The #1 Reason Products Fail Has Nothing to Do With the Product - Stages of NPD Process

Описание: 📝 VIDEO DESCRIPTION
This week, we confront the hardest question in product development: what happens when your product causes harm you never intended? Week 10 of MKT2700 covers algorithmic bias, responsible AI design, Design for Environment, and the full organizational gauntlet — from cross-functional test marketing through strategic launch decisions and crossing the chasm.

⏱️ TIMESTAMPS:
0:00 - Intro — Ethics & Responsible AI Design
1:05 - Week 10 Checklist & Key Deadlines
3:16 - Lecture: Algorithmic Bias, Fairness Metrics & Responsible AI
6:02 - Read: UC Berkeley Responsible AI Playbook (2025)
8:33 - Discussion: HBS Algorithmic Personalization Case
11:27 - Read: Chapter 12 — Design for Environment
15:05 - Quiz: Chapter 12 Overview
16:42 - Group Milestone: Test Marketing (Phase 2 → 3)
19:40 - Watch: The Organizational Gauntlet, Part 3
26:06 - Assignment: NotebookLM Check-In
28:50 - Optional: Zoom Open Dialogue
30:30 - Critical: Submit Team Research Findings (5 pts)
32:47 - Closing

📚 KEY FRAMEWORKS COVERED:
✅ Algorithmic Bias — three root causes: data bias, algorithm design, management failure
✅ Fairness Framework — group fairness vs. individual fairness trade-offs
✅ UC Berkeley 10-Play Responsible AI Playbook — practical guidelines for responsible deployment
✅ Life Cycle Assessment (LCA) — environmental impact across a product's full life
✅ Design for Environment (DfE) — building sustainability into the design process
✅ Market Testing Hierarchy — Pseudo Sales → Controlled Sales → Full Sales / Rollout
✅ ATAR Model — Awareness × Trial × Availability × Repeat forecasting
✅ BASES — industry-standard concept validation and volume forecasting
✅ Strategic Launch Decisions — permanence (one-way vs. two-way doors), aggressiveness
✅ The Launch Cycle — Pre-launch → Announcement → Beachhead → Early Growth
✅ Geoffrey Moore's Crossing the Chasm — Beachhead → Bowling Alley → Tornado
✅ Product Life Cycle — Introduction, Growth, Maturity, Decline
✅ Cooper's Stage-Gate — Stage 4 cross-functional coordination

🔑 KEY PRINCIPLES:
Unintended consequences are designed in, not discovered after — build fairness checks before launch
Models inform; they never decide — ATAR and BASES are inputs to judgment, not substitutes
The #1 reason great products fail is organizational, not technical — coordinate or die
One-way doors (brand, pricing, hardware) require far more caution than two-way doors
The chasm is organizational — crossing it requires simultaneous shifts across every function
The coordinator who aligns Marketing, R&D, Manufacturing, Finance, and Sales gets promoted
Responsible AI is not a compliance checkbox — it is a product design discipline

📖 ACADEMIC & CASE FOUNDATIONS:
Ulrich, Eppinger & Yang, Product Design and Development, 7th Ed. — Chapter 12
HBS Case: "Unintended Consequences of Algorithmic Personalization" (Ascarza & Israeli)
UC Berkeley, Responsible Use of Generative AI (2025)
Crawford & Di Benedetto, New Products Management, 9th Ed. — Launch Cycle framework
Geoffrey Moore, Crossing the Chasm

🎓 COURSE CONTEXT:
Part of MKT2700: Product Design & Development at Northeastern University (Spring 2026), taught by Prof. Brad Scheller. This course bridges classical NPD frameworks with modern AI-augmented workflows for working professionals pursuing graduate degrees.

👥 WHO THIS IS FOR:
MKT2700 students preparing Week 10 assignments and the Team Research Findings submission
Product managers navigating AI ethics, bias, and responsible deployment decisions
NPD professionals running test marketing and preparing for product launch
Graduate students studying new product development, launch strategy, or technology adoption
Anyone applying Geoffrey Moore's chasm framework to a real product or startup

🔗 RELATED TOPICS:
algorithmic bias in product design, responsible AI frameworks, Design for Environment, life cycle assessment, ATAR forecasting model, BASES market research, crossing the chasm Geoffrey Moore, product launch strategy, test marketing methods, Stage-Gate process, new product development, simulated test markets, product life cycle, beachhead strategy, organizational coordination NPD

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