Work With Me
I turn unclear institutional, platform, labour, and AI-governance problems into named, reviewable structures.
The useful starting point is often not a request for a grand solution. It is a situation in which something feels wrong, a performance claim looks too clean, responsibility is hard to locate, or an appeal and correction path is missing.
Typical outputs
Problem-naming note
A compact one-page note that identifies the actual problem, why the ordinary framing misses it, and what must be checked next.
Diagnostic brief
A three-to-five-page review of the claim, hidden burden, responsibility path, verification gap, and decision-facing implications.
Responsibility or appeal map
A map of who can act, who must answer, where escalation stops, and whether correction, rollback, or remedy is reachable.
Scoped structural review
A comparative or framework-assisted analysis of an institutional design, platform rule, AI deployment, labour arrangement, or public-policy bottleneck.
Current areas
- AI deployment risk clarity;
- platform visibility, access, and remedy reachability;
- institutional responsibility and repair;
- labour pressure, work-package viability, and burden transfer;
- performance claims that exclude verification or rollback costs;
- public-facing research framing and concept development.
Public samples
- AI Deployment Risk Clarity Review
- Fast Answers, Slow Responsibility
- Pharmacy Safety UX Review
- When Part-Time Work Stops Functioning as a Job
- Agentic AI Authority Cutoff Review
Boundaries
Public samples show the analytical surface and the form of a useful output. They do not publish every private scoring rule, threshold, internal worksheet, or draft lineage.
The scope, evidence base, public or private status, timeline, and deliverable should be agreed before work begins. A request may also be declined when the evidence is too weak, the problem is not meaningfully reviewable, or the requested claim would exceed what the material supports.
Contact
For commissioned briefs, research collaboration, media inquiries, invited conversations, or scoped analytical work:
contact@jooyeolkim.com
For formal academic or conference correspondence:
jooyeol@jooyeolkim.com
Before writing, you may review Selected Work or verify the Public Record.