A point estimate is a single figure, an average expected settlement value, a median time to resolution, that collapses an entire probability distribution into one number and discards the two properties a capital allocator actually needs to price risk correctly: the width of the distribution and the shape of its tail. Two matters can share an identical point estimate and represent entirely different risk once their underlying distributions are examined, one clustered tightly around its median with a narrow band, the other split between a modest majority outcome and a small-probability, large-magnitude tail with almost no mass in between. Pricing both matters off their shared point estimate treats them as the same position, which they are not, and the difference is precisely the information a distribution carries and a point estimate discards. This platform builds and discloses distributions specifically to avoid this collapse, reporting a settlement band or a duration distribution with a stated percentile and sample size, rather than a single number presented with a confidence the underlying evidence may not support, since a distribution's width is itself part of what an institution needs to know before it prices a position, not a detail to be smoothed away for the sake of a cleaner-looking report.
Working through a diligence process?
Institutional partners evaluating a position against this platform's outcome and duration models are welcome to reach out directly.
