halo-effect

Installation
SKILL.md

Halo Effect

Overview

A single positive or negative impression biases judgments of all unrelated attributes. A "great" CEO is assumed to have great strategy, vision, and execution; a beloved brand's features are rated higher than equivalent features from less-loved brands. Documented by Thorndike (1920), formalized by Nisbett & Wilson (1977), applied to business analysis by Rosenzweig (2007) — who showed business books overclaim because their descriptions follow company performance, not underlying reality.

Composes with fundamental-attribution-error, narrative-fallacy, confirmation-bias, hindsight-bias, survivorship-bias.

When to Use

  • Reading business books, case studies, or analyst reports
  • Conducting or designing performance reviews
  • Conducting or designing hiring interviews
  • Evaluating vendor, supplier, or partner performance
  • Evaluating investment opportunities or CEO impact
  • Conducting self-assessment
  • Someone says "halo effect," "visionary leader," "everything they do is great"
  • An "AI company" label, a marquee investor, or a famous-lab pedigree is doing the rating's work — evaluating an AI vendor, an AI-boom valuation, or a fluent model answer rated as accurate because it sounds confident
Installs
2
GitHub Stars
10
First Seen
Jul 9, 2026
halo-effect — deciqai/knowledge-skills