SOOP Co., Ltd.

Live-streaming Ecosystem Lead ๋ผ์ด๋ธŒ ์ŠคํŠธ๋ฆฌ๋ฐ ์ƒํƒœ๊ณ„ ๋ฆฌ๋“œ

2016.2 - Present (9+ years)

Korea's leading live-streaming platform serving 5,000+ creators 5,000๋ช… ์ด์ƒ์˜ ํฌ๋ฆฌ์—์ดํ„ฐ๋ฅผ ์ง€์›ํ•˜๋Š” ํ•œ๊ตญ ์ตœ๊ณ ์˜ ๋ผ์ด๋ธŒ ์ŠคํŠธ๋ฆฌ๋ฐ ํ”Œ๋žซํผ

Key Responsibilities & Achievements ์ฃผ์š” ์—…๋ฌด ๋ฐ ์„ฑ๊ณผ

Personalized Homepage Algorithm ๊ฐœ์ธํ™”๋œ ํ™ˆํŽ˜์ด์ง€ ์•Œ๊ณ ๋ฆฌ์ฆ˜ 2.3ร— CTR improvement

Redesigned algorithm to surface relevant creators based on viewing history and engagement patterns, solving discovery gap for mid-tier creators ์‹œ์ฒญ ๊ธฐ๋ก๊ณผ ์ฐธ์—ฌ ํŒจํ„ด์„ ๊ธฐ๋ฐ˜์œผ๋กœ ๊ด€๋ จ ํฌ๋ฆฌ์—์ดํ„ฐ๋ฅผ ๋…ธ์ถœํ•˜๋Š” ์•Œ๊ณ ๋ฆฌ์ฆ˜ ์žฌ์„ค๊ณ„, ์ค‘๊ฐ„ ๊ทœ๋ชจ ํฌ๋ฆฌ์—์ดํ„ฐ ๋ฐœ๊ฒฌ ๋ฌธ์ œ ํ•ด๊ฒฐ

Creator Acquisition & Retention Programs ํฌ๋ฆฌ์—์ดํ„ฐ ํ™•๋ณด ๋ฐ ๋ฆฌํ…์…˜ ํ”„๋กœ๊ทธ๋žจ 170% engagement boost

Developed targeted retention strategies and onboarding flows for mid-tier creators, including analytics dashboard and community management ์ค‘๊ฐ„ ๊ทœ๋ชจ ํฌ๋ฆฌ์—์ดํ„ฐ๋ฅผ ์œ„ํ•œ ํƒ€๊ฒŸ ๋ฆฌํ…์…˜ ์ „๋žต ๋ฐ ์˜จ๋ณด๋”ฉ ํ”Œ๋กœ์šฐ ๊ฐœ๋ฐœ, ๋ถ„์„ ๋Œ€์‹œ๋ณด๋“œ ๋ฐ ์ปค๋ฎค๋‹ˆํ‹ฐ ๊ด€๋ฆฌ ํฌํ•จ

Large-scale Event Partnerships ๋Œ€๊ทœ๋ชจ ์ด๋ฒคํŠธ ํŒŒํŠธ๋„ˆ์‹ญ 60% participation increase

Orchestrated large-scale creator events like G-Star to boost platform engagement and create monetization opportunities G-Star์™€ ๊ฐ™์€ ๋Œ€๊ทœ๋ชจ ํฌ๋ฆฌ์—์ดํ„ฐ ์ด๋ฒคํŠธ ๊ธฐํš์œผ๋กœ ํ”Œ๋žซํผ ์ฐธ์—ฌ๋„ ์ฆ๋Œ€ ๋ฐ ์ˆ˜์ตํ™” ๊ธฐํšŒ ์ฐฝ์ถœ

Key Results ์ฃผ์š” ๊ฒฐ๊ณผ

5,000+ Active Creators ํ™œ์„ฑ ํฌ๋ฆฌ์—์ดํ„ฐ
#1 Live Platform KR ๊ตญ๋‚ด ๋ผ์ด๋ธŒ ํ”Œ๋žซํผ
9+ Years Leading ๋ฆฌ๋”์‹ญ ๊ฒฝํ—˜

Technologies & Skills ๊ธฐ์ˆ  ๋ฐ ์—ญ๋Ÿ‰

Python SQL Data Analytics A/B Testing Product Strategy Creator Operations Community Management Event Management

Building Scalable E-commerce Systems ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ์ด์ปค๋จธ์Šค ์‹œ์Šคํ…œ ๊ตฌ์ถ•

From zero to $100K monthly revenue through automated operations, strategic SEO, and data-driven optimization. ์ž๋™ํ™”๋œ ์šด์˜, ์ „๋žต์  SEO, ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ ์ตœ์ ํ™”๋ฅผ ํ†ตํ•ด 0์—์„œ ์›” $100K ์ˆ˜์ต๊นŒ์ง€ ์„ฑ์žฅ.

Challenge โ†’ Solution โ†’ Impact ๊ณผ์ œ โ†’ ํ•ด๊ฒฐ์ฑ… โ†’ ์„ฑ๊ณผ

Challenge ๊ณผ์ œ

Manual Operations Bottleneck ์ˆ˜๋™ ์šด์˜์˜ ๋ณ‘๋ชฉํ˜„์ƒ

200+ hours monthly on repetitive tasks ์›” 200์‹œ๊ฐ„ ์ด์ƒ์˜ ๋ฐ˜๋ณต ์—…๋ฌด

โ†’

My Approach ๋‚ด ์ ‘๊ทผ๋ฒ•

Python Automation Python ์ž๋™ํ™”

Built comprehensive automation system ํฌ๊ด„์ ์ธ ์ž๋™ํ™” ์‹œ์Šคํ…œ ๊ตฌ์ถ•

โ†’

Result ๊ฒฐ๊ณผ

<1 hour/month ์›” 1์‹œ๊ฐ„ ๋ฏธ๋งŒ

99% process automation 99% ํ”„๋กœ์„ธ์Šค ์ž๋™ํ™”

Challenge ๊ณผ์ œ

SEO Competition SEO ๊ฒฝ์Ÿ

No rankings vs established brands ๊ธฐ์กด ๋ธŒ๋žœ๋“œ ๋Œ€๋น„ ์ˆœ์œ„ ์—†์Œ

โ†’

My Approach ๋‚ด ์ ‘๊ทผ๋ฒ•

Technical SEO Strategy ๊ธฐ์ˆ  SEO ์ „๋žต

Long-tail keywords + technical optimization ๋กฑํ…Œ์ผ ํ‚ค์›Œ๋“œ + ๊ธฐ์ˆ  ์ตœ์ ํ™”

โ†’

Result ๊ฒฐ๊ณผ

15+ Top Rankings 15๊ฐœ ์ด์ƒ ์ƒ์œ„ ์ˆœ์œ„

Dominated niche markets ๋‹ˆ์น˜ ์‹œ์žฅ ์ง€๋ฐฐ

Challenge ๊ณผ์ œ

Scale vs Quality ๊ทœ๋ชจ ๋Œ€ ํ’ˆ์งˆ

Low conversion while scaling ํ™•์žฅ ์ค‘ ๋‚ฎ์€ ์ „ํ™˜์œจ

โ†’

