I Just Want to Fix Things
Credibility score: 64/100 — Mostly Credible. Mixed credibility - some claims are solid, others need verification.
BSmeter analyzed "I Just Want to Fix Things" and rated it 64/100 for credibility (a BS score of 36/100 — mostly credible), on 2026-05-20. Its weakest claim — "History Channel effect term coined in 2010 by Wisconsin professor" — scored 45/100 and was flagged as dubious. 18 claims were checked against the video transcript. Scores are produced by BSmeter's AI analysis of the transcript, not independent human verification.
Claims analyzed
Content platforms now make anything that gets watched, unlike past curation — Opinion (50/100)
Classic shift from gatekeeping to algorithm-driven creation — feels right but hard to measure.
Cheap-to-produce content gets surfaced more easily by algorithms than expensive content — Opinion (60/100)
Makes sense on the surface — low-cost content has structural advantages in discovery systems.
Cheap-to-make content wins because it gets made and surfaces best ideas — Opinion (50/100)
Classic market logic — low barriers let talent rise, but only what’s cheap gets tried.
High-quality expensive videos never get made despite higher potential views — Opinion (50/100)
True in the current incentive structure — creators follow what the algorithm rewards now, not what might reward later.
Fact-checking costs 10x more effort than creating BS — OK (65/100)
Brandolini’s Law is real — refuting nonsense takes way more work than making it up.
False news spreads 6x faster and 70% more likely to be retweeted — Solid (75/100)
This is the famous MIT study on Twitter — the numbers check out pretty well.
Humans (not bots) spread lies faster because they're more novel — OK (65/100)
True that humans drive it — but novelty alone doesn't explain everything.
Crash Course is the best thing he's ever done — Opinion (50/100)
Personal take — sweet, but obviously not measurable.
TLC started as educational channel in 1980 then shifted to cheap reality TV — Solid (75/100)
Timeline checks out — they really did start educational before going full reality.
History Channel's Ancient Aliens promotes fake claims like aliens built the pyramids — Verified (90/100)
Dead right — that show is basically a conspiracy documentary dressed up as history.
History Channel effect term coined in 2010 by Wisconsin professor — Dubious (45/100)
Sounds plausible but I can't find any actual professor or paper backing this up.
Crash Course's parent company became a nonprofit on Jan 1 — Solid (80/100)
Straightforward timeline claim with no red flags — matches public records.
Nonprofit structure prevents cost-cutting that hurts quality — Opinion (60/100)
Reasonable strategic view — nonprofit model can reduce profit pressure.
People genuinely want good, in-depth information — Opinion (70/100)
Plausible take on audience motivation — supported by engagement data.
Good information costs more than bad information — Opinion (75/100)
Classic economics observation — production quality has real costs.
Crash Course costs pennies per student but earns even less without coins — OK (65/100)
Sounds reasonable but no hard numbers — just an estimate.
Paying supporters make Crash Course free for everyone else — Opinion (70/100)
Classic freemium model — works in theory, hard to sustain at scale.
Crash Course survives thanks to people who already decided to support it — Opinion (60/100)
He's thanking supporters while gently nudging others — classic donor psychology.
See the full analysis with sources and timestamps →