YouTube comment benchmarks by content category

A category-by-category view of what viewers write, what they ask, and how often creators reply, based on CommentShark's 2026 public YouTube comment study.

Original CommentShark research

The comment section changes with the subject

A single YouTube comment benchmark can hide the reason viewers wrote. A tech audience may be asking for a buying recommendation; a music audience may be identifying a source; a news audience may be debating the story. These eight profiles keep those contexts visible so creators can compare a channel with a more relevant peer group.

Use the category pages as descriptive context, then run the free channel audit to see which conversations actually need your attention.

Quick comparison

Three useful differences in the sample

These are comparisons within the eight sampled category profiles. They describe the study rows, not the distribution of all YouTube channels.

17.6%

Most questions

Tech & Science has the highest question share in this set

18%

Most hostile stance labels

News & Commentary has the highest hostile share in this set

16.2%

Highest creator reply rate

Education & How-To has the highest reply rate in this set

Choose a category

Eight YouTube comment benchmark profiles

Each page answers a category-specific creator question and includes the full function, question, and reply-style distributions behind the summary cards.

1,587 channels

Education & How-To

What do viewers ask after a tutorial, and how often does the creator answer? This profile uses the education and how-to group in CommentShark's 2026 YouTube comment study to show the shape of those conversations.

Questions
13.5%
Creator reply
16.2%
Hostile
4.2%
Read the Education & How-To profile →

1,296 channels

Tech & Science

Tech and science viewers often use comments as a second search box: they ask whether something works, what to buy, and how a setup differs from another one. This profile shows how those questions and conversations appear in the 2026 study.

Questions
17.6%
Creator reply
11.6%
Hostile
4.4%
Read the Tech & Science profile →

1,384 channels

Gaming

Gaming comment sections mix reactions, build or gear questions, corrections, and conversations between viewers. This category profile shows which signals stand out in a broad sample of gaming channels.

Questions
12.1%
Creator reply
10.2%
Hostile
4.5%
Read the Gaming profile →

1,546 channels

Lifestyle & Interests

Lifestyle and interest channels cover many formats, but their comments often mix practical advice, personal experience, and discussion. This profile uses the study's category aggregates to show what a creator may need to triage first.

Questions
10.4%
Creator reply
14%
Hostile
5%
Read the Lifestyle & Interests profile →

1,538 channels

People & Vlogs

Vlog comments can be brief while still being personal. This profile looks at what viewers write on People and Vlogs channels, including questions about the creator, reaction-heavy posts, and the large share of conversations that stay unanswered.

Questions
9.4%
Creator reply
7.7%
Hostile
5.4%
Read the People & Vlogs profile →

1,862 channels

Entertainment & Comedy

Entertainment and comedy channels make up the largest category group in this study. Their comments are often reaction-led, but the quieter signals—questions, corrections, and hostility—still need a way through the backlog.

Questions
8.3%
Creator reply
8.1%
Hostile
6.1%
Read the Entertainment & Comedy profile →

1,116 channels

News & Commentary

News and commentary has a different comment environment from the other groups in the study: more debate, more hostility, and longer posts. This profile is a planning aid for moderation and response decisions, not a claim about every news audience.

Questions
7.1%
Creator reply
4.5%
Hostile
18%
Read the News & Commentary profile →

1,476 channels

Music

Music comments often arrive as applause, but listeners also ask what they heard, which instrument was used, and where to find a source. This profile separates those reactions from the questions a music creator can act on.

Questions
6.9%
Creator reply
9%
Hostile
3.4%
Read the Music profile →

The rows together

YouTube comment statistics by category

Read across a row to understand one category. Read down a column to see where the category profiles differ most.

Content groupChannelsSample commentsQuestionsHostileCreator replyUnanswered questions
Education & How-To1,587100,23513.5%4.2%16.2%77.3%
Tech & Science1,29682,11117.6%4.4%11.6%79.6%
Gaming1,38488,10712.1%4.5%10.2%82.5%
Lifestyle & Interests1,54697,89610.4%5%14%75.9%
People & Vlogs1,53897,3569.4%5.4%7.7%86.4%
Entertainment & Comedy1,862118,0038.3%6.1%8.1%83.3%
News & Commentary1,11670,6807.1%18%4.5%89.7%
Music1,47693,4226.9%3.4%9%83.8%

Source: broad channel sample and recent comments. Unanswered question and creator reply rates use matured comments from eligible channels; all category rows stay separate from channel-size cross-tabs.

Methodology and limits

What these benchmarks can and cannot tell you

What they can tell you

They show how public comments in the broad study sample were distributed across functions, question types, language, stance, and observed creator replies. The category pages turn those aggregates into practical triage questions.

What they cannot tell you

They are not a census of YouTube, a comments-per-view benchmark, or proof that replying causes growth. Deleted, private, and held comments are not visible, and qualitative labels are model-coded estimates.

Read the parent report's methodology and limitations before citing a number.

Your channel is the useful comparison

See the benchmark next to your own comments

Run a free public channel audit to find unanswered questions, high-intent conversations, and audience tone before you choose a new reply or moderation workflow.

The source report

Explore the complete YouTube Comment Report

The full report includes the study sample, unanswered questions, reply timing, comment language, repeated text, video format, and citation details.

Read The YouTube Comment Report 2026 →

Comments
9.88M

9,877,019 public comments in the main count

Channels
15,403

Four channel-size groups

Videos
1.43M

1,432,155 public videos included

Comments analyzed by meaning
975K

975,222 comments; each had a known chance of being chosen