Should you try Googleâs famous â20% timeâ experiment to encourage innovation? We tried this at Duolingo years ago. It didnât work. It wasnât enough time for people to start meaningful projects, and very few people took advantage of it because the framework was pretty vague. I knew there had to be other ways to drive innovation at the company. So, here are 3 other initiatives weâve tried, what weâve learned from each, and what we're going to try next. ð¡ Innovation Awards: Annual recognition for those who move the needle with boundary-pushing projects. The upside: These awards make our commitment to innovation clear, and offer a well-deserved incentive to those who have done remarkable work. The downside: Itâs given to individuals, but we want to incentivize team work. Whatâs more, itâs not necessarily a framework for coming up with the next big thing. ð» Hackathon: This is a good framework, and lots of companies do it. Everyone (not just engineers) can take two days to collaborate on and present anything that excites them, as long as it advances our mission or addresses a key business need. The upside: Some of our biggest features grew out of hackathon projects, from the Duolingo English Test (born at our first hackathon in 2013) to our avatar builder. The downside: Other than the time/resource constraint, projects rarely align with our current priorities. The ones that take off hit the elusive combo of right time + a problem that no other team could tackle. ð¥ Special Projects: Knowing that ideal equation, we started a new program for fostering innovation, playfully dubbed DARPA (Duolingo Advanced Research Project Agency). The idea: anyone can pitch an idea at any time. If they get consensus on it and if itâs not in the purview of another team, a cross-functional group is formed to bring the project to fruition. The most creative work tends to happen when a problem is not in the clear purview of a particular team; this program creates a path for bringing these kinds of interdisciplinary ideas to life. Our Duo and Lily mascot suits (featured often on our social accounts) came from this, as did our Duo plushie and the merch store. (And if this photo doesn't show why we needed to innovate for new suits, I don't know what will!) The biggest challenge: figuring out how to transition ownership of a successful project after the strike teamâs work is done. ð Whatâs next? Weâre working on a program that proactively identifies big picture, unassigned problems that we havenât figured out yet and then incentivizes people to create proposals for solving them. How that will work is still to be determined, but we know there is a lot of fertile ground for it to take root. How does your company create an environment of creativity that encourages true innovation? I'm interested to hear what's worked for you, so please feel free to share in the comments! #duolingo #innovation #hackathon #creativity #bigideas
Business Strategy
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Itâs easy as a PM to only focus on the upside. But you'll notice: more experienced PMs actually spend more time on the downside. The reason is simple: the more time youâve spent in Product Management, the more times youâve been burned. The team releases âtheâ feature that was supposed to change everything for the product - and everything remains the same. When you reach this stage, product management becomes less about figuring out what new feature could deliver great value, and more about de-risking the choices you have made to deliver the needed impact. -- To do this systematically, I recommend considering Marty Cagan's classical 4 Risks. ð. ð©ð®ð¹ðð² ð¥ð¶ðð¸: ð§ðµð² ð¦ð¼ðð¹ ð¼ð³ ððµð² ð£ð¿ð¼ð±ðð°ð Remember Juicero? They built a $400 Wi-Fi-enabled juicer, only to discover that their value proposition wasnât compelling. Customers could just as easily squeeze the juice packs with their hands. A hard lesson in value risk. Value Risk asks whether customers care enough to open their wallets or devote their time. Itâs the soul of your product. If you canât be match how much they value their money or time, youâre toast. ð®. ð¨ðð®ð¯ð¶ð¹ð¶ðð ð¥ð¶ðð¸: ð§ðµð² ð¨ðð²ð¿âð ðð²ð»ð Usability Risk isn't about if customers find value; it's about whether they can even get to that value. Can they navigate your product without wanting to throw their device out the window? Google Glass failed not because of value but usability. People didnât want to wear something perceived as geeky, or that invaded privacy. Google Glass was a usability nightmare that never got its day in the sun. ð¯. ðð²ð®ðð¶ð¯ð¶ð¹ð¶ðð ð¥ð¶ðð¸: ð§ðµð² ðð¿ð ð¼ð³ ððµð² ð£ð¼ððð¶ð¯ð¹ð² Feasibility Risk takes a different angle. It's not about the market or the user; it's about you. Can you and your team actually build what youâve dreamed up? Theranos promised the moon but couldn't deliver. It claimed its technology could run extensive tests with a single drop of blood. The reality? It was scientifically impossible with their tech. They ignored feasibility risk and paid the price. ð°. ð©ð¶ð®ð¯ð¶ð¹ð¶ðð ð¥ð¶ðð¸: ð§ðµð² ð ðð¹ðð¶-ðð¶ðºð²ð»ðð¶ð¼ð»ð®ð¹ ððµð²ðð ðð®ðºð² (Business) Viability Risk is the "grandmaster" of risks. It asks: Does this product make sense within the broader context of your business? Take Kodak for example. They actually invented the digital camera but failed to adapt their business model to this disruptive technology. They held back due to fear it would cannibalize their film business. -- This systematic approach is the best way I have found to help de-risk big launches. How do you like to de-risk?
