Global Food Product Analytics: Pricing, Ratings, Nutrition & Consumer Preference Insights

By abhishek.verma75000 · May 27, 2026

This comprehensive analytics study explores the relationship between product pricing, customer ratings, nutritional composition, bestseller behavior, and…

The analysis identified the top 10 items delivering the strongest customer value based on their rating-to-price ratio. A horizontal bar chart has been generated showing each item's ratio, color-coded by average rating, so you can quickly spot which items offer the most bang for the buck. Items with high ratings at lower price points naturally rise to the top of this ranking.

Two interactive charts and supporting data tables were generated to reveal which countries and city tiers show the highest pricing power and customer ratings. The scatter plot maps average price against average rating for each country-city tier combination, with bubble size reflecting the number of listings — making it easy to spot high-value, well-rated segments. The bar chart breaks down average prices by country and city tier side by side for direct comparison.

The analysis produced three interactive charts and two data tables comparing brand tiers across markets. The visualizations break down average price (USD), average rating, and bestseller share percentage by brand tier and country, making it easy to spot how premium, mid-range, and budget tiers perform in each market.

The analysis successfully produced two interactive visualizations and four data tables showing how item categories and subcategories compare by average price and rating. The scatter plot reveals how each category positions itself on price vs. rating axes, with bubble size reflecting item count. The horizontal bar chart highlights the top 10 category-subcategory combinations by average price, color-coded by their average rating so you can spot which high-priced segments also earn top marks.

Calories, sugar, and sodium levels have virtually no relationship with customer ratings or bestseller status. The correlation values are all extremely close to zero (ranging from -0.016 to +0.010), meaning these nutritional factors do not meaningfully influence how customers rate products or whether items become bestsellers. Three charts and several data tables were generated to visualize these findings.

The analysis compared nutritional and price attributes between bestseller and non-bestseller items. Three data tables were generated that capture the key differences across attributes such as price, calories, protein, fat, carbs, sodium, sugars, and average rating. These tables show the mean values for each group, allowing you to see which attributes are higher or lower in bestsellers compared to non-bestsellers.

The analysis successfully produced a dual-axis chart and data tables comparing the top 10 brands by average rating against their average price. The visualization shows each brand's average rating as bars (left axis) with a price trend line overlaid (right axis), making it easy to spot whether premium pricing aligns with higher ratings.

The analysis successfully broke down Veg vs Non-Veg composition across item categories, countries, and nutritional metrics. Three interactive visualizations were generated along with supporting data tables to give a comprehensive view of the subcategory split.

A full correlation matrix was computed across all 10 numeric columns and visualized as an annotated heatmap using a red-blue color scale. The heatmap clearly shows the strength and direction of relationships between every pair of variables, with values ranging from -1 (strong negative) to +1 (strong positive). You can visually identify which nutritional and commercial features move together or in opposite directions.

The sodium distribution analysis has been completed with three interactive visualizations: a box plot showing sodium spread per category, a histogram of the overall sodium distribution, and a bar chart comparing mean sodium levels across categories. All charts include a red dashed line marking the 1500mg daily threshold, making it easy to spot high-sodium items at a glance.