<p>The in-game data platform for game publishers, tournaments organisers, and data consumers.</p>

GRID esports

Senior Machine Learning Engineer - Esports (m/f/x)

Head of Pre-match & Planning - Esports Trading (m/f/x)

Head of Trading Analytics (Esports)(m/f/x)

CS2 Trading Analyst – Esports (Odds & Market Performance) (m/f/x)

Support Operator

GRID is seeking a Senior Machine Learning Engineer to build real-time prediction systems for competitive esports like CS2, Dota2, and League of Legends. This role involves owning the full lifecycle of prediction models, from research to production-grade ML pipelines deployed at scale in a real-time microservices architecture. The ideal candidate is excited about building end-to-end ML systems that make real-time predictions and power live betting markets with continuously updated probabilities and handicap lines.

<h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Job description</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Are you excited about building ML systems that make predictions in real-time?</li><li class="leading-relaxed">Are you driven by building things end-to-end, from research to live systems?</li></ul><p class="my-4 text-gray-700 leading-relaxed">If the answers to the above questions are yes, then this role could be ideal for you!</p><p class="my-4 text-gray-700 leading-relaxed">We are building real-time prediction systems for competitive esports (CS2, Dota2, League of Legends). Our models power live betting markets, producing continuously updated win probabilities, handicap lines, over/under totals, and specialty markets during matches.</p><p class="my-4 text-gray-700 leading-relaxed">We are looking for a Senior ML Engineer to own the full lifecycle of our prediction models: from research notebooks to production-grade ML pipelines, deployed at scale in a real-time microservices architecture.</p><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Job requirements</h3><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">What you will do</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Convert existing model training code into reproducible, automated pipelines (experiment tracking, model versioning, automated retraining), following ML best practices</li><li class="leading-relaxed">Work on algorithms and probabilistic market-derivation logic that powers our live predictions</li><li class="leading-relaxed">Define evaluation metrics, build backtesting frameworks, and monitor model performance in production</li><li class="leading-relaxed">Serve models via a Python microservices stack</li><li class="leading-relaxed">Work with the product team to define new betting markets and the statistical models that support them</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Your skills will include</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">5+ years of professional experience in ML engineering or applied data science</li><li class="leading-relaxed">Experience developing production-grade ML pipelines and are familiar with workflow orchestration, experiment tracking and CI/CD for ML</li><li class="leading-relaxed">Knowledge of object-oriented programming, using vector operations for optimized performance, and a deep understanding of memory management</li><li class="leading-relaxed">A strong grasp of probability and statistics</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Nice to have</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Experience with real-time / streaming ML, models that update or serve live predictions</li><li class="leading-relaxed">Familiarity with betting / trading / quantitative finance, understanding of odds, overround, market-making, or any domain where calibrated probabilities matter</li><li class="leading-relaxed">Experience building MLOps infrastructure</li><li class="leading-relaxed">Knowledge of esports or sports analytics</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Benefits of working at GRID</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Flexible working conditions</li><li class="leading-relaxed">Mental health support</li><li class="leading-relaxed">Company and team-wide events</li><li class="leading-relaxed">Work travel opportunities with travel insurance</li><li class="leading-relaxed">Training and development budget</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">About our culture</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Flexibility: Work from the place that inspires and motivates you the most! From our awesome Berlin/ Wroclaw offices to the comfort of your own home. Meet up in person with your colleagues every so often, making use of the travel opportunities GRID offers</li><li class="leading-relaxed">Sustainability: We want our employees to be well-rested and able to perform effectively. We offer a generous vacation allowance (28+ days a year) and the opportunity to speak with professional counselors to support mental health, covered by the business</li><li class="leading-relaxed">Pragmatic: GRID thrives on being rational, allowing us to make the best decisions rather than keeping to rigid processes and procedures that don’t work well for us</li><li class="leading-relaxed">Fostering growth: Empowering employees who are determined to grow by providing a self-development budget and strong career advancement opportunities. Support from your teammates to guide and encourage you to grow in your desired professional field</li><li class="leading-relaxed">Company culture: We believe a diverse industry is best served with an inclusive and diverse workforce. With people based in over 24 countries, our latest employee survey shows that more than 98% agree GRID provides a supportive, effective remote work environment</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">About GRID</h3><p class="my-4 text-gray-700 leading-relaxed">Founded in 2018 in Berlin, GRID offers the GRID Data Platform to the esports & games industry. Specializing in in-game and play-by-play data, GRID curates data for game developers and tournament organizers and leverages its data platform to unlock the potential of the right holders’ data assets for the purposes of storytelling, fan engagement, and integrity.</p><p class="my-4 text-gray-700 leading-relaxed">GRID’s official data partnerships cover multiple partnered rights holders (data sources) and integrated commercial data consumers, covering 15+ game titles. Our exclusive data partners include the likes of Riot Games, Ubisoft, Krafton, Moonton, BLAST, PerfectWorld, Hero Esports and CCT.</p><p class="my-4 text-gray-700 leading-relaxed">If you have the ambition and desire to work at the forefront of cutting-edge industry projects, then GRID is the place for you.</p><p class="my-4 text-gray-700 leading-relaxed">Apply today to find out more and begin your journey!</p>

