Мэтч & Сопровод
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Описание вакансии
TL;DR
Data Scientist (User Growth) (Web3): Designing and developing algorithm strategies for user growth, including segmentation and recommendation systems, with an accent on LTV prediction and churn warning. Focus on building user lifecycle models and implementing A/B tests to drive precision operations and business growth.
Location: Asia, Work-from-home arrangement (may vary depending on the business team)
Company
Binance is a leading global blockchain ecosystem and the world’s largest cryptocurrency exchange by trading volume and registered users.
What you will do
- Design and develop algorithm strategies for user growth, focusing on user segmentation, intelligent recommendations, and incentive optimization.
- Build user lifecycle models, including LTV prediction, churn warning, and conversion prediction based on behavioral data.
- Design and implement A/B tests to evaluate growth strategies and drive continuous iteration.
- Explore user characteristics and behavioral patterns using machine learning and causal inference to improve retention.
- Collaborate with product, operations, and engineering teams to translate algorithms into measurable business outcomes.
Requirements
- Currently pursuing a Master's or Ph.D. in Computer Science, Statistics, Mathematics, AI, or a related field.
- Available to intern at least 4 days per week for a minimum duration of 3 months.
- Solid foundation in machine learning and familiarity with common models like LR, GBDT, and DNN.
- Proficient in Python (NumPy, Pandas, Scikit-learn) and strong SQL skills for independent data extraction.
- Must be based in Asia.
Nice to have
- Notable achievements in data science competitions such as Kaggle or Tianchi.
- Familiarity with Uplift Modeling and Multi-Armed Bandit methods.
- Experience with large-scale data processing frameworks like Spark or Flink.
- Publications in machine learning or data mining fields.
Culture & Benefits
- Work-from-home arrangement depending on the team's needs.
- Opportunity to work within a global organization with a flat structure and world-class talent.
- High level of autonomy and the ability to tackle fast-paced projects in an innovative environment.
- Competitive salary and corporate benefits.
- Continuous learning and professional growth opportunities.
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