Insight
Research, segmentation and decision models that reveal the signal behind the noise.
MARKETING × AI PRODUCT × CUSTOMER STRATEGY
I’m Kimberley Huang — a marketer, product builder and customer strategist who connects research, AI and execution to move people from insight to action.
Open to global opportunities

Your guide is readyFollow the trail ↓[ A quick introduction ]
My work starts with a simple question: what is really stopping this person from moving forward? I combine quantitative evidence with qualitative context, then turn the answer into a clearer product, campaign or service journey.
10+ years studying and working across China, Canada and global markets.Research, segmentation and decision models that reveal the signal behind the noise.
AI-assisted tools and operating systems that make expert knowledge usable at scale.
Content, lifecycle and conversion experiments tied to measurable business outcomes.
[ Selected work ]
Start with evidence, build for the real workflow, and measure what changes.
AI PRODUCT · CUSTOMER INTELLIGENCE
Turning 817 frontline surveys into a decision-support system.
Agents had plenty of customer records, but no shared method for identifying the real decision barrier or choosing the next action.
Led customer research, designed a 14-factor decision universe, translated evidence into service actions, and shaped the product workflow and enablement model.
Pilot launched with 10 agents, ≥80% usage, 53 granular tags and a migration-ready operating model.
Open project evidenceAI PRODUCT MARKETING · FIELD ENABLEMENT
Launching an industry-first education service tool and adoption loop.
Education-related home buying depended on scattered policies and individual expertise, creating slow, inconsistent customer experiences.
Built the structured knowledge workflow, connected product rollout with nine regional talks, community operations, training and a user-feedback loop.
5,000+ schools and 20,000+ property records organized into one workflow; 1,000 initial users and 50%+ faster problem solving.
Open project evidenceAI GROWTH · SOCIAL CONVERSION
Connecting multi-account engagement, response quality and lead capture.
Replies were inconsistent, leads were fragmented and high-intent comments could be missed across multiple social accounts.
Designed user segments and response logic, tested human-AI handoffs, coordinated 8–10 accounts, and used feedback to improve conversion paths.
Processed 283 comments and generated 26 leads in a 1.5-month field test, with +10% opportunities per post and +5% overall conversion.
Open project evidenceE-COMMERCE · LIFECYCLE MARKETING
Rebuilding the path from content and merchandising to repeat purchase.
A premium member experience had to translate into a clearer digital storefront, stronger lifecycle communication and measurable commercial growth.
Managed Shopify operations, launched 200+ SKUs, built automated EDM campaigns, optimized SEO and landing pages, and supported premium member activations.
50%+ revenue growth, 30%+ campaign conversion, repeat purchase doubled from 5% to 10%, and $2M+ in high-value orders.
Open project evidenceSHOPIFY BUILD · E-BLAST DESIGN · STORE OPERATIONS
Designing the storefront, merchandising system and launch campaign for wine, food and Club goods.
The Club needed to replace its legacy online shop with a clearer member experience that could organize a growing mix of wine, food, gifting, private-label and branded merchandise.
Built and operated the Shopify storefront, structured collections and product discovery, refined navigation, filters and search, and managed ongoing merchandising. Wrote and designed the launch E-blast, offer messaging and calls to action.
Launched The 915 as a refreshed member shop, connecting four featured collections, a limited-time wine promotion and a repeatable store-plus-campaign operating model.

[ Hands-on craft ]
A selection of work I designed, wrote, produced or helped ship — from member lifecycle communication to social content, editorial and research.
Open workLifecycle · UX writing · Campaign Monitor
Open workPrimary research · Segmentation · Positioning
Open workSocial · Visual design · F&B
Open workCampaign concept · Social design
Short-form video · Motion · Social
Open workEditorial · Cover · Content
[ Where I’m heading ]
I’m looking for teams where marketing is close to product, customer evidence shapes decisions, and AI is applied to a real workflow — not added as decoration.
Go-to-market, adoption and human-AI workflows for products that need trust as much as speed.
Full-funnel programs across content, lifecycle, SEO/SEM and conversion optimization.
Insight-led experiences for high-value customers, global accounts and complex decisions.
My north star: make complex decisions feel clearer, more useful and more human.
[ Experience snapshot ]
Consultant · Product & Market Research
ShanghaiMarketing Operations Specialist
VancouverBusiness Development Assistant
Vancouver · ShandongProjects Specialist
Vancouver · Hong Kong · Shanghai[ Pick the story that fits ]
Each version highlights a different edge of the same experience. Download in English or Chinese.
AI applications, product operations, adoption and marketing automation.
Research, content, lifecycle, e-commerce and conversion growth.
High-value customer journeys, global accounts and relationship growth.
[ Ready when you are ]
I’d love to hear what you’re building, who it needs to move, and where the journey gets stuck.
Based in Shanghai · Open to global teams