hiring + trust surface

Senior data engineer building useful products in public.

1% Better.dev is Chris S. Yoon's hiring and trust surface: proven data engineering experience, small product loops, and visible execution that stays easy to verify.

Built by Chris S. Yoon. Most recent full-time role: Senior Data Engineer at theScore / ESPN Bet. Open to senior data, platform, and AI product engineering roles.

Experience

10+ years

Data engineering, validation, automation, and delivery across fintech, media, and enterprise.

Latest role

Senior Data Engineer

Most recently at theScore / ESPN Bet, building reliable pipelines and reporting systems.

Current track

Visible execution

Small product loops and public proof that keep the recent work easy to verify.

how this site works

Credibility up front. Execution underneath.

1%
1% Betterdev · ship small. learn fast.

Not a resume clone and not a vague studio page. The job is simple: make the work legible fast, then let the products and repos carry the proof.

01

Proven engineering background first. Small products as current proof.

02

Useful scope beats bigger promises.

03

Public work should shorten the distance between interest and trust.

What this site proves

Depth

A decade-plus in data engineering means the product work sits on real technical footing.

Range

The public work covers product judgment, engineering craft, and shipping discipline.

Pace

Recent builds, linked repos, and activity keep the current signal real.

Separate verticals

01

Specialist lanes stay separate until they earn more room.

02

The dev surface stays centered on hiring, products, and engineering credibility.

03

Any future surface area should be earned through shipped proof, not claimed early.

Selected work · linked activity

Selected work and public proof.

A few active product loops, the systems behind them, and archived work that makes the engineering depth easy to trust.

Current Product Work

Small product loops that show judgment, scope control, and active execution.

Current product

1% Better Today

A narrow daily product loop built to ship quickly and earn trust through use.

The clearest product thesis in the brand so far: one small action, one clean loop, and a scope tight enough to ship.

Building
PrototypePrivate build

Core brand product

Target MVP: April 2026

Current product

1% Better - Focus

A lightweight focus timer that shows the same thesis in practice: simple, useful, and shippable.

A smaller public product loop that reinforces scope control, build quality, and fast iteration inside the same brand.

Building
MVP LoopPublic repo

Shipping quietly

Target MVP: March 2026

Poker Vertical

A separate specialist lane. It matters as proof of seriousness, but it does not lead the hiring story here.

Separate specialist lane

Poker remains visible, but secondary.

1% Better.poker stays separate from the recruiter-facing story on this site. It is relevant as proof that the work can support a serious vertical, but it should earn more attention on its own surface.

Not the main hiring story

Operating Layer

The public site and internal systems that keep the surface current, useful, and verifiable.

1% Better - This Website

sukminc/one-percent-better-landing
The public front door for hiring, trust, and the whole shipping story.Live ✓

MVP reached

Next.js
TypeScript
Vercel

1% Better - OS

Workflow automation for repeatable project shipping.Ops Layer · Ready

Target MVP: March 2026

Internal workflow system already supporting the portfolio

Workflow engine activeLanding sync in useWeekly ops layer running
Python
GitHub Actions
JSON
CLI

Archive / Proof of Work

Past work that stays visible as evidence of engineering depth without competing with the active build track.

Blue Jays Moneyball ETL

sukminc/bluejays-financial-mlops
Archive of data engineering work and pipeline thinking.Archive

Proof-of-work archive

Python
Apache Airflow
PostgreSQL
Docker
GitHub Actions

TwelveLabs API Validator

sukminc/TwelveLabs
Interview challenge archive for multimodal API validation.Archive

Proof-of-work archive

Python
TwelveLabs
Pytest

About

Chris S. Yoon

10+ years in data engineering, validation, and automation. Most recent full-time role: Senior Data Engineer at theScore / ESPN Bet. 1% Better.dev is the current proof layer: small products, public repos, and recent execution kept easy to verify.

Open to Senior Data / Platform / AI Product roles

Recruiter path

Career context, then current work.

The quick read is straightforward: background, current build track, then LinkedIn or GitHub if you want to go deeper. The site is designed to make that decision fast.