My Approach ๋‚ด ์ ‘๊ทผ๋ฒ•

Data-driven CRO ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ CRO

Systematic A/B testing & optimization ์ฒด๊ณ„์ ์ธ A/B ํ…Œ์ŠคํŠธ ๋ฐ ์ตœ์ ํ™”

โ†’

Result ๊ฒฐ๊ณผ

32% Improvement 32% ๊ฐœ์„ 

High-converting operations ๋†’์€ ์ „ํ™˜ ์šด์˜

My Role ๋‚˜์˜ ์—ญํ• 

Founder & Technical Lead ์ฐฝ๋ฆฝ์ž & ๊ธฐ์ˆ  ๋ฆฌ๋“œ

2021.1 - 2024.1 (3 years) โ€ข MMXXII

Full-Stack E-commerce Development ํ’€์Šคํƒ ์ด์ปค๋จธ์Šค ๊ฐœ๋ฐœ
SEO Strategy & Implementation SEO ์ „๋žต ๋ฐ ๊ตฌํ˜„
Business Operations Automation ๋น„์ฆˆ๋‹ˆ์Šค ์šด์˜ ์ž๋™ํ™”

Key Features ์ฃผ์š” ๊ธฐ๋Šฅ

โšก

Automated Operations ์ž๋™ํ™”๋œ ์šด์˜

Python-powered automation for inventory management, pricing optimization, and customer communications ์žฌ๊ณ  ๊ด€๋ฆฌ, ๊ฐ€๊ฒฉ ์ตœ์ ํ™”, ๊ณ ๊ฐ ์ปค๋ฎค๋‹ˆ์ผ€์ด์…˜์„ ์œ„ํ•œ Python ๊ธฐ๋ฐ˜ ์ž๋™ํ™”

๐ŸŽฏ

SEO Mastery SEO ์ „๋ฌธ์„ฑ

Achieved 15+ top-ranking keywords through technical SEO, content strategy, and performance optimization ๊ธฐ์ˆ  SEO, ์ฝ˜ํ…์ธ  ์ „๋žต, ์„ฑ๋Šฅ ์ตœ์ ํ™”๋ฅผ ํ†ตํ•ด 15๊ฐœ ์ด์ƒ์˜ ์ƒ์œ„ ๋žญํ‚น ํ‚ค์›Œ๋“œ ๋‹ฌ์„ฑ

๐Ÿ“Š

Data-Driven CRO ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ CRO

Implemented systematic A/B testing and user behavior analysis for 32% conversion rate improvement ์ฒด๊ณ„์ ์ธ A/B ํ…Œ์ŠคํŠธ์™€ ์‚ฌ์šฉ์ž ํ–‰๋™ ๋ถ„์„์„ ํ†ตํ•ด 32% ์ „ํ™˜์œจ ๊ฐœ์„  ๊ตฌํ˜„

Results & Impact ๊ฒฐ๊ณผ ๋ฐ ์˜ํ–ฅ

Before ์ด์ „

$0

Monthly Revenue ์›” ์ˆ˜์ต

After ์ดํ›„

$100K

Monthly Revenue ์›” ์ˆ˜์ต

Before ์ด์ „

200hrs

Manual Work/Month ์›” ์ˆ˜๋™ ์ž‘์—… ์‹œ๊ฐ„

After ์ดํ›„

<1hr

Manual Work/Month ์›” ์ˆ˜๋™ ์ž‘์—… ์‹œ๊ฐ„

Development Process ๊ฐœ๋ฐœ ํ”„๋กœ์„ธ์Šค

01

Market Research ์‹œ์žฅ ์กฐ์‚ฌ

Identified high-opportunity niches with low competition and strong demand signals ๊ฒฝ์Ÿ์ด ๋‚ฎ๊ณ  ์ˆ˜์š” ์‹ ํ˜ธ๊ฐ€ ๊ฐ•ํ•œ ๊ณ ๊ธฐํšŒ ๋‹ˆ์น˜ ์‹๋ณ„

02

Technical Foundation ๊ธฐ์ˆ ์  ๊ธฐ๋ฐ˜

Built scalable e-commerce platform with Python automation and MongoDB for data management Python ์ž๋™ํ™”์™€ MongoDB ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ๋ฅผ ํ†ตํ•œ ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ์ด์ปค๋จธ์Šค ํ”Œ๋žซํผ ๊ตฌ์ถ•

03

SEO Optimization SEO ์ตœ์ ํ™”

Implemented comprehensive SEO strategy targeting long-tail keywords with commercial intent ์ƒ์—…์  ์˜๋„๊ฐ€ ์žˆ๋Š” ๋กฑํ…Œ์ผ ํ‚ค์›Œ๋“œ๋ฅผ ํƒ€๊ฒŸ์œผ๋กœ ํ•˜๋Š” ํฌ๊ด„์ ์ธ SEO ์ „๋žต ๊ตฌํ˜„

Key Learnings ์ฃผ์š” ํ•™์Šต

Automation First ์ž๋™ํ™” ์šฐ์„ 

Building automation from day one enables sustainable scaling without proportional increase in operational complexity ์ฒซ๋‚ ๋ถ€ํ„ฐ ์ž๋™ํ™”๋ฅผ ๊ตฌ์ถ•ํ•˜๋ฉด ์šด์˜ ๋ณต์žก์„ฑ์˜ ๋น„๋ก€์  ์ฆ๊ฐ€ ์—†์ด ์ง€์† ๊ฐ€๋Šฅํ•œ ํ™•์žฅ์ด ๊ฐ€๋Šฅ

Data-Driven Decisions ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ ์˜์‚ฌ๊ฒฐ์ •

Systematic A/B testing and analytics provide reliable foundation for optimization decisions over intuition ์ฒด๊ณ„์ ์ธ A/B ํ…Œ์ŠคํŠธ์™€ ๋ถ„์„์€ ์ง๊ด€๋ณด๋‹ค ์ตœ์ ํ™” ๊ฒฐ์ •์— ์‹ ๋ขฐํ•  ์ˆ˜ ์žˆ๋Š” ๊ธฐ๋ฐ˜์„ ์ œ๊ณต

Technical SEO Impact ๊ธฐ์ˆ  SEO ์˜ํ–ฅ

Technical SEO fundamentals often outweigh content quantity in competitive e-commerce markets ๊ธฐ์ˆ  SEO ๊ธฐ์ดˆ๋Š” ๊ฒฝ์Ÿ์ ์ธ ์ด์ปค๋จธ์Šค ์‹œ์žฅ์—์„œ ์ฝ˜ํ…์ธ  ์–‘๋ณด๋‹ค ์ข…์ข… ๋” ์ค‘์š”

Technology Stack ๊ธฐ์ˆ  ์Šคํƒ

Backend & Automation ๋ฐฑ์—”๋“œ ๋ฐ ์ž๋™ํ™”

Python MongoDB REST APIs Selenium

E-commerce & SEO ์ด์ปค๋จธ์Šค ๋ฐ SEO

Shopify Google Analytics Google Search Console SEMrush

Mobile Gaming Marketing Excellence ๋ชจ๋ฐ”์ผ ๊ฒŒ์ž„ ๋งˆ์ผ€ํŒ… ์šฐ์ˆ˜์„ฑ

Driving user acquisition and engagement through data-driven strategies, creative campaigns, and performance optimization in competitive mobile gaming market. ๊ฒฝ์Ÿ์ ์ธ ๋ชจ๋ฐ”์ผ ๊ฒŒ์ž„ ์‹œ์žฅ์—์„œ ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ ์ „๋žต, ์ฐฝ์˜์  ์บ ํŽ˜์ธ, ์„ฑ๊ณผ ์ตœ์ ํ™”๋ฅผ ํ†ตํ•œ ์‚ฌ์šฉ์ž ํ™•๋ณด ๋ฐ ์ฐธ์—ฌ๋„ ํ–ฅ์ƒ.

