Connecting Sentiment with Volume, Reach & Influence

Combine sentiment, emotion, and intent with volume and influence to understand what matters most.

Sentiment, emotion, and intent are most powerful when combined with volume, reach, and influence.

This section outlines common patterns to watch for and how to act on them.

6.3.1 High Volume, Low Impact Negativity

Characteristics:

• Many negative mentions.
• Mostly from low-reach accounts.
• Influence and reach metrics remain stable.

Interpretation:

• A localised issue, niche community complaint, or small-scale backlash.
• Still important, but may not be a PR-level crisis yet.

Action:

• Address the root cause and respond selectively.
• Use sentiment and topic analysis to understand specifics.

6.3.2 Low Volume, High Impact Negativity

Characteristics:

• Few negative mentions.
• But from very high-reach or highly influential sources.
• Influence and reach metrics spike.

Interpretation:

• Potential crisis or risk at opinion leader level.
• Could spread quickly if not managed.

Action:

• Respond quickly with clear, factual, and empathetic communication.
• Prepare a broader response if conversation spreads.

6.3.3 Positive Sentiment with Low Engagement

Characteristics:

• Sentiment scores are positive.
• Engagement metrics are low.

Interpretation:

• People like the brand or message, but content may not be compelling enough to share or discuss.
• Awareness may still be limited.

Action:

• Experiment with formats, creatives, and distribution strategies.
• Use trend and topic analysis to align with audience interests.

6.3.4 Positive Sentiment with High Reach & Engagement

Characteristics:

• High positive sentiment.
• Strong engagement and reach.

Interpretation:

• A high-performing campaign, feature, or narrative.
• Potential to reuse or expand these angles.

Action:

• Document what worked (topics, creatives, timing, influencers).
• Build future campaigns around the same pillars.

By using sentiment, emotion, and intent together with volume, reach, and influence, you move from “what happened?” to “why it happened and what to do about it.”

Next, we look at Trend Detection & Topic Discovery, which extends this analysis over time to help you spot emerging opportunities and risks.