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starc
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starc

Software Engineer

Junior
Horizontal Scaling
Load Balancing
Stateless Application Design
Verified sessions
0Verified sessions
Skills demonstrated
0Skills demonstrated
Badges earned
0Badges earned

Profile

Level claim

IC2 QA — self-declared

Career summary

software engineer Engineer with hands-on experience testing web applications and validating software quality using JavaScript, TypeScript, React, Next.js, Node.js, and SQL. Experienced in designing and executing functional, regression, integration, and end-to-end test cases, identifying and troubleshooting defects, and validating APIs and application workflows. Strong understanding of software development and debugging, enabling effective collaboration with developers to identify root causes and resolve issues. Experienced with Git workflows, Agile methodologies, and modern development tools, with a strong focus on delivering reliable, user-friendly, and high-quality software. Passionate about continuous learning, improving testing processes, and ensuring robust product quality throughout the software development lifecycle.

Job preferences

Preferred locations
Melbourne, VictoriaNew York, New YorkCalifornia, MissouriSan Francisco, CaliforniaHyderabad, TelanganaNew Delhi, IndiaAbu Dhabi, Abu Dhabi Emirate
Remote work
Open to remote

Verified Interview Moments

Not self-reported

Real responses captured live in AI practice sessions — evidence no resume can fake.

Active Listening
Live session · with Jordan

Jordan asked

“That's a classic pattern. Let me throw a quick challenge your way regarding caching strategies.”

“Yeah, what I mean you have not given any challenge as of now but you told that you you will give.”

Why it stands out: Politely and accurately points out that the automated interviewer skipped sending the actual prompt, demonstrating strong situational awareness.
Performance Improvement Planning
Live session · with The Strategist

The Strategist asked

“Tell me about a time you had to manage a low-performing team member. What was your approach, and what was the outcome?”

“First how I would approach is like don't assume the person is crazy. First I would understand why their performance is low... speak with them one on one... for next two sprint let's focus on completing the assign stories within the agreed estimates.”

Why it stands out: Blends deep empathy with actionable sprint targets to steer a struggling developer back on track.
User funnel analytics
Live session · with Alex

Alex asked

“Once you identify a potential area, like maybe a specific app version, what specific metrics within search and discovery would you analyze to pinpoint the cause?”

“I want to break search and discovery into a funnel. And look at the metrics at each step. First, I would check search initiation rate. Then I would look at search success rate. Then I would analyze the result. Click through rate and play after search rate.”

Why it stands out: Identifies precise system metrics along the user search journey (Initiation -> Success -> CTR -> Play) to locate the exact friction point.

Packet Strength

+25 to the next milestone (75)

Momentum building — the climb is on

Challengernext: Contender

Gym badges

Architectgold
Commanderbronze

AI Proficiency

Level 2 of 5

Collaborator

Integrates AI into daily workflow, iterates on outputs

Tools used

AI chatbot (generic reference)

Practice Trajectory

Sessions build the signal — every score below is progress toward the next milestone.

Verified sessions
0Verified sessions
Average score
0%Average scoreBuilding · +25 to 50
Best score
0%Best scoreClimbing

Focus areas

tick = next milestone
Domain breadth33%
Resourcefulness21%
Career narrative23%
End-to-end ownership19%
Team building & talent82%
Organizational influence75%
Structured problem solving8%
Technical vision & roadmap30%
Depth of technical knowledge26%
System design & architecture16%
Shipping speed & adaptability9%

BuildingClimbingStrong

Demonstrated Skills

19 verified · 52 claimed
  • HTTP Status Codes95%
  • React Hooks92%
  • Data Structures (Hash Map / O(1) Lookup)90%
  • JavaScript Debugging90%
  • Caching (Redis / Cache-Aside Pattern)85%
  • Stateless Application Design80%
  • High Traffic Handling / Scalability Strategies80%
  • QA / Quality Assurance80%
  • Horizontal Scaling75%
  • Load Balancing75%
  • Root Cause Analysis75%
  • React75%
  • End-to-End Testing75%
  • Performance Management74%
  • Stakeholder Negotiation72%
  • Product Analytics / Funnel Analysis72%
  • Onboarding Program Design70%
  • Bug Reproduction & Documentation70%
  • Product Metrics Analysis70%

Also claimed

Technical Debt vs Feature PrioritizationDatabase Read ReplicasAPI VersioningEngineering Roadmap PlanningData Structures (Hash Table / O(1) lookup)TypeScriptFeature Evaluation & PrioritizationSystem monitoring and log analysisMetric SegmentationDistributed Systems ConceptsReact (hooks knowledge)UX Thinking / User Experience AwarenessIncident response / debuggingUser ResearchSoftware Testing / QA StandardsCross-team collaboration (backend coordination)Caching conceptsNode.jsPagination (Cursor-based / Keyset)APIsBasic debugging / code comprehension (mini-game)Git / Code ReviewThird-party API IntegrationJavaScript (Basic Data Structures)Code Quality / Clean Code PrinciplesSQLPerformance Monitoring (P95 latency)Technical Limitations IdentificationBasic sales discovery / ICP qualificationSystem design fundamentalsComponent design (reusable components)Rust (learning)RedisDatabase Query Optimization / IndexingWebSocketsBackend ProcessingDatabase PerformanceFrontend State ManagementSystems IntegrationTTL / cache expiry strategyUnit Testing / Testing StandardsConflict Resolution / Technical Disagreement HandlingSprint/Agile workflow awarenessDesign-to-code collaborationNext.jsReact (Hooks)Requirements gathering (functional/non-functional)Web Application DevelopmentScalability AssessmentNode.js (implied background)SQL / Relational DatabasesNext.js / Frontend Development

Verified skills are backed by AI-assessed practice evidence, not self-reporting.

