Clara Kliman-Silver: AI & design: imagining the future of UX

Introduction

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User research is invaluable, but in fast-paced environments, researchers often struggle with tight deadlines, limited resources, and the need to prove their impact. In our recent UX Insider webinar, Weidan Li, Senior UX Researcher at Seek, shared insights on Efficient Research—an approach that optimizes Speed, Quality, and Impact to maximize the return on investment (ROI) of understanding customers.

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At the heart of this approach is the Efficient Research Framework, which balances these three critical factors:

• Speed – Conducting research quickly without sacrificing key insights.
• Quality – Ensuring rigor and reliability in findings.
• Impact – Making sure research leads to meaningful business and product changes.

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Within this framework, Weidan outlined nine tactics that help UX researchers work more effectively. Let’s dive in.

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1. Time Allocation: Invest in What Matters Most

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Not all research requires the same level of depth. Efficient researchers prioritize their time by categorizing projects based on urgency and impact:

• High-stakes decisions (e.g., launching a new product) require deep research.
• Routine optimizations (e.g., tweaking UI elements) can rely on quick testing methods.
• Low-impact changes may not need research at all.

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By allocating time wisely, researchers can avoid spending weeks on minor issues while ensuring critical decisions are well-informed.

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2. Assistance of AI: Let Technology Handle the Heavy Lifting

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AI is transforming UX research, enabling faster and more scalable insights. Weidan suggests using AI to:

• Automate data analysis – AI can quickly analyze survey responses, transcripts, and usability test results.
• Generate research summaries – Tools like ChatGPT can help synthesize findings into digestible insights.
• Speed up recruitment – AI-powered platforms can help find and screen participants efficiently.

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While AI can’t replace human judgment, it can free up researchers to focus on higher-value tasks like interpreting results and influencing strategy.

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3. Collaboration: Make Research a Team Sport

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Research has a greater impact when it’s embedded into the product development process. Weidan emphasizes:

• Co-creating research plans with designers, PMs, and engineers to align on priorities.
• Involving stakeholders in synthesis sessions so insights don’t sit in a report.
• Encouraging non-researchers to run lightweight studies, such as A/B tests or quick usability checks.

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When research is shared and collaborative, it leads to faster adoption of insights and stronger decision-making.

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4. Prioritization: Focus on the Right Questions

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With limited resources, researchers must choose their battles wisely. Weidan recommends using a prioritization framework to assess:

• Business impact – Will this research influence a high-stakes decision?
• User impact – Does it address a major pain point?
• Feasibility – Can we conduct this research quickly and effectively?

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By filtering out low-priority projects, researchers can avoid research for research’s sake and focus on what truly drives change.

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5. Depth of Understanding: Go Beyond Surface-Level Insights

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Speed is important, but efficient research isn’t about cutting corners. Weidan stresses that even quick studies should provide a deep understanding of users by:

• Asking why, not just what – Observing behavior is useful, but uncovering motivations is key.
• Using triangulation – Combining methods (e.g., usability tests + surveys) to validate findings.
• Revisiting past research – Leveraging existing insights instead of starting from scratch.

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Balancing speed with depth ensures research is not just fast, but meaningful.

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6. Anticipation: Stay Ahead of Research Needs

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Proactive researchers don’t wait for stakeholders to request studies—they anticipate needs and set up research ahead of time. This means:

• Building a research roadmap that aligns with upcoming product decisions.
• Running continuous discovery research so teams have a backlog of insights to pull from.
• Creating self-serve research repositories where teams can find relevant past studies.

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By anticipating research needs, UX teams can reduce last-minute requests and deliver insights exactly when they’re needed.

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7. Justification of Methodology: Explain Why Your Approach Works

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Stakeholders may question research methods, especially when they seem time-consuming or expensive. Weidan highlights the importance of educating teams on why specific methods are used:

• Clearly explain why qualitative research is needed when stakeholders push for just numbers.
• Show real-world examples of how past research has led to business success.
• Provide a trade-off analysis (e.g., “This method is faster but provides less depth”) to help teams make informed choices.

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A well-justified approach ensures research is respected and acted upon.

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8. Individual Engagement: Tailor Research Communication to Your Audience

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Not all stakeholders consume research the same way. Weidan recommends adapting insights to fit different audiences:

• Executives – Focus on high-level impact and key takeaways.
• Product teams – Provide actionable recommendations tied to specific features.
• Designers & Engineers – Share usability findings with video clips or screenshots.

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By delivering insights in the right format, researchers increase the likelihood of stakeholder buy-in and action.

