---
id: "question-magic-decay-rate"
type: "open-question"
source_timestamps: ["¶4", "§ Be Transparent and Honest"]
tags: ["longitudinal-study", "consumer-behavior"]
related: ["concept-ai-magic-effect", "concept-ai-demystification"]
resolutionPath: "Longitudinal studies tracking consumer awe and adoption rates of specific AI tools over several years as the technology normalizes."
sources: ["adoption"]
sourceVaultSlug: "hbr-seg-adoption"
originDay: 9
articleStem: "hbr-edu-39-understanding-ai-not-embrace"
sourceUrl: "https://hbr.org/2025/07/why-understanding-ai-doesnt-necessarily-lead-people-to-embrace-it"
sourceTitle: "Why Understanding AI Doesn’t Necessarily Lead People to Embrace It"
---
# How quickly does the 'magic' effect decay?

**Open question:** If low AI literacy drives adoption through the [[concept-ai-magic-effect]], what happens as AI becomes ubiquitous? Does the general population's baseline literacy naturally rise — organically eroding the magic over time via [[concept-ai-demystification]] — or does the magic persist as long as the deep technical mechanics stay hidden?

**Resolution path:** Longitudinal studies tracking consumer awe and adoption rates of specific AI tools over several years as the technology normalizes.

> **Enrichment angle:** This has a strategic edge — if magic decays as a population matures, the low-literacy marketing window in the [[framework-literacy-tailored-ai-strategy]] is *time-limited*, and firms relying on awe need a migration path to capability-based messaging.