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Rec Room

Product Data Scientist

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Principal Product Manager | Discovery

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This assessment evaluates your understanding of Unity's component-based architecture, how GameObjects and their components interact, the hierarchy system with nested GameObjects, and how to reference them in scripts.

This assessment evaluates your understanding of Unity's NavMesh system, including navigation baking, NavMeshAgents, pathfinding, obstacles, and scripting interactions with NavMesh to create AI-driven movement.

An assessment to test the correct usage of Unity's events and lifecycle functions in the context of the game "Clash Royale"

- This assessment gives us an idea of your C++ skills - Companies that evaluate this skillset in interviews: Rockstar Games, Ubisoft, Mayhem Studios, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your Data Structures! 📋 &nbsp;- This assessment gives us an idea of your problem solving skills using DSA - Companies that evaluate this skillset in interviews: MPL, LILA Games, GSN Games, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your Programming Patterns! 📋- This assessment gives us an idea of your code architecture skills - Companies that evaluate this skillset in interviews: Dirtcube, PTW, Playshifu, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your OOPs skills! 📋- This assessment gives us an idea of your fundamental OOPS concepts and Solid principles skills - Companies that evaluate this skillset in interviews: Hitwicket, GSN Games, Tomo Club, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your Unity Skills 📋 - This assessment gives us an idea of your Unity fundamentals - Companies you can apply for after taking this assessment: Godspeed games, Salvation Games, nCore Games, etc. - 9 questions: 9 Multiple Choice - Minimum score needed to qualify: 80% - Average time to complete: 5 to 10 minutes

STAGE

Business Analyst - Content

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As a Business Analyst - Content, you'll analyze complex data sets to understand user behavior, improve content recommendations, and optimize user experience.  You will work with cross-functional teams (product, engineering, content, marketing) to ensure data-informed decisions. Key responsibilities include tracking and analyzing content performance across cultures, creating dashboards and reports, analyzing viewer preferences, supporting content acquisition with performance insights, and building forecasting models to predict content success and ROI.  The role requires strong analytical skills, proficiency in SQL, Excel, product analytics tools (Mixpanel, Amplitude), and BI tools (Tableau).

Creative Head

Creative Manager

Content Acquisition Executive

Creative Content Manager - Bhojpuri Web Series

Bhojpuri Promotional Writer

Video Editor

Poster Designer

Brand Marketing Executive

Accountant

<div id="cw-rich-description" style="color:#171B27; margin-bottom: 32px;"> About the opportunity : As a Business Analyst - Content, you will play a critical role in analysing and interpreting complex data sets to help us understand user behaviour,improve content recommendations, optimize user experience, and drive strategic decisions. You will work closely with cross functional teams, including product, engineering, content,and marketing, to ensure our day-to-day work is strongly data-informed. <div> </div>Key responsibilities: <ol><li dir="ltr">Track and analyse content performance across regional cultures. </li><ul><li dir="ltr">Analyse metrics like watch time, completion rates, and engagement for content in different cultures </li><li dir="ltr">Compare performance across cultures to identify successful content patterns </li></ul><li dir="ltr">Create content performance dashboards and reports </li><ul><li dir="ltr">Build automated dashboards showing key content metrics </li><li dir="ltr">Generate regular reports on content performance for stakeholders and content team </li></ul><li dir="ltr">Analyse viewer preferences and behaviour by cultures and regions </li><ul><li dir="ltr">Study how different regions consume content. </li><li dir="ltr">Understand peak viewing times, preferred devices, and viewing patterns by cultures </li></ul><li dir="ltr">Support content acquisition with performance insights and forecasts </li><ul><li dir="ltr">Help acquisition team make data-driven decisions on content purchases </li><li dir="ltr">Predict potential performance of new content based on historical data </li></ul><li dir="ltr">Generate ROI analysis for content investments </li><ul><li dir="ltr">Calculate return on investment for different types of content </li><li dir="ltr">Compare ROI across cultures and genres </li></ul><li dir="ltr">Optimize content scheduling based on viewing patterns </li><ul><li dir="ltr">Recommend best release times for new content </li><li dir="ltr">Optimize content placement on platform based on viewing data </li></ul><li dir="ltr">Create content performance forecasting models </li><ul><li dir="ltr">Build models to predict content success </li><li dir="ltr">Develop viewership forecasts for new content releases </li></ul></ol>Our ideal candidate: Must have: ● 1-4 years of product analytics experience in a B2C context ● Proficiency with SQL, Excel, product analytics (Mix panel, Amplitude or similar) and Business Intelligence (Tableau or similar) tools ● Strong problem-solving skills and an insatiable curiosity to get behind the ‘why’of every problem statement ● Exceptional attention to detail and the ability to work both independently and collaboratively within a cross-functional team Should have: ● Ability to judge what metrics to measure for different problem statements ● Ability to design and run experiments independently ● Ability to write great analysis documents/notes to succinctly communicate your findings to a broad audience ● Experience designing event tracking schemas Nice to have: ● Experience in the OTT/entertainment industry <div dir="ltr"> </div><div> </div> </div>

