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