Time-decay attribution assumes that interactions closer to the conversion had more influence. Credit falls off exponentially with time; in BrainyMetrics a touchpoint's weight halves for every seven days between it and the conversion.
It suits short sales cycles and promotions, where the last few days matter most, while still giving earlier touches some credit.