A city’s online feedback channel is flooded with bot-generated comments that praise or attack every park project. Before leaders trust a sentiment dashboard, what source issue must analysts treat?
Select an answer to reveal the explanation.
Short Explanation
Bots can clap or boo all day without living next to the park. Sentiment sources only help after veracity controls weed out noise and automation. More posts, faster posts, or emoji variety do not prove the crowd is real.
Full Explanation
Consumer-sentiment applications depend on truthful person-to-person and person-to-machine signals. Bot floods inflate volume and velocity while corrupting veracity, so dashboards can misread public opinion. Analysts apply authenticity filters, weighting, and source provenance before treating aggregated sentiment as civic input. Volume, velocity, or variety without truthfulness controls leave leaders acting on manufactured noise.