01.
Long Duration
1-2 experiments per day 10 years from
lab to production
02.
High Cost
1 lab-scale success with a new product can cost
$2-20 million
03.
Low Success Rate
55% experimental data is unstructured
50% experiments are unrepeatable
70% of researchers struggle to repeat results
50% experiments are unrepeatable
70% of researchers struggle to repeat results