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9. Business Actions: Ensure Research Leads to Real Change

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The ultimate goal of research is not just understanding users—but driving business decisions. To ensure research leads to action:

• Follow up on implementation – Track whether teams apply the insights.
• Tie findings to key metrics – Show how research affects conversion rates, retention, or engagement.
• Advocate for iterative research – Encourage teams to re-test and refine based on new data.

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Research is most valuable when it translates into real business outcomes.

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Final Thoughts: Research That Moves the Needle

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Efficient research is not just about doing more, faster—it’s about balancing speed, quality, and impact to maximize its influence. Weidan’s nine tactics help UX researchers work smarter by:

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✔️  Prioritizing high-impact work
✔️  Leveraging AI and collaboration
✔️  Communicating research in a way that drives action

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By adopting these strategies, UX teams can ensure their research is not just insightful, but transformational.

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Watch the full webinar here

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It’s no secret - New Zealand has a diversity problem in design and technology. 

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Throughout her career, Sachi often felt like the odd one out - the only woman, the only Pasifika person, the one who laughed too loud, the one who looked different and sounded different. But as a leader, Sachi has been able to create change.

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Sachi Taulelei, Head of Design, ANZ, recently spoke at UX New Zealand, the leading UX and IA conference in New Zealand hosted by Optimal Workshop, on how she is building a diverse team of designers at New Zealand’s largest bank.

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In her talk, Sachi shares the challenges she’s faced as a Pasifika woman in design and technology; and how this has shaped her approach to leadership and her drive to create inclusive environments where individuals and teams thrive.

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Background on Sachi Taulelei

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Sachi is a creative strategist, a design leader, and a recovering people pleaser. She has worked in digital and design for over 25 years, spending most of her career creating and designing digital experiences centered on people.

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As a proud Pasifika woman, she has a particular interest in diversity, equity, and inclusion. She has spoken out about the need for more diversity within design and technology and the impact it can have on the technology we create.

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Sachi is passionate about giving back - when she's not running after her two kids, you'll find her mentoring Pasifika youth, cheering on young leaders through the Young Enterprise Scheme, judging awards for Women in AI, or volunteering at the local hospice.

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Contact Details:

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Email: [email protected]

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LinkedIn: https://www.linkedin.com/in/sachi-taulelei/

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Odd one out: embracing diversity in design and technology ✨

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Looking and sounding different from her peers, Sachi always felt like she was trying to find her place in the office. She always felt like she didn’t belong. 

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Sachi has experienced all forms of racism and discrimination as a result of her heritage. These experiences aren’t spoken about and often go unnoticed by the majority. She has held equivalent jobs to male counterparts but received lower pay, and was advised to change her name from Sachi to Sacha on her job applications to improve her chances.  

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Sachi’s response was to work hard and become great at what she does, which was recognized over time. Slowly, she began to rise through the ranks. However, having reached leadership roles, she struggled to be heard and participate, without knowing why. The advice was given freely by managers to “stick at it”, to “grow thicker skin”, and to grow through the “school of hard knocks”. Although this advice worked at face value and she flourished, Sachi began to feel like a fraud and constantly second-guessing herself. She began to “edit” herself to fit into an acceptable mold and, in doing so, felt like she lost part of who she was.

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What is success? 🏆🎯💎

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Success often comes in the form of our leaders who have already climbed the mountains of achievement. When you see success in this way, as someone who doesn’t fit the mold, there is pressure to conform to get ahead. Using the same tools and advice given to these leaders, she realized, would actually hold her back. 

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Realizing true value through our uniqueness 🪐🦋

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Sachi recounts the treatment of Japanese-American citizens in the U.S. in the years following Pearl Harbour, where Japanese-American citizens were moved to concentration camps. This happened despite an official report finding conclusively that there was no threat from this population. Even though Germany and Italy were also at war with the U.S., for example, citizens with Italian and German heritage were not treated this way. This caused immeasurable pain, shame, and fear for the victims, and fostered a head-down, work-hard mentality in order to try and forget the treatment they received. This attitude, Sachi believes, was passed down to her from her ancestors who experienced that reality. Sachi explains that while there are many things that can hold someone back in life, creating meaningful change starts with introspection. Often, that requires us to work through fear and shame.

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Reflecting on her heritage, which is part Samoan and part Japanese, Sachi started to embrace her unique traits. In her case, she embraced the deep empathy and human compassion from her Japanese side and the deep sense of community and connection from her Samoan side. Her uniqueness is something to celebrate, not to hide behind. 

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Becoming a leader and realizing this, Sachi wanted to create a team culture based on equity, openness, and a sense of belonging – all things that Sachi wished for herself on her journey.