The Challenge ๊ณผ์ œ

High User Acquisition Cost ๋†’์€ ์‚ฌ์šฉ์ž ํ™•๋ณด ๋น„์šฉ

Mobile game market competition driving CPI rates higher while maintaining ROAS requirements ROAS ์š”๊ตฌ์‚ฌํ•ญ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ๋ชจ๋ฐ”์ผ ๊ฒŒ์ž„ ์‹œ์žฅ ๊ฒฝ์Ÿ์œผ๋กœ ์ธํ•œ CPI ๋น„์šฉ ์ƒ์Šน

User Retention Gap ์‚ฌ์šฉ์ž ๋ฆฌํ…์…˜ ๊ฒฉ์ฐจ

Significant drop-off rates between app install and meaningful engagement within first week ์•ฑ ์„ค์น˜์™€ ์ฒซ ์ฃผ ๋‚ด ์˜๋ฏธ์žˆ๋Š” ์ฐธ์—ฌ ์‚ฌ์ด์˜ ์ƒ๋‹นํ•œ ์ดํƒˆ๋ฅ 

Attribution Complexity ์–ดํŠธ๋ฆฌ๋ทฐ์…˜ ๋ณต์žก์„ฑ

Multi-channel marketing attribution challenges affecting campaign optimization and budget allocation ์บ ํŽ˜์ธ ์ตœ์ ํ™”์™€ ์˜ˆ์‚ฐ ๋ฐฐ๋ถ„์— ์˜ํ–ฅ์„ ๋ฏธ์น˜๋Š” ๋ฉ€ํ‹ฐ ์ฑ„๋„ ๋งˆ์ผ€ํŒ… ์–ดํŠธ๋ฆฌ๋ทฐ์…˜ ๊ณผ์ œ

My Role ๋‚˜์˜ ์—ญํ• 

Marketing Manager ๋งˆ์ผ€ํŒ… ๋งค๋‹ˆ์ €

2015.4 - 2016.1 (9 months) โ€ข POPJOY

User Acquisition Campaign Management ์‚ฌ์šฉ์ž ํ™•๋ณด ์บ ํŽ˜์ธ ๊ด€๋ฆฌ
Mobile App Marketing Strategy ๋ชจ๋ฐ”์ผ ์•ฑ ๋งˆ์ผ€ํŒ… ์ „๋žต
Performance Analytics & Optimization ์„ฑ๊ณผ ๋ถ„์„ ๋ฐ ์ตœ์ ํ™”

Key Features ์ฃผ์š” ๊ธฐ๋Šฅ

๐ŸŽฏ

Targeted UA Campaigns ํƒ€๊ฒŸ UA ์บ ํŽ˜์ธ

Developed and executed precision-targeted user acquisition campaigns across Facebook, Google, and mobile ad networks Facebook, Google ๋ฐ ๋ชจ๋ฐ”์ผ ๊ด‘๊ณ  ๋„คํŠธ์›Œํฌ๋ฅผ ํ†ตํ•œ ์ •๋ฐ€ ํƒ€๊ฒŸํŒ… ์‚ฌ์šฉ์ž ํ™•๋ณด ์บ ํŽ˜์ธ ๊ฐœ๋ฐœ ๋ฐ ์‹คํ–‰

๐Ÿ“Š

Performance Analytics ์„ฑ๊ณผ ๋ถ„์„

Implemented comprehensive tracking and attribution systems for real-time campaign optimization and ROAS improvement ์‹ค์‹œ๊ฐ„ ์บ ํŽ˜์ธ ์ตœ์ ํ™”์™€ ROAS ๊ฐœ์„ ์„ ์œ„ํ•œ ํฌ๊ด„์ ์ธ ์ถ”์  ๋ฐ ์–ดํŠธ๋ฆฌ๋ทฐ์…˜ ์‹œ์Šคํ…œ ๊ตฌํ˜„

๐Ÿš€

A/B Test Framework A/B ํ…Œ์ŠคํŠธ ํ”„๋ ˆ์ž„์›Œํฌ

Established systematic A/B testing processes for creative assets, targeting parameters, and campaign strategies ํฌ๋ฆฌ์—์ดํ‹ฐ๋ธŒ ์ž์‚ฐ, ํƒ€๊ฒŸํŒ… ๋งค๊ฐœ๋ณ€์ˆ˜ ๋ฐ ์บ ํŽ˜์ธ ์ „๋žต์„ ์œ„ํ•œ ์ฒด๊ณ„์ ์ธ A/B ํ…Œ์ŠคํŠธ ํ”„๋กœ์„ธ์Šค ๊ตฌ์ถ•

Results & Impact ๊ฒฐ๊ณผ ๋ฐ ์˜ํ–ฅ

Before ์ด์ „

3.2x

CPI Rate CPI ๋น„์œจ

After ์ดํ›„

1.8x

CPI Rate CPI ๋น„์œจ

Before ์ด์ „

22%

D7 Retention D7 ๋ฆฌํ…์…˜

After ์ดํ›„

38%

D7 Retention D7 ๋ฆฌํ…์…˜

Marketing Process ๋งˆ์ผ€ํŒ… ํ”„๋กœ์„ธ์Šค

01

Audience Research ์˜ค๋””์–ธ์Šค ๋ฆฌ์„œ์น˜

Deep-dive analysis of user behavior patterns, demographics, and engagement preferences in gaming segment ๊ฒŒ์ž„ ์„ธ๊ทธ๋จผํŠธ ๋‚ด ์‚ฌ์šฉ์ž ํ–‰๋™ ํŒจํ„ด, ์ธ๊ตฌํ†ต๊ณ„ํ•™์  ํŠน์„ฑ ๋ฐ ์ฐธ์—ฌ ์„ ํ˜ธ๋„์˜ ์‹ฌ์ธต ๋ถ„์„

02

Campaign Strategy ์บ ํŽ˜์ธ ์ „๋žต

Developed multi-channel acquisition strategies with platform-specific creative and targeting approaches ํ”Œ๋žซํผ๋ณ„ ํฌ๋ฆฌ์—์ดํ‹ฐ๋ธŒ ๋ฐ ํƒ€๊ฒŸํŒ… ์ ‘๊ทผ ๋ฐฉ์‹์œผ๋กœ ๋ฉ€ํ‹ฐ์ฑ„๋„ ํ™•๋ณด ์ „๋žต ๊ฐœ๋ฐœ

