Aggregate counts from one customer-effort question. Declare the five- or seven-point scale and which direction means easier, then inspect the weighted mean.
Sum of score × count ÷ total response count
Enter compatible inputs and calculate, or load the complete example.
ONE CLEAR WORKING QUESTION
The mean uses every response count; a bin with zero responses contributes nothing.
The mean uses every response count; a bin with zero responses contributes nothing.
THE FIELD NOTES
Use the result now, then read the practical notes for assumptions, examples, limitations, and the choices behind it.
Counts of 2, 1, 0, 3 and 4 give 36 score-points across 10 responses. Higher means easier only because that direction is declared.
Use counts from one question with one five- or seven-point scale. Enter a whole response count, including zero, for every score. Multiply each score by its count, add those score-points and divide by the total responses. Keep the question, direction, period and channel consistent.
Counts of 2, 1, 0, 3 and 4 produce 36 score-points across 10 responses: a mean of 3.60 on a five-point scale. Higher scores mean easier only when that direction was used in the original question.
Use the retention rate calculator for an observed matched customer cohort and the retail conversion rate calculator for matched store visits and transactions. A survey mean does not prove either outcome changed.
Read the response counts alongside the mean and scale direction. This tool does not turn a survey mean into a success percentage or a universal benchmark. It also cannot establish why effort changed or whether loyalty and retention improved.
THE PRODUCT IS NEXT
Use counts from one question with one five- or seven-point scale. Enter a whole response count, including zero, for every score. Multiply each score by its count, add those score-points and divide by the total responses. Keep the question, direction, period and channel consistent.
Counts of 2, 1, 0, 3 and 4 produce 36 score-points across 10 responses: a mean of 3.60 on a five-point scale. Higher scores mean easier only when that direction was used in the original question.
Use the retention rate calculator for an observed matched customer cohort and the retail conversion rate calculator for matched store visits and transactions. A survey mean does not prove either outcome changed.
Read the response counts alongside the mean and scale direction. This tool does not turn a survey mean into a success percentage or a universal benchmark. It also cannot establish why effort changed or whether loyalty and retention improved.
Use the direction from the original question. Higher-easier and higher-harder change endpoint labels and interpretation, not the raw numerical mean or frequency counts.
No. Keep one question, response scale and direction together. Changing scale clears the current counts and result so hidden bins cannot contaminate a new calculation.
No universal benchmark or success percentage is supplied. Interpret the declared question, scale, direction, sample and period; the mean does not establish loyalty, retention or causality.
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