Methodology

A layered probabilistic framework — from information aggregation to calibrated simulation — designed for explainability, not black-box rankings.

System Layers

1

Data Layer

8 weighted mock sources · prospect database · betting markets

CBS FinalBleacher ReportTankathonNBA Draft NetHoopshqNetscoutsSB NationUSA Today FTW
2

Consensus Layer

Source-weighted robust trimmed-mean aggregation

3

Market Layer

Betting odds integration at picks #1–#2

4

Archetype Layer

Creation · shooting · size · defense · upside · NBA-ready

5

Team Fit Layer

Prospect archetype × franchise need profile

6

Monte Carlo Layer

20,000 calibrated stochastic simulations

7

Probability Outputs

Board · volatility · confidence · scenarios

Weight Matrix

Consensus60%
Betting18%
Reliability12%
Team Fit10%
Simulations
20,000
#1 Overall
AJ · 99.9%

Source Reliability

SourceWeightCoverage
tankathon1.546 players
bleacher1.322 players
nbadraftnet1.214 players
cbs final1.030 players
hoopshq1.014 players
netscouts1.014 players
sb nation0.914 players
usa today ftw0.914 players

Information Conflict · AJ Dybantsa

When sources disagree, volatility rises — even for consensus #1 picks.

bleacher#1
cbs final#1
hoopshq#1
netscouts#1
sb nation#1
tankathon#1
usa today ftw#1
espn#10
athletic#20
nbadraftnet#20