Pratilipi Live Ops Analyst Interview: Rounds, Questions and Preparation

What the job involves

A Live Ops Analyst monitors live games and creator platforms in real time, tracking metrics like concurrent users, session length, and content performance to spot issues or opportunities. They coordinate with product, engineering, and community teams to run events, fix bugs, and optimize engagement, often working in shifts. The role is data-driven, fast-paced, and sits at the intersection of analytics and operations in gaming and creator economy companies.

Role and Technical Knowledge

1. 1

   What are the key metrics you would monitor daily as a Live Ops Analyst for a gaming and creator platform?

   A strong answer covers DAU, MAU, retention (D1, D7, D30), session length, ARPU, concurrent users, and content engagement metrics like views, likes, and shares. Mention how these vary for games versus creator content.

2. 2

   How would you use SQL to find the top 10 creators by engagement in the last week?

   Outline a query joining user activity and content tables, filtering by date, grouping by creator, and ordering by engagement metrics. Show awareness of efficient queries and handling large datasets.

3. 3

   Explain a live ops event or campaign you would run to boost retention on a platform like Pratilipi's gaming or creator vertical.

   Describe a time-bound event (e.g., double rewards weekend, creator challenge) with clear goals, target audience, success metrics, and how you would measure impact using A/B testing or cohort analysis.

4. 4

   What are some common live issues in gaming and creator platforms, and how would you detect them?

   Mention server latency, payment failures, content moderation backlogs, or sudden drop in concurrent users. Explain using real-time dashboards, alerts, and anomaly detection to spot them quickly.

Practical Scenarios

1. 5

   You notice a 20% drop in daily active users over the last 3 days. How would you investigate and respond?

   Start by checking for technical issues (app crashes, server downtime), then segment by platform, geography, and user cohort. Look for recent changes (updates, events) and coordinate with engineering or product to mitigate.

2. 6

   A top creator on the platform reports a sudden drop in views and earnings. How do you handle this?

   Acknowledge the issue, check if it's isolated or widespread, review algorithm changes or content policy updates, and communicate transparently. Suggest a fix or compensation if warranted, and follow up.

3. 7

   During a live in-game event, server latency spikes and players complain. What do you do?

   Prioritize player experience: escalate to engineering immediately, post status updates, and consider temporary measures like rolling back changes or throttling non-critical features. Document the incident for post-mortem.

4. 8

   You are asked to design a dashboard for monitoring creator engagement. What metrics and visualizations would you include?

   Include real-time metrics like active creators, content uploads, views per creator, engagement rate, and revenue. Suggest line charts for trends, bar charts for comparisons, and alerts for thresholds.

Behavioural and Teamwork

1. 9

   Describe a time you had to make a quick decision with incomplete information. How did you handle it?

   Use the STAR method: situation, task, action, result. Highlight how you prioritized, communicated, and learned from the outcome. Show comfort with ambiguity in live ops.

2. 10

   How would you handle a disagreement with a senior engineer about the severity of a live issue?

   Emphasize data and user impact: present metrics, listen to their perspective, and aim for a consensus that minimizes user harm. Show respect and focus on the shared goal.

3. 11

   Live ops often involves shift work, including nights and weekends. How do you stay effective and manage handovers?

   Discuss routines for staying alert, using checklists for handovers, and documenting key events. Mention flexibility and reliability as key traits.

4. 12

   Tell me about a time you worked in a team to achieve a goal under time pressure.

   Give a specific example, your role, how you coordinated, and the result. Highlight communication and adaptability, which are crucial in live ops.

HR and Motivation

1. 13

   Why do you want to work in live ops for a gaming and creator economy company?

   Connect your passion for gaming or creator content with the analytical and real-time problem-solving aspects. Mention specific aspects of the sector, like fast-paced environments and direct user impact.

2. 14

   How do you keep up with trends in gaming and the creator economy?

   Name sources like gaming news sites, creator forums, or analytics blogs. Show curiosity by discussing recent trends (e.g., short-form video, in-game economies) and how they affect live ops.

3. 15

   Where do you see yourself in 2-3 years in this role?

   Show ambition to grow into senior live ops, product analytics, or strategy roles. Emphasize learning, taking on more responsibility, and contributing to larger projects.

4. 16

   What is your expected salary for this role?

   Research typical fresher salaries for live ops analysts in India (e.g., 3-6 LPA) and give a range. Be flexible and focus on the opportunity to learn and grow.