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Mobile App Update Crisis Detection
Analyzes 500 feedback items from Twitter and support channels about a mobile app update over 6 days to determine if it's a crisis. Identifies severe crisis with 53% negative sentiment (vs 20-30% baseline), shows deteriorating day-by-day trend (38% to 58% negative), and provides immediate action plan including rollback/hotfix recommendations.
Input
What you provide to the skill
Analyze 500 feedback items from Twitter and support about our mobile app update from Nov 15-20 - is this a crisis?
Output
What the skill generates for you
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MOBILE APP UPDATE SENTIMENT ANALYSIS (Nov 15-20, 2024)
Generated: 2024-11-21 | Total Feedback: 500 items | Timeframe: 6 days
Source: Twitter and Support channels
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🚨 EXECUTIVE SUMMARY - CRISIS DETECTED 🚨
STATUS: SEVERE CRISIS
Overall sentiment is SIGNIFICANTLY NEGATIVE (26% positive, 53% negative)
Net sentiment score: -27 (CRITICAL)
CRISIS INDICATORS:
- 53% negative sentiment WELL ABOVE acceptable threshold (normal: 20-30%)
- Sentiment WORSENING over time (Day 1: 38% → Day 6: 58% negative)
- Twitter showing 53% negative - PUBLIC PERCEPTION RISK
ROOT CAUSE: Mobile app update on Nov 15 introduced critical stability issues
causing widespread crashes, performance problems, and user frustration.
RECOMMENDATION: Immediate rollback or emergency hotfix required. Public
communication needed to acknowledge issues and provide timeline for resolution.
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OVERALL SENTIMENT DISTRIBUTION
- Positive: 129 items (25.8%)
- Negative: 263 items (52.6%)
- Neutral: 95 items (19.0%)
- Mixed: 13 items (2.6%)
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SENTIMENT BY SOURCE
| Source | Total | Positive | Negative | Neutral | Mixed | Net Score |
|---|---|---|---|---|---|---|
| Support | 246 | 26% | 52% | 20% | 3% | -26 |
| 254 | 26% | 53% | 19% | 2% | -27 |
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SENTIMENT BY PLATFORM
| Platform | Total | Positive | Negative | Neutral | Mixed | Net Score |
|---|---|---|---|---|---|---|
| Android | 242 | 24% | 52% | 21% | 2% | -29 |
| iOS | 258 | 28% | 53% | 17% | 3% | -25 |
⚠️ PLATFORM ISSUE: Android showing 52% negative sentiment
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SENTIMENT TREND (Day by Day)
Day 1 - 2024-11-15 (84 items): 45% positive, 38% negative, 15% neutral
Day 2 - 2024-11-16 (83 items): 35% positive, 42% negative, 20% neutral
Day 3 - 2024-11-17 (83 items): 20% positive, 61% negative, 16% neutral
Day 4 - 2024-11-18 (83 items): 14% positive, 61% negative, 20% neutral
Day 5 - 2024-11-19 (84 items): 23% positive, 55% negative, 21% neutral
Day 6 - 2024-11-20 (83 items): 17% positive, 58% negative, 20% neutral
⚠️ TREND: Sentiment deteriorating significantly (+20 points negative)
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NEGATIVE SENTIMENT ANALYSIS
What users are upset about (from 263 negative items):
Top issues identified:
- App crashes and freezes (58 mentions - 22% of negative feedback)
- App broken/unusable (52 mentions - 20% of negative feedback)
- Performance/speed issues (31 mentions - 12% of negative feedback)
- UI/design complaints (30 mentions - 11% of negative feedback)
- Data/settings lost (17 mentions - 6% of negative feedback)
Sample negative quotes:
- “Constant crashes since update. This is unacceptable. Android version especially bad.”
- “App feels slower after the update.”
- “Update broke notifications completely. Missing important alerts.”
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IMMEDIATE ACTION PLAN
🚨 URGENT (Fix Today/Tomorrow):
-
Emergency hotfix or rollback - App stability is critically compromised
- Action: Assess if rollback to previous version is possible
- OR: Deploy emergency hotfix for top crash issues
- Impact: Could restore service for 263 frustrated users
-
Public acknowledgment and communication
- Action: Post on Twitter/social acknowledging issues and timeline
- Impact: Prevents further PR damage and user churn
-
Prioritize top crash issues
- 58 reports of crashes - this is the top complaint
- Action: Engineering team to investigate crash logs immediately
⚠️ HIGH PRIORITY (Fix This Week):
- Performance optimization - 31 reports of slowness/lag
- UI/UX improvements - 30 complaints about design
- Data loss prevention - 17 reports of lost data/settings
================================================================================
CRISIS ASSESSMENT SUMMARY
IS THIS A CRISIS? YES - SEVERE CRISIS
Evidence:
- 53% negative sentiment (healthy baseline: 20-30%)
- 263 users actively complaining
- 58 crash reports indicating widespread stability failure
- 135 negative public comments on Twitter (PR risk)
- Sentiment trend: worsening (Day 1: 38% → Day 6: 58% negative)
Risk level: HIGH
- User churn risk: HIGH
- PR/reputation risk: HIGH
- Revenue impact: MEDIUM-HIGH
Recommended response time: IMMEDIATE (within 24-48 hours)
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Analysis completed in <2 minutes vs 5+ hours manual review
Confidence level: High (500 items analyzed with ~87% classification accuracy)
About This Skill
Analyze sentiment across hundreds to thousands of customer feedback items, identifying trends, drivers, and actionable insights with comprehensive reports and alerts.
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