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user lifecycle

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DataFunSummit
DataFunSummit
Feb 9, 2024 · Artificial Intelligence

STAN: A User‑Lifecycle‑Based Multi‑Task Recommendation Model for Shopee

The article introduces STAN, a multi‑task recommendation framework that leverages user lifecycle segmentation to jointly optimize CTR, stay‑time, and CVR, detailing the business context, key challenges, solution architecture, offline and online evaluations, and future research directions.

CVRRecommendation systemsctr
0 likes · 8 min read
STAN: A User‑Lifecycle‑Based Multi‑Task Recommendation Model for Shopee
DataFunTalk
DataFunTalk
Nov 27, 2023 · Artificial Intelligence

STAN: A User‑Lifecycle‑Aware Multi‑Task Recommendation Model for Shopee

This article introduces STAN, a user‑lifecycle‑aware multi‑task recommendation model proposed by Shopee that refines CTR, CVR, and stay‑time predictions by identifying and tracking user states, demonstrates offline gains on Shopee and public datasets, and reports online improvements in click‑through, dwell‑time, and order metrics.

CVRRecommendation systemsctr
0 likes · 8 min read
STAN: A User‑Lifecycle‑Aware Multi‑Task Recommendation Model for Shopee
DataFunTalk
DataFunTalk
Jan 20, 2022 · Product Management

User Lifecycle Management: Definitions, Segmentation, Metrics, and Operational Strategies

This comprehensive guide explains user lifecycle concepts, including definitions of lifetime and LTV, segmentation methods, stage-specific operational tactics, system architecture, and key performance indicators to help product teams optimize acquisition, growth, retention, and revenue across the entire user journey.

LTVgrowth strategyproduct analytics
0 likes · 14 min read
User Lifecycle Management: Definitions, Segmentation, Metrics, and Operational Strategies
Qunhe Technology User Experience Design
Qunhe Technology User Experience Design
Nov 22, 2021 · Product Management

How a Six-Person Team Built a Multi-Million Membership Business from Scratch

This article details how a six‑person SaaS team built a multi‑million‑revenue C‑end membership program from scratch, covering product definition, user journey, lifecycle modeling, automated marketing, and data‑driven growth experiments that drove over 50% year‑over‑year renewal improvements.

SaaSdata-driven optimizationmembership growth
0 likes · 13 min read
How a Six-Person Team Built a Multi-Million Membership Business from Scratch