Product Software Engineer

Ryan Mahoney

Ryan Mahoney

Director of Product, FirstWho

Finding engineers who write clean code is easy, but finding engineers who treat code as a business tool is rare. This role needs someone who builds features but also kills them if the data says so, yet most candidates want to ship code instead of checking if ideas work. You need someone who admits when their idea failed without getting defensive and explains technical trade-offs to partners who aren't engineers. Many applicants showcase perfect deployments but hide the messy product decisions behind them, so we need evidence of them changing direction based on user feedback, not just completing tickets.

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Competency Questions

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Product Software Engineering Core

Integrates product discovery, feature engineering, infrastructure, and business alignment to deliver customer value through rapid experimentation and validated learning.

Business Alignment & Metrics

Analyzes feature impact and reports on technical KPIs to validate hypotheses and drive data-informed iteration decisions.

Interview round: Hiring Manager Technical

You realize a feature you built isn't moving the key metric you expected. How do you respond?

Positive indicators

  • Investigates root cause of metric stagnation
  • Proposes experiment to improve results
  • Accepts failure as part of learning

Negative indicators

  • Defensive about the work performed
  • Assumes metric tracking is wrong immediately
  • Gives up on the feature entirely

Attitude Questions

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Accountability Mindset

A consistent psychological commitment to accepting full responsibility for decisions, actions, and results, characterized by proactive problem-solving rather than reactive justification, ensuring alignment between individual contributions and organizational goals.

Interview round: Recruiter Screen

How do you handle situations when an external dependency blocks your progress?

Positive indicators

  • Solution-oriented approach
  • Early warning system
  • Collaborative problem solving

Negative indicators

  • Waits passively for resolution
  • Blames other team publicly
  • Stops all work

Progression Framework

This table shows how competencies evolve across experience levels. Each cell shows competency at that level.

Product Software Engineering Core

7 competencies

CompetencyJuniorMidSeniorPrincipal
Business Alignment & Metrics

Tracks basic task metrics and understands business context of implemented features, monitoring usage data to support learning validation.

Analyzes feature impact and reports on technical KPIs to validate hypotheses and drive data-informed iteration decisions.

Links technical decisions to business outcomes and ROI, applying innovation accounting principles to measure time-to-learn metrics.

Drives business strategy through technical innovation and market analysis.

Core Development & Implementation

Implements defined features using established patterns and tools under supervision, writing testable and measurable code aligned with MVP guidelines.

Develops complex modules independently and ensures code quality standards while executing build-measure-learn cycles.

Owns service reliability, refactors legacy code, and mentors junior developers on product thinking and engineering practices.

Defines engineering standards, technical vision, and cross-system integration strategies.

Data Management & Infrastructure

Writes basic queries and manages local data structures, ensuring data integrity for measurement instrumentation embedded in features.

Optimizes database performance and manages cloud resources to support feature data requirements and metrics collection.

Designs data models and ensures infrastructure reliability to support rapid experimentation and global stakeholder needs.

Defines data governance strategy and infrastructure evolution.

Deployment & Release Management

Executes deployment scripts and monitors release status for feature launches, following established CI/CD procedures.

Configures CI/CD pipelines and handles rollback procedures to enable frequent, safe deployments for experimentation.

Optimizes release frequency and ensures zero-downtime deployments to support rapid experimentation cycles.

Defines release governance and deployment architecture.

Product Discovery & Requirements

Gathers basic requirements and documents user stories with guidance, ensuring learning outcomes from experiments are captured for team knowledge sharing.

Analyzes feature feasibility and collaborates with product managers on scope to validate problem-solution fit.

Leads discovery sessions and defines technical constraints for product decisions, translating business needs into technical specifications.

Aligns long-term product strategy with technical roadmap and market opportunities.

System Architecture & Design

Follows existing architectural patterns and design guidelines when implementing features, ensuring code consistency with team standards.

Designs subsystem components and evaluates trade-offs within feature scope to ensure scalability and maintainability.

Architects full services and ensures system cohesion across multiple teams, designing for scalability and reduced friction.

Sets organizational architecture standards and evolves system topology.

Testing & Quality Assurance

Writes unit tests and executes manual test cases for implemented features, ensuring testable code with adequate coverage before release.

Develops integration tests and automates QA workflows to ensure feature reliability and enable rapid iteration.

Defines testing strategy and ensures coverage standards across services to maintain quality at scale.

Establishes quality culture and tooling ecosystem.