03

Performance Optimization ์„ฑ๊ณผ ์ตœ์ ํ™”

Continuous optimization through real-time data analysis, creative iteration, and audience refinement ์‹ค์‹œ๊ฐ„ ๋ฐ์ดํ„ฐ ๋ถ„์„, ํฌ๋ฆฌ์—์ดํ‹ฐ๋ธŒ ๋ฐ˜๋ณต, ์˜ค๋””์–ธ์Šค ์ •์ œ๋ฅผ ํ†ตํ•œ ์ง€์†์ ์ธ ์ตœ์ ํ™”

Key Learnings ์ฃผ์š” ํ•™์Šต

Creative Impact ํฌ๋ฆฌ์—์ดํ‹ฐ๋ธŒ ์ž„ํŒฉํŠธ

Creative execution often outweighs targeting precision in mobile gaming user acquisition campaigns ํฌ๋ฆฌ์—์ดํ‹ฐ๋ธŒ ์‹คํ–‰์€ ๋ชจ๋ฐ”์ผ ๊ฒŒ์ž„ ์‚ฌ์šฉ์ž ํ™•๋ณด ์บ ํŽ˜์ธ์—์„œ ํƒ€๊ฒŸํŒ… ์ •ํ™•์„ฑ๋ณด๋‹ค ์ข…์ข… ๋” ์ค‘์š”ํ•จ

Attribution Challenges ์–ดํŠธ๋ฆฌ๋ทฐ์…˜ ๊ณผ์ œ

Early mobile attribution limitations required developing custom tracking methodologies for accurate ROAS measurement ์ดˆ๊ธฐ ๋ชจ๋ฐ”์ผ ์–ดํŠธ๋ฆฌ๋ทฐ์…˜ ์ œํ•œ์‚ฌํ•ญ์œผ๋กœ ์ธํ•ด ์ •ํ™•ํ•œ ROAS ์ธก์ •์„ ์œ„ํ•œ ๋งž์ถคํ˜• ์ถ”์  ๋ฐฉ๋ฒ•๋ก  ๊ฐœ๋ฐœ ํ•„์š”

Platform Dynamics ํ”Œ๋žซํผ ์—ญํ•™

Each advertising platform requires unique optimization approaches rather than universal campaign strategies ๊ฐ ๊ด‘๊ณ  ํ”Œ๋žซํผ์€ ๋ฒ”์šฉ ์บ ํŽ˜์ธ ์ „๋žต๋ณด๋‹ค๋Š” ๊ณ ์œ ํ•œ ์ตœ์ ํ™” ์ ‘๊ทผ ๋ฐฉ์‹์ด ํ•„์š”ํ•จ

Marketing Stack ๋งˆ์ผ€ํŒ… ์Šคํƒ

Acquisition Platforms ํ™•๋ณด ํ”Œ๋žซํผ

Facebook Ads Google Ads Unity Ads ironSource

Analytics & Attribution ๋ถ„์„ ๋ฐ ์–ดํŠธ๋ฆฌ๋ทฐ์…˜

AppsFlyer Google Analytics Firebase Adjust

Strategic Game Publishing Partnerships ์ „๋žต์  ๊ฒŒ์ž„ ํผ๋ธ”๋ฆฌ์‹ฑ ํŒŒํŠธ๋„ˆ์‹ญ

Orchestrating global publisher relationships and high-impact event operations to maximize brand exposure and secure strategic contracts. ๊ธ€๋กœ๋ฒŒ ํผ๋ธ”๋ฆฌ์…” ๊ด€๊ณ„์™€ ๊ณ ์ž„ํŒฉํŠธ ์ด๋ฒคํŠธ ์šด์˜์„ ํ†ตํ•ด ๋ธŒ๋žœ๋“œ ๋…ธ์ถœ์„ ๊ทน๋Œ€ํ™”ํ•˜๊ณ  ์ „๋žต์  ๊ณ„์•ฝ์„ ํ™•๋ณด.

The Challenge ๊ณผ์ œ

Publisher Relations Complexity ํผ๋ธ”๋ฆฌ์…” ๊ด€๊ณ„ ๋ณต์žก์„ฑ

Managing diverse publisher partnerships across different regions with varying contract terms and expectations ๋‹ค์–‘ํ•œ ๊ณ„์•ฝ ์กฐ๊ฑด๊ณผ ๊ธฐ๋Œ€์‚ฌํ•ญ์„ ๊ฐ€์ง„ ์ง€์—ญ๋ณ„ ๋‹ค์–‘ํ•œ ํผ๋ธ”๋ฆฌ์…” ํŒŒํŠธ๋„ˆ์‹ญ ๊ด€๋ฆฌ

Event Coordination Scale ์ด๋ฒคํŠธ ์กฐ์ • ๊ทœ๋ชจ

Coordinating large-scale gaming events like G-Star with multiple stakeholders, tight deadlines, and high visibility requirements G-Star์™€ ๊ฐ™์€ ๋Œ€๊ทœ๋ชจ ๊ฒŒ์ž„ ์ด๋ฒคํŠธ๋ฅผ ๋‹ค์ˆ˜์˜ ์ดํ•ด๊ด€๊ณ„์ž, ์ด‰๋ฐ•ํ•œ ์ผ์ •, ๋†’์€ ๊ฐ€์‹œ์„ฑ ์š”๊ตฌ์‚ฌํ•ญ๊ณผ ํ•จ๊ป˜ ์กฐ์ •

Brand Exposure Optimization ๋ธŒ๋žœ๋“œ ๋…ธ์ถœ ์ตœ์ ํ™”

Maximizing brand visibility and market impact with limited budget and resources in competitive gaming industry ๊ฒฝ์Ÿ์ ์ธ ๊ฒŒ์ž„ ์‚ฐ์—…์—์„œ ์ œํ•œ๋œ ์˜ˆ์‚ฐ๊ณผ ๋ฆฌ์†Œ์Šค๋กœ ๋ธŒ๋žœ๋“œ ๊ฐ€์‹œ์„ฑ๊ณผ ์‹œ์žฅ ์ž„ํŒฉํŠธ ๊ทน๋Œ€ํ™”

My Role ๋‚˜์˜ ์—ญํ• 

Project Manager ํ”„๋กœ์ ํŠธ ๋งค๋‹ˆ์ €

2014.8 - 2014.12 (5 months) โ€ข HighBrow

Publisher Relationship Management ํผ๋ธ”๋ฆฌ์…” ๊ด€๊ณ„ ๊ด€๋ฆฌ
Event Operations Coordination ์ด๋ฒคํŠธ ์šด์˜ ์กฐ์ •
Contract Negotiation & Execution ๊ณ„์•ฝ ํ˜‘์ƒ ๋ฐ ์‹คํ–‰

