ADCI
Technology
DataScientist
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“Data Scientist at ADCI. Skills: Data Science, Machine Learning, IoT Networks, Geospatial Analysis. Build and improve Sidewalk's coverage forecast models. Analyze gateway telemetry”
Industry & Context.
Analytical; Problem-solving
What They're Looking For.
Must Have
2+ years of data scientist experience, 3+ years of data querying languages (e. g. SQL), 3+ years of scripting languages (e. g. Python), 3+ years of statistical/mathematical software (e. g. R, SAS, Matlab, etc.) experience, 3+ years of machine learning/statistical modeling data analysis tools and techniques, and parameters that affect their performance experience, 1+ years of guiding and coaching a group of researchers experience, 1+ years of working with or evaluating AI systems experience
Nice to Have
Knowledge of machine learning concepts and their application to reasoning and problem-solving, Experience working on multi-team, cross-disciplinary projects, Experience applying quantitative analysis to solve business problems, Experience making data-driven business decisions
What You'll Do.
Build and improve Sidewalk's coverage forecast models
Analyze gateway telemetry
Analyze device event data
Analyze registration statistics
Identify coverage gaps
Identify network health trends
Identify device behavior patterns
Develop geospatial models
Optimize coverage map accuracy
Design anomaly detection systems
Identify gateway outages
Identify data limit issues
Identify key refresh failures
Identify device provisioning problems
Research and develop Generative AI solutions
Research and develop LLM-based solutions
Automate device troubleshooting
Automate root cause analysis
Define key network health metrics
Track key network health metrics
Drive end-to-end statistical analysis
Predict optimal gateway placement
Forecast network growth
Partner with engineering teams
Productionize models into Sidewalk's cloud services
Ensure coverage predictions are available
Ensure device analytics are available
How You'll Work.
Team & Collaboration
Software engineers; Data engineers; Product managers
Communication Scope
Written communication; Verbal communication
Full Job Description
Are you passionate about building the world's largest low-power, long-range IoT network? Do you want to use data science to expand connectivity for billions of devices and directly shape how Amazon Sidewalk grows its coverage footprint? If turning IoT telemetry into actionable insights excites you, we want to talk. The Amazon Sidewalk team is looking for an analytical and technically skilled Data Scientist to join our team. In this role, you will design, build, and deploy machine learning models and analytical solutions that power Sidewalk's coverage map, optimize network performance, and drive insights from one of the largest mesh IoT networks in the world. Amazon Sidewalk is a shared network that helps devices like Ring, Echo, and third-party IoT endpoints work better at home and beyond the front door. Sidewalk uses Bluetooth Low Energy (BLE), 900 MHz LoRa, and FSK radio protocols to extend the working range of low-bandwidth devices through a network of millions of Sidewalk-enabled gateways. This role puts you at the center of understanding and expanding that network. This role offers wide scope, autonomy, and ownership. You will work closely with software engineers, data engineers, and product managers to put algorithms into practice. You should have strong business judgment, excellent written and verbal communication skills, and be willing to take on challenging initiatives both independently and as part of a team. Key job responsibilities - Build and improve Sidewalk's coverage forecast models that predict network availability across BLE, LoRa, and FSK link types for any geographic location. - Analyze gateway telemetry, device event data, and registration statistics from the Sidewalk Data Lakehouse to identify coverage gaps, network health trends, and device behavior patterns. - Develop geospatial models that leverage gateway location data, signal propagation characteristics, and device density to optimize coverage map accuracy. - Design anomaly detection syste
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