Senior Backend Engineer - Scoring & Computation Engine (m/f/d)

Posted 3 Days Ago
Be an Early Applicant
2 Locations
Hybrid
Senior level
Information Technology • Marketing Tech • Database
Statista - Empowering People with data
The Role
Design and build a versioned, deterministic scoring and computation engine: model methodology as versioned data, ensure reproducible execution lineage, provide typed APIs, enforce rigorous testing, and own technical architecture and mentorship.
Summary Generated by Built In

At Statista, we’re all about facts and data, for we are the world's leading business data platform. By providing reliable and easy-to-use data as well as various data analytics products and services, we empower people worldwide to make fact-based decisions.

Founded in Hamburg in 2007, we have quickly grown into a global company with offices in major cities such as London, New York, Berlin and Tokyo. And we still have a lot of plans. Our constant growth does not only prove our success, but also keeps creating new development and career opportunities for our employees.

We value and celebrate our diverse culture. You are welcome here for who you are, no matter where you come from, what you look like, or whether you prefer bar graphs to pie charts. Your story matters – keep writing it as part of our team.

Are you ready to join us?

About the role

You will build the core engine that powers our rankings and benchmarks for hospitals worldwide: a versioned, fully reproducible computation layer that transforms harmonized metrics into comparable scores.

The focus of this role is algorithmic computation, mathematical correctness, and system reproducibility—web application development is a limited aspect of this system. As the senior technical owner for this area, you will design how scoring definitions, formula trees, category mappings, and peer-group logic are modeled as data and executed deterministically over time.

Key Responsibilities

  • Engine Architecture: Design and build the core scoring engine—a typed, versioned computation graph (DAG) executed deterministically with clear boundary contracts.

  • Methodology as Data: Model complex business logic (formula trees, categorical mappings, peer selection, and comparability adjustments) as versioned, declarative data structures.

  • Determinism & Lineage: Own system lineage, versioning, and execution auditability end-to-end, ensuring any score can be recalculated identically at any future date.

  • Internal Tools & API Layer: Build clean, typed services and contracts for our internal methodology workbench and downstream consumer applications.

  • Testing & Quality Discipline: Establish rigorous testing practices (e.g., golden file testing, property-based testing, regression validation) to prevent calculation drift.

  • Technical Ownership: Shape architecture, drive trade-offs between execution speed and cost, set code review standards, and mentor joining engineers.

Qualifications

Core Requirements (Must-Haves)

  • Graph Algorithms & Engine Concepts: Deep expertise in modeling and evaluating expression trees and dependency graphs (e.g., ASTs, DAGs, cycle detection, topological sorting, memoization, and selective recomputation).

  • Advanced Python & Typing Discipline: Mastery of modern Python with strict typing (mypy/pyright), explicit testing discipline, and clean packaging practices.

  • Deterministic System Design: Proven experience building auditable, reproducible systems using immutable execution records, versioned schemas, and explicit data lineage tracking.

  • Declarative Logic & Domain Modeling: Experience treating business logic as versioned data (e.g., typed schemas, expression trees, rules engines, or domain-specific configurations).

  • Typed API & Schema Design: Demonstrated ability to design, version, and operate production backend contracts and schemas for upstream workflow engines and downstream applications.

Nice-to-Haves (What Will Make You Stand Out)

  • Web Frameworks & Orchestration: Production experience with FastAPI (or similar async frameworks) and workflow tools (e.g., Dagster, Prefect, or Airflow).

  • Performance Profiling: Practical experience analyzing execution memory footprints, CPU profiles, or query efficiency against columnar data warehouses.

  • Cloud Infrastructure: Familiarity with deploying, monitoring, and operating containerized calculation microservices on AWS.

Your Profile

  • Degree: Bachelor's or Master's in Computer Science, Software Engineering, Applied Mathematics, or a related quantitative field.

  • Experience: 5+ years in backend software engineering building computation engines, rules platforms, or complex data-intensive backend systems; including a sustained period within one organization seeing a core system through build → launch → iteration.