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Back on recession watch, Leading Indicator #2 â the FHA mortgage delinquency rate. This isnât typically in lists of leading economic indicators, but it may be a proverbial canary in the coal mine in the current context. FHA borrowers have low to moderate incomes, with a median income of about $75,000 a year, and most are first-time homebuyers. Judging from the recent increase in the delinquency rate on FHA loans, these households are under mounting financial stress. This is despite the exceptionally low 4% unemployment rate and goes in part to the credit characteristics of the borrowers, including lower credit scores and downpayments. Even more important may be their high debt-to-income ratios. With mortgage rates and house prices as high as they are, borrowers have to shell out a big share of their income to their mortgage payment to get into a home. They may have gambled that rates would fall and could refinance, bringing down their payment. However, the Fedâs higher-for-longer rate policy and quantitative tightening have forestalled that exit strategy. Combine this with higher homeowner insurance premiums and property taxes, and borrowers struggle to make mortgage payments. What happens when the job market wobbles even a little bit? Thus, why this is a good statistic to include in our recession watch. Not that the financial troubles of FHA borrowers are enough to push the economy into recession. Indeed, high and middle-income mortgage borrowers are having no trouble making their payments at this time â the gap between the FHA delinquency rate and those on Fannie and Freddie loans has never been as large. But if the economy is headed for trouble, it is FHA borrowers who will signal it first. And they are. #rates #FHA #income #recessionwatch #fed
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Innovation is only as valuable as the problem it solves. We live in an age where technological advancements move faster than our ability to strategically adopt them. Itâs no longer a question of can we implement this? but rather, should we? The real challenge isnât access to innovation. ððâð¬ ðð¢ð¬ðð¢ð©ð¥ð¢ð§ð. Discipline to pause before we purchase. Discipline to align tools with outcomes. Discipline to measure impact before we declare success. ðð¡ð ðð«ð¢ð¯ðð«ð¬ ð¨ð ðð¡ð ðððð¡ ððð«ððð¨ð±: ⢠ðð¡ð¢ð§ð² ððð° ððð£ððð ðð²ð§ðð«ð¨ð¦ð: The irresistible pull towards the ânewâ and ânovelâ, often at the expense of sustained objectives and an overarching strategic vision. ⢠ð ððð« ð¨ð ðð¢ð¬ð¬ð¢ð§ð ðð®ð (ð ððð): The anxiety that failing to adopt new technologies or trends could result in missed opportunities for growth or competitive advantage. ðð¡ð ðððð¥ð¢ðð² ðð¡ððð¤: ⢠ðð% of App deployments fail ⢠ðð% of Digital Transformation initiatives donât meet goals ⢠ðð%+ of manufacturers worldwide are stuck in pilot purgatory ⢠ðð% of IoT projects are considered not to be successful ⢠ðð% of manufacturers donât have specific metrics to measure the effectiveness or impact of AI deployments ððð¯ð¢ðð ðð¨ð« ðð¡ð ðððð¡-ðð®ð«ð¢ð¨ð®ð¬ ðð¨ð¦ð©ðð§ð¢ðð¬: 1. ðð¬ð¬ðð¬ð¬, ðð¨ð§'ð ðð¬ð¬ð®ð¦ð: Evaluate whether the technology fills a need or optimizes current operations before investing. 2. ðð¥ð¢ð ð§, ðð¡ðð§ ððð: Ensure that any new tech acquisition is in alignment with your strategic business goals. 3. ðððð¬ð®ð«ð ðð¨ ððð§ðð ð: Develop clear metrics or KPIs to track the success and relevance of your technology investments. ð ð¨ð« ð ðððð©ðð« ðð¢ð¯ð ð¨ð§ ðð¡ð¢ð¬ ðð¨ð©ð¢ð, ð¢ð§ðð¥ð®ðð¢ð§ð ð¬ð¨ð®ð«ððð¬: https://lnkd.in/eX89kQ6n ******************************************* ⢠Visit www.jeffwinterinsights.com for access to all my content and to stay current on Industry 4.0 and other cool tech trends ⢠Ring the ð for notifications!
