Overview of Company Customer Sentiment Analysis in May
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The review set is extremely small, heavily dated (all reviews are from 2011–2015), and contains very little usable detail. The one substantive negative review is highly specific and damaging, describing wrong materials, code violations, missed appointments, contradictory technician advice, and incomplete installation work on a new home. The positive reviews that exist are almost entirely vague — phrases like 'just great' and 'unknown' provide no scorable evidence. The single trust-based positive review mentions reliability but offers no specifics about workmanship or project outcomes. Given the severity and specificity of the negative review versus the near-total lack of detail in the positives, scores across all dimensions are pulled sharply downward. Read less