Ivan W.

Key Skills

Software

Don't disclose

Other

Top Subject Matter

Automotive marketing

luxury OEM brand compliance

multilingual quality calibration

Top Data Types

Video

Text

Image

Document

Top Task Types

RLHF

Freelancer Overview

Co-Founder & Content Director, Digital Media Agency & WeChat Official Account 车坛囧说 (2017–Present). Brings 19+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Don't disclose and Other. Education includes Bachelor of Science, Aston University (2008). AI-training focus includes data types such as Video and Text and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

Independent Content Creator & Community Manager, Douyin/TikTok & Xiaohongshu (2017–Present)

OtherText

Independently developed and published localized exploration content and niche cultural craft content that required high-precision guideline-like quality control. Applied empathetic, solution-driven narrative choices to match audience pain points, functioning like user-centric preference evaluation. Ensured visual-textual consistency by aligning written descriptions with accompanying imagery for multimodal QA readiness.• Produced and iterated localized scripts and narratives for high-engagement content requiring preference and quality assessment.• Authored domain-specific copy combining technical craft knowledge with accessible, empathetic tone.• Curated multimodal posts where text matched visual aesthetics and narrative logic of imagery.• Performed consistency checking between audience-facing claims and cultural/domain frameworks.

2017 - Present

Co-Founder & Content Director, Digital Media Agency & WeChat Official Account 车坛囧说 (2017–Present)

Don't discloseVideoRLHF

Served as content director for luxury automotive OEM and dealership channels, applying strict rubric execution to ensure outputs match predefined quality and compliance standards. Led final logical and textual audits for video scripts and long-form content to support preference calibration and quality evaluation style checks. Worked across tone personas while maintaining guideline adherence and factual consistency relevant to RLHF-style evaluation tasks.• Audited text-to-video narrative logic, tonal alignment, and factual accuracy for compliance-ready outputs.• Eliminated logical inconsistencies and reduced robotic phrasing to improve evaluator-facing quality signals.• Directed multi-stage team QA workflows using criteria-based checkpoints from draft to final approval.• Performed cross-verification of technical claims across automotive marketing and consumer-focused domains.

2017 - Present

Education

Work History