Customization Blog December 5, 2025 Spotify: Driving Listening TimeSpotify’s personalization centers on habit formation. Features like Discover Weekly, Release Radar, and Daily Mix reduce user friction by predicting what… Continue Reading
Personalization Strategies Across Spotify, LinkedIn, and TikTok November 19, 2025 Personalization is now the engine behind retention and revenue growth, but each platform ties it to a different core metric. Spotify focuses on listening… Continue Reading
Should They Deploy a Gen AI Salesbot Now or Wait? November 19, 2025 After reading the case, I think the company should deploy the AI salesbot now, but only in a limited and carefully scoped way. The… Continue Reading
Freemium Conversion Across Spotify, Figma, and the NYTimes November 16, 2025 Spotify, Figma, and the NYTimes all use freemium models, but each one optimizes conversion in a different way because each business depends on a… Continue Reading
How Slack, Uber, and Banking Apps Handle Errors November 16, 2025 Error handling shapes how much we trust an app. Slack, Uber, and banking apps each treat errors differently because the cost of failure is… Continue Reading
Speaking Up When the Stakes Feel High November 16, 2025 Speaking up to a manager or agreeing to do something ethically questionable always carries real risks. In the case study, the intern has to… Continue Reading
Product Sense Pushups: Discovery Patterns — Search and Browse October 30, 2025 Each platform’s discovery design reflects its business goals. Netflix optimizes for engagement time. Its homepage removes search friction by auto playing trailers, surfacing personalized… Continue Reading
FitPulse Project Reflection October 28, 2025 Working on the FitPulse project was one of the most engaging experiences I’ve had in this class. Our team came together with different skill… Continue Reading
Daniel Tyshler Product Sense Pushups: Purchase Intent — E-commerce Checkout October 23, 2025 When you buy on Amazon, the process feels almost automatic. The “Buy Now” button takes you straight to purchase with your saved information. There’s… Continue Reading