Mathematical Approach

From multiple choice questions to “Shipitworthiness”

Disclosure

Under Review

SIRA is in the process of obtaining expert reviews of the model used and is also looking for guidance on whether the process IP should be protected before making the calculations public.

Both approaches help meet SIRA’s objective of promoting better information on innovation prospects. And both will help fulfil the aim to make disclosure and transparency an objective of the ratings activities. Your opinions and interests are appreciated:

Brief summary of how the probability rating is calculated

The assessment consists of two parts. Firstly, some data from questions on product development from the business plan, including financial ratios around growth. Secondly, a set of questions to obtain attributes which are up to 50 categorical answers on general product development challenges and approaches.

The latter are sufficiently generalised so that the model is not reliant on any specific dynamic system or simulation of R&D. And a “plug-in” section of the attributes is technology-specific. Nevertheless, using a type of component analysis, scores from the attributes can be converted into the probability of meeting the plan. By applying them to a statistically validated model and then using Bayesian Inference, the probability of meeting plan is consistently calculated. The Bayesian Inference means that the method can also benefit from improving accuracy as statistics accumulate.

Ratings and their probabilities

RatingDescriptionProbability
AAAPrime0.98
AAHigh grade0.94
AUpper medium grade0.88
BBBLower medium grade0.77
BBInvestment grade speculative0.63
BHighly speculative0.37
CCCSubstantial risks0.23
CCExtremely speculative0.12
CLow achievability0.06
DNot achievable0.02