Ciannah L.

Key Skills

Software

Other

Data Annotation Tech

Top Subject Matter

E-Commerce, Apparel & Swtreewear Retail Domain Expertise

Advance Text Classification, Taxonomy & Data Collection

Content Moderation, Prompt Engineering & Text Normalization

Top Data Types

Text

Document

Top Task Types

Classification

Data Collection

Question Answering

RLHF

Red Teaming

Prompt + Response Writing (SFT)

Evaluation/Rating

Freelancer Overview

Founder & Operations Lead — Take Up Space (Streetwear & E-Commerce). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Shopify, Etsy storefront management, and Other. Education includes High School Diploma, Comstock Compass High School (2025) and Continuing Education Program, Kalamazoo Valley Community College (2026). AI-training focus includes data types such as Text and labeling workflows including Classification, Entity (NER), and Data Collection.

Labeling Experience

Lead Coordinator & Team Leader — Regional Athletic & Leadership Groups

OtherText

Managed and validated structured roster and documentation data for a 38-member cohort, ensuring rule compliance and 100% data validation. Reviewed and synthesized peer feedback into structured alignment benchmarks, applying consistent classification and categorization logic to complex inputs. Audited vendor applications and fulfillment data to ensure correct branding specifications and zero-defect distribution of materials. • Managed digital communications, logistics schedules, and official roster documentation with strict validation. • Reviewed, categorized, and synthesized peer feedback data into cohort alignment strategy and benchmarks. • Audited vendor applications and fulfillment data against branding and distribution specifications. • Ensured zero-defect organizational material distribution through structured data QA.

2026 - Present

Data Annomation

TextEvaluation/Rating

Focused on high impact RLHF (Reinforcement Learning From Human Feedback) and multimodal data annotation to optimize LLM performance. Scope includes evaluation model outputs for factual accuracy, alignment, and reasoning depth across complex text and visual datasets. Executed rigorous adversarial prompting and multi turn conversation modeling to train models on safety and nuance. Maintained a 95% + quality accuracy rating by adhering to strict, multilayered rubric guidelines and delivering deep, Structured justifications for model ranking.

2025 - Present

Founder & Operations Lead — Take Up Space (Streetwear & E-Commerce)

TextClassification

Performed high-volume text auditing and categorization of e-commerce product listings to ensure strict guideline compliance and consistent metadata usage. Authored and refined descriptive brand copy and typography, aligning listing descriptions to editorial benchmarks and classification structures for better discoverability. Independently maintained accurate backend records to support ongoing quality control and labeling accuracy. • Audited hundreds of product listings for data accuracy, descriptive compliance, and optimal categorization. • Fine-tuned brand copy and descriptions to maintain consistent syntax and tone across listings. • Modified asset descriptions based on marketplace interaction data to improve search relevancy. • Maintained inventory tracking systems and fulfillment pipelines with adherence to operational policies.

2025 - Present

Community Food Logistics Sprint — Project Coordinator

OtherTextData Collection

Co-managed community project logistics with strict parameter tracking, maintaining zero-error spreadsheet databases for resource verification and asset placement. Produced structured records supporting fundraising distribution and verified specialized nutritional parameters. Ensured accuracy of tabular text/field data under operational constraints to support delivery to a large number of individuals. • Co-managed digital logistics and strict parameters tracking for fundraising and distribution outcomes. • Maintained exact zero-error spreadsheet databases for resource verification and nutritional parameters. • Managed asset placement records under tight operational constraints. • Supported structured distribution to 715 individuals using verified datasets.

2026 - 2026

Education

Work History