Calculator Inputs
Plotly Graph
This chart compares mention mix and highlights the final sentiment score.
Example Data Table
| Campaign | Positive | Neutral | Negative | Channel Weight | Previous Score |
|---|---|---|---|---|---|
| Spring Launch | 120 | 50 | 30 | 1.00 | 58.00 |
| Email Nurture | 88 | 42 | 16 | 0.95 | 61.40 |
| Social Push | 175 | 64 | 52 | 1.15 | 55.80 |
Formula Used
Weighted Raw Score = ((Positive × Positive Weight) + (Neutral × Neutral Weight) + (Negative × Negative Weight)) ÷ Total Mentions
Normalized Score = ((Weighted Raw Score + 1) ÷ 2) × 100
Sample Confidence = min(1, √(Total Mentions ÷ Benchmark Sample))
Channel Adjusted Score = Normalized Score × Channel Weight
Final Sentiment Score = (Channel Adjusted Score × Sample Confidence) + (50 × (1 - Sample Confidence))
This method rewards strong positive ratios, penalizes negative feedback, and softens extreme scores when the sample size is too small.
How to Use This Calculator
- Enter positive, neutral, and negative customer mentions.
- Adjust sentiment weights if your scoring model differs.
- Set a channel multiplier for campaign importance.
- Enter a benchmark sample size for confidence balancing.
- Add the previous score to measure movement over time.
- Click the calculate button to view results above the form.
- Review the graph, summary metrics, and downloadable reports.
Frequently Asked Questions
1. What does the customer sentiment score measure?
It measures overall audience feeling toward a campaign, brand, or service interaction by combining positive, neutral, and negative mentions into a single comparable score.
2. Why are weights included in the calculator?
Weights let you reflect your own evaluation model. Some teams treat neutral comments as slightly positive, while others treat them as a true midpoint.
3. Why is benchmark sample size important?
Small samples can exaggerate results. The benchmark sample creates a confidence adjustment that pulls unstable scores closer to a neutral midpoint.
4. What is the channel weight multiplier?
It scales the normalized score to reflect campaign importance, channel credibility, or strategic value. High-priority channels can influence the score more strongly.
5. How should I interpret a score above 80?
A score above 80 usually indicates very strong customer perception, healthy message-market fit, and a low proportion of negative feedback.
6. Can I compare time periods with this tool?
Yes. Enter the previous period score to see improvement or decline. This helps monitor campaign quality, service recovery, or brand sentiment shifts.
7. Is this calculator useful for survey data and social mentions?
Yes. It works for surveys, review analysis, social listening summaries, support tagging, and many other structured sentiment tracking workflows.
8. What is the difference between net sentiment and final score?
Net sentiment compares positive and negative mentions directly. The final score adds weighting, normalization, channel influence, and confidence balancing.