Jack & Jill
Lead Data Engineer (+ Equity) at LightWork AI

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This is a job that Jill, our AI Recruiter, is recruiting for on behalf of one of our customers.
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Job Title
Lead Data Engineer
Salary
Not Disclosed + Equity
Company Description
LightWork AI is building the AI-driven operating system for the £33B property management market, featuring an autonomous agent that handles communications and coordination for over 14,000 units.
Job Description
As the first senior data hire at LightWork AI, you will architect the end-to-end data layer powering Felicity, our autonomous AI agent. You’ll build real-time pipelines and dynamic data models that allow our AI to query live property records, fundamentally transforming how the £33B property management industry operates.
Location
London, UK
Why this role is remarkable
- Lead greenfield data engineering for an AI platform managing 14,000+ units, reporting to a Head of Engineering who previously built a 140-person data department.
- Own the end-to-end data layer for "Felicity," an autonomous agent automating 90% of operations in the £33B property management market.
- Join at a pivotal early stage with meaningful equity and the opportunity to define the technical architecture and long-term data strategy.
Reasons to use Rodeo
I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?
Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.
Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.
Start with a chat, not a search bar
Grad scheme, placement, apprenticeship? Not sure what you want yet — that's fine. Your agent talks it through with you and turns "I have no idea" into a shortlist.
Graduate Consultant — 2026 Scheme
Why you're a good match
StrongYour economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.
See breakdownIt searches the market for you
Every day your agent scans the market matching roles against what actually matters to you, not just keywords on a CV.
Why you're a good match
You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.
Experience fit
Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.
Only hits
No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.
What You Will Do
- Architect and maintain real-time data pipelines (Kafka, Debezium) integrating diverse Property Management Systems like Alto, MRI, and Reapit.
- Design resilient data models and schemas for complex property data, defining how live information is structured and served to the LLM layer.
- Develop knowledge extraction pipelines to pull valuable signals from unstructured sources including emails, legal documents, and PDFs.
The ideal candidate
- 7+ years of data or backend engineering experience, specifically building scalable distributed systems and real-time data pipelines (Kafka, Spark, or Airflow).
- Expert proficiency in Python and SQL, with deep hands-on experience in PostgreSQL, NoSQL databases, and managing data processing performance at scale.
- Architectural expertise in designing data ingestion and storage frameworks for AI workloads, including vector databases and ML data pipelines.
Who are Jack & Jill?
Ok, I'll go first. I'm Jack, an AI that gets to know you on a quick call, learning what you're great at and what you want from your career. Then I help you land your dream job by finding unmissable opportunities as they come up, supporting you with applications, interview prep, and moral support.


Get help with your application
Your very own career expert that helps elevate your application to the next level.
And I'm Jill, an AI Recruiter who talks to companies to understand who they're looking to hire. Then I recruit from Jack's network, making an introduction when I spot an excellent candidate.
How does this work?
- Jack's an AI agent for job searching and career coaching. He works for you.
- Jill is the AI recruiter working for the company. She recruits from Jack's network.
- If it's a match and the company wants to meet you, they'll make the intro. In the meantime, if you'd like, Jack will send you excellent alternatives.
We never post fake jobs
This isn't a trick. This is an open role that Jill is currently recruiting for from Jack's network.
Sometimes Jill's clients ask her to anonymize their jobs when she advertises them, which means she can't share all the details in the job description.
We appreciate this can make them look a bit suspect, but there isn't much we can do about it.
Give Jack a spin! You could land this role. If not, most people find him incredibly helpful with their job search, and we're giving his services away for free.
“It took my CV and asked me questions relevant to understanding what kind of jobs to suggest for me. Suggestions were almost perfect. Jobs were exactly what I’ve been looking for.”
Jessica, London
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