AI Clinical Evaluation & Content Quality Specialist

JOHN MUCHIKURI

Chicago, Illinois, USA 302-***-**** ️ ************@*****.***

linkedin.com/in/chiefinpaapy

PROFESSIONAL SUMMARY

Analytical and detail-driven AI evaluation specialist with experience reviewing complex, high-risk content for accuracy, safety, and clarity. Background includes healthcare-adjacent support, crisis response, structured documentation, and real-time evaluation of AI-generated outputs. Strong at identifying gaps, red flags, and communication risks, and translating expert-level feedback into clear, actionable recommendations for technical and research teams. Experienced working asynchronously with distributed teams and strict quality standards. TARGET ROLE ALIGNMENT – AI CLINICAL EVALUATION

( NON-CLINICAL)

● Create and refine realistic prompts reflecting obstetric and gynecologic care scenarios at a conceptual level, focusing on safety, workflow clarity, and patient-centered communication.

● Review AI-generated responses for logical consistency, guideline alignment at a high level, risk awareness, and clarity for clinicians and patients.

● Identify missing differentials, red flags, and key management steps; propose structured, stepwise improvements.

● Evaluate preventive care, screening concepts, lab and imaging interpretation at a conceptual level, and coordination of care across specialties.

● Deliver structured written feedback using documentation standards while working asynchronously with research and technical teams.

SOCCER EXPERTISE & AI GAME EVALUATION

Soccer Analyst / AI Game Evaluation Specialist (Independent Contractor) Remote

● Evaluated live soccer matches, including Premier League fixtures, focusing on tactical setups, pressing patterns, in-game adjustments, and momentum shifts.

● Reviewed AI-generated play-by-play commentary and post-match analysis for factual correctness, tactical depth, and narrative coherence.

● Rated AI performance across accuracy, insight, contextual awareness, and entertainment value using structured scoring criteria.

● Identified errors, misinterpretations, and stylistic inconsistencies, providing clear written feedback to improve model reasoning and realism.

● Maintained analytical precision during real-time, high-pressure evaluation environments. AI EVALUATION & DOMAIN REVIEW EXPERIENCE

AI Content Evaluation Specialist (Independent / Contract) Remote

● Reviewed AI generated responses for correctness, safety, and alignment with domain expectations in high stakes contexts.

● Identified missing edge cases, risk signals, and logical gaps; proposed stepwise improvements to enhance usability and reliability.

● Evaluated tone, clarity, and user centered communication to ensure content was appropriate for both professional and lay audiences.

● Delivered structured written feedback using scoring rubrics and documentation standards.

● Worked asynchronously with research and engineering teams to improve model performance and consistency.

HEALTHCARE ADJACENT EXPERIENCE

Therapist / Crisis Support Agent – Wellness Solutions Feb 2018 – Dec 2019

● Supported individuals in acute, high stress situations using structured assessment and de escalation techniques.

● Documented objective, accurate case notes in secure systems while maintaining confidentiality and compliance.

● Demonstrated strong judgment, empathy, and risk awareness in time sensitive scenarios.

● Collaborated with multidisciplinary professionals and followed established care protocols. Caregiver – Bright Futures Home Care Jan 2015 – Dec 2017

● Assisted with daily care, medication reminders, and health related observations.

● Maintained accurate logs and communicated changes to families and healthcare professionals.

● Developed reliability, discretion, and attention to detail in a healthcare related environment.

PROFESSIONAL EXPERIENCE

Senior Project Manager & Chat Support Lead – Tech Innovations Ltd. Jan 2020 – Present

● Led real time evaluation of complex support cases across multiple channels.

● Ensured accuracy, compliance, and clarity in customer facing and internal communications.

● Optimized workflows and documentation processes, improving resolution efficiency by 25%.

● Applied structured evaluation frameworks and performance metrics to maintain quality at scale.

Data Entry & Virtual Support Specialist – Freelance / Remote Mar 2016 – Present

● Managed sensitive datasets with high accuracy and strict adherence to privacy standards.

● Supported documentation heavy workflows requiring sustained focus and consistency.

● Communicated clearly with global, cross functional teams. CORE SKILLS

● AI Output Evaluation & Quality Assurance

● Risk Identification & Red Flag Detection

● Structured Feedback & Documentation

● Healthcare Adjacent Compliance & Confidentiality

● Asynchronous Collaboration

● Analytical Reasoning & Clarity of Communication

TECHNICAL SKILLS

● Tools: Zendesk, Salesforce, HubSpot, Intercom

● Collaboration: Slack, Zoom, Microsoft Teams, Google Workspace

● Data & Reporting: Excel (Advanced), Power BI

● Methods: Agile, Scrum, Kanban

EDUCATION

Bachelor of Business Administration – University of Texas CERTIFICATIONS

● PMP – Project Management Institute

● Certified Scrum Master (CSM)

● Zendesk Customer Service Professional Certificate

● Certified Caregiver

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