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Leadership for Project Managers

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Project Management with AI

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Kano Analysis

A method introduced by Noriaki Kano in 1984 for grouping product features by their impact on customer satisfaction: exciters/delighters, performance features (satisfiers), basic expectations that cause dissatisfaction if missing (dissatisfiers), and indifferent attributes that do not affect satisfaction.

Key Points

  • Classifies features into four groups: Exciters/Delighters, Satisfiers (performance), Dissatisfiers (must-be), and Indifferent.
  • Guides prioritization by focusing on what most increases customer satisfaction for the effort invested.
  • Customer satisfaction is non-linear: adding basics rarely increases satisfaction, while delighters can create outsized positive reactions.
  • Categories shift over time as markets mature; validate via customer research (e.g., Kano questionnaires with functional/dysfunctional pairs).

Example

In backlog refinement for a mobile app, the team runs a Kano survey. Biometric login is classified as a Delighter, faster load times as a Satisfier, GDPR compliance as a Dissatisfier (must-be), and custom color themes as Indifferent. The product owner prioritizes must-be and performance items first, then schedules the delighter for an upcoming release.

PMP Example Question

A product owner wants to prioritize features based on how each one influences customer satisfaction, recognizing that some basics prevent dissatisfaction, some improve satisfaction proportionally, and a few create unexpected delight. Which technique should the team use?

  1. MoSCoW prioritization
  2. Kano Analysis
  3. RICE scoring
  4. Pareto analysis

Correct Answer: B — Kano Analysis

Explanation: Kano Analysis classifies features as delighters, satisfiers, dissatisfiers, or indifferent to understand and prioritize by their effect on customer satisfaction.

ICS/OT Cybersecurity Fundamentals — Security Built for Industrial Systems

Industrial control systems cannot be secured like ordinary IT. A forced reboot, aggressive scan, or incompatible patch can interrupt production and create real safety consequences. Effective OT security begins with understanding the systems, constraints, and risks unique to industrial environments.

This course gives IT professionals, engineers, operators, and security practitioners a practical foundation in ICS threats, zone and conduit design, risk assessment, passive asset visibility, and vendor evaluation. You will learn how IEC 62443, NIST CSF, and MITRE ATT&CK for ICS apply where availability and safety come first.

Eight reconstructed incidents—including Stuxnet, Triton, Ukraine 2015, Colonial Pipeline, and PIPEDREAM—show how attackers move through OT environments, what they target, and which defenses could have changed the outcome.

Watch the course preview, then build the vocabulary, frameworks, and judgment needed to take credible first steps in ICS/OT cybersecurity.

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ICS/OT Cybersecurity Fundamentals course preview

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