Senior Analytics Engineer

About Eucalyptus

We're on a mission to make good health last a lifetime. More than 1 billion people live with obesity worldwide, driving preventable chronic conditions. We're here to build better long-term care.

Eucalyptus is now part of Hims & Hers, the global leader in personalised health and wellness.

Euc is the company behind Juniper, one of the world's largest weight-management programs combining GLP-1 medication with personalised nutrition, movement support, and clinician-led care from prescribers, nurses, health coaches, pharmacists, and dietitians. Our published clinical research shows that our combined clinical and behavioural approach helps patients lose significantly more weight during their treatment with Juniper by four times.

Our Growth Story:

• Supporting patients living with obesity across our 5 markets
• Received selective NICE endorsement to provide services to the NHS
• Tailored our offering to thousands of patients in Australia, the UK, Germany, Japan and Canada.

About the Role

We're looking for an Senior Analytics Engineer to own the accuracy, reliability, and scalability of our financial data and reporting, across all of our brands.

This role sits at the intersection of finance, commercial, data, operations and engineering. You'll make sure that all of our financial models, across all of our markets, are standardised, reliable and well documented, for both internal and external reporting.

You'll work closely with the finance and commercial teams for requirements, and the engineering and operations teams globally to shape the data we collect, to produce best in class financial data models. The expectation is full end-to-end ownership: implementation, governance, data quality monitoring, and documentation. We're scaling across multiple markets, and the rigour of our financial tracking data is directly tied to the quality of decision-making within each markets, and the business’s ability to correctly allocate capital to each market.

What You'll Own

Revenue Models

• Maintain and improve the accuracy and reliability of our core orders, revenue & refunds models.
• Configure and manage integrations with financial reporting tools, eg. Netsuite.
• Standardise reporting across each region (UK, EU, AU, JP, CA).
• Partner with engineering and operations, to manage changes across products and processes, reducing downstream reporting impacts.

SEC Reporting Models

• Work with the US Hims & Hers financial team, to provide accurate, reliable and well documented data for SEC reporting.
• Build automated checks for data reliability, and monitor drift of reporting figures.
• Maintain a deep understanding of upstream source data to understand change impacts to reporting figures.

Payback Models

• Accurately model our product COGs and services costs, with our revenue data to build payback models to help inform capital allocation decisions
• Work closely with the finance, commercial and operations teams to maintain our product COGs data
• Work with the marketing teams to accurately track and attribute our marketing spend data (google, facebook, tiktok, etc)

Data quality and validation

• Monitor and validate data accuracy across financial source data
• Build automated checks for missing or duplicated data, schema drift, and anomalies
• Investigate discrepancies between source data and reported figures.
• Maintain end to end documentation of reporting models

About You

• 6+ years in an analytics engineering, financial or commercial analytics
• Experience building / maintaining production data models
• Strong SQL skills, ideally in BigQuery, for data modelling and validation
• Detail orientated, able to self-validate assumptions and potential data gaps
• Strong sense of ownership
• Familiarity with dbt or similar transformation tools
• Familiarity with financial concepts, eg. Revenue, CAC, Payback, LTV
• Strong documentation habits — you fix things and write it down

Nice to have

• Experience with providing data for public market reporting
• Experience with financial data, Stripe, Zip, etc
• Exposure to ERP tools, eg Netsuite
• Experience with BI tools, eg Sigma

Why join Eucalyptus?

Euc is also behind a growing family of digital healthcare clinics (Pilot, Kin, Software, Compound) across men’s health and well-being, fertility, skincare, and preventative health.

Here’s what makes joining Euc unique:

• What’s next - Our goal for the next three years is to support 1 million patients globally to live better for longer. We’re launching into new conditions, demographics, and geographies as we build a truly preventive healthcare ecosystem.
• Build something world-changing - We’re on the path to becoming the world’s largest international digital healthcare company. It will be challenging, fast-paced, and deeply rewarding.
• Make real impact - You will deliver work that directly shapes patient outcomes and scales evidence-based care across markets.
• Accelerate your growth - You will have high ownership, continuous feedback, and dedicated development support.
• Join a motivated team - You will collaborate with talented peers to solve complex clinical and operational problems at scale.

What’s ahead in Australia?

• Grow with us globally - Get mentorship from leaders across Australia, the UK, Germany, and Japan, collaborate with teams in the Philippines and South Africa, and explore new markets or travel internationally. Recognised on Hatch’s Hotlist as one of Australia’s top employers, we support early-career professionals to become future global leaders.
• Shape your career - Access learning budgets, conferences, certifications, peer shadowing, and a global knowledge-sharing culture.
• Work where well-being matters - Experience catered wellness talks, exercise classes, free barista coffees, funded social clubs, and quarterly rooftop parties.
• Innovate with purpose - Use state-of-the-art tools and contribute to bold, impactful solutions in healthcare.
• Support at every stage - Benefit from parental and miscarriage leave, health, professional development, and personal days, and our Employee Assistance Program.

At Eucalyptus, we value individuals from all backgrounds, experiences, and perspectives, and we embrace the unique qualities each person brings. When you apply, please let us know of any reasonable adjustments you may need during the interview process. We use AI-assisted tools across our business to help our teams work more efficiently, including within our recruitment process. These tools support our team — all hiring decisions are made by real people, and every application is reviewed by a member of our recruitment team.