Paid - Game Dev Bootcamp

Paid - Fullstack Game Development Bootcamp

Follow Mayank - career advice

Follow Mayank Grover for game development resources

Free | C# | Midnight Pizza Fight

Free | C++ | Lethos

Free | C++ | Pong

Paid - Game Programming Patterns

Paid - Game Programming with Programming Patterns

Follow Abhishek - tech content

Follow Abhishek Smith for game programming content

This assessment gives us an idea of your C++ skills- Companies that evaluate this skillset in interviews: Rockstar Games, Ubisoft, Mayhem Studios, etc.- 10 Multiple Choice questions- Average time to complete: 7 to 10 minutes

Let's assess your Data Structures! - This assessment gives us an idea of your problem solving skills using DSA- Companies that evaluate this skillset in interviews: MPL, LILA Games, GSN Games, etc.- 10 Multiple Choice questions

Data Structures and Algorithms

Let's assess your Programming Patterns! ????- This assessment gives us an idea of your code architecture skills- Companies that evaluate this skillset in interviews: Dirtcube, PTW, Playshifu, etc.

Programming Patterns

Let's assess your OOPs skills! ????- This assessment gives us an idea of your fundamental OOPS concepts and Solid principles skills- Companies that evaluate this skillset in interviews: Hitwicket, GSN Games, Tomo Club, etc.

Object Oriented Programming

Let's assess your Unity Skills ????- This assessment gives us an idea of your Unity fundamentals- Companies you can apply for after taking this assessment: Godspeed games, Salvation Games, nCore Games, etc.

Unity Game Engine

Unity Event Functions - Clash Royale

Unity Component System

Unity NavMesh Agent

Game Dev Assessments

As a Product Data Scientist at Rec Room, you will leverage your analytical expertise to mentor junior scientists and analyze player behavior data to inform impactful decisions across the platform.  Responsibilities include building and leading analytics experiments, reports, and dashboards using SQL, R, Python, or other tools.  You'll collaborate with game designers, engineers, and executive leadership, providing strategic insights on player behavior, content trends, and platform dynamics.  You'll identify key levers to optimize player experience, working closely with the Data Engineering team.  The role involves applying statistical techniques (regression, clustering, etc.) to understand player engagement, retention, and monetization, and developing actionable recommendations.