Key Features ์ฃผ์š” ๊ธฐ๋Šฅ

๐Ÿค

Strategic Partnerships ์ „๋žต์  ํŒŒํŠธ๋„ˆ์‹ญ

Built and maintained relationships with key global game publishers for maximum market reach and collaborative opportunities ์ตœ๋Œ€ ์‹œ์žฅ ๋„๋‹ฌ ๋ฒ”์œ„์™€ ํ˜‘์—… ๊ธฐํšŒ๋ฅผ ์œ„ํ•œ ์ฃผ์š” ๊ธ€๋กœ๋ฒŒ ๊ฒŒ์ž„ ํผ๋ธ”๋ฆฌ์…”์™€์˜ ๊ด€๊ณ„ ๊ตฌ์ถ• ๋ฐ ์œ ์ง€

๐ŸŽช

G-Star Event Management G-Star ์ด๋ฒคํŠธ ๊ด€๋ฆฌ

Successfully coordinated booth operations and promotional activities at Korea's largest gaming exhibition for maximum brand exposure ์ตœ๋Œ€ ๋ธŒ๋žœ๋“œ ๋…ธ์ถœ์„ ์œ„ํ•ด ํ•œ๊ตญ ์ตœ๋Œ€ ๊ฒŒ์ž„ ์ „์‹œํšŒ์—์„œ ๋ถ€์Šค ์šด์˜ ๋ฐ ํ”„๋กœ๋ชจ์…˜ ํ™œ๋™ ์„ฑ๊ณต์ ์œผ๋กœ ์กฐ์ •

๐Ÿ“‹

Contract Optimization ๊ณ„์•ฝ ์ตœ์ ํ™”

Negotiated and secured favorable publishing contracts with clear terms, deliverables, and performance metrics ๋ช…ํ™•ํ•œ ์กฐ๊ฑด, ๊ฒฐ๊ณผ๋ฌผ ๋ฐ ์„ฑ๊ณผ ์ง€ํ‘œ๋กœ ์œ ๋ฆฌํ•œ ํผ๋ธ”๋ฆฌ์‹ฑ ๊ณ„์•ฝ ํ˜‘์ƒ ๋ฐ ํ™•๋ณด

Results & Impact ๊ฒฐ๊ณผ ๋ฐ ์˜ํ–ฅ

Before ์ด์ „

3

Publisher Partners ํผ๋ธ”๋ฆฌ์…” ํŒŒํŠธ๋„ˆ

After ์ดํ›„

12+

Publisher Partners ํผ๋ธ”๋ฆฌ์…” ํŒŒํŠธ๋„ˆ

Before ์ด์ „

5K

Event Visitors ์ด๋ฒคํŠธ ๋ฐฉ๋ฌธ์ž

After ์ดํ›„

25K+

Event Visitors ์ด๋ฒคํŠธ ๋ฐฉ๋ฌธ์ž

Partnership Process ํŒŒํŠธ๋„ˆ์‹ญ ํ”„๋กœ์„ธ์Šค

01

Market Analysis ์‹œ์žฅ ๋ถ„์„

Identified key publishers and strategic opportunities in target markets through comprehensive industry research ํฌ๊ด„์ ์ธ ์—…๊ณ„ ์กฐ์‚ฌ๋ฅผ ํ†ตํ•ด ํƒ€๊ฒŸ ์‹œ์žฅ์˜ ์ฃผ์š” ํผ๋ธ”๋ฆฌ์…”์™€ ์ „๋žต์  ๊ธฐํšŒ ์‹๋ณ„

02

Relationship Building ๊ด€๊ณ„ ๊ตฌ์ถ•

Established trust and communication channels with publisher stakeholders through strategic meetings and demonstrations ์ „๋žต์  ํšŒ์˜์™€ ๋ฐ๋ชจ๋ฅผ ํ†ตํ•ด ํผ๋ธ”๋ฆฌ์…” ์ดํ•ด๊ด€๊ณ„์ž๋“ค๊ณผ ์‹ ๋ขฐ ๋ฐ ์ปค๋ฎค๋‹ˆ์ผ€์ด์…˜ ์ฑ„๋„ ๊ตฌ์ถ•

03

Event Execution ์ด๋ฒคํŠธ ์‹คํ–‰

Coordinated multi-stakeholder event operations with detailed project management and real-time problem solving ์ƒ์„ธํ•œ ํ”„๋กœ์ ํŠธ ๊ด€๋ฆฌ์™€ ์‹ค์‹œ๊ฐ„ ๋ฌธ์ œ ํ•ด๊ฒฐ์„ ํ†ตํ•œ ๋‹ค์ค‘ ์ดํ•ด๊ด€๊ณ„์ž ์ด๋ฒคํŠธ ์šด์˜ ์กฐ์ •

Key Learnings ์ฃผ์š” ํ•™์Šต

Cultural Sensitivity ๋ฌธํ™”์  ๋ฏผ๊ฐ์„ฑ

Cross-cultural communication and understanding regional business practices are crucial for successful global partnerships ์„ฑ๊ณต์ ์ธ ๊ธ€๋กœ๋ฒŒ ํŒŒํŠธ๋„ˆ์‹ญ์„ ์œ„ํ•ด์„œ๋Š” ์ƒํ˜ธ ๋ฌธํ™”์  ์†Œํ†ต๊ณผ ์ง€์—ญ๋ณ„ ๋น„์ฆˆ๋‹ˆ์Šค ๊ด€ํ–‰ ์ดํ•ด๊ฐ€ ํ•„์ˆ˜์ 

Stakeholder Alignment ์ดํ•ด๊ด€๊ณ„์ž ์ •๋ ฌ

Early stakeholder alignment and clear communication protocols prevent conflicts and ensure smooth event execution ์ดˆ๊ธฐ ์ดํ•ด๊ด€๊ณ„์ž ์ •๋ ฌ๊ณผ ๋ช…ํ™•ํ•œ ์ปค๋ฎค๋‹ˆ์ผ€์ด์…˜ ํ”„๋กœํ† ์ฝœ์€ ๊ฐˆ๋“ฑ์„ ์˜ˆ๋ฐฉํ•˜๊ณ  ์›ํ™œํ•œ ์ด๋ฒคํŠธ ์‹คํ–‰์„ ๋ณด์žฅ

Contingency Planning ๋น„์ƒ ๊ณ„ํš

Detailed contingency plans and rapid response capabilities are essential for managing live event operations ์ƒ์„ธํ•œ ๋น„์ƒ ๊ณ„ํš๊ณผ ์‹ ์†ํ•œ ๋Œ€์‘ ๋Šฅ๋ ฅ์€ ๋ผ์ด๋ธŒ ์ด๋ฒคํŠธ ์šด์˜ ๊ด€๋ฆฌ์— ํ•„์ˆ˜์ 

Project Stack ํ”„๋กœ์ ํŠธ ์Šคํƒ

Business Development ๋น„์ฆˆ๋‹ˆ์Šค ๊ฐœ๋ฐœ

Publisher Relations Contract Negotiation Market Analysis Strategic Planning

Event & Marketing ์ด๋ฒคํŠธ ๋ฐ ๋งˆ์ผ€ํŒ…

Event Management Social Media Brand Coordination G-Star Operations

Global Game Localization Excellence ๊ธ€๋กœ๋ฒŒ ๊ฒŒ์ž„ ํ˜„์ง€ํ™” ์šฐ์ˆ˜์„ฑ

Leading cross-cultural game publishing operations and creating culturally-relevant experiences that resonate with diverse global markets. ๋‹ค์–‘ํ•œ ๊ธ€๋กœ๋ฒŒ ์‹œ์žฅ์—์„œ ๊ณต๊ฐ๋Œ€๋ฅผ ํ˜•์„ฑํ•˜๋Š” ๋ฌธํ™”์ ์œผ๋กœ ๊ด€๋ จ์„ฑ ์žˆ๋Š” ๊ฒฝํ—˜์„ ์ฐฝ์กฐํ•˜๋ฉฐ ์ƒํ˜ธ ๋ฌธํ™”์  ๊ฒŒ์ž„ ํผ๋ธ”๋ฆฌ์‹ฑ ์šด์˜ ์ฃผ๋„.

