Guide6 min read
What Is a YouTube Outlier?
The clearest signal that a topic, title, or format is working right now — and how ShortsMonkey measures it.
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ShortsMonkey Editorial
Product & Content
Blog · Research methods
YouTube research and content experiments
Practical guides for evaluating video references and making original work.
Guide6 min read
How to Research Viral YouTube Videos: From V/S to an Original Idea
Turn public video observations into a research brief, compare V/S carefully, seek counterexamples, and plan an original contribution.
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ShortsMonkey Editorial
Research & Content
Tools5 min read
Choose YouTube Analytics Tools Around the Decision You Need to Make
Separate public video research, authorized channel analytics, and production notes before choosing a practical tool stack.
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ShortsMonkey Editorial
Research & Content
Method6 min read
How to Read Viral Video Statistics Without Inventing a Benchmark
Build an interpretable sample, preserve raw counts, compare meaningful groups, and describe uncertainty without inventing a market benchmark.
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ShortsMonkey Editorial
Research & Content
Plan6 min read
Build a 90-Day YouTube Content Experiment You Can Evaluate
Plan a feasible ninety-day content experiment with a baseline, review windows, production budgets, and clear stopping rules.
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ShortsMonkey Editorial
Research & Content
Playbook6 min read
Test YouTube Shorts Ideas Without Claiming an Algorithm Secret
Design original Shorts experiments around a viewer problem and review available evidence without claiming an algorithm secret.
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ShortsMonkey Editorial
Research & Content
Worksheet6 min read
How to Build a YouTube Outlier Research Worksheet
Copy a practical field table, work through hypothetical examples, and turn a shortlist into an original production decision.
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ShortsMonkey Editorial
Research & Content