Kishan R.

Key Skills

Software

Other

Top Subject Matter

AI/data quality evaluation for enterprise applications

RLHF-style model response evaluation (indirect via QA/ranking/evaluation competencies)

QA functional evaluation and validation (evaluation-oriented) for business-critical applications

Top Data Types

Document

Text

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

QA Consultant & AI Data Quality Specialist — Arcadis (Apr 2025 – Present). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Postman and Other. Education includes Graduate Certificate in Project Management, Fanshawe College and Graduate Certificate in Operations Management, Fanshawe College. AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

Agentic Simulation & Logical Workflow Auditor (Guidewire Project) — Self-Led Practical Simulation (Jun 2025)

OtherTextPrompt + Response Writing (SFT)

Simulated multi-step policy, claims, and billing workflows to evaluate complex business logic consistency. Created positive, negative, and adversarial prompts to surface validation and reasoning errors in simulated agents. Verified backend data states with SQL and mapped expected outcomes for accuracy validation. • Built adversarial and edge-case prompts for logical validation • Simulated policy/claims/billing workflow reasoning • Validated outputs against expected outcomes using SQL • Audited backend states to confirm accuracy of simulation results

2025 - Present

QA Consultant & AI Data Quality Specialist — Arcadis (Apr 2025 – Present)

Text

Evaluated enterprise application data by designing validation and quality scenarios to improve data integrity and consistency. Assessed logical consistency and compliance in user-facing workflows and documentation while identifying behavioral failure patterns. Reviewed and validated REST API payloads and verified backend data states to ensure accuracy of outputs and defect patterns. • Validated REST API payloads and backend data verification • Performed root cause analysis on software defects and failure patterns • Reviewed workflows, documentation, and user-facing features • Supported data integrity verification through structured validation scenarios

2025 - Present

Management Consultant – QA & Functional Evaluator — Arcadis (Jul 2023 – Mar 2025)

OtherText

Defined acceptance criteria and workflow boundaries for business-critical applications using analytical validation techniques. Audited test coverage to uncover hidden defects by validating expected behavior against technical outputs. Produced structured findings to support evaluation and improvement of application correctness and reliability. • Defined acceptance criteria and workflow boundaries • Audited test coverage and uncovered hidden defects • Produced analytical validation results for development teams • Supported functional evaluation of complex application behaviors

2023 - 2025

QA Engineer — Laurentian Bank & Best Buy (Feb 2019 – Jun 2023)

OtherText

Simulated user journeys and transaction scenarios to identify edge cases, calculation issues, and functional defects. Conducted manual, functional, regression, and API testing as part of structured validation activities. Managed defect lifecycles in JIRA and delivered structured reports to development teams to improve system reliability. • Simulated diverse user journeys to find edge cases • Executed manual/functional/regression/API testing • Managed defect lifecycles and reporting in JIRA • Produced structured reports for development teams

2019 - 2023

Education

Work History