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Why it matters 💫

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Once she understood herself and what she wanted for her team, Sachi set to work on building a new team culture. Sachi breaks down key learnings from how she turned this vision into reality.

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Define

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Define what diversity means for your team. You need to clearly understand what it is you want to achieve before you can achieve it. For Sachi’s team, they knew that they wanted to create a team that was representative of New Zealand. Sachi knew, for example, that she had a lack of Māori and Pacific representation within the team. Māori and Pasifika represent 25% of the population. So, an effort was made to increase ranks by hiring talent from these cultures. 

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Additionally, Sachi focused on creating new role levels - from intern right through to graduates, juniors, and intermediate-level positions. This helped to acknowledge age differences within her team and also helped to manage career progression opportunities.

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Effort 

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It can be difficult to achieve diversity and inclusion and it requires a lot of work. For example, Sachi learned that posting an ad on job boards and expecting to receive hundreds of Māori and Pasifika applicants wasn’t realistic. Instead, partnerships were built with local design schools, and networking events were consistently attended. Job referrals from within the team were also leveraged, as well as establishing a strong direction for recruitment specialists within the organization.

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Sachi also recognized that, as a leader, she needed to be more visible and more vocal about sharing her views of the world and what she was trying to achieve. It was important to be clear about the type of culture she was building within her team so that she could promote it.

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In less than a year her team grew (from 11 to 40!) which meant a focus on building an inclusive team culture was required. The central theme throughout this time was, “You have to connect to yourself and your strengths first and foremost, before you can connect with others and as a team”. This meant that the team used tools like the Clifton Strength Finder, in order to learn about themselves and each other. Each designer was then encouraged to delve into their own natural working styles and were taught how to amplify their own strengths through various workshops. This approach also becomes handy when recruiting and strengthening potential weak spots.

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Integrity

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It’s important to have leaders who care - you can’t do it on your own. There can be pain points on the journey to creating diversity and inclusion, so it’s necessary to have leaders who listen, support, and work through some of the challenges that can arise.

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Benefits of diversity and inclusion in design teams 👩🏼🤝👨🏿

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Why push for diversity and inclusion? Sachi argues that the benefits are evident in the way that her team designs. 

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For example, her team:

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• Insist that research is done with diverse customer groups
• Advocates for accessibility when no one else will
• Understand problems from different perspectives before diving into a project

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Most importantly, the benefits show up in the way that each other is treated, and the relationships that are built with key stakeholders. Diversity and inclusion are wins for everyone - the team, the organization, and the customer.

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Natalie and Lulu have forged a unique team culture that focuses on positive outputs (and outcomes) for their app’s growing user base. In doing so, they turned the traditional design approach on its head and created a dynamic and supportive team. 

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Natalie, Director of Design at Hatch, and Lulu, UX Design Specialist, recently spoke at UX New Zealand, the leading UX and IA conference in New Zealand hosted by Optimal Workshop, on their concept of “radical collaboration”.

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In their talk, Nat and Lulu share their experience of growing a small app into a big player in the finance sector, and their unique approach to teamwork and culture which helped achieve it.

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Background on Natalie Ferguson and Lulu Pachuau

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Over the last two decades, Lulu and Nat have delivered exceptional customer experiences for too many organizations to count. After Nat co-founded Hatch, she begged Lulu to join her on their audacious mission: To supercharge wealth building in NZ. Together, they created a design and product culture that inspired 180,000 Kiwi investors to join in just 4 years.

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Contact Details:

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Email: [email protected]

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LinkedIn: https://www.linkedin.com/in/natalieferguson/ and https://www.linkedin.com/in/lulupach/

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Radical Collaboration - How teamwork makes the dream work 💪💪💪

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Nat and Lulu discuss how they nurtured a team culture of “radical collaboration” when growing the hugely popular app Hatch, based in New Zealand. Hatch allows everyday New Zealanders to quickly and easily trade in the U.S. share market. 

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The beginning of the COVID pandemic spelled huge growth for Hatch and caused significant design challenges for the product. This growth meant that the app had to grow from a baby startup to one that could operate at scale - virtually overnight. 

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In navigating this challenge, Nat and Lulu coined the term radical collaboration, which aims to “dismantle organizational walls and supercharge what teams achieve”. Radical collaboration has six key pillars, which they discuss alongside their experience at Hatch.

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Pillar #1: When you live and breathe your North star

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Listening to hundreds of their customers’ stories, combined with their own personal experiences with money, compelled Lulu and Nat to change how their users view money. And so, “Grow the wealth of New Zealanders” became a powerful mission statement, or North Star, for Hatch. The mission was to give people the confidence and the ability to live their own lives with financial freedom and control. Nat and Lulu express the importance of truly believing in the mission of your product, and how this can become a guiding light for any team. 

