Let and . Applying the Nelson–Aalen estimator separately to group gives
with a zero contribution when the event at occurs in the other group.
The group-specific estimated cumulative hazard jumps only when that group experiences the event, so
Put . The difference between the two Nelson–Aalen estimator increments is
Therefore the log-rank weights
make each summand of equal the corresponding summand of , and hence .
The variance of an estimated hazard increment is large when its group has few individuals in the risk set. The log-rank weights are near zero when either or is small and are largest when both groups retain substantial information. They therefore suppress noisy late-event comparisons and weight each observed-minus-expected event by its available information. Unit weights would instead give equal influence to unstable increments from depleted risk sets.

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