Remote AI Data Accuracy & Pattern Recognition

KELLY (KAI) TROESCHER

Remote Work AI Evaluation Data Accuracy Pattern Recognition E-Comm Mooresville, NC Email: *************@*****.*** Phone: 980-***-****

SUMMARY

I’m a detailfocused, patternspotting worker with 6+ years of experience in accuracyheavy roles where mistakes really matter. I spent years at Costco auditing inventory, correcting membership errors, and fixing problems quietly before they turned into bigger issues. I’m the type who notices inconsistencies instantly — wording, numbers, logic, formatting, anything that feels “off.”

I work best independently, I don’t micromanaging, and I genuinely enjoy repetitive, analytical tasks. I’m direct, honest, and not the overly chatty type — which usually means I get more done with fewer mistakes. I’m looking for remote work where precision, clarity, and consistency matter more than small talk.

CORE SKILLS

AI evaluation & content review

Pattern recognition & logic checking

Data accuracy & quality control

Guidelinebased decision making

Language clarity & rewriting

Independent work & selfmanagement

Critical thinking & error detection

TEFLbased language analysis

Documentation & recordkeeping

~ RELEVANT EXPERIENCE

Costco Wholesale — Membership & Inventory Auditor

2020-current

Track and monitor the movement of all inventory throughout the building on a daily basis, ensuring accuracy between physical counts and system data.

Maintain constant communication with the depot, receiving clerks, management, and all departments regarding item movement, discrepancies, and inventoryrelated issues.

Review and verify daily reports, investigate irregularities, and resolve discrepancies originating from the depot, vendors, or internal processes.

Audit claims for accuracy and ensure proper documentation and resolution of vendor or shipment errors.

Supported the ECommerce department in a hybrid capacity, including verifying SKU accuracy, monitoring online order flow, confirming digital inventory levels matched physical stock, and resolving mismatches that impacted fulfillment.

Collaborated with fulfillment and receiving teams to correct item data, prevent order delays, and maintain consistent catalog accuracy across systems.

Flawthat’sastrength: I don’t tolerate sloppy work. If something doesn’t make sense, I dig until it does.

CDS (Costco) — Supervisor

2019–2020

Managed daily operations, scheduling, and compliance.

Maintained accurate reporting and inventory for demo products.

Learned people management even though I naturally prefer managing tasks and systems.

Homeschool Educator

2025–current

Built structured lesson plans and tracked progress with consistency.

Broke down complex information into clear, simple explanations.

Strengthened patience, organization, and longterm planning.

Barista — Various Cafés

2014–2017

Fastpaced, accuracyheavy work (timing, recipes, multitasking).

Stayed calm and focused under pressure.

~ EDUCATION & CERTIFICATIONS

Associate Degree in Criminology

220Hour Advanced TEFL Certification (Language analysis, grammar, assessment, curriculum design)

~TECHNICAL SKILLS

AI training tools

Data labeling platforms

Microsoft Office (Excel, Word, Outlook)

Google Workspace

CRM systems

POS & inventory systems

Guidelinebased evaluation tools

~ PERSONAL TRAITS

Direct communicator — no fluff

Hyperfocused when working alone

Notices inconsistencies instantly

Doesn’t get bored with repetitive tasks

Organized but flexible

Honest to a fault (in a good way)

Learns new systems quickly

Prefers clarity over small talk

~ TARGET ROLES

AI Data Labeling / AI Training

Content & Quality Reviewer

Data Quality Specialist

Pattern/Logic Evaluator

BackOffice Operations

Contact this candidate