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Backlog Field Notes

Gaming backlogs
by the numbers.

Source · Public Steam behavior dataset (Kaggle / CaseRecommender mirror)

Field notes from a public Steam dataset of 12,393 players, not Video Game Backlog users.

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The unplayed pile

Almost half the purchase rows never turn into play.

n = 129,511 purchases · Kaggle Steam behavior

Across the public behavior sample, 58,327 purchased user-game pairs had no matching play-hour row.

45of every 100 games owned were never launched
Never launchedPlayed at least once

Library size

The bigger the library, the wider the played gap.

n = 12,393 users · Kaggle Steam behavior

Players who own 100+ games launch a median 83 of 155, and on average under half of what they own. Small libraries are often one-game accounts, so the shelves start at 10 games.

The median shelf by library size · one spine per game

10–24 owned9 played · 5 never
25–49 owned21 played · 12 never
50–99 owned41 played · 27 never
100+ owned83 played · 72 never

Sealed and worn

Pack-ins stay sealed. Staples get worn out.

n = 5,155 games · Kaggle Steam behavior

Among games with at least 500 owners in the sample, old Valve pack-ins and free extras carry the highest never-launched rates, while live-service staples and enduring classics get launched by almost everyone who owns them.

Still in the wrapper · owners who never launched it

  1. Ricochet cover

    96%

    Ricochet

  2. Deathmatch Classic cover

    94%

    Deathmatch Classic

  3. Counter-Strike CZ Deleted Scenes cover

    86%

    Counter-Strike CZ Deleted Scenes

  4. Day of Defeat cover

    82%

    Day of Defeat

  5. Half-Life 2: Lost Coast cover

    82%

    Half-Life 2: Lost Coast

Worn out · owners with recorded playtime

  1. Dota 2 cover

    100%

    Dota 2

  2. Team Fortress 2 cover

    100%

    Team Fortress 2

  3. Counter-Strike: Global Offensive cover

    98%

    Counter-Strike: Global Offensive

  4. The Elder Scrolls V: Skyrim cover

    94%

    The Elder Scrolls V: Skyrim

  5. Sid Meier's Civilization V cover

    93%

    Sid Meier's Civilization V

Where the hours go

One favorite game eats most of the actual playtime.

n = 4,791 multi-game players · Kaggle Steam behavior

For users with at least two played games, the top played title accounts for roughly two thirds of recorded hours on average.

Share of total hours played

Top game per library65%
Games ranked #2-#323%
Games ranked #4-#109%
Everything else played3%

The one-session shelf

A launch does not always mean a game escaped the backlog.

n = 70,489 play rows · Kaggle Steam behavior

More than a third of played rows stop at two hours or less. The median played row is 4.5 hours, while a few obsessions drag the average up to 48.9.

Recorded play rows by total hours

One hour or less25%
One to two hours11%
Two to 99 hours56%
100+ hours8%

Time sinks

The hours leaderboard is brutally concentrated.

n = 70,489 play rows · Kaggle Steam behavior

Dota 2 alone holds 981,685 recorded hours in this sample, more than the next six games combined. Counted end to end, that is 112 years of play.

Total recorded hours, counted as years of nonstop play

  1. Dota 2 cover

    112 yrs

    Dota 2

  2. Counter-Strike: Global Offensive cover

    37 yrs

    Counter-Strike: Global Offensive

  3. Team Fortress 2 cover

    20 yrs

    Team Fortress 2

  4. Counter-Strike cover

    15 yrs

    Counter-Strike

  5. Sid Meier's Civilization V cover

    11 yrs

    Sid Meier's Civilization V

Method

Numbers below come from analysis of a public Steam behavior dataset originally published on Kaggle and mirrored by CaseRecommender. It contains purchase and play-hour rows from public Steam data. It is not a Steam-wide sample, it is historically skewed toward visible public libraries, and old bundle/default-library behavior shows up strongly in the results. Treat these as directional field notes, not platform-wide census figures.

Sample

12,393 users · 5,155 games · 200k behavior rows

46% of users own one game and 18% own ten or more; 8% have purchases but no play rows at all.

Unplayed

Purchased, zero recorded playtime

Playtime

Recorded hours from public Steam behavior rows

FAQ

Backlog stats, plainly.

How many Steam games go unplayed?

In the public Steam behavior dataset used here, 58,327 of 129,511 purchased user-game rows had no matching play-hour row. That works out to about 45% of purchase rows with zero recorded playtime.

What does unplayed mean in these Steam backlog stats?

Unplayed means the dataset has a purchase row for a user and game, but no recorded play-hour row for that same user-game pair. It is a zero-playtime measurement, not a judgment about whether the game is good or worth playing.

Are these Video Game Backlog user stats?

No. These figures come from a public third-party Steam behavior dataset originally published on Kaggle and mirrored by CaseRecommender. They are directional field notes, not a platform-wide census and not first-party app usage data.

Why do large Steam libraries have lower launch rates?

Large libraries are more likely to include bundles, old sale purchases, free staples, and games bought speculatively. In this sample, users with 100 or more owned games launched a smaller share of what they owned than users with smaller libraries.

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Also: how the analyzer works · compare two libraries