Sword Health

Product Data Analyst

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Job Description

At Sword Health, data isn’t just support — it’s how we improve care. 
As a Product Data Analyst, you’ll work at the intersection of data, product, and clinical impact. You’ll partner closely with product managers, designers, engineers, and clinicians to understand how members experience their pelvic health journey — and how we can make it better.

Your role is to turn real user behaviour into meaningful insights that improve engagement, adherence, and health outcomes. From how members onboard, to how they progress through their programs, your work will help shape the decisions that impact thousands of women every day.
You’ll be responsible for the full analytics cycle — helping define what to measure, ensuring we capture the right data, analyzing what’s happening, and translating it into clear recommendations that guide the product forward.

Bloom is a women's health solution that blends AI and clinical expertise to support women in every stage of life, anytime, anywhere. As a Head of Product for Bloom, you’ll play a crucial role in shaping the future of the product that has already changed the lives of thousands of women across the U.S. Your mission will be to lead Bloom's innovative, user-centric product, ensuring a seamless and engaging experience that drives high patient engagement and meaningful improvements in women’s health outcomes.


To get to know more about our Tech Stack, check here.




AI Proficiency at Sword Health

AI fluency is a core expectation at Sword Health. Every candidate is assessed against our three-level framework — be ready to share real examples of how AI is already part of how you work.

  • Explorer (Level 1) — Uses AI daily to boost personal productivity

  • Builder (Level 2) — Creates workflows and tools that elevate the whole team

  • Integrator (Level 3) — Embeds AI into products and processes at scale

  • Every hire must demonstrate at least Level 1. The expected level will vary depending on the seniority of the role.


    What you’ll be doing
  • Assist in key strategic product projects, including performance analysis, data visualization, and strategic planning.

  • Help define and track the key metrics that show how our product is performing

  • Work closely with product managers and engineers to make sure new features are set up to collect the right data from the start

  • Run experiments (like A/B tests) to understand what improvements actually make a difference

  • Analyse how members use our the product — where they drop off, what keeps them engaged, and where we can improve

  • Turn data into clear insights and recommendations that help guide product decisions

  • Collaborate with data and engineering teams to ensure our data is reliable and easy to use

  • Help maintain clear definitions of key metrics so everyone is aligned

  • Support the team in understanding different user groups and behaviours as we grow


  • What you need to have
  • Around 3+ years of experience in product, growth, data analytics, consultancy

  • Strong skills working with data (SQL experience is a plus)

  • Experience building dashboards or working with BI tools (Looker, Tableau, Metabase, etc.)

  • Experience running experiments and interpreting results in a real-world context

  • Ability to work independently while collaborating closely with product, clinical, and engineering teams

  • Strong communication skills — you can explain insights clearly to both technical teams and non-technical stakeholders (including clinicians)