Album Vibe
A music playground for rating, ranking, and sharing albums.
I work across strategy research, data analysis, and AI-assisted workflow design — turning ambiguous problems into structured decisions and practical systems.
Three small things in motion right now — sandbox spaces for product, AI, and personal thinking.
A music playground for rating, ranking, and sharing albums.
Job matching, fit scoring, and CV rewriting as a single agentic flow.
Connecting work, music, and thinking into one operating layer.
I sit at the intersection of strategy research, data analysis, and information systems — turning ambiguous business questions into structured frameworks, and fragmented inputs into decisions someone can actually act on.
Over the past few years I've worked on global market assessments, evaluation frameworks, and multi-source information synthesis to support management decisions in a fast-moving global organization. In parallel, I've been actively exploring how large language models can change the way we monitor information, write reports, build internal knowledge bases, and prototype products.
I'm not interested in 'AI as a buzzword'. I'm interested in what AI changes about the day-to-day work of research, analysis, and product thinking — and I learn that by building things.
Beyond work, I also keep a personal music journey page — a space for listening notes, taste mapping, and cultural/aesthetic exploration. My Music Journey.
Reframed below as four capability areas rather than a job description.
A few representative pieces of work, framed as transferable capabilities rather than internal details. Confidential information, internal system names, and exact metrics are intentionally omitted.
Supporting management decisions on where and how to grow across global markets, with limited and uneven information across regions.
Built structured research frameworks combining business context, growth stage, regional value, talent and relocation considerations, and long-term planning relevance. Standardized how cities and markets were compared so that judgments stayed consistent across very different geographies.
A repeatable assessment approach used to compare candidate markets and inform discussions on entry, prioritization, and longer-term positioning.
Side projects are how I test what AI actually changes about product and research work.
A personal web app where users can rate albums, build ranked lists and tier lists, and — eventually — generate AI-assisted music taste profiles.
Open to conversations on strategy, analytics, AI-assisted workflows, and product collaborations.