She Didn't Have a Roadmap. Just an Obsession With Learning | Esty Scheiner
Published April 21, 2026
This video has 1.23K views, ranking #2,049,440 globally among tracked YouTube videos by view count.
At a glance
Views
1,236
Likes
0
Comments
0
Performance vs. channel
Outlier score
Engagement rate
More features coming
We're working on new analytics and tools. Stay tuned.
About
What happens when a girl with no tech background, no resources, and no roadmap decides to teach herself to code, and ends up at Google, Y Combinator, and building her own AI compliance company? Esty Scheiner, founder and CEO of Shiboleth, joins me for one of the most honest and inspiring founder conversations on the sh…
- Published
- April 21, 2026
- Made for kids
- No
More features coming
We're working on new analytics and tools. Stay tuned.
Frequently asked questions
How accurate are these YouTube video analytics?
View, like, and comment counts come from YouTube's public API and refresh regularly. Growth and revenue figures are estimates built from tracked historical data, so they can differ slightly from what the creator sees privately in YouTube Studio.
What is the outlier score?
How this video's views compare to the channel's usual Shorts or long-form video. A 2x score means double the usual views for that channel, 0.5x means half.
What is engagement rate and how is it calculated?
Likes and comments per view, compared to this channel's typical engagement rate — shown as above or below what's usual for the channel.
How is the revenue estimate calculated?
It's a rough public estimate based on a $0.7–$2.0 CPM (revenue per 1,000 views) applied to view count — not actual creator earnings, which depend on ad rates, audience geography, and monetization settings YouTube doesn't expose publicly.
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