About this opportunity:
Radio Access Networks are essential for reliable mobile connectivity. However, radio cells or sites can become unavailable due to hardware or software faults, upgrades, power failures, or transport issues.
Estimating how an outage affects end users is challenging. Some users may reconnect to neighboring cells, while others may lose service or experience reduced performance because of increased traffic and congestion in surrounding cells.
The purpose of this thesis is to develop and evaluate a data-driven method for estimating the impact of Radio Access Network outages on end users. The results may support improved incident prioritization, redundancy planning, network development, and outage monitoring. Machine learning may be used as part of the solution.
What you will do:
- Define measurable indicators of user impact, including loss of service, reconnection to neighboring cells, and degraded performance.
- Identify neighboring cells that absorb traffic from an affected cell using mobility statistics, handover data, and outage measurements.
- Estimate the impact on users connected to the affected cell as well as users in neighboring cells affected by increased traffic or congestion.
- Use a network simulator with known ground truth and realistic outage scenarios to validate the proposed method.
- Analyse the results and suggest practical improvements to existing methods for monitoring and observing network outages.
The skills you bring:
- Studies in Engineering Physics, Applied Mathematics, Data Science, Computer Science, or a similar field.
- A solid background in statistics and time-series analysis.
- An analytical and structured approach to problem-solving.
- An interest in data-driven methods and machine learning.
- Ability to work independently as well as collaboratively.
- Previous knowledge of Radio Access Networks is beneficial but not required, as relevant knowledge will be introduced during the thesis.
Why join Ericsson?At Ericsson, you'll have an outstanding opportunity. The chance to use your skills and imagination to push the boundaries of what's possible. To build solutions never seen before to some of the world's toughest problems. You'll be challenged, but you won't be alone. You'll be joining a team of diverse innovators, all driven to go beyond the status quo to craft what comes next.
What happens once you apply? Click Here to find all you need to know about what our typical hiring process looks like.Encouraging a diverse and inclusive organization is core to our values at Ericsson, that's why we champion it in everything we do. We truly believe that by collaborating with people with different experiences we drive innovation, which is essential for our future growth. We encourage people from all backgrounds to apply and realize their full potential as part of our Ericsson team. Ericsson is proud to be an Equal Opportunity Employer. learn more.
Primary country and city: Sweden (SE) || Linköping
Req ID: 791320
Skills Required
- Studies in Engineering Physics, Applied Mathematics, Data Science, Computer Science, or a similar field
- Solid background in statistics and time-series analysis
- Analytical and structured approach to problem-solving
- Interest in data-driven methods and machine learning
- Ability to work independently and collaboratively
- Previous knowledge of Radio Access Networks
What the Team is Saying
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Ericsson Compensation & Benefits Highlights
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Healthcare Strength — Health coverage is described as broad and reliable, with multiple medical plan choices, dental/vision, and mental-health/EAP resources. Available descriptions highlight healthcare and disability insurance as consistent strengths.
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Retirement Support — U.S. materials point to an automatic company 401(k) contribution plus matching that can add up to a notably high employer contribution, and some regions also offer pension options. This structure is often cited as a meaningful component of total rewards.
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Leave & Time Off Breadth — Time-off programs are characterized as generous, with sizable vacation allowances, paid holidays, sick time, volunteer time, and strong parental leave in some locations. PTO is frequently highlighted as a standout element of the package.
Ericsson Insights
What We Do
Ericsson builds the digital connectivity the world relies on. Our technology underpins the mobile networks, platforms, and systems that billions of people, businesses, and societies depend on every day. We are a global leader in communications technology, delivering mobile network infrastructure, cloud software, and wireless connectivity solutions for service providers and enterprises worldwide. Our networks support connectivity across 180+ countries, helping power everyday communication as well as critical digital services at global scale. Connectivity has evolved far beyond consumer mobile use. Today, nearly 80% of the world’s population accesses the internet via mobile networks, and Ericsson is helping shape what comes next. We are advancing 5G and 5G Advanced, developing network APIs that open connectivity to the global developer ecosystem, and applying automation and AI to make networks more intelligent, efficient, and resilient. Ericsson was the first company to launch live 5G networks on five continents, and our 5G platform is now commercially live in 150+ networks across 60+ countries. We also support more than 36,000 enterprise customers, enabling secure, high-performance connectivity for industries such as manufacturing, aviation, logistics, utilities, and public safety, where reliability and performance are mission critical. Innovation is central to how we work. Ericsson has approximately 28,000 employees in research and development, backed by one of the strongest intellectual property portfolios in the industry with 60,000+ granted patents. Our engineers, researchers, and technologists work across 100+ global R&D sites, helping define how networks evolve and how digital infrastructure is built for the long term. As the world moves toward a mobile-first, AI-powered, and cloud-driven future, connectivity becomes the foundation for digital transformation across every industry. Ericsson is building that foundation, shaping the future of digital connectivity through technology that operates at global scale and supports real-world impact, today and for what comes next.
Why Work With Us
Ericsson is a place for people who want to work on technology that powers everyday life. You’ll contribute to large-scale systems used every day, tackle complex challenges in live environments, and keep developing your skills and career in your own vision.
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Ericsson Offices
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Employees engage in a combination of remote and on-site work.
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