<format type="xml">{analysis_id: string, source_platform: string, document_id: string, timestamp: date, extracted_text: string, company_entity: string, campaign_or_event_context: string optional, sentiment_metrics: {overall_score: number, label: string, confidence: number, keywords_detected: list[string], emotions_detected: list[{type: string, score: number}] optional}, stakeholder_profile: {type: string, location: string optional, influence_score: number optional} optional, topics_discussed: list[{topic: string, relevance_score: number}], identified_issues: list[{issue_type: string, severity: string, recommended_action: string}] optional}</format> <data>**CONFIDENTIAL: STAKEHOLDER SENTIMENT ANALYSIS BRIEFING**

**Analysis ID:** SEA-2025-08-13-1292

A new data point, document ID 129890010670628999, was captured by our listening platform from a Twitter source. The system ingested and processed this item at approximately 2017-05-14T13:38:51.162077Z. The analysis was completed using our NLP model v4.1, which has shown a 3% improvement in sarcasm detection in recent benchmarks. The subject of the feedback was identified as Robertson, Caldwell and Walters.

The content of the message reads: "My thoughts on Robertson, Caldwell and Walters: unacceptable service. It really makes you think about their stance on networks and metrics. Seriously disappointed. #Robertson,Fail #networks"
Our sentiment engine has assigned a score of -0.69, resulting in a 'NEGATIVE' classification. The model's confidence in this assessment is high, at 95.9%. The sentiment appears to be a direct reaction to the 'Team-oriented multi-tasking flexibility' Campaign.
The primary themes extracted from the text are: 'networks' (relevance: 0.93), 'metrics' (relevance: 0.75). These were derived from lexical triggers such as 'Congress' and 'professor', among others.

**ACTIONABLE INTELLIGENCE:**
- A potential 'service_delivery_failure' has been flagged with a 'low' severity level. The automated protocol suggests we 'draft_responsive_statement' as a preliminary step.</data>
<root><analysis_id>SEA-2025-08-13-1292</analysis_id><source_platform>Twitter</source_platform><document_id>129890010670628999</document_id><timestamp>2017-05-14T13:38:51.162077Z</timestamp><extracted_text>My thoughts on Robertson, Caldwell and Walters: unacceptable service. It really makes you think about their stance on networks and metrics. Seriously disappointed. #Robertson,Fail #networks</extracted_text><company_entity>Robertson, Caldwell and Walters</company_entity><sentiment_metrics><overall_score>-0.6912</overall_score><label>negative</label><confidence>0.9589</confidence><keywords_detected>Congress</keywords_detected><keywords_detected>professor</keywords_detected><keywords_detected>yes</keywords_detected><emotions_detected><type>disgust</type><score>0.6963</score></emotions_detected><emotions_detected><type>fear</type><score>0.3347</score></emotions_detected></sentiment_metrics><topics_discussed><topic>networks</topic><relevance_score>0.9273</relevance_score></topics_discussed><topics_discussed><topic>metrics</topic><relevance_score>0.7514</relevance_score></topics_discussed><campaign_or_event_context>'Team-oriented multi-tasking flexibility' Campaign</campaign_or_event_context><identified_issues><issue_type>service_delivery_failure</issue_type><severity>low</severity><recommended_action>draft_responsive_statement</recommended_action></identified_issues></root>