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Rockstar Games is seeking a passionate Associate Principal Linux Systems Engineer to build and support highly redundant and scalable Linux environments. This full-time, in-office role at the NYC headquarters involves 24x7 operations for online games, features, and services, including hands-on maintenance, patching, server migrations, and developing standard operating procedures. The ideal candidate will have over 10 years of experience with RHEL/CentOS, configuration management tools like Chef/Puppet/Ansible, and expertise in network protocols, CDN providers, and scripting. Responsibilities also include administering monitoring services and ensuring high availability for production environments.

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<p class="my-4 text-gray-700 leading-relaxed">At Rockstar Games, we create world-class entertainment experiences.</p><p class="my-4 text-gray-700 leading-relaxed">Become part of a team working on some of the most rewarding, large-scale creative projects to be found in any entertainment medium - all within an inclusive, highly-motivated environment where you can learn and collaborate with some of the most talented people in the industry.</p><p class="my-4 text-gray-700 leading-relaxed">Rockstar is on the lookout for a passionate Associate Principal Linux Systems Engineer who is skilled at building and supporting Linux environments that are highly redundant and scalable.</p><p class="my-4 text-gray-700 leading-relaxed">This is a full-time, in-office position based out of Rockstar’s NYC headquarters in Downtown Manhattan.</p><h4 class="text-lg md:text-xl font-semibold mt-6 mb-2 text-gray-800">WHAT WE DO</h4><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">24x7 Linux operations of our online games, features, and services.</li><li class="leading-relaxed">Hands-on support to the operations of online and development environments.</li><li class="leading-relaxed">Build and plan infrastructure for upcoming releases.</li></ul><h4 class="text-lg md:text-xl font-semibold mt-6 mb-2 text-gray-800">RESPONSIBILITIES</h4><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Hands-on maintenance and administration of Linux based systems.</li><li class="leading-relaxed">Perform patching and support server migrations as needed.</li><li class="leading-relaxed">Develop standard operating procedures to ensure high availability.</li><li class="leading-relaxed">Perform routine system maintenance when needed to resolve issues.</li><li class="leading-relaxed">Support root cause analysis efforts across multiple infrastructure layers.</li><li class="leading-relaxed">Ensure a highly available production environment particularly during system maintenances.</li><li class="leading-relaxed">Administer monitoring services such as Check_MK, Splunk, Grafana and Graphite.</li><li class="leading-relaxed">Provide timely and creative solutions to difficult problems.</li></ul><h4 class="text-lg md:text-xl font-semibold mt-6 mb-2 text-gray-800">REQUIREMENTS</h4><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Bachelor’s Degree in Computer Science or related field, IT certifications, or equivalent experience.</li><li class="leading-relaxed">10+ years’ experience in a Linux environment using related technologies and standards such as DHCP, DNS, LDAP, Kerberos, CIFS/SMB.</li><li class="leading-relaxed">In-depth hands-on experience with RHEL or CentOS as well as configuration management experience with either Chef, Puppet or Ansible.</li><li class="leading-relaxed">Experience administering systems in a high traffic, multi-system, public facing environment.</li><li class="leading-relaxed">Experience configuring and maintaining Apache servers.</li><li class="leading-relaxed">Experience administering one of the following: Elasticsearch, Cassandra, Mongo, Hadoop (Hive, HDFS, Impala, Oozie), MySQL or PostgreSQL.</li><li class="leading-relaxed">Possess a thorough understanding of network protocols and standards such as TCP/IP, UDP, HTTP/S and SSL/PKI.