Visual Kernel YouTube Stats

@visualkernel · YouTube growth & creator business · Updated Nov 13, 2026

Visual Kernel channel overview

Visual Kernel (@visualkernel) is a YouTube channel in the YouTube growth & creator business niche created in 2022. It has 52K subscribers and 1.6M total views across 5 videos, an average of 311K views per video over its lifetime.

Its last 30 uploads averaged 312K views, and a typical video (the median) gets 579K views. Over the last 12 months, Visual Kernel published 1 videos, and 0 of them (0%) reached at least 3× the channel's typical views.

How much does Visual Kernel make?

Returbe estimates Visual Kernel's YouTube ad revenue at $405 – $1.5K per month. The estimate uses an RPM (revenue per 1,000 views, after YouTube's share) of $2 to $7.5, typically $4, based on the channel's niche, audience language and the share of its views coming from Shorts. At that rate, 1 million long-form views earn about $4K.

Ad revenue is only part of the picture: sponsorships, affiliate links, memberships and merch often pay more than ads. Learn how RPM varies by niche in how much YouTubers make per 1,000 views, or check any channel with the free monetization checker.

Upload schedule

Based on its last 5 uploads, its most common upload day is Wednesday (80% of uploads), usually around 03:00 UTC. The last video went out on Aug 10, 2026.

Visual Kernel's best outlier videos

An outlier is a video that beats the channel's own typical views. These are Visual Kernel's biggest hits relative to its normal, the ideas its audience responded to most. What is an outlier video?

• Programming Thinking579K views · Aug 10, 20261× typical views
• SVD Visualized, Singular Value Decomposition explained | SEE Matrix , Chapter 3 #SoME2528K views · Nov 9, 20221× typical views
• Visualize Different Matrices part1 | SEE Matrix, Chapter 1182K views · Nov 9, 20221× typical views
• Visualize Spectral Decomposition | SEE Matrix, Chapter 2176K views · Nov 9, 20221× typical views
• Visualize Different Matrices part2 | SEE Matrix, Chapter 195K views · Nov 9, 20221× typical views

Latest videos

0 of Visual Kernel's last 5 uploads did at least 1.5× the channel's typical views.

• Programming Thinking579K views · Aug 10, 20261× typical views
• SVD Visualized, Singular Value Decomposition explained | SEE Matrix , Chapter 3 #SoME2528K views · Nov 9, 20221× typical views
• Visualize Different Matrices part1 | SEE Matrix, Chapter 1182K views · Nov 9, 20221× typical views
• Visualize Spectral Decomposition | SEE Matrix, Chapter 2176K views · Nov 9, 20221× typical views
• Visualize Different Matrices part2 | SEE Matrix, Chapter 195K views · Nov 9, 20221× typical views

The YouTube growth & creator business niche on YouTube

In the last 30 days, Returbe tracked 583 videos from 131 channels in this niche. 9.6% of them reached 3× their channel's typical views, and a typical long video got 6.6K views. Estimated RPM for the niche: $4 to $15.

Smaller channels breaking out in this niche right now: Nafay 3D (296K subs, best video 122.6×), Dr Alex George (153K subs, best video 71.9×), Stickman Matt (8.6K subs, best video 59.1×), facelessjourney (2.4K subs, best video 16.5×), Arnas St (1.8K subs, best video 141.4×), Aarzoo Bhambu (25K subs, best video 135.3×).

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Frequently asked questions

Data from Returbe's index of YouTube channels, collected from public YouTube data. Earnings are estimates from views and RPM benchmarks, not figures from the channel. Returbe is not affiliated with Visual Kernel or YouTube.