The decision is necessary as a result of limited resources in time, knowledge, capital, and people.
A deterministic decision is one where the same input and rules lead to the same outcome every time. A non-deterministic decision allows more than one possible outcome for the same input, often because uncertainty, randomness, or probabilistic reasoning is involved.
Deterministic
-Rule-based and repeatable.
-Easier to audit, test, and explain.
-Best for compliance-heavy or high-stakes decisions where consistency matters.
Non-deterministic
-Can vary across runs or situations.
-Better for open-ended, complex, or creative problems.
-Often used when there is no single obviously correct answer, or when the system must adapt to changing conditions.
Simple example
-Deterministic: “If employee tenure is over 2 years and performance is above threshold, promote.”
-Non-deterministic: “Recommend one of several development actions based on context, likelihood, and judgment,” where different but valid choices may be made.
Practical rule: Use deterministic decisions for guardrails, compliance, and repeatability, and use non-deterministic decisions for exploration, forecasting, and situations where ambiguity is high.
Behind every decision, there is always an element of uncertainty and doubt. You do not and can’t afford to defer the decision until such time that all facts and information are available. The decision is necessary as a result of limited resources in time, knowledge, capital, and people.
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