Beware of the problem of testing too many hypotheses; the…
“Beware of the problem of testing too many hypotheses; the more you torture the data, the more likely they are to confess, but confessions obtained under duress may not be admissible in the court of scientific opinion.”
About This Quote
This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.
Over‑testing data to fit hypotheses yields false confidence; rigorous, pre‑registered methods protect scientific credibility.
In simple terms: Testing too many ideas can corrupt results.
Key Takeaway
Limit hypotheses before data collection.
Themes
scientific integrity
methodology
bias
rigor
reproducibility
Mood
critical
analytical
cautious
Type
Confession:0
Court:0
Data:1
Duress:0
Hypotheses:1
Hypothesis:1
May:0
Opinion:0
Problem:1
Science:1
Testing:1
Torture:0
Testing Hypotheses:1
Hypotheses Torture:0
Torture Data:0
Confessions Obtained:0
When to use this quote
- clinical trials
- social science studies
- machine learning model validation
Key Concepts
statistics
philosophy of science
research ethics
Questions to Reflect On
- What safeguards can you implement against data dredging?
- How do you balance exploration with confirmation?
A Different Perspective
Pre‑registering limits flexibility and may miss novel insights.