Cross-Domain Experience

People Operations + Engineering Management + 17 more

People Operations72%
Engineering Management70%
Frontend (React)60%
Product Strategy55%
Distributed Systems50%
Backend/API50%
QA / Testing48%
API Design40%
Backend/Infrastructure35%
Product Management33%
Backend30%
Backend / InfrastructurePrimary30%
Frontend29%
Database28%
Testing/QA25%
Systems Integration25%
QA/Testing25%
Systems Programming (exploratory)50%
Sales/Discovery (nascent)50%

Cross-domain engineers bring unique perspective connecting 19 areas

Technical Judgment

Verification instinct28% · Building

Ability to verify AI outputs, catch errors, and validate assumptions — measured across practice sessions.

Healthy skepticism

  • Challenged assumption that slow task completion = underperformance (may be unclear requirements or unfamiliar codebase)
  • Questioned immediate feature development for new hires — advocated for low-risk tasks first
  • Proposed deferring advanced evaluation and analytics post-launch rather than blocking ship date entirely

Business context awareness

  • Chose horizontal scaling based on traffic growth and high availability requirements rather than defaulting to vertical scaling
  • Segmented AI chatbot launch requirements into customer-demo-critical vs. post-launch enhancements
  • Aligned engineering guardrails (monitoring, basic ranking) with business deadline while deferring optimization
  • Framed onboarding investment as proactive underperformance prevention, not just HR process

Technical judgment indicates how well this person evaluates solutions, catches issues before production, and connects technical decisions to business outcomes.

Notable Projects

Website System Design

Candidate briefly mentioned designing a system for a website; no further detail provided

AI Chatbot Launch

Hypothetical scenario used to illustrate priority conflict resolution between business deadline (next week demo) and engineering concerns (evaluation, security, dependencies)

Proposed phased launch: must-have guardrails and monitoring first, advanced evaluation and analytics deferred post-launch

Unnamed Team Project (Testing Standards Initiative)

Candidate noticed inconsistent testing practices across the team — some writing unit tests, others relying on manual testing. Proposed adopting a common testing standard.

Outcome not stated; response was cut off before resolution was described.

Third-party API Integration (unnamed)

Integrating a new third-party API during a sprint; API responses differed from expectations — some fields were missing in certain cases and error responses were poorly documented

Conversational AI / Chatbot QA Project

Performed end-to-end testing of a conversational AI system, focusing on individual features, edge cases, and real-world conversation flows

Improved bug reproducibility for development team by capturing exact conversation flows, inputs, timestamps, and expected vs. actual behavior

Search and Filtering Feature

Built a search and filtering feature on an application using Next.js (described loosely as an 'air power search and filtering feature')

Interview Platform / App (unnamed)

Worked on QA for an interview-related product, testing edge cases including session timing, audio issues, duplicate messages, unexpected session endings, and staging-vs-prod consistency

Ensured seamless user experience so users could focus on their interview

API Latency Incident

Responded to a live production incident where API latency abruptly increased

Root cause identified and fix deployed within approximately one hour

Communication Style

The candidate was largely unresponsive and disengaged throughout the session, providing only fragmented, off-topic, or dismissive responses. No structured or coherent communication was demonstrated.

Leadership Signals

  • Advocates for understanding root cause before judging low performers
  • Prefers private 1:1 conversations over public callouts for performance issues
  • Sets measurable, time-bound expectations (e.g., 'next two sprints, complete assigned stories within estimates')
  • Designs structured onboarding paths with week-by-week milestones rather than ad-hoc ramp-up
  • Creates shared documentation to align cross-functional teams on launch commitments
  • Proposes joint reviews between product and engineering to confirm mutual commitment to plans
  • Assigns low-risk starter tasks to new hires to build confidence before critical work
  • Proactively establishes explicit success criteria for new team members (30/60/90-day style)
  • Frames performance conversations with observable behaviors, not personality judgments (avoids 'you' statements)
  • Considers systemic and environmental factors (unclear requirements, unrealistic workload, personal circumstances) as potential performance drivers
  • Attempted to describe influencing a team toward consistent testing standards without formal authority
  • Framed a code review conflict resolution by seeking to understand peer reasoning rather than escalating — suggests collaborative rather than authoritative style
  • Identified a process gap (inconsistent testing) without being prompted by management
  • Attempted to drive adoption of a team-wide testing standard without formal authority
  • Acknowledged role boundaries ('Since I wasn't the team lead...')
  • Described a conflict resolution approach that centers on project requirements and technical impact over personal preference — suggests some experience navigating team dynamics
  • Coordinated with the backend team during a live incident to identify and resolve the root cause — suggests some cross-functional coordination, though leadership depth is unclear

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