The Challenge ๊ณผ์ œ

Cultural Adaptation Complexity ๋ฌธํ™”์  ์ ์‘ ๋ณต์žก์„ฑ

Adapting game content, events, and user experiences to resonate authentically with Thailand and U.S. market cultural preferences ๊ฒŒ์ž„ ์ฝ˜ํ…์ธ , ์ด๋ฒคํŠธ, ์‚ฌ์šฉ์ž ๊ฒฝํ—˜์„ ํƒœ๊ตญ๊ณผ ๋ฏธ๊ตญ ์‹œ์žฅ์˜ ๋ฌธํ™”์  ์„ ํ˜ธ๋„์— ์ง„์ •์„ฑ ์žˆ๊ฒŒ ์ ์‘

Quality Assurance Scale ํ’ˆ์งˆ ๋ณด์ฆ ๊ทœ๋ชจ

Maintaining consistent game quality and user experience across multiple regional versions with different requirements ๋‹ค์–‘ํ•œ ์š”๊ตฌ์‚ฌํ•ญ์„ ๊ฐ€์ง„ ์—ฌ๋Ÿฌ ์ง€์—ญ ๋ฒ„์ „์—์„œ ์ผ๊ด€๋œ ๊ฒŒ์ž„ ํ’ˆ์งˆ๊ณผ ์‚ฌ์šฉ์ž ๊ฒฝํ—˜ ์œ ์ง€

Timeline Coordination ์ผ์ • ์กฐ์ •

Coordinating simultaneous multi-market launches while managing localization dependencies and regional approval processes ํ˜„์ง€ํ™” ์ข…์†์„ฑ๊ณผ ์ง€์—ญ ์Šน์ธ ํ”„๋กœ์„ธ์Šค๋ฅผ ๊ด€๋ฆฌํ•˜๋ฉด์„œ ๋™์‹œ ๋‹ค์ค‘ ์‹œ์žฅ ์ถœ์‹œ ์กฐ์ •

My Role ๋‚˜์˜ ์—ญํ• 

Project Manager ํ”„๋กœ์ ํŠธ ๋งค๋‹ˆ์ €

2012.3 - 2013.6 (15 months) โ€ข Ntreev Soft

Global Publishing Operations ๊ธ€๋กœ๋ฒŒ ํผ๋ธ”๋ฆฌ์‹ฑ ์šด์˜
Localization Project Management ํ˜„์ง€ํ™” ํ”„๋กœ์ ํŠธ ๊ด€๋ฆฌ
Cross-Cultural Event Planning ์ƒํ˜ธ๋ฌธํ™” ์ด๋ฒคํŠธ ๊ธฐํš

Key Features ์ฃผ์š” ๊ธฐ๋Šฅ

๐ŸŒ

Multi-Market Publishing ๋‹ค์ค‘ ์‹œ์žฅ ํผ๋ธ”๋ฆฌ์‹ฑ

Successfully launched and operated Pangya across Thailand and U.S. markets with culturally-tailored content and events ๋ฌธํ™”์ ์œผ๋กœ ๋งž์ถคํ™”๋œ ์ฝ˜ํ…์ธ ์™€ ์ด๋ฒคํŠธ๋กœ ํƒœ๊ตญ๊ณผ ๋ฏธ๊ตญ ์‹œ์žฅ์—์„œ Pangya๋ฅผ ์„ฑ๊ณต์ ์œผ๋กœ ์ถœ์‹œ ๋ฐ ์šด์˜

โšก

Performance Optimization ์„ฑ๋Šฅ ์ตœ์ ํ™”

Achieved 130% performance boost through systematic localization improvements and regional server optimization ์ฒด๊ณ„์ ์ธ ํ˜„์ง€ํ™” ๊ฐœ์„ ๊ณผ ์ง€์—ญ ์„œ๋ฒ„ ์ตœ์ ํ™”๋ฅผ ํ†ตํ•ด 130% ์„ฑ๋Šฅ ํ–ฅ์ƒ ๋‹ฌ์„ฑ

๐ŸŽญ

Cultural Event Creation ๋ฌธํ™”์  ์ด๋ฒคํŠธ ์ฐฝ์กฐ

Designed and executed region-specific in-game events that significantly increased user engagement and retention ์‚ฌ์šฉ์ž ์ฐธ์—ฌ๋„์™€ ๋ฆฌํ…์…˜์„ ํฌ๊ฒŒ ์ฆ๊ฐ€์‹œํ‚จ ์ง€์—ญ๋ณ„ ์ธ๊ฒŒ์ž„ ์ด๋ฒคํŠธ ์„ค๊ณ„ ๋ฐ ์‹คํ–‰

Results & Impact ๊ฒฐ๊ณผ ๋ฐ ์˜ํ–ฅ

Before ์ด์ „

1

Market ์‹œ์žฅ

After ์ดํ›„

3

Global Markets ๊ธ€๋กœ๋ฒŒ ์‹œ์žฅ

Before ์ด์ „

100%

Performance Base ์„ฑ๋Šฅ ๊ธฐ์ค€

After ์ดํ›„

230%

Performance Boost ์„ฑ๋Šฅ ํ–ฅ์ƒ

Localization Process ํ˜„์ง€ํ™” ํ”„๋กœ์„ธ์Šค

01

Market Research ์‹œ์žฅ ์กฐ์‚ฌ

Conducted deep cultural analysis of target markets to understand player preferences, gaming habits, and cultural sensitivities ํ”Œ๋ ˆ์ด์–ด ์„ ํ˜ธ๋„, ๊ฒŒ์ž„ ์Šต๊ด€, ๋ฌธํ™”์  ๋ฏผ๊ฐ์„ฑ์„ ์ดํ•ดํ•˜๊ธฐ ์œ„ํ•œ ํƒ€๊ฒŸ ์‹œ์žฅ์˜ ์‹ฌ์ธต ๋ฌธํ™”์  ๋ถ„์„ ์ˆ˜ํ–‰

02

Content Adaptation ์ฝ˜ํ…์ธ  ์ ์‘

Adapted game content, UI, and events to match local cultural contexts while maintaining core gameplay integrity ํ•ต์‹ฌ ๊ฒŒ์ž„ํ”Œ๋ ˆ์ด ๋ฌด๊ฒฐ์„ฑ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ํ˜„์ง€ ๋ฌธํ™”์  ๋งฅ๋ฝ์— ๋งž๊ฒŒ ๊ฒŒ์ž„ ์ฝ˜ํ…์ธ , UI, ์ด๋ฒคํŠธ ์ ์‘

