---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Periodic Table PRO"
bundle_id: "com.agile.flex.PeriodicTablePRO"
parent_report: "https://marlvel.ai/api/llm/apps/education/periodic-table-pro"
canonical_url: "https://marlvel.ai/apps/periodic-table-pro#user-sentiment"
report_date: "2026-10-01"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Periodic Table PRO User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Low Confidence: 2 of 2 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.63/5
- **Platform Split:** iOS 4.6/5 (86 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.63/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **The ascetic design and high quality content provide a clean learning experience for chemistry students**

### Top Complaints (Impact Areas)

- **Frequent application crashes during navigation using the back button prevent consistent use of the content**

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