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A Higher Common Sense

A Higher Common Sense

A place for Writings about Evidence-Based Design

  • CS 177 Human Centered Product Management
    • CS177 Human Centered Product Management Syllabus
      • Lecture 5B- Agile and Storymapping
    • Lecture 1A | Introduction to Human-Centered Product Management
      • What do you want from CS177
      • 1A Welcome to CS 177: Human-Centered Product Management 1
    • Lecture 1B | Human-Centered Product Management
      • 1B Strategy for Human-Centered Product Management
    • Lecture 2A | Human-Centered Product Management
    • Lecture 2B | Human-Centered Product Management
    • Lecture 3A – Markets & Tech Stack
    • Lecture 3B — Guest and Value Proposition
    • Lecture 4B – Participatory Roadmaps & Case Study
    • Lecture 5a– Agile, User Stories and User Story Mapping
  • CS247B Design for Behavior Change
    • 1A Introducing Design for Behavior Change
    • 1B Norms, Models, Brainstorm, Screeners
    • 2A Norms and Study Guide
    • 2B Ethics, Persuasion and B=MAT
    • 3A Secondary Research and Theories of Behavior Change
    • 3B Switch, Fraud,
  • Product Management Library
  • The How and Why of Sketchnotes
    • Glossary for Design Techniques

Month: November 2025

[EduSphere] Phase 2 Milestone: Go-to-Market (GTM) Strategy

November 20, 2025

EduSphere: Go-to-Market Strategy Distribution Channels Our distribution strategy focuses on two digital channels that map directly to how independent tutors already discover, evaluate, and…

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Product Sense Pushups: Why Spotify Learns, LinkedIn Reminds, and TikTok Sells

November 20, 2025

Personalization aligns algorithmic goals with revenue mechanics, and each platform’s strategy reveals what they’re actually selling. Spotify: Retention Through Discovery Balance Discover Weekly and…

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Product Sense Pushups: Personalization Strategies — Customization vs. Automation Due

November 20, 2025

Spotify After I spent about an hour listening to a few specific artists, Spotify actually helped curate a playlist for me called “The Most…

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The Role of Personalization

November 20, 2025

Spotify uses personalization to keep listeners engaged for longer amounts of time. They implement features such as Discover Weekly, Daily Mixes, or the AI…

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Product Sense Pushups: Personalization Strategies — Customization vs. Automation

November 20, 2025

Different platforms personalize for different reasons. I looked at Spotify, LinkedIn, and TikTok to see how they adjust when I interact with content way…

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Personalization Strategies — Customization vs. Automation

November 20, 2025

Spotify, LinkedIn, and TikTok quantify success through distinct core business metrics: listening time, session frequency, and ad targeting. While each heavily invests in personalization…

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Pushups — Personalization Strategies

November 20, 2025

Different platforms use different strategies of optimizing personalization to align with their own respective business goals. All three companies we are looking at, though,…

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Product Sense Pushups: Customization vs. Automation – Armita Hosseini

November 20, 2025

Spotify’s personalization strategy is fundamentally about keeping users listening to music for as long as possible. To do this, Spotify’s personalization focuses on minimizing…

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Protected: Product Sense Pushups: Personalization Strategies — Customization vs. Automation

November 20, 2025

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Anthony Radke: Product Sense Pushups: Personalization Strategies — Customization vs. Automation

November 20, 2025

TikTok relies heavily on hyper-personalization to drive its core business model. Because the platform is centered on capturing short-term attention through brief video content,…

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