---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Tucson Festival of Books"
bundle_id: "com.azstarnet.tfob"
parent_report: "https://marlvel.ai/api/llm/apps/books/com-azstarnet-tfob"
canonical_url: "https://marlvel.ai/apps/com-azstarnet-tfob#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Tucson Festival of Books User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Low Confidence: 25 of 25 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.07/5
- **Platform Split:** iOS 3.8/5 (6 ratings) | Android 4.1/5 (35 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.07/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Concise event scheduling features allow users to track specific panels without carrying physical paper schedules**

### Top Complaints (Impact Areas)
- **Frequent application crashes during navigation of author lists and event details disrupt the user experience**
- **Removal of personalized scheduling and calendar integration features forces users back to manual planning methods**
- **Lack of intuitive search and filtering capabilities makes locating specific event genres or times difficult**

### Top Requests (What Users Want)
- **Interactive map functionality including location awareness to help users navigate the festival grounds effectively**

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