Steam Games Dataset

By shrijeetverma13 · March 17, 2026

Data source:

The analysis identified the top 20 games with the highest estimated revenue, calculated by multiplying each game's price by the midpoint of its ownership tier. A horizontal bar chart and data table have been generated showing these results.

The bar chart shows the top 15 games with the strongest player retention, measured by comparing their average 2-week playtime to their lifetime average playtime. A higher ratio means players are currently playing as much (or more) than their all-time average — a strong sign of active, ongoing engagement.

The analysis produced a dual-bar chart and data table showing how games are distributed across ownership tiers and their average prices. The visualization displays two side-by-side charts: one showing the number of games per ownership tier, and another showing the average price (in dollars) for each tier.

No, games with higher discounts do NOT show greater ownership or concurrent users. In fact, the data shows the opposite trend — games with 0% discount have the highest average ownership (944,765) and CCU (579), while games with 76-95% discounts average only 763,814 owners and 173 CCU. The correlation between discount and ownership is essentially zero (-0.010), and the same holds for CCU (-0.007). This is largely because the most popular games (free-to-play titles and blockbusters) don't need discounts to attract players.

The analysis reveals which publishers dominate the Steam market both in terms of catalog size and player engagement. A side-by-side bar chart was generated showing the Top 15 Publishers by Game Count (left panel) and Top 15 Publishers by Total Concurrent Users (right panel), giving a clear visual comparison of market dominance across both dimensions. Supporting data tables were also produced with detailed breakdowns for each publisher.

The analysis compared 2,065 free games against 7,935 paid games across positive reviews, concurrent users (CCU), and playtime. A data table was generated summarizing the key metrics. Free games tend to attract more concurrent players and accumulate more average positive reviews, but the picture is nuanced when looking at median values.

The analysis examined 9,108 games with at least 100 reviews to find those with the best and worst positive-to-negative ratios. A horizontal bar chart was generated showing the top 10 best-rated and top 10 worst-rated games side by side, comparing their positive review percentages. The best-ratio games (shown in green) cluster near 100% positive reviews, while the worst-ratio games (shown in red) sit at much lower positive percentages. Data tables are also available with detailed breakdowns including exact ratios, review counts, and positive percentages for each game.

The analysis identified games that punch above their weight in concurrent users (CCU) relative to how many people own them. A horizontal bar chart shows the top 20 games ranked by how many times higher their CCU-to-ownership ratio is compared to the median for their ownership tier. These are games where active player engagement far exceeds what you'd typically expect given their install base size.

Two visualizations were generated to answer your question. The first chart shows the Top 15 Developers by Number of Games, with bars colored by their average positive reviews — letting you see both volume and quality at a glance. The second chart highlights the Top 15 Developers by Average Positive Reviews (among those with at least 3 games), colored by game count. Together, these charts reveal which studios are the most productive and which consistently earn the most positive feedback from players.

The analysis reveals that game price has only a weak relationship with both average playtime (correlation: 0.067) and player retention (correlation: 0.076), meaning price alone isn't a strong predictor of how much players engage. Two charts and summary tables were generated showing these patterns across price ranges. The $60+ tier leads in average playtime at 47.3 hours, while $30-60 games show the best retention ratio (0.170). Free-to-play games average 22.9 hours of playtime, benefiting from ongoing engagement models. The scatter plot shows playtime and retention colored across all price points.

The analysis reveals that the $50+ price range actually correlates with the highest ownership levels (averaging 3,555,278 owners) and the most positive reviews (averaging 57,742). This is likely driven by major AAA titles and popular franchises that command premium prices while attracting massive audiences. A grouped bar chart has been generated showing average ownership and positive review counts across all price ranges.

The bar chart shows the 20 publishers with the most consistent positive review ratios across their game portfolios (minimum 5 games each). Publishers are ranked by the lowest standard deviation in their positive review ratios — meaning their games tend to perform similarly well across the board. The color coding reveals which consistent publishers also maintain high average positive ratios (green = higher, red = lower).

The analysis identified 159 potentially undervalued games — paid titles with above-average playtime (over 15.6 hours), above-average positive reviews (over 11,711), yet priced below the average of $14.26. A scatter plot was generated showing the top 30 of these games, visualizing the relationship between price and playtime, with bubble size representing positive review count and color indicating the positive review percentage.

The analysis identified 7,593 games that show signs of player abandonment — they have relatively high ownership but virtually no recent playtime (≤10 minutes in the last 2 weeks). A horizontal bar chart was generated showing the top 15 of these games, comparing their lifetime average playtime against their ownership levels (color-coded in red shades). This reveals games that players purchased and played historically, but have since stopped engaging with entirely.

Multi-game developers actually outperform single-game developers on both review scores and player engagement. The bar chart compares both groups across four key metrics, showing a consistent edge for multi-game developers. Single-game developers have a 78.0% positive review rate and average 927 minutes of playtime, while multi-game developers score 79.9% positive reviews and average 1,138 minutes of playtime — about 211 minutes more. The concurrent user (CCU) gap is even more striking: multi-game developers average 802 CCU versus just 355 for single-game developers.