03

Quality Assurance ํ’ˆ์งˆ ๋ณด์ฆ

Established rigorous QA processes for multi-regional versions ensuring consistent quality and cultural appropriateness ์ผ๊ด€๋œ ํ’ˆ์งˆ๊ณผ ๋ฌธํ™”์  ์ ์ ˆ์„ฑ์„ ๋ณด์žฅํ•˜๋Š” ๋‹ค์ค‘ ์ง€์—ญ ๋ฒ„์ „์˜ ์—„๊ฒฉํ•œ QA ํ”„๋กœ์„ธ์Šค ๊ตฌ์ถ•

Key Learnings ์ฃผ์š” ํ•™์Šต

Cultural Nuance Importance ๋ฌธํ™”์  ๋‰˜์•™์Šค์˜ ์ค‘์š”์„ฑ

Successful localization requires deep understanding of cultural nuances beyond simple language translation ์„ฑ๊ณต์ ์ธ ํ˜„์ง€ํ™”๋Š” ๋‹จ์ˆœํ•œ ์–ธ์–ด ๋ฒˆ์—ญ์„ ๋„˜์–ด์„  ๋ฌธํ™”์  ๋‰˜์•™์Šค์˜ ๊นŠ์€ ์ดํ•ด๊ฐ€ ํ•„์š”

Community Feedback Loop ์ปค๋ฎค๋‹ˆํ‹ฐ ํ”ผ๋“œ๋ฐฑ ๋ฃจํ”„

Establishing early feedback mechanisms with local gaming communities significantly improves adaptation accuracy ํ˜„์ง€ ๊ฒŒ์ž„ ์ปค๋ฎค๋‹ˆํ‹ฐ์™€์˜ ์ดˆ๊ธฐ ํ”ผ๋“œ๋ฐฑ ๋ฉ”์ปค๋‹ˆ์ฆ˜ ๊ตฌ์ถ•์€ ์ ์‘ ์ •ํ™•์„ฑ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ด

Technical-Cultural Balance ๊ธฐ์ˆ -๋ฌธํ™”์  ๊ท ํ˜•

Balancing technical optimization with cultural adaptation is critical for sustainable global game operations ๊ธฐ์ˆ ์  ์ตœ์ ํ™”์™€ ๋ฌธํ™”์  ์ ์‘์˜ ๊ท ํ˜•์€ ์ง€์† ๊ฐ€๋Šฅํ•œ ๊ธ€๋กœ๋ฒŒ ๊ฒŒ์ž„ ์šด์˜์— ์ค‘์š”

Localization Stack ํ˜„์ง€ํ™” ์Šคํƒ

Publishing & Operations ํผ๋ธ”๋ฆฌ์‹ฑ ๋ฐ ์šด์˜

Global Publishing Localization Management Quality Assurance Server Operations

Cultural & Events ๋ฌธํ™” ๋ฐ ์ด๋ฒคํŠธ

Event Planning Cultural Adaptation Community Management Market Analysis

Projects ํ”„๋กœ์ ํŠธ

Creator Monetization Mission System

Designed and implemented gamified mission system for content creators. Achieved 82% mission participation rate and drove 42% monthly revenue growth. Built using Python, SQL, and Firebase with comprehensive A/B testing framework. ์ฝ˜ํ…์ธ  ํฌ๋ฆฌ์—์ดํ„ฐ๋ฅผ ์œ„ํ•œ ๊ฒŒ์ด๋ฏธํŒŒ์ด๋“œ ๋ฏธ์…˜ ์‹œ์Šคํ…œ ์„ค๊ณ„ ๋ฐ ๊ตฌํ˜„. 82% ๋ฏธ์…˜ ์ฐธ์—ฌ์œจ ๋‹ฌ์„ฑ ๋ฐ ์›” 42% ์ˆ˜์ต ์„ฑ์žฅ ์ฃผ๋„. Python, SQL, Firebase๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํฌ๊ด„์ ์ธ A/B ํ…Œ์ŠคํŠธ ํ”„๋ ˆ์ž„์›Œํฌ๋กœ ๊ตฌ์ถ•.

Python SQL Firebase A/B Testing

Homepage Personalization Algorithm

Developed ML-based content recommendation system for platform homepage. Improved Click-Through Rate by 2.3x through personalized content delivery. Utilized Python, BigQuery, and machine learning models for real-time personalization. ํ”Œ๋žซํผ ํ™ˆํŽ˜์ด์ง€๋ฅผ ์œ„ํ•œ ML ๊ธฐ๋ฐ˜ ์ฝ˜ํ…์ธ  ์ถ”์ฒœ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ. ๊ฐœ์ธํ™”๋œ ์ฝ˜ํ…์ธ  ์ œ๊ณต์„ ํ†ตํ•ด ํด๋ฆญ๋ฅ  2.3๋ฐฐ ๊ฐœ์„ . ์‹ค์‹œ๊ฐ„ ๊ฐœ์ธํ™”๋ฅผ ์œ„ํ•ด Python, BigQuery ๋ฐ ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ ํ™œ์šฉ.

Python Machine Learning SQL BigQuery

Operations Automation Platform

Built comprehensive automation platform reducing manual operations from 200+ hours to less than 1 hour monthly. Implemented using Python, GCP, Supabase, and REST APIs. Streamlined workflows across multiple departments. ์ˆ˜๋™ ์ž‘์—…์„ ์›” 200์‹œ๊ฐ„ ์ด์ƒ์—์„œ 1์‹œ๊ฐ„ ๋ฏธ๋งŒ์œผ๋กœ ์ค„์ธ ํฌ๊ด„์ ์ธ ์ž๋™ํ™” ํ”Œ๋žซํผ ๊ตฌ์ถ•. Python, GCP, Supabase ๋ฐ REST API๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๊ตฌํ˜„. ์—ฌ๋Ÿฌ ๋ถ€์„œ์— ๊ฑธ์ณ ์›Œํฌํ”Œ๋กœ์šฐ ๊ฐ„์†Œํ™”.

Python GCP Supabase REST APIs

Creator Subscription Service

Launched subscription-based monetization feature for content creators. Achieved 31% increase in paid conversions through iterative UX improvements. Built with Payment APIs, React, Node.js, and PostgreSQL. ์ฝ˜ํ…์ธ  ํฌ๋ฆฌ์—์ดํ„ฐ๋ฅผ ์œ„ํ•œ ๊ตฌ๋… ๊ธฐ๋ฐ˜ ์ˆ˜์ตํ™” ๊ธฐ๋Šฅ ์ถœ์‹œ. ๋ฐ˜๋ณต์ ์ธ UX ๊ฐœ์„ ์„ ํ†ตํ•ด ์œ ๋ฃŒ ์ „ํ™˜์œจ 31% ์ฆ๊ฐ€ ๋‹ฌ์„ฑ. Payment API, React, Node.js ๋ฐ PostgreSQL๋กœ ๊ตฌ์ถ•.

