Okay, I've searched for Data Scientist roles in Seattle, WA within the e-commerce industry, requiring 5 years+ experience, full-time positions, and skills in SQL and Python. I have found 142 positions matching your criteria.

Sure. Here's the analysis:

Job Analysis:

This Data Scientist role within TikTok's Global E-commerce Governance and Experience (GNE) team is fundamentally about ensuring a safe, reliable, and high-quality marketplace experience that benefits users, sellers, and creators alike. The core purpose is to leverage data science to measure, monitor, and improve trust and safety in the e-commerce ecosystem by tackling issues such as fraud, policy compliance, and product authenticity. Success in this role demands the ability to translate complex data into clear, impactful business insights while working closely with cross-functional teams to align short-term and long-term governance goals. The emphasis on managing risk and abuse means the candidate needs a nuanced understanding of marketplace dynamics and a proactive mindset in detecting and mitigating emerging threats. Beyond technical proficiency in SQL, Python/R, statistics, and experimentation methodologies, this role requires exceptional communication and collaboration skills in a fast-paced environment. Autonomy and strategic judgment are critical as the data scientist will monitor key metrics, diagnose deviations, and influence stakeholders to act decisively. Success within 6-12 months would likely be marked by establishing reliable governance metrics, uncovering insightful trends that preempt problems, and creating actionable data-driven frameworks that enhance TikTok Shop's trustworthiness and customer experience.

Company Analysis:

TikTok is a global leader in short-form video content, renowned for its creative and dynamic culture that values curiosity, humility, and impact. Positioned as a fast-growing disruptor in digital media and e-commerce, TikTok operates in a competitive, innovative space requiring rapid adaptation and creative problem-solving. The company’s flat organizational structure and emphasis on speed and culture-driven work suggest that the Data Scientist role is highly visible and influential, offering direct opportunities to collaborate across diverse teams internationally. TikTok's mission to inspire creativity and bring joy aligns with the governance team's goal of creating a safe, seamless shopping experience, underscoring the importance of balancing innovation with robust risk management. The culture encourages resilience and continuous learning, which means candidates must be comfortable with ambiguity, rapid iteration, and a strong ownership mindset. TikTok’s global footprint and commitment to diversity foster an inclusive environment that values diverse perspectives—all critical as governance challenges span multiple markets. This role is strategic to TikTok’s broader ambitions to scale its e-commerce platform responsibly, reflecting a high-impact growth mandate rather than just a routine compliance function.

Absolutely. Here are some mock interview questions that could come up:

• Behavioral: Tell me about a time when you had to use data to identify and solve a problem related to fraud or abuse in an online marketplace or product.
• Behavioral: Describe an experience where you collaborated with cross-functional teams to align on business goals and deliver data-driven insights. How did you manage differing priorities?
• Behavioral: Share a situation where you faced ambiguity in a project. How did you proceed to make decisions and ensure progress?
• Behavioral: Give an example of how you have proactively used data to influence a business decision or change process before being asked.
• Technical: How would you design metrics to measure the effectiveness of policies aimed at reducing malicious seller activities on an e-commerce platform?
• Technical: Walk me through your approach to performing deep-dive analyses when you notice sudden shifts in key performance indicators related to user trust and safety.
• Technical: What experimentation techniques or statistical methods would you employ to validate the impact of a new rule or policy on customer experience metrics?
• Technical: Describe your experience with SQL and Python (or R) to extract, clean, and analyze large datasets—what are your best practices?
• Situational: Imagine you detect a sudden increase in policy violations by sellers. How would you investigate and communicate the issue with business partners?
• Situational: You uncover that a key metric used to track fraud risk is being influenced by external seasonal factors. How do you adjust your analysis and recommendations?
• Situational: Suppose a new cross-team initiative requires you to develop new governance metrics under tight deadlines. How would you prioritize and manage expectations?
• Company Fit: Why does TikTok's mission to inspire creativity and joy resonate with you, especially in the context of e-commerce governance?
• Company Fit: How do you see your proactive and impact-driven mindset contributing to TikTok's culture and objectives?
• Company Fit: TikTok values an "Always Day 1" mentality. How have you demonstrated continuous learning and adaptability in your recent roles?
• Questions for Interviewer: What are the biggest challenges currently facing the E-commerce Governance and Experience team, and how can this role make immediate impact?
• Questions for Interviewer: How does TikTok balance rapid innovation in its e-commerce platform with maintaining strict governance and trust standards?
• Questions for Interviewer: Could you describe the typical cross-functional collaboration interactions for this role and the key stakeholders involved?