Okay, I've searched for Lead Data Scientist roles in Los Angeles within the tech industry, for full-time positions, requiring over 8 years of experience, and strong SQL and Python skills. I found 125 positions suitable for your criteria.

Sure. Here's the analysis:

Job Analysis:

The Lead Data Scientist role at Scribd is fundamentally aimed at shaping the strategic direction of how the company prioritizes and invests in content through data. This involves a complex interplay between technical acumen and strategic insight, as the individual will be tasked with building models and frameworks that define content value and guide significant business decisions. The position requires strong collaboration with cross-functional teams across Content, Product, and Engineering, facilitating the alignment of data insights with content strategy. Key responsibilities such as defining content valuation frameworks and analyzing user engagement signals are not just about technical prowess; they reflect the necessity to enhance platform personalization and user interaction in a rapidly evolving tech landscape. Success in this role involves establishing robust data-backed strategies that not only drive user engagement but also align with long-term business objectives and content ROI, creating a lasting impact on the user experience.

Company Analysis:

Scribd, Inc. occupies a distinctive space in the technology industry focused on written and spoken content, emerging as a leader in what can be viewed as a rapidly transforming subscription platform. Its positioning as a prominent player allows the Lead Data Scientist to have a significant influence on how millions engage with the content catalog, making their role paramount amidst a backdrop of innovation. The company culture prioritizes collaboration, boldness, and GRIT as core values, fostering an environment where employees are encouraged to engage boldly while being grounded in shared goals. This reflects a dynamic and supportive workplace that values flexibility alongside community, which is crucial for a role that requires cross-functional coordination. The individual in this position will likely find themselves strategically placed within the organization, working closely with executives and product teams, enhancing visibility and influence over major strategic decisions that propel Scribd's mission forward. Ultimately, this role is pivotal not only for its focus on technical execution but also as a beacon for Scribd's overarching goal of democratizing knowledge and content.

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

• Tell me about a time when you had to solve a complex analysis problem that required collaboration across different teams.
• Describe a project where you utilized machine learning to enhance user engagement. What was your approach and the outcome?
• Give an example of a situation where you had to present complex data findings to stakeholders. How did you ensure they understood your insights?
• Can you share an experience where you had to pivot a strategy based on data insights that contradicted your initial assumptions?
• How would you approach designing an A/B test to evaluate the impact of a new content feature on user retention?
• What methods would you use to quantify content value in a manner that can guide strategic investments?
• What tools or frameworks do you prefer for building predictive models in large-scale datasets?
• Imagine you are faced with disparate data signals that suggest varying user engagement levels with different content types. How would you determine which signals to prioritize for decision-making?
• Why are you interested in working at Scribd specifically, and how do you see your skills enhancing our content strategy?
• What are your thoughts on the role of AI in content discovery, and how would you integrate this into your data analyses?
• How would you define and measure success within the first 6-12 months in this Lead Data Scientist role at Scribd?
• What specific aspects of Scribd's mission resonate with you personally, and how would you align your work with these values?
• What questions do you have about the collaborative processes between Data Science and other departments at Scribd?