Payment APIs React Node.js PostgreSQL

Global Expansion Strategy

Led international business development initiatives entering 5+ new markets. Achieved 25% international revenue growth through localization and partnership strategies. Coordinated cross-cultural teams and stakeholders. 5๊ฐœ ์ด์ƒ์˜ ์‹ ๊ทœ ์‹œ์žฅ ์ง„์ถœ ๊ตญ์ œ ๋น„์ฆˆ๋‹ˆ์Šค ๊ฐœ๋ฐœ ์ด๋‹ˆ์…”ํ‹ฐ๋ธŒ ์ฃผ๋„. ํ˜„์ง€ํ™” ๋ฐ ํŒŒํŠธ๋„ˆ์‹ญ ์ „๋žต์„ ํ†ตํ•ด ๊ตญ์ œ ์ˆ˜์ต 25% ์„ฑ์žฅ ๋‹ฌ์„ฑ. ๋‹ค๋ฌธํ™” ํŒ€ ๋ฐ ์ดํ•ด๊ด€๊ณ„์ž ์กฐ์ •.

Business Development Market Analysis Partnership Management Localization

Content Attribute Tagging System

Developed intelligent content classification system improving discoverability. Enhanced average viewing duration through better content matching. Built with Python, Elasticsearch, and advanced data visualization. ๋ฐœ๊ฒฌ ๊ฐ€๋Šฅ์„ฑ์„ ๊ฐœ์„ ํ•˜๋Š” ์ง€๋Šฅํ˜• ์ฝ˜ํ…์ธ  ๋ถ„๋ฅ˜ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ. ๋” ๋‚˜์€ ์ฝ˜ํ…์ธ  ๋งค์นญ์„ ํ†ตํ•ด ํ‰๊ท  ์‹œ์ฒญ ์‹œ๊ฐ„ ํ–ฅ์ƒ. Python, Elasticsearch ๋ฐ ๊ณ ๊ธ‰ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™”๋กœ ๊ตฌ์ถ•.

Python Elasticsearch Data Visualization ML Classification

Mobile App Growth Hacking

Implemented data-driven mobile growth strategies. Achieved 15% retention improvement and reduced CAC by 30% through targeted campaigns and optimization. ๋ฐ์ดํ„ฐ ๊ธฐ๋ฐ˜ ๋ชจ๋ฐ”์ผ ์„ฑ์žฅ ์ „๋žต ๊ตฌํ˜„. ํƒ€๊ฒŸ ์บ ํŽ˜์ธ๊ณผ ์ตœ์ ํ™”๋ฅผ ํ†ตํ•ด ๋ฆฌํ…์…˜ 15% ๊ฐœ์„  ๋ฐ CAC 30% ๊ฐ์†Œ ๋‹ฌ์„ฑ.

Firebase AppsFlyer A/B Testing Push Notifications

Homepage Personalization Algorithm

Revamped content recommendation algorithm achieving 2.3x CTR improvement. Enhanced mid-tier creator visibility through ML-based personalization. ์ฝ˜ํ…์ธ  ์ถ”์ฒœ ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ๊ฐœ์„ ํ•˜์—ฌ CTR 2.3๋ฐฐ ํ–ฅ์ƒ ๋‹ฌ์„ฑ. ML ๊ธฐ๋ฐ˜ ๊ฐœ์ธํ™”๋ฅผ ํ†ตํ•ด ์ค‘๊ฐ„ ํ‹ฐ์–ด ํฌ๋ฆฌ์—์ดํ„ฐ ๊ฐ€์‹œ์„ฑ ํ–ฅ์ƒ.

Machine Learning BigQuery Python A/B Testing

TTS & Voice Integration Upgrade

Enhanced text-to-speech and voice interaction system improving user engagement and session length. ํ…์ŠคํŠธ ์Œ์„ฑ ๋ณ€ํ™˜ ๋ฐ ์Œ์„ฑ ์ƒํ˜ธ์ž‘์šฉ ์‹œ์Šคํ…œ์„ ๊ฐœ์„ ํ•˜์—ฌ ์‚ฌ์šฉ์ž ์ฐธ์—ฌ๋„์™€ ์„ธ์…˜ ์‹œ๊ฐ„ ํ–ฅ์ƒ.

Voice AI NLP APIs User Experience

BJ Match - Creator Tournament Platform

Competitive tournament platform for creators with 60% increase in content participation and engagement. ํฌ๋ฆฌ์—์ดํ„ฐ๋ฅผ ์œ„ํ•œ ๊ฒฝ์Ÿ ํ† ๋„ˆ๋จผํŠธ ํ”Œ๋žซํผ์œผ๋กœ ์ฝ˜ํ…์ธ  ์ฐธ์—ฌ๋„ 60% ์ฆ๊ฐ€.

Real-time Database WebSocket React Gamification

Education ํ•™๋ ฅ

Harvard University ํ•˜๋ฒ„๋“œ ๋Œ€ํ•™๊ต

Master of Liberal Arts in Extension Studies Master of Liberal Arts in Extension Studies

Major: Data Science ์ „๊ณต: ๋ฐ์ดํ„ฐ ์‚ฌ์ด์–ธ์Šค

2022 - Present

Currently pursuing ALM degree with focus on Machine Learning, Statistical Analysis, and Data Engineering. Building expertise in advanced analytics and AI applications. ๋จธ์‹ ๋Ÿฌ๋‹, ํ†ต๊ณ„ ๋ถ„์„ ๋ฐ ๋ฐ์ดํ„ฐ ์—”์ง€๋‹ˆ์–ด๋ง์— ์ค‘์ ์„ ๋‘” ALM ํ•™์œ„ ๊ณผ์ • ์ด์ˆ˜ ์ค‘. ๊ณ ๊ธ‰ ๋ถ„์„ ๋ฐ AI ์‘์šฉ ๋ถ„์•ผ ์ „๋ฌธ์„ฑ ๊ตฌ์ถ•.

Massachusetts Institute of Technology ๋งค์‚ฌ์ถ”์„ธ์ธ  ๊ณต๊ณผ๋Œ€ํ•™๊ต

MicroMasters Program ๋งˆ์ดํฌ๋กœ๋งˆ์Šคํ„ฐ์Šค ํ”„๋กœ๊ทธ๋žจ

Statistics and Data Science ํ†ต๊ณ„ ๋ฐ ๋ฐ์ดํ„ฐ ๊ณผํ•™

2021 - 2022

Completed rigorous graduate-level program covering probability, statistics, machine learning, and data analysis using Python and R. Earned MicroMasters credential with distinction. Python๊ณผ R์„ ์‚ฌ์šฉํ•œ ํ™•๋ฅ , ํ†ต๊ณ„, ๋จธ์‹ ๋Ÿฌ๋‹, ๋ฐ์ดํ„ฐ ๋ถ„์„์„ ๋‹ค๋ฃจ๋Š” ์—„๊ฒฉํ•œ ๋Œ€ํ•™์› ์ˆ˜์ค€ ํ”„๋กœ๊ทธ๋žจ ์™„๋ฃŒ. ์šฐ์ˆ˜ํ•œ ์„ฑ์ ์œผ๋กœ ๋งˆ์ดํฌ๋กœ๋งˆ์Šