Sharing failure records also costs research funding

The options

The order shown is not a ranking of preference.

1. Option 1

   Full release of cleaned failure data

   Helps external exploration but takes on the loss of competitive advantage and the cost of cleanup.

2. Option 2

   Share only with co-researchers

   Adjusts data quality but restricts access opportunities.

3. Option 3

   Internal storage with review per request

   Keeps control of the assets but delays data use and reproduction.

The situation as it stands

The lab has automatically generated far more failed experiments than successful results. Decision deadline: 30 days until the research funding re-review.

Fictional Biomaterials Startup

1. Premise 1The lab has automatically generated far more failed experiments than successful results.
2. Premise 2External researchers have requested the failure records, saying they can reduce duplicated investment.
3. Premise 3The raw data mixes patent ideas with partner institutions' equipment conditions.

Where it holdsSets the budget for releasing and storing the company's experimental data. Confidential data from partner institutions requires separate consent.

What is still unknown

1. Unknown 1Whether the failures come from the hypothesis or from the equipment conditions
2. Unknown 2The degree to which external users can understand the limits of the original experiment

Signals to decide again

• Decide what observation, responsible party, and confirmation window will establish 'whether the failures come from the hypothesis or from the equipment conditions', and re-judge when a new confirmation changes the trade-off between the options.
• Decide what observation, responsible party, and confirmation window will establish 'the degree to which external users can understand the limits of the original experiment', and re-judge when a new confirmation changes the trade-off between the options.