---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "HotSchedules Logbook"
bundle_id: "com.hotschedules.logbook"
parent_report: "https://marlvel.ai/api/llm/apps/productivity/hotschedules-logbook"
canonical_url: "https://marlvel.ai/apps/hotschedules-logbook#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — HotSchedules Logbook User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 648 reviews) {#user-sentiment}
- **Overall Rating:** 4.2/5
- **Platform Split:** iOS 2.7/5 (31 ratings) | Android 4.3/5 (617 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.2/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Ease of Access** | *Evidence:* "Easy to use. Fast and easy access is very ideal."
- **Utility for Scheduling** | *Evidence:* "This app is great for getting my schedule and for sending notes to my managers."

### Top Complaints (Impact Areas)
- **Login and Authentication Failures** | *Evidence:* "having a very hard time logging in with my info"
- **App Stability and Errors** | *Evidence:* "crashes frequently"