A framework for classifying product decisions based on impact and reversibility. Use this when you feel like a bottleneck for your team, when you have a massive backlog of choices to make, or when you need to justify spending weeks of research on a single…
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SkillsMP has collected 317 skills from samarv/Shanon. Open a skill to review its source and details.
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A high-leverage leadership framework for maintaining a high quality bar across a large volume of projects. Instead of staying "high-level" on everything, leaders select a subset of high-impact projects to review at the "bare-metal" level (code, screens, and…
A four-step framework for navigating acute burnout and fundamental identity shifts. Use this when professional achievement no longer provides fulfillment, when experiencing chronic physical stress signals, or when contemplating a major career pivot due to…
A framework for defining high-taste "Objective Functions" to train AI models. Use this when setting quality standards for RLAIF/RLHF, designing data labeling rubrics, or deciding how a model should prioritize trade-offs (e.g., brevity vs. depth).
Evaluate product-market fit and the likelihood of mass adoption by measuring the "efficiency delta" between a new solution and the status quo. Use this when deciding whether to launch a new product, prioritizing features, or diagnosing why an existing product…
A framework for uncovering why customers switch products by analyzing the context, outcomes, and emotional forces driving behavior. Use this when launching a zero-to-one product, diagnosing high churn, or identifying how to displace a specific competitor.
Create high-opinion decision-making tools (tenets) to resolve repetitive design debates and ensure product cohesion. Use this when a team is stuck in circular arguments, when scaling a design culture across fragmented teams, or when defining the core DNA of a…
Establish and scale a Developer Experience (DevEx) program to remove engineering friction and boost productivity. Use this when setting up a new DevEx team, diagnosing why an engineering org has slowed down, or measuring the specific ROI of AI coding tools.
A framework to evaluate product hypotheses by balancing customer delight, competitive advantage (hard-to-copy), and business viability (margin-enhancing). Use it when vetting a major new feature, defining a long-term product roadmap, or deciding whether to…
Frameworks and scripts for delivering hard news, including underperformance, missed promotions, and pre-termination warnings. Use this when a report is failing to meet expectations, during performance review cycles, or when managing highly defensive reactions.
A structured process for group decision-making that eliminates groupthink, surfaces hidden disagreements, and increases hit rates. Use this when building product roadmaps, hiring for key roles, or setting strategic priorities.
A framework for identifying and capitalizing on new distribution channels (like AI agents or ChatGPT) before they saturate. Use this when launching a new product, when existing channels (SEO, Paid) show declining returns, or when a major technology shift…
A strategic framework for balancing table-stakes feature parity with game-changing innovation. Use this when planning quarterly cycles, managing competing stakeholder demands, or looking for ways to leapfrog competitors who are following the same public…
A framework for running simultaneous discovery and delivery tracks to de-risk high-stakes product ideas. Use this when your team is stuck on a "feature treadmill," when you need to innovate on high-risk features without stopping delivery, or when planning a…
A framework for transitioning from founder-led sales to a repeatable sales team. Use this when you have closed your first 10 unaffiliated customers, are spending more than 20% of your time on sales, and need to "A-B test" your sales process with your first…
A system of four recurring touchpoints to align product teams with high-pressure expert stakeholders (like journalists, traders, or surgeons). Use this when building internal tools for power users, migrating users to a new platform, or operating in…
A framework for embedding domain expertise and editorial judgment into product algorithms and cross-functional workflows. Use this when building high-trust products where engagement metrics alone are insufficient, or when transitioning from a content-neutral…
Evaluates a candidate's ability to identify the 1-2 fundamental variables (Eigenquestions) that dictate a product's strategy. Use this during interviews for PM, engineering, or leadership roles to test first-principles thinking, strategic clarity, and the…
Identify the "Eigenquestion"—the single most discriminating question that, once answered, resolves a cascade of subsequent downstream decisions. Use this when a team is stuck in a circular "good vs. evil" debate or when a product strategy lacks a clear anchor.
