How labels work
Category MVP Highest rating times review volume in a category, among apps with 50+ reviews.
Value Pick Top 3 in its category for rating and review volume per dollar of entry price (50+ reviews).
Rookie Listing launched in the last 12 months.
Hot Pace Top 10% for average reviews per month since launch (100+ reviews).
Fan Favorite 4.8+ stars with 1,000+ reviews.
Veteran Listed for 8+ years.
Pack Rating (0-100). Weighted blend of percentile ranks across all tracked apps: Quality 35 (Bayesian rating: pulls apps with few reviews toward the average, 50-review prior), Momentum 25 (for now average reviews per month since launch; switches to 30-day review velocity vs the app baseline once weekly snapshots exist), Trend 10 (rating change; pending until a second snapshot, weight redistributed), Value 15 (adjusted rating per dollar of entry price), Trust 15 (listing age plus developer portfolio size; Built for Shopify badge to be added once parsing is verified). Installs and revenue are not public, so they are not used.
Coming with weekly snapshots: Rising Star (fastest review growth week over week), Comeback (rating recovering), plus neutral market notes for price changes, plan changes and listings that leave the store.