PhD - Gamification & Behavioral Systems
hace 2 semanas
About Silk
Silk is building Europe's leading hyperlocal rewards network, connecting people with the neighborhoods they live in and the local businesses they care about.
We turn everyday, real-world spending into rewards — automatically, without coupons, cards, or friction. Our product blends payments data, open banking, and behavioral design to create daily engagement at scale.
We are now looking for a PhD-level to help us design and optimize the gamification and incentive systems at the core of Silk.
The Role
You will lead the design and experimentation of AI-driven gamification systems that influence real-world behavior: where people shop, how often they return, how they explore neighborhoods, and how communities grow.
This is not a theoretical role. Your work will directly shape a live product used in physical stores, streets, and neighborhoods.
You will work closely with the CEO, CTO, product, and design teams.
- What You'll Work On
Design and optimize gamification mechanics (challenges, rewards, progression, randomness, social dynamics). - Apply reinforcement learning, bandits, causal inference, and behavioral modeling to real user behavior.
- Personalize incentives and rewards in real time based on user patterns and context.
- Balance short-term engagement with long-term retention and economic sustainability.
- Experiment with neighborhood-level dynamics (collective challenges, social proof, local competition).
- Define success metrics and run continuous experimentation (A/B tests, simulations, offline modeling).
Translate academic concepts into systems that actually ship.
What We're Looking For
PhD in Computer Science, AI, Machine Learning, Computational Social Science, Behavioral Economics, or a related field.- Strong background in applied machine learning, not just theory.
- Experience with:
- Reinforcement learning or decision-making under uncertainty
- Optimization of incentive systems
- User behavior modeling or recommender systems
- Comfort working with imperfect, real-world data.
- Ability to explain complex ideas in simple terms.
- Product mindset: you care about impact, not just papers.
Bonus points if you've worked on:
- Gamification systems
- Marketplaces or two-sided networks
- Consumer apps with daily engagement
Behavioral or experimental economics
What This Is
Not
Not a pure research lab role- Not a hype-driven "AI for AI's sake" position
- Not a corporate environment
This is applied, messy, human, and real.
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