From Ratings to Revenue

How Customer Ratings Drive Sales Growth for Shopee Sellers

Showing 150 of 15,874 listings (representative sample). Filters operate on the sample.

Total Listings
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Avg Price (RM)
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Mean price_actual
Avg Star Rating
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1–5 scale
Total Units Sold
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Sum in filtered view
Price Distribution

Most listings are low-priced

Star Rating Distribution

Most sellers cluster at 4.7+

Rating Count Distribution (log)

Heavily right-skewed — most have <100 ratings

Units Sold Distribution (log)

Same skew as rating count — mirror pattern

Top 10 Categories by Listing Count

Where the marketplace concentrates

Rating Count vs Units Sold (log-log scatter)

Near-perfect 1:1 relationship — every new rating ≈ one more unit sold

Average Sales by Rating Bucket

Sales accelerate sharply above 1000 ratings, surge above 10000

% of Listings in Each Rating Bucket

Most sellers are stuck in the low-rating segment

Median Sales by Rating Bucket

Median hides outliers — confirms the upward slope

% Becoming High-Sellers (>1000 units)

Probability of becoming a high-seller jumps sharply after 30 ratings

Action List — Listings Close to Next Milestone

Products in 10–30 rating range are the biggest promotion opportunities

Avg Sales by Category (Top 15)

Which categories move the most volume overall

Category Avg Star Rating

Where customers are happiest — and where reviews are warning signs

Avg Rating Count by Category

Which categories accumulate reviews fastest

Low-Rating vs High-Rating Category Sales

How each category gains when it crosses 1000 ratings

Sales per Rating (ROI) by Category

Higher = each rating earned is worth more sales — best categories for effort

Category Positioning — Ratings vs Sales (bubble size = listings)

Top-right = rating-driven winners. Bottom-right = sales without needing ratings.

Star Rating by Price Band

Does cheaper mean lower-rated?

Avg Rating Count by Price Band

Which price band collects reviews fastest

Avg Units Sold by Price Band

Which price band sells the most volume

Sales-per-Rating Efficiency by Price Band

Best conversion of reviews into sales

Discount % vs Star Rating

Do deeper discounts hurt customer satisfaction?

Favorites vs Units Sold (by price band)

Wishlists-to-sales — does interest translate differently at different prices?