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In 2011, the Amazon Appstore failed on launch and Jeff Bezos was furious. It was my fault, and I handled one aspect of recovery so poorly that one of my engineers quit. I still regret it 14 years later. Please learn from my mistake. The main lesson is that when you are leading through a crisis, it can feel like it is all about you. It isnât. It is about: 1) Solving the problem 2) Guiding your team through it The product issue was that there were some pretty simple bugs, and we solved those problem well enough that I was eventually promoted. Where I failed was in guiding my team through the crisis. My leadership miss was that I neglected to encourage and support the engineer who had written the bad code. He did a great job stepping up and supporting the effort to fix the problem, but shortly afterward, he resigned. During the crisis, I failed to make clear to him that we did not blame him for the launch failure despite the bugs. I imagine that left room for him to think we blamed him or that he didnât belong. It is also possible that others did blame him directly and that I was too caught up in the crisis to realize it. Both instances were my responsibility as the leader of the team. His resignation taught me a valuable lesson about leading through a crisis: No matter how bad the situation is, your team must be your first priority. If you make them feel safe, they will move heaven and earth to fix the problem. If you donât, they may still fix the problem, but the team itself will never be the same. As a leader, here is how you can give them what they need: 1) Take the blame and do not allow others to be blamed. In some bug cases after this we did not release the name of the engineer outside the team in order to protect them from judgment or blame. 2) Separate fixing the problem from figuring out why it happened. Once the problem is fixed, you can focus on root-causing. This lowers the risk of searching for answers getting confused with searching for someone to blame. 3) Realize that anyone involved in the problem already feels bad. High performers know when they have fallen short and let their team down. As a leader you have to show them the path to growth and success after the crisis. They do not need to be beaten up on- they have taken care of that themselves. 4) See crises and problems as growth opportunities, not personal flaws. Your team comes with you in a crisis whether you like it or not, so you might as well come out stronger on the other side. As a leader, the responsibility for a crisis is yours in two ways: The problem itself and the effect it has on the future of the team. Donât get too caught up in the first to think about the second. Readers- Has your team survived a crisis? How did you handle it?
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Great Board conversations donât sellâthey stretch your thinking. Having spent time both as a member of the management team working with the Boards and as a Board member myself, Iâve seen a few common pitfalls that even seasoned leaders fall into. Here are three that stand out: 1. Trying too hard to âsellâ the strategy. Your job with the Board isnât to pitchâitâs to inform. The goal is to create a regular rhythm of updates around the business, strategy, and execution. One of the fastest ways to lose credibility is to act like everythingâs perfect. Every companyâno matter how successfulâhas real challenges. Board members know this. Being candid about those challenges doesnât make you look weak. It makes you trustworthy. Transparency matters. Your numbers already tell part of the truth. Bring the rest. 2. Keeping the strategic aperture too narrow. Executives often focus on operational detail and forget that Boards can be most helpful in widening the lens. Leverage their distance from the day-to-day as a feature, not a flaw. I cringe when I hear, âI need to dumb it down for the Board.â In reality, the best Boards raise the level of strategic thinking. Bring them into big questions: âWhat does our industry look like in five years? Where should we be positioned?â Boards are at their best when they help you challenge your assumptions and stretch your thinking. 3. Not asking for guidance. Some of the best advice Iâve ever received in my career has come from Board members. Donât just reportâask. Tap into their experience. Invite their perspective. The Board appreciates humility, especially when you say, âI havenât figured this out yetâI donât have the answer. But what are the strategic issues you would consider if you were in my shoes?â Because hereâs the truth: The smartest executives donât try to impress the Boardâthey learn from it. And here are 3 things Iâve learned to always get from a great Board conversation: 1. Start with the commercial âwhy.â Boards arenât there for a product roadmap walkthroughâthey want to understand business impact. Always lead with the commercial dimension. Why does this matter for revenue, margin, competitive advantage, or long-term growth? When you start there, everything else has context. Your Board isnât a stageâitâs your secret weapon. 2. Define what good looks like. One of the most helpful things you can do is to show what âgreatâ would look likeâclearly and with metrics. It gives the Board a benchmark to assess against, and it keeps the conversation focused on outcomes, not just activity. 3. Ask what youâre not seeing. The question Iâve found most consistently valuable: âWhat do you think weâre not thinking about as a management team?â Youâll be amazed at the insight that comes back. This invites perspective without defensivenessâand youâll often uncover blind spots or strategic angles that werenât even on your radar. Because Boards arenât there to be dazzledâtheyâre there to help you see what you canât.
