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Positive Dependence

Definition

Events are positively dependent when the occurrence of one increases the probability of the other: P(A|B) > P(A). In this case P(A and B) > P(A) x P(B). Treating positively dependent events as independent underestimates their joint probability, making the coincidence appear rarer than it is.

Definition
P(A given B) is greater than P(A)
Effect on joint probability
P(A and B) exceeds P(A) times P(B)
Risk if ignored
Joint probability of the events is underestimated

Common questions

Why does treating positively dependent events as independent matter in court?+

Multiplying their probabilities as if independent produces a smaller combined probability than the true figure, making a coincidence of evidence look rarer, and therefore more incriminating, than it actually is.

What is an example of positive dependence in forensic evidence?+

Two trace evidence types that tend to co-occur because they share a common source or transfer mechanism, such as fibres and glass fragments picked up together at the same scene, rather than arising from separate independent events.

Related terms

Conditional Probability
The probability of event A given that event B has already occurred, written P(A|B). Conditional probability is the basis of the multiplication...
Hardy-Weinberg Equilibrium
A condition in a population where genotype frequencies at a single locus conform to expectations derived from allele frequencies alone, assuming random...
Linkage Disequilibrium
The non-random association of alleles at different loci within a population. Certain HLA allele combinations (e.g., HLA-A1 with HLA-B8 with HLA-DR3) occur...
Multiplication Rule
For any two events: P(A and B) = P(A) x P(B|A). When A and B are independent, this simplifies to P(A) x...
Statistical Independence
Events A and B are independent if P(A|B) = P(A), equivalently P(A and B) = P(A) x P(B). Knowing B occurred gives...

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