模型策略运营-TikTok直播
Core
Design and operate a multi-dimensional classification system for TikTok live stream interaction mechanics, collaborating with algorithms to optimize model performance across recommendation, search, and feed scenarios.
Role type
Strategy-level product operations specialist (live streaming)
Builds
User feedback loops for classification strategies and quantitative evaluation frameworks for live stream mechanics
Domain
Social media live streaming / Content understanding (NLP/Multimodal)
Deliverable
production ML models
Required skills
User behavior analysis, A/B testing, SQL, Python, NLP fundamentals, multimodal data understanding, cross-functional collaboration
Preferred skills
Experience with live stream interaction mechanics (group streaming, co-hosting), data asset management
Responsibilities
Decompose user perspectives on live stream interactions to build classification taxonomies; Collaborate with algorithm teams to iterate mechanics recognition models; Design and operate user feedback loops to identify classification biases; Build quantitative evaluation systems for strategy metrics like penetration and retention.