Evaluate whether to invest in new or emerging acquisition channels (e.g., TikTok, VR, newsletter ads). Use this when growth on primary channels is plateauing or when a new platform gains significant market traction.
Evaluate if a team is operating in "Product Management Theater" and apply the Product Operating Model to shift from output (features) to outcomes (solving business problems). Use this when starting a new PM role, assessing team performance, or transitioning…
Shift a product squad from a "feature factory" (shipping output) to an "empowered team" (solving problems). Use this when you are handed a rigid roadmap of features, when engineers feel like "order-takers," or when product launches fail to move business…
Strategies to eliminate friction and build high-trust relationships between Product Managers and Engineers. Use this when starting a new project with a technical team, when engineering feels disconnected from the product vision, or when communication begins…
Define, measure, and improve engineering team performance using the DORA and SPACE frameworks. Use this when a team needs to move faster without sacrificing quality, when establishing baseline metrics for developer experience, or when diagnosing bottlenecks…
Create a technical strategy that prioritizes business impact over technical novelty. Trigger this when a team is overwhelmed by tool sprawl, debating major architectural shifts (like a rewrite), or failing to deliver customer value due to internal technical…
A methodology for scaling from $1M to $10M ARR by targeting Tier-1 logos and shifting from problem-selling to vision-casting. Use this when moving upmarket from SMBs, when prospects compare you to lower-cost competitors, or when you need to justify $100k+…
A framework for structuring product presentations and updates to executives to avoid being "in the weeds" or "too high level." Use it when preparing for formal product reviews, seeking buy-in for non-sexy investments (like technical debt), or escalating…
A framework for balancing the discovery of new growth levers (Explore) with the systematic scaling of known successes (Exploit). Use this when your growth metrics have plateaued, when you have uncovered a surprising user insight, or when planning quarterly…
A framework for discovering non-obvious product solutions by rapidly building and testing radical, opposing versions of a feature's core attributes. Use this when stuck between mediocre design options, when a feature involves a fundamental trade-off (like…
Shift user research from "performative validation" to strategic learning. Use this when you are tempted to ask for a "quick study to validate assumptions," when research feels like it's slowing down shipping, or when you need to understand the "why" behind an…
A framework for designing user interfaces that match the performance of AI/ML models. Use this when launching generative AI features, balancing "discovery" vs. "recall" in feeds, or determining how much density a UI requires based on algorithm accuracy.
Optimize the first 30 seconds of a user's journey by designing for the "Lazy, Vain, and Selfish" psychological state. Use this when building onboarding flows, launching new products, or diagnosing high bounce rates at the top of the funnel.
A strategic framework for moving beyond incrementalism ("climbing hills") to discover bold product visions ("finding mountains"). Use this when defining 3-5 year roadmaps, pivoting a product, or when the team is stuck in local maxima.
A framework for auditing existing solutions and rebuilding products from atomic building blocks rather than historical compromises. Use this when a project feels like a "me-too" version of a competitor, when a major technology shift occurs (e.g., AI/LLMs), or…
A framework for cross-functional product leadership that integrates Product, Engineering, Design, Insights, and Marketing into a single decision-making unit. Use this when squads suffer from misaligned goals, when "Insights" are siloed from execution, or when…
Transform presentations and pitches from forgettable data dumps into high-impact narratives. Use this skill when preparing for an all-hands meeting, pitching a product to investors, or attempting to influence stakeholders through shared values.
A systematic framework to define your product's unique value and market context. Use this when launching a new product, struggling to win deals against established competitors, or when your sales team can't clearly explain why you are better than a…
Replace open-ended time estimates with fixed "appetites" to prevent scope creep. Use this when projects consistently miss deadlines, teams feel burnt out by endless sprints, or product development feels bloated and slow.
Rapidly solve complex enterprise problems by embedding technical talent directly into customer environments. Use this when launching high-stakes enterprise pilots, solving "messy" real-world data problems, or trying to bridge the gap between core product and…
A 10-hour, 3-phase strategic framework to align a core team and define a product's unique promise before building. Use it when starting a new venture, launching a high-risk feature, or when a team lacks alignment on target customers and differentiation.