CS Credibility Systems
Bayesian prior calculator
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Build Tool 3

Bayesian Prior Calculator

Document an initial probability estimate before assessment, convert that prior to odds, apply a likelihood ratio, and record transparent assumptions for professional review.

Safety and ethics

This tool is intended for structured reasoning, training, and documentation. It does not determine truth, deception, guilt, liability, or credibility. Any prior probability must be interpreted alongside evidence, professional judgement, and the limits of the assessment method.

1. Case Information

2. Prior Probability Builder

The prior should be justified by transparent reasoning, base-rate information, case context, or clearly stated assumptions. Avoid using the calculator to decide facts.

Structured prior factors

3. Prior-to-Odds Conversion

Prior probability-
Prior odds in favour-
Prior odds against-
Initial support band-

4. Likelihood Ratio Input

Example labels below are illustrative placeholders only, not scientific claims about any specific test.

5. Posterior Calculator

Posterior values are conditional outputs from the selected assumptions. They are not factual findings.

LR used-
Posterior odds-
Posterior probability-

Before

After

Change from prior: -

6. Scenario Comparison

ScenarioLRPosterior probability

7. Sensitivity Analysis

Sensitivity posterior probability-

8. Prior Selection Rationale

9. Output Summary