Thinking about the qualitative mechanism is causal reasoning, which humans prefer to statistical reasoning.
Causal knowledge is obtaining by making statistical observations (and not necessarily big datasets of statistical observations).
Thinking about the qualitative mechanism is causal reasoning, which humans prefer to statistical reasoning.
Causal knowledge is obtaining by making statistical observations (and not necessarily big datasets of statistical observations).