Steam Survey: Do Wishlists and Sales Line Up Meaningfully?

This analysis examines the correlation between Steam wishlists and initial sales performance for premium PC games. Based on survey data from approximately 75 developers and publishers regarding titles launched between 2019 and 2021, the findings suggest that while wishlists are a common metric for forecasting, they are a highly volatile predictor of commercial success.

The primary finding establishes that the median first-week unit sales for a game typically equal 0.2x (or 20%) of its total launch wishlists. However, the variance is extreme, with first-week sales ranging from 1.5% to over 100% of launch wishlists. This sixty-fold difference suggests that total wishlist counts are often "jaked" or inflated by long-term presence on the store, participation in multiple demos, or featuring in seasonal festivals, which may not translate into high-intent buyers.

The data indicates that games with over 20,000 wishlists show slightly more predictable conversion rates, though outliers remain. A more reliable indicator of success appears to be "organic" daily wishlists—the number of additions a game receives during periods without active marketing or events. The survey found that no game with fewer than 10 organic daily wishlists sold more than 3,000 units in its opening week. Conversely, games maintaining over 50 organic daily wishlists demonstrated more consistent, higher-tier sales results.

Ultimately, the analysis concludes that while wishlists provide a baseline for potential, they cannot be "taken to the bank." Success is heavily influenced by intangible factors such as the strength of the game's "hook," launch review scores, and streamer support. The findings also touch upon developer strategy, advocating for a "wide" pitching approach to publishers to maximize leverage and discover compatible partners in a crowded market.