Hybrid Data Scientist presso 4AG Robotics Inc.

The Opportunity 

At 4AG Robotics, we build robots that harvest mushrooms, and we’re growing fast. Our systems generate a huge amount of performance and time-series data, and we’re looking for a Data Scientist to join our Software Team to help us make sense of it all. You’ll work closely with our cloud and on-prem data infrastructure to analyze trends and uncover insights that help improve robot performance in the field. If you love solving complex data problems, working with a high-ownership team, and want to have a direct impact on real-world automation, this is your kind of role. 

What You’ll Do 

• Analyze performance and operational data from our deployed robots to identify trends, issues, and improvement opportunities. 

• Work directly within our C++/SQL-based stack to extract and analyze system data (this isn’t a dev-heavy role, but experience navigating code and databases is key). 

• Collaborate with software developers, roboticists, and hardware engineers to translate insights into product and system improvements. 

• Build tools, queries, and visualizations to support internal analysis and decision-making. 

• Help maintain and optimize data access pipelines across both cloud and on-prem systems. 

• Present findings in a way that’s digestible to cross-functional teams, from engineering to field operations. 

What Success Looks Like 

• You’ve uncovered data-driven insights that led to measurable improvements in robot reliability, efficiency, or uptime. 

• You’re the go-to person for understanding performance patterns across our deployed fleet. 

• Your tools and analysis are helping the Software Team (and beyond) make faster, smarter decisions. 

• You’re proactively working with the team to identify new areas where data can drive product improvements. 

• You’ve built confidence in the data, and how we use it. 

What You Bring 

• Solid experience working with large, complex datasets in a production environment. 

• Strong proficiency with SQL and an understanding of how to navigate and interpret C++-based data systems. 

• Experience with performance, time-series, or sensor data — especially in embedded or robotics systems. 

• Comfort working with both on-prem and cloud storage systems. 

• Strong communication skills — you can explain technical findings clearly and collaborate well across disciplines. 

• Bonus points if you’ve built custom analytics tools or pipelines that others rely on. 

Why This Role Matters 

As part of our Software Team, you’ll be a key player in transforming raw system data into actionable insights. Your work will directly improve how our robots perform in the field — reducing downtime, increasing efficiency, and making life easier for our customers. This is your chance to work at the cutting edge of agtech, helping bring real change to a global industry through robotics and data. 

What We Believe 

At 4AG Robotics, we embrace the fast pace of start-up life. Innovation drives us, and staying open to new ideas keeps us moving forward. We encourage healthy debate but always commit to moving forward as a team. We work hard, support each other fully, and value agility over bureaucracy. And yes, the freezer is always stocked with ice cream!