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Pillar #2: When you trust each other so much, you’re happy to give up control

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As Hatch grew rapidly, trusting each other became more and more important. Nat and Lulu state that sometimes you need to take a step back and stop fueling growth for growth’s sake. It was at this point that Nat asked Lulu to join the team, and Nat’s first request was for Lulu to be super critical about the product design to date - no feedback was out of bounds. Letting go, feeling uncomfortable, and trusting your team can be difficult, but sometimes it’s what you need in order to drag yourself out of status quo design. This resulted in a brief hiatus from frantic delivery to take stock and reprioritize what was important - something that can be difficult without heavy doses of trust!

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Pillar #3: When everyone wears all the hats

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During their journey, the team at Hatch heard lots of stories from their users. Many of these stories were heard during “Hatcheversery Calls”, where team members would call users on their sign-up anniversary to chat about their experience with the app. Some of these calls were inspiring, insightful, and heartwarming.

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Everyone at Hatch made these calls – designers, writers, customer support, engineers, and even the CEO. Speaking to strangers in this way was a challenge for some, especially since it was common to field technical questions about the business. Nevertheless, asking staff to wear many hats like this turned the entire team into researchers and analysts. By forcing ourselves and our team outside of our comfort zone, we forced each other to see the whole picture of the business, not just our own little piece.

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Pillar #4: When you do what’s right, not what’s glam

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In an increasingly competitive industry, designers and developers are often tempted to consistently deliver new and exciting features. In response to rapid growth, rather than adding more features to the app, Lulu and Nat made a conscious effort to really listen to their customers to understand what problems they needed solving. 

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As it turned out, filing overseas tax returns was a significant and common problem for their customers - it was difficult and expensive. So, the team at Hatch devised a tax solution. This solution was developed by the entire team, with almost no tax specialists involved until the very end! This process was far from glamorous and it often fell outside of standard job descriptions. However, the team eventually succeeded in simplifying a notoriously difficult process and saved their customers a massive headache.

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Pillar #5: When you own the outcome, not your output.

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Over time Hatch’s user base changed from being primarily confident, seasoned investors, to being first-time investors. This new user group was typically scared of investing and often felt that it was only a thing wealthy people did.

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At this point, Hatch felt it was necessary to take a step back from delivering updates to take stock of their new position. This meant deeply understanding their customers’ journey from signing up, to making their first trade. Once this was intimately understood, the team delivered a comprehensive onboarding process which increased the sign-up conversion rate by 10%!

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Pillar #6: When you’re relentlessly committed to making it work

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Nat and Lulu describe a moment when Allbirds wanted to work with Hatch to allow ordinary New Zealanders to be involved in their IPO launch on the New York stock exchange. Again, this task faced numerous tax and trade law challenges, and offering the service seemed like yet another insurmountable task. The team at Hatch nearly gave up several times during this project, but everyone was determined to get this feature across the line – and they did. As a result, New Zealanders were some of the few regular investors from outside the U.S that were able to take part in Albirds IPO. 

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Why it matters 💥

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Over four years, Hatch grew to 180,000 users who collectively invested over $1bn. Nat and Lulu’s success underscores the critical role of teamwork and collaboration in achieving exceptional user experiences. Product teams should remember that in the rapidly evolving tech industry, it's not just about delivering the latest features; it's about fostering a positive and supportive team culture that buys into the bigger picture.

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The Hatch team grew to be more than team members and technical experts. They grew in confidence and appreciated every moving part of the business. Product teams can draw inspiration from Hatch's journey, where designers, writers, engineers, and even the CEO actively engaged with users, challenged traditional design decisions, and prioritized solving actual user problems. This approach led to better, more user-centric outcomes and a deep understanding of the end-to-end user experience.

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Most importantly, through the good times and tough, the team grew to trust each other. The mission weaved its way through each member of the team, which ultimately manifested in positive outcomes for the user and the business.

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Nat and Lulu’s concept of radical collaboration led to several positive outcomes for Hatch:

• It changed the way they did business. Information was no longer held in the minds of a few individuals – instead, it was shared. People were able to step into other people's roles seamlessly. 
• Hatch achieved better results faster by focusing on the end-to-end experience of the app, rather than by adding successive features. 
• The team became more nimble – potential design/development issues were anticipated earlier because everyone knew what the downstream impacts of a decision would be.

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Over the next week, Lulu and Nat encourage designers and researchers to get outside of their comfort zone and:

• Visit customer support team
• Pick up the phone and call a customer
• Challenge status quo design decisions. Ask, does this thing solve an end-user problem?

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