</li><li class="leading-relaxed">Experience working with major CDN providers.</li><li class="leading-relaxed">Experience scripting in one of the following languages: Bash, Python, PHP, or Perl.</li><li class="leading-relaxed">Experience with REST API automation.</li></ul><h4 class="text-lg md:text-xl font-semibold mt-6 mb-2 text-gray-800">PLUSES</h4><p class="my-4 text-gray-700 leading-relaxed">Please note that these are desirable skills and are not required to apply for the position.</p><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Experience supporting online game development and production environments.</li><li class="leading-relaxed">General Cisco IOS administration experience for adding removing VLANS and LACP bonds.</li><li class="leading-relaxed">Knowledge of PowerShell.</li></ul><h4 class="text-lg md:text-xl font-semibold mt-6 mb-2 text-gray-800">HOW TO APPLY</h4><p class="my-4 text-gray-700 leading-relaxed">Please apply with a resume and cover letter demonstrating how you meet the skills above. If we would like to move forward with your application, a Rockstar recruiter will reach out to you to explain next steps and guide you through the process.</p><p class="my-4 text-gray-700 leading-relaxed">Rockstar is committed to creating a work environment that promotes equal opportunity, dignity and respect. In line with this commitment, Rockstar will provide reasonable accommodations to qualified job applicants with disabilities during the recruitment process in order for such applicants to be considered for the position for which they are applying, as well as to qualified employees to enable them to perform the essential functions of their roles. If you need more information about Rockstar’s reasonable accommodation policies or process, or need to request an accommodation, please notify your recruiter during the interview process.</p><p class="my-4 text-gray-700 leading-relaxed">If you’ve got the right skills for the job, we want to hear from you. We encourage applications from all suitable candidates regardless of age, disability, gender identity, sexual orientation, religion, belief, race, or any other protected category.</p><p class="my-4 text-gray-700 leading-relaxed">#LI-BW1</p><p class="my-4 text-gray-700 leading-relaxed">The pay range for this position in New York State (inclusive of New York City) at the start of employment is expected to be between the range below* per year. However, base pay offered is based on market location, and may vary further depending on individualized factors for job candidates, such as job-related knowledge, skills, experience, and other objective business considerations.</p><p class="my-4 text-gray-700 leading-relaxed">Subject to those same considerations, the total compensation package for this position may also include other elements, including a bonus and/or equity awards, in addition to a full range of medical, financial, and/or other benefits. Details of participation in these benefit plans will be provided if an employee receives an offer of employment. If hired, employee will be in an "at-will position" and the company reserves the right to modify base salary (as well as any other discretionary payment or compensation or benefit program) at any time, including for reasons related to individual performance, company or individual department/team performance, and market factors.</p><p class="my-4 text-gray-700 leading-relaxed">*NY Base Pay Range</p><p class="my-4 text-gray-700 leading-relaxed">$156,000 - $175,000 USD</p>

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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

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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.

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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.

Senior Machine Learning Engineer - Esports (m/f/x)

Head of Pre-match & Planning - Esports Trading (m/f/x)

Head of Trading Analytics (Esports)(m/f/x)

CS2 Trading Analyst – Esports (Odds & Market Performance) (m/f/x)

Support Operator

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