📊CSV Import Templates

Survey Responses Export

Survey response data format for analysis and reporting.

Explanation

Standard format for exporting survey responses with one row per respondent.

Examples

Survey CSV

Output

responseId,timestamp,email,q1_rating,q2_feedback,q3_recommend,q4_interests
RSP-001,2024-12-15T10:30:00Z,john@example.com,5,"Great product!",yes,"feature1,feature2"
RSP-002,2024-12-15T11:45:00Z,jane@example.com,4,"Good overall, needs improvement",yes,feature1
RSP-003,2024-12-15T14:20:00Z,bob@example.com,3,"Average experience",no,

Code Examples

JavaScript

// Analyze survey responses
function analyzeSurvey(csvData) {
  const responses = parseCSV(csvData);
  
  const analysis = {
    totalResponses: responses.length,
    averageRating: 0,
    recommendCount: 0,
    feedbackByRating: {}
  };
  
  responses.forEach(r => {
    const rating = parseInt(r.q1_rating);
    analysis.averageRating += rating;
    
    if (r.q3_recommend === 'yes') {
      analysis.recommendCount++;
    }
    
    if (!analysis.feedbackByRating[rating]) {
      analysis.feedbackByRating[rating] = [];
    }
    analysis.feedbackByRating[rating].push(r.q2_feedback);
  });
  
  analysis.averageRating /= responses.length;
  analysis.nps = (analysis.recommendCount / responses.length) * 100;
  
  return analysis;
}

Try it Now

Open in CSV/JSON Converter

💡 Tips

Prefix question columns with q1_, q2_, etc.
Include timestamp for time-based analysis
Use consistent values (yes/no, 1-5 scale)
Quote long text responses
Consider separate CSV for each survey
Include response ID for deduplication

⚠️ Common Pitfalls

Open-ended responses may contain commas
Missing responses should be empty, not "N/A"
Timestamp timezone inconsistencies
Large exports may need pagination
Personally identifiable info handling