<div class="job__description body"><div>Rec Room is the best place to build and play games together. Chat, hang out, explore millions of rooms, or build something new to share with the world. Rec Room is played on nearly every platform worldwide, and we want to ensure it's played well. We are currently seeking to grow our Data Science organization to cover and partner with a number of internal disciplines:&nbsp;
Please apply here for to be considered for any of the following areas:
<ul>
<li>Growth / Bizops</li>
<li>Player Experience&nbsp;</li>
<li>Creator Tooling</li>
<li>Trust &amp; Safety</li>
<li>Avatar&nbsp;</li>
<li>In-game Economy&nbsp;</li>
</ul>
As a Data Scientist at RecRoom, you'll use your analytical expertise to mentor other scientists and dive deep into player behavior data to drive impactful decisions across the platform. At RecRoom, we tackle a wide array of challenges, from understanding player retention and in-game monetization to optimizing user-generated content, player engagement, and much more. If you have a passion for finding patterns in large datasets and using analytics to inform product development, growth strategies, and player experience, this role is for you!
&nbsp;
WHAT YOU'LL DO:
<ul>
<li>Use quantitative analysis to go beyond surface-level numbers and truly understand what drives player engagement, retention, and monetization.</li>
<li>Build and lead end-to-end analytics experiments, reports, and interactive dashboards using SQL, R, Python, or other analytical tools.</li>
<li>Mentor junior analysts and data scientists, teaching them advanced statistical methods and how to apply them to RecRoom-specific challenges.</li>
<li>Produce actionable insights and recommendations by applying statistical techniques to run robust experimentation to find / deliver value to players.&nbsp;</li>
<li>Work closely with game designers, engineers, and our executive leadership team to deliver strategic insights around player behavior, content trends, and platform dynamics.</li>
<li>Identify and measure key levers to help influence critical player metrics and make strategic recommendations to optimize the player experience.</li>
<li>Collaborate closely with our Data Engineering org to implement, document, validate, and monit&nbsp;</li>
</ul>
WE ARE LOOKING FOR INDIVIDUALS WITH:&nbsp;
<ul>
<li>A degree in a quantitative field such as Mathematics, Statistics, Economics, Computer Science, or a related discipline.</li>
<li>3+ years of experience in data analytics, data science, or a related field, with a focus on user behavior and engagement in digital products or gaming platforms.</li>
<li>Experience in user segmentation, cohort analysis, funnel optimization, time series analysis, and statistical modeling (e.g., regression, clustering).</li>
<li>Expertise in SQL, ETL processes, A/B testing, and statistical analysis using tools like R, Python, or similar packages.</li>
<li>Proficiency in data visualization tools like StatSig, Sigma, or Hex is a plus.&nbsp;</li>
<li>A problem-solving mindset, with the ability to tackle open-ended questions in a structured, hypothesis-driven, data-supported way.</li>
</ul>
 </div><div class="job__pay-ranges"><div class="pay-range"><div class="description"><div class="body">The base pay range for this position is listed below; please note the base pay may vary depending on location, job-related knowledge, skills, and experience. Stock options and, in some cases, a sign-on bonus may be offered as part of the compensation package. We also offer a full slate of benefits, including flexible vacation, medical, dental vision, life and disability coverage, long-term care insurance, FSA, commuter benefits, a 401(k) plan with company match, and a parental leave program. We also offer some not-so-standard benefits, including equipment, family, and pet care stipends.</div></div>Base Pay Range$130,313 - $156,672 USD</div></div><div><p style="color: rgb(0, 0, 0); font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 13px; font-style: normal; font-weight: 400; letter-spacing: normal; text-align: start; word-spacing: 0px; white-space: normal;">COMPANY INFO TO KNOW:&nbsp;
Rec Room offers generous medical, dental, and vision plans that cover you, your spouse/domestic partner, and your children. We also support your retirement benefits with a company match. Rec Room values work-life balance by providing unlimited paid time off. Our company values are real and drive our culture. We work hard to be a safe and friendly place for people from all walks of life.&nbsp;
Rec Room provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state, or local laws.
Applicants who need&nbsp;reasonable accommodation for any part of the application process may contact&nbsp; in confidence. Rec Room will work with each individual to define their application-related needs and to try to accommodate those needs.
Applicants can find our </div></div>