---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Canvas by Instructure"
bundle_id: "com.instructure.icanvas"
parent_report: "https://marlvel.ai/api/llm/apps/education/com-instructure-icanvas"
canonical_url: "https://marlvel.ai/apps/com-instructure-icanvas#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Canvas by Instructure User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 3M reviews) {#user-sentiment}
- **Overall Rating:** 4.65/5
- **Platform Split:** iOS 4.7/5 (2.8M ratings) | Android 4.6/5 (221.3K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.65/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Centralized Course Management**

### Top Complaints (Impact Areas)
- **Persistent Authentication Issues**
- **Broken To-Do List Functionality**

<!-- /section:sentiment -->
<!-- section:swot -->