DWS Group

Data Scientist

Take your Unity skills to the next level with Part 3 of this quiz, covering scripting, physics, rendering, and performance optimization!

Test your Unity expertise with this quiz, covering initialization to advanced rendering and physics!

Test your Unity knowledge with this comprehensive quiz, covering everything from MonoBehaviour basics to advanced physics, rendering, and optimization techniques across multiple difficulty levels!

Assess your knowledge of Unity's Rigidbody component and its advanced physics interactions with this in-depth quiz!

Test your understanding of Unity’s Physics, Movement, and MonoBehaviour with this insightful beginner-friendly quiz!

Dive into the fundamentals of open-world game development in Unity with this beginner-friendly quiz.

Challenge yourself with this beginner-friendly quiz on building an endless runner in Unity!

Test your beginner-level knowledge of Unity platformer development with this engaging quiz.

Test your basic knowledge of Unity and Unreal Engine with this beginner-friendly quiz on game development fundamentals.

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

Keywords Studios

Financial Analyst

Hasbro

Accountant - Maternity Cover FTC

Senior Modeler

DNEG

Layout TD

G5 Games

Business Development Team Lead

Playrix

Technical Writer

ElevenLabs

Data Labeler - Music

Garena

Backend Engineer/Senior Backend Engineer

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 Manager

Creative Head

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>

Follow Mayank - career advice

Follow Mayank Grover for game development resources

Free | C# | Midnight Pizza Fight

Free | C++ | Lethos

Free | C++ | Pong

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 Data Scientist at DWS' AI & Analytics Hub, you'll build advanced analytics use cases (peer comparison, market flow trends) on their Qlik Sense BI platform.  You'll develop AI solutions (GenAI, Machine Learning) to enhance competitiveness and efficiency. Responsibilities include fund flow prediction, market sentiment analysis, and improving the self-service Qlik Sense platform. You will also contribute to data model improvements, integrate strategic data sources, and enhance methodological and technological approaches.  Strong communication between business and IT teams is crucial, along with a startup mentality.

<div class="jobs-box__html-content jobs-description-content__text t-14 t-normal
 jobs-description-content__text--stretch" id="job-details" tabindex="-1">
 <h2 class="text-heading-large">
 About the job
 </h2>

 <div class="mt4">
 
 Position Overview Job Title: Data Scientist Corporate Title: Associate Location: Mumbai, India Role Description About DWS DWS, publicly listed asset management division of Deutsche Bank, is one of the world's leading investment management organizations with over €900 billion of assets under management. DWS provides flexible products and solutions to a wide range of investment opportunities across all asset classes – from pooled funds to highly customized portfolios for a wide range of investors and offers individuals and institutions traditional and alternative investments across all major asset classes. About The Team Of AI &amp; Analytics Hub AI &amp; Analytics Hub is a sub-division within the COO Division. Our objective is to drive companywide AI adoption at DWS forward, develop state of the art analytical models and visualizations and to integrate the best available data in order to facilitate data-driven decision making across a wide range of investment-, product- and coverage-related topics. For this, we leverage advanced analytical methodologies, the latest technology available as well as cooperation with external partners such as universities. Our key focus for analytics is on performance, flows and profitability of DWS’ and peer products across all asset classes, client segments and regions. We are a global team of experts partnering closely with portfolio managers, product specialists and coverage teams. We are strong believers in data-based decision making. About DWS India (P) Ltd. DWS India (P) Ltd., is a wholly owned subsidiary of DWS Group GmbH &amp; Co. KGaA (part of Deutsche Bank Group). Our teams in Mumbai focus on Research &amp; Analytics, Portfolio Management Support, Business Management Support, etc. across all divisions of DWS Group. What We’ll Offer You As part of our flexible scheme, here are just some of the benefits that you’ll enjoy, <ul><li>Best in class leave policy.</li><li>Gender neutral parental leaves</li><li>100% reimbursement under childcare assistance benefit (gender neutral)</li><li>Sponsorship for Industry relevant certifications and education</li><li>Employee Assistance Program for you and your family members</li><li>Comprehensive Hospitalization Insurance for you and your dependents</li><li>Accident and Term life Insurance</li><li>Complementary Health screening for 35 yrs. and above </li></ul>
Your Key Responsibilities As a Data Scientist you are part of the AI &amp; Analytics Hub in the global COO division: <ul><li>Build advanced analytics use cases on investment- and product-related topics for e.g. Peer Comparison, Market Flow Trends, Performance etc. on our Qlik Sense based business intelligence (BI) platform</li><li>Build state-of-the-art AI-solutions (GenAI, Machine Learning, etc.) which can differentiate ourselves from competitors and increase efficiency in our company</li><li>Work on product-related topics (e.g., fund flow prediction, market sentiment, trend analysis, rating forecasting, sales opportunities)</li><li>Further expand capabilities of our self-service Qlik Sense platform</li><li>Improve our central data model and support further integration into strategic data sources of DWS</li><li>Contribute to ongoing methodological and technological improvements of our approach</li><li>Be an effective communicator between business and IT/ digital teams</li><li>Embrace start-up mentality to ensure competitiveness in a growing digital market. </li></ul>
Your Skills And Experience Education and Experience: <ul><li>Bachelor or Master in Computer Science/ Engineering/ Statistics or any other quantitative discipline</li><li>2+ year experience in the implementation of data science solutions (ETL, model implementation, data processing)</li><li>2+ year experience in data visualization, preferably in the leading BI platform Qlik Sense</li><li>2+ year experience in data management and modeling</li><li>Experience in Data Science with Python &amp; (Big) Data Engineering</li><li>Knowledge of GCP (e.g. Vertex AI, Looker, Big Query, AutoML, DataFlow), Hadoop / Spark and relevant data science libraries would be a definite plus</li><li>Experience in implementing LLMs and RAG-layers into business applications</li><li>Experience in prompt engineering</li><li>Advanced Proficiency in MS-Office, particularly XLS and PPT</li><li>Experience with the relevant data providers such as Morningstar, Broadridge, eVestment is an advantage</li><li>Strong analytical skills with engineering mindset</li><li>Good business acumen, with the aptitude to successfully translate between technical and non-technical audiences including a good understanding of the model lifecycle from discovery to deploymen </li></ul>
Competencies: <ul><li>Ability to discuss at eye level with senior business stakeholders – experience in investment management or in strategy consulting would be a plus</li><li>Highly organized with a keen eye for detail and proven track record operating in a fast- paced environment</li><li>Intellectual curiosity and initiative</li><li>Very good communication skills in English - further skills in German would be an asset</li><li>Ability to work independently and as part of the team with an entrepreneurial spirit and a passion to learn and apply new technologies </li></ul>
How We’ll Support You <ul><li>Training and development to help you excel in your career.</li><li>Coaching and support from experts in your team.</li><li>A culture of continuous learning to aid progression.</li><li>A range of flexible benefits that you can tailor to suit your needs. </li></ul>
About Us And Our Teams Please visit our company website for further information: https://www.db.com/company/company.htm We strive for a culture in which we are empowered to excel together every day. This includes acting responsibly, thinking commercially, taking initiative and working collaboratively. Together we share and celebrate the successes of our people. Together we are Deutsche Bank Group. We welcome applications from all people and promote a positive, fair and inclusive work environment.
 
 </div>
 </div>