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Over the last year, Iâve seen many people fall into the same trap: They launch an AI-powered agent (chatbot, assistant, support tool, etc.)⦠But only track surface-level KPIs â like response time or number of users. Thatâs not enough. To create AI systems that actually deliver value, we need ðµð¼ð¹ð¶ððð¶ð°, ðµððºð®ð»-ð°ð²ð»ðð¿ð¶ð° ðºð²ðð¿ð¶ð°ð that reflect: ⢠User trust ⢠Task success ⢠Business impact ⢠Experience quality   This infographic highlights 15 ð¦ð´ð´ð¦ð¯ðµðªð¢ð dimensions to consider: â³ ð¥ð²ðð½ð¼ð»ðð² ðð°ð°ðð¿ð®ð°ð â Are your AI answers actually useful and correct? â³ ð§ð®ðð¸ ðð¼ðºð½ð¹ð²ðð¶ð¼ð» ð¥ð®ðð² â Can the agent complete full workflows, not just answer trivia? â³ ðð®ðð²ð»ð°ð â Response speed still matters, especially in production. â³ ð¨ðð²ð¿ ðð»ð´ð®ð´ð²ðºð²ð»ð â How often are users returning or interacting meaningfully? â³ ð¦ðð°ð°ð²ðð ð¥ð®ðð² â Did the user achieve their goal? This is your north star. â³ ðð¿ð¿ð¼ð¿ ð¥ð®ðð² â Irrelevant or wrong responses? Thatâs friction. â³ ð¦ð²ððð¶ð¼ð» ððð¿ð®ðð¶ð¼ð» â Longer isnât always better â it depends on the goal. â³ ð¨ðð²ð¿ ð¥ð²ðð²ð»ðð¶ð¼ð» â Are users coming back ð¢ð§ðµð¦ð³ the first experience? â³ ðð¼ðð ð½ð²ð¿ ðð»ðð²ð¿ð®ð°ðð¶ð¼ð» â Especially critical at scale. Budget-wise agents win. â³ ðð¼ð»ðð²ð¿ðð®ðð¶ð¼ð» ðð²ð½ððµ â Can the agent handle follow-ups and multi-turn dialogue? â³ ð¨ðð²ð¿ ð¦ð®ðð¶ðð³ð®ð°ðð¶ð¼ð» ð¦ð°ð¼ð¿ð² â Feedback from actual users is gold. â³ ðð¼ð»ðð²ð ððð®ð¹ ð¨ð»ð±ð²ð¿ððð®ð»ð±ð¶ð»ð´ â Can your AI ð³ð¦ð®ð¦ð®ð£ð¦ð³ ð¢ð¯ð¥ ð³ð¦ð§ð¦ð³ to earlier inputs? â³ ð¦ð°ð®ð¹ð®ð¯ð¶ð¹ð¶ðð â Can it handle volume ð¸ðªðµð©ð°ð¶ðµ degrading performance? â³ ðð»ð¼ðð¹ð²ð±ð´ð² ð¥ð²ðð¿ð¶ð²ðð®ð¹ ðð³ð³ð¶ð°ð¶ð²ð»ð°ð â This is key for RAG-based agents. â³ ðð±ð®ð½ðð®ð¯ð¶ð¹ð¶ðð ð¦ð°ð¼ð¿ð² â Is your AI learning and improving over time? If you're building or managing AI agents â bookmark this. Whether it's a support bot, GenAI assistant, or a multi-agent system â these are the metrics that will shape real-world success. ðð¶ð± ð ðºð¶ðð ð®ð»ð ð°ð¿ð¶ðð¶ð°ð®ð¹ ð¼ð»ð²ð ðð¼ð ððð² ð¶ð» ðð¼ðð¿ ð½ð¿ð¼ð·ð²ð°ðð? Letâs make this list even stronger â drop your thoughts ð
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Your influence in the board room and executive team is 90% communication with measurable examples. The words you use can make or break you. Naturally, I've been compiling a list of "instead of saying this, say this" with measurable results. Many are based on my gotcha moments where I've failed miserably at explaining what marketing does. I've said things like: âWeâre increasing brand awareness.â âOur demand generation efforts are working.â âWeâre improving our SEO strategy.â Every marketing leader has said some version of these. The problem? Nobody in the boardroom or executive team cares about (or understands) marketing buzzwords. They care about revenue, efficiency, and business impact. Let's flip the script. I've compiled a list of marketing-speak and translated these statements into terminology a room full of non-marketers would understand. And bonus, I've included the right metrics to back them up. Example: ð« Donât say: âWeâre generating a lot of leads.â â Say this instead: âWeâre bringing in people who are actually interested in buying.â ð Measure it with: Organic Traffic, Demo Requests, MQL-to-SQL Conversion Rate I put together a full table of these translations and a template so you can ensure your marketing efforts land in the boardroom. I'll share the list and other communication tips this weekend in my newsletter, but if you just want the table. Let me know. Drop a âTABLEâ in the comments, and Iâll send it over.
