Spotify Business Model & Metrics Questions
Examines Spotify's business model, including revenue streams (subscription plans, advertising, and partnerships), pricing strategy, freemium versus premium dynamics, licensing considerations, and platform economics. Covers key performance indicators such as monthly active users, subscribers, churn, ARPU, customer lifetime value, growth metrics, and competitive positioning, along with strategic decisions around content licensing, podcasts, and monetization diversification.
MediumTechnical
0 practiced
Compare forecasting approaches for monthly subscriber counts: ARIMA/Prophet (time-series) vs machine learning models (random forest, gradient boosting). Discuss data requirements, seasonality and holiday handling, external regressors, explainability, and operational considerations for retraining and deployment.
MediumTechnical
0 practiced
Given a 'payments(user_id, payment_date, amount)' table, write SQL to compute cohort-based LTV for users who signed up in the same month using discounted cash flow with an annual discount rate r (converted to monthly). Output columns: cohort_month, avg_discounted_revenue_per_user. State assumptions about horizon and missing payments.
EasyTechnical
0 practiced
As a BI analyst, explain freemium vs premium dynamics for a streaming service like Spotify. Describe the key metrics you would track (e.g., conversion rate, trial-to-paid, ARPU differences, retention), the typical funnel stages you would instrument, and how these dynamics change reporting and experimentation priorities.
MediumTechnical
0 practiced
Describe how you'd detect fraudulent or bot-driven streaming activity that inflates stream counts and causes overpayment in royalties. List signals (e.g., extremely high streams/day, identical user agents, IP patterns), provide example SQL heuristics or filters, thresholds for flagging, and how you'd integrate flagged records into downstream reporting (quarantine vs adjustment).
HardTechnical
0 practiced
Design an instrumentation plan and metric protocol to measure 'premium conversion rate' (free → paid) for Spotify. Specify the required events, event attributes, user identifiers, attribution window, handling of family plans and multi-device users, sampling strategies (if any), and how to maintain consistent definitions across dashboards.
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