We Need to Take Wishlist Quality More Seriously

The primary thesis is that Steam wishlists are not a monolithic metric and that developers must distinguish between high-intent, organic wishlists and lower-intent, event-driven additions to accurately forecast sales. While total wishlist counts remain a valuable indicator of interest, failing to account for the source and quality of these additions can lead to inflated and inaccurate sales projections.

Data suggests that organic, committed wishlists—where users discover a game naturally—convert at approximately 12%. In contrast, wishlists generated through external marketing events, such as Steam showcases, festivals, or standalone prologue demos, often exhibit significantly lower conversion rates, sometimes as low as 4% to 5%. These event-driven wishlists frequently function as bookmarks or reminders rather than expressions of immediate purchase intent, meaning they are worth substantially less in terms of projected day-one sales.

The analysis emphasizes that while all wishlists are beneficial for long-term visibility and post-launch discounting, developers should avoid treating them as equal. Relying on aggregate numbers without granular analysis of how those wishlists were acquired can lead to dangerous miscalculations regarding a game's commercial potential. The author advocates for a more nuanced approach to tracking conversion rates by source, noting that while some marketing activities may spike wishlist numbers by a factor of five, they may simultaneously dilute the overall conversion percentage of the total pool. The industry is encouraged to share more granular, post-launch conversion data to better understand the true impact of various promotional channels on long-term game performance.