the scenes to keep the process running smoothly.

Based on the success of the pilot, American Family created a new startup company called Moonrise, which became a wholly owned subsidiary of American Family. Moonrise launched to the public in the Chicago area in 2018, with plans for an eventual nationwide rollout. Moonrise signed Enterprise Rent-A-Car as its first employer and actively matches workers in Chicago with shifts, while continuing to build more corporate partnerships.

Since launching in 2018, over 7,000 people have applied to become Moonrisers, more than 7,000 shifts have been fulfilled, and over $500,000 has been put into the pockets of hardworking Moonrisers. Additionally, Moonrise will be expanding into 3 additional states in 2019.

IDEO and American Family Insurance interviewed customers of The General—a division of American Family—about how they budget to make ends meet. In this conversation, customer Chandra told designers how $62 could be the difference between breaking down and breaking even for her family.

It’s not always easy for established companies to innovate, especially outside their core business. But innovation is a high priority for American Family. Creating an employee -centered startup like Moonrise solves an urgent problem and distinguishes them from their competition. Together, American Family and IDEO identified a pressing human need and built a program from the ground up to meet it.

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.