  • Domain Knowledge: Healthcare or benchmarking domain experience is a plus (basic understanding of healthcare KPIs, quality metrics, or benchmarking concepts; familiarity with hospital rating systems, medical classification, or complex scoring methodologies is especially valuable).

  • Mindset: Strong analytical and mathematical mindset, with a proven ability to translate complex domain logic and formulas into clean, deterministic software abstractions.

  • Languages: Fluent in English, German is a plus.

  • Working Style: Highly structured, detail-oriented, and motivated to collaborate closely with methodology experts, analysts, and cross-functional engineers in an international environment.

What we offer

In addition to our great team, culture, and our shared goal of empowering people with data, there are many other things that make Statista a great place to work! Join us and benefit from:

  • Work from abroad up to 30 calendar days a year

  • Hybrid work and flex-time

  • International team and social events

  • Subsidized urban mobility and access to fitness and wellness options

  • Free access to Langdock and all its amazing functionalities

  • Career & training opportunities

  • Attractive locations and modern offices

  • Mental health support with OpenUp

Some of the benefits listed here apply only to the German entity and to Junior-level roles or above.

Skills Required

  • Deep expertise modeling and evaluating expression trees and dependency graphs (ASTs, DAGs, cycle detection, topological sorting, memoization, selective recomputation).
  • Advanced Python with strict typing and tooling (mypy/pyright), explicit testing discipline, and clean packaging practices.
  • Proven experience building auditable, reproducible systems using immutable execution records, versioned schemas, and explicit data lineage tracking.
  • Experience modeling business logic as versioned, declarative data structures (typed schemas, expression trees, rules engines).
  • Ability to design, version, and operate typed production backend APIs and schemas for upstream and downstream systems.
  • Rigorous testing practices (golden file testing, property-based testing, regression validation).
  • Bachelor's or Master's degree in Computer Science, Software Engineering, Applied Mathematics, or related field.
  • 5+ years backend software engineering building computation engines, rules platforms, or complex data-intensive backend systems, including build→launch→iteration experience.
  • Fluent in English.
  • Production experience with FastAPI or similar async frameworks, and workflow tools (Dagster, Prefect, or Airflow).
  • Experience profiling performance (memory, CPU) and optimizing execution against columnar data warehouses.
  • Familiarity deploying, monitoring, and operating containerized microservices on AWS.
  • Healthcare or benchmarking domain experience (hospital rating systems, KPIs, scoring methodologies).
  • German language ability.
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The Company
HQ: Hamburg
1,400 Employees
Year Founded: 2007

What We Do

Who We Are Statista believes that precise, accurate, and reliable data is the most important element needed for an organization to excel. We’re a rapidly growing international data-as-a-service organization with an IPO on the horizon. We leverage an easy-to-use online platform with a diverse and up-to-date collection of data, analytics, and information to give our partners access to an infinite number of business sectors, geographic areas, and consumers. Statista enables teams to learn from its data, assess market value, and make critical and well-informed business decisions based on truth, not opinions. Culture at Statista Founded 15 years ago in Hamburg, we have quickly developed into a global company. In our 13 office locations, we employ over 1,400 colleagues from more than 60 nationalities. In our international working environment, everyone is encouraged to contribute ideas to make Statista a special place to work. Our culture, framed by clear goals and a supporting team, paves the way for us to stay a profitable, leading player in the market. Why You Should Choose Statista · Our mission- helping companies make decisions with facts, not opinions · We put our people first forming a strong company culture grounded in our core ethics of community, integrity, communication, initiative, and accountability · Opportunities to grow and hone your sales expertise in a rapidly growing company · A diverse and international company with 13 locations worldwide, with our HQ in Hamburg,Germany · A beautiful office in NYC at 3 WTC, with the view of Hudson River, Freedom Tower, Empire State Building, Chrysler Building, and Hudson Yards · Medical, Dental, and Vision benefits · Flexible office hours/remote work as needed · Casual office attire, dog friendly, and a kitchen full of snacks and beverages

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