<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-2025-08-13-7825

A new data point, document ID 516110111102355096, was captured by our listening platform from a Employee Survey source. The system ingested and processed this item at approximately 1979-01-14T15:24:50.172087Z. 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 Martin Group.
Initial classification suggests the author is a(n) 'general_public'. Their digital influence score is calculated at 3813, placing them in the 'Standard' tier of stakeholders.

The content of the message reads: "Just saw the new 'Enhanced background interface' Campaign from Martin Group. total disaster. It really makes you think about their stance on e-tailers and convergence. Seriously disappointed. #MartinFail #e-tailers"
Our sentiment engine has assigned a score of -0.97, resulting in a 'NEGATIVE' classification. The model's confidence in this assessment is high, at 96.1%. The sentiment appears to be a direct reaction to the 'Enhanced background interface' Campaign.
The primary themes extracted from the text are: 'e-tailers' (relevance: 0.73), 'convergence' (relevance: 0.03). These were derived from lexical triggers such as 'a' and 'board', among others.

**ACTIONABLE INTELLIGENCE:**
- A potential 'misalignment_communication_action' has been flagged with a 'medium' severity level. The automated protocol suggests we 'internal_audit_hr_comm' as a preliminary step.
- A potential 'product_quality_complaint' has been flagged with a 'low' severity level. The automated protocol suggests we 'product_team_review' as a preliminary step.</data>
<root><analysis_id>SEA-2025-08-13-7825</analysis_id><source_platform>Employee Survey</source_platform><document_id>516110111102355096</document_id><timestamp>1979-01-14T15:24:50.172087Z</timestamp><extracted_text>Just saw the new 'Enhanced background interface' Campaign from Martin Group. total disaster. It really makes you think about their stance on e-tailers and convergence. Seriously disappointed. #MartinFail #e-tailers</extracted_text><company_entity>Martin Group</company_entity><sentiment_metrics><overall_score>-0.9742</overall_score><label>negative</label><confidence>0.9611</confidence><keywords_detected>a</keywords_detected><keywords_detected>board</keywords_detected><keywords_detected>health</keywords_detected><keywords_detected>hot</keywords_detected><keywords_detected>save</keywords_detected><emotions_detected><type>sadness</type><score>0.4685</score></emotions_detected><emotions_detected><type>anger</type><score>0.4342</score></emotions_detected><emotions_detected><type>disgust</type><score>0.0454</score></emotions_detected></sentiment_metrics><topics_discussed><topic>e-tailers</topic><relevance_score>0.7333</relevance_score></topics_discussed><topics_discussed><topic>convergence</topic><relevance_score>0.0336</relevance_score></topics_discussed><campaign_or_event_context>'Enhanced background interface' Campaign</campaign_or_event_context><stakeholder_profile><type>general_public</type><influence_score>3813</influence_score></stakeholder_profile><identified_issues><issue_type>misalignment_communication_action</issue_type><severity>medium</severity><recommended_action>internal_audit_hr_comm</recommended_action></identified_issues><identified_issues><issue_type>product_quality_complaint</issue_type><severity>low</severity><recommended_action>product_team_review</recommended_action></identified_issues></root>