The scoreboard, and what is not on it. The hard targets, how often each is actually
looked at, and the quiet signals that never reach a dashboard.
Code Quality & Review Feedback
The percentage of your submitted code that requires significant rework or multiple rounds of major changes after review.
Target · < 5% of submitted code requires significant rework You submit a bug fix; it passes review with only minor stylistic comments, no logic errors found. That's a win.
Bug Resolution Rate (P3/P4)
Your ability to diagnose and resolve lower-priority (P3/P4) bugs within an agreed timeframe.
Target · Resolves 90% of assigned P3/P4 bugs within 72 hours A data feed occasionally drops a tick. You're assigned the ticket and fix it within two days, preventing further data gaps.
Task Completion & Adherence
How consistently you complete assigned tasks and small features on time, as estimated by your Senior Engineer.
Target · Completes 85% of assigned tasks within estimated timelines You're given a task to add a new field to a FIX message parser, estimated for 3 days. You deliver it on day 2, fully tested.
System Uptime Contribution
The stability of the specific components or areas of the system you've worked on, measured by the absence of new production issues directly attributable to your changes.
Target · Zero critical production issues directly caused by your code in the first 6 months After deploying your first feature, the system continues to run without any unexpected crashes or data corruption related to your changes. This is crucial.
Learning & Development Pace
How quickly you pick up new concepts, tools, and understand our complex trading systems. This includes asking thoughtful questions and applying feedback.
- You're actively asking 'why' things are done a certain way, not just 'how'. You're contributing to team discussions, even if it's just to clarify. Your code reviews show a clear improvement over time, reflecting lessons learned. You're taking initiative to read documentation or internal wikis without being prompted.
Adherence to Best Practices
Your commitment to following our coding standards, documentation guidelines, and established development workflows.
- Your code consistently follows our style guides. You update documentation (even the boring bits) for features you've touched. You're following Git branching strategies correctly. You're writing unit tests for your changes, which is non-negotiable here.
Team Collaboration & Responsiveness
How well you work with your immediate team, respond to requests for help, and communicate progress or blockers.
- You're quick to respond on Slack or Teams. You offer to help senior engineers with testing or small tasks. You clearly communicate when you're stuck or need help, rather than silently struggling. You're open to feedback and constructive criticism.
Proactive Issue Identification
Your ability to spot potential problems, even small ones, before they escalate or are found by others.
- You flag a potential edge case in a specification. You notice a slight discrepancy in market data during your testing. You point out a missing piece of documentation that could trip up a new joiner. It's about developing that 'sixth sense' for what could go wrong.