Sentiment Analysis of AliExpress Product Reviews in Spreadsheets and Its Application in Product Improvement

2025-04-28

1. Introduction

With the rapid growth of global e-commerce, analyzing customer feedback has become crucial for product optimization. This article explores how AliExpress review data can be processed in spreadsheet tools (like Google Sheets or Excel) to extract actionable insights through sentiment analysis and keyword extraction.

2. Methodology

2.1 Data Collection and Processing

Product reviews are exported from AliExpress as CSV files and imported into spreadsheets for analysis. The raw data typically includes:

  • Review text content
  • Star ratings (1-5)
  • Date of review
  • Product variations

2.2 Sentiment Analysis Techniques

Using spreadsheet add-ons like Text Analysis Toolkit

  1. Positive sentiment: Expressing satisfaction (e.g., "great quality", "fast shipping")
  2. Negative sentiment: Highlighting pain points (e.g., "broke after 1 week", "wrong size")
  3. Neutral sentiment: Factual statements ("received in blue color")

3. Analytical Approach

3.1 Keyword Extraction Matrix

Sentiment Category Top Keywords Frequency
Positive Quality "durable", "wear-resistant", "premium" 218 occurrences
Negative Sizing "too small", "runs large", "inconsistent" 147 occurrences

3.2 Sentiment Distribution Visualization

Advanced spreadsheet features enable dynamic charts showing sentiment patterns:

Insert: Pie chart showing 65% positive / 20% negative / 15% neutral sentiment distribution
Insert: Heatmap of negative reviews by product variant/color option

4. Practical Applications for Product Improvement

4.1 Addressing Negative Feedback

The highest frequency negative terms suggest these improvement priorities:

  • Sizing issues
  • Material quality
  • Color accuracy

4.2 Enhancing Positive Features

Frequent positive mentions reveal strengths to emphasize in marketing:

Unique design (mentioned in 38% 5-star reviews)
Competitive pricing praise (29% compliments)
Fast delivery from certain warehouses

5. Conclusion

Systematically analyzing AliExpress reviews via spreadsheet-based sentiment analysis transforms unstructured feedback into strategic insights. Regular implementation facilitates:

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