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New CMO: We're moving 50% of the marketing budget to brand / top of funnel. VP Growth: Hell no. My ROAS will drop, and my bonus depends on hitting a ROAS target. New CMO: Not anymore. Your bonus is tied to two metrics: 1. Total contribution dollars generated by the business (at 35% contribution margin). 2. Contribution dollar lifetime value (rolling 30, 60, 180, and 365 days) for our owned business. VP Growth: wtf?! How can I own this? New CMO: Metrics aren't about individual ownershipâthey're team-driven. The real challenge is choosing the right ones. VP Growth: How do we know these are the right metrics? New CMO: The right metrics grow business health and fundamental enterprise value. If we increase these metrics, while keeping fixed costs flat, we become more profitable. Are they perfect? Maybe not. But they're miles better than short-term ROAS or new customers acquired, which have far less of a direct connection to fundamental business health when we increase those numbers. VP Growth: How can you say that? New CMO: For ROAS, you can hit any number by: 1. Spending less. 2. Doubling down on branded keywords, existing customers, or retargeting. 3. Running more discount events. But ROAS lacks incentives to drive incremental revenueâwhat actually grows the businessâand says nothing about the cost to generate it. And for new customers acquired, there is no notion of customer quality. A massive sale drives high ROAS but attracts discount hunters who won't buy at full price unless we run bigger sales. Both of these metrics lack context on quality and long term profit, which is ultimately the fundamental goal of business. VP Growth: Ok, I'll buy that, but how can I be responsible for overall contribution dollars? New CMO: As a singular individual, you can't. That's why half of your budget will now be based on team performance. For you though, it'll drive you to make better decisions with how you spend our marketing dollars VP Growth: What do you mean? New CMO: You're free from short-term ROAS pressure to pad stats and can focus on incremental profitable growth. You can step back and do the things you know are right to drive net new incremental demand (meaning: you would not have gotten that revenue if you didn't spend that ad dollar) even if it's low ROAS. VP Growth: And the mythical purse string holders are bought in? New CMO: Yup - the CFO and board now understand that the real goal for our marketing investments is both short and long term incremental contribution dollar generation at the highest possible contribution margin. That was my one condition for agreeing to accept the offer to join VP Growth: Well butter my biscuits, let's do this. New CMO: Please never say that again
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Most change initiatives don't fail because of the change that's happening, they fail because of how the change is communicated. I've watched brilliant restructurings collapse and transformative acquisitions unravel⦠Not because the plan was flawed, but because leaders were more focused on explaining the "what" and "why" than on how they were addressing the fears and concerns of the people on their team. People don't resist change because they don't understand it. They resist because they haven't been given a compelling story about their role in it. This is where the Venture Scape framework becomes invaluable. The framework maps your team's journey through five distinct stages of change: The Dream - When you envision something better and need to spark belief The Leap - When you commit to action and need to build confidence The Fight - When you face resistance and need to inspire bravery The Climb - When progress feels slow and you need to fuel endurance The Arrival - When you achieve success and need to honor the journey The key is knowing exactly where your team is in this journey and tailoring your communication accordingly. If you're announcing a merger during the Leap stage, don't deliver a message about endurance. Your team needs a moment of commitmentâstories and symbols that anchor them in the decision and clarify the values that remain unchanged. You canât know where your team is on this spectrum without talking to them. Donât just guess. Have real conversations. Listen to their specific concerns. Then craft messages that speak directly to those fears while calling on their courage. Your job isn't just to announce change, but to walk beside your team and help your team understand what role they play in the story at each stage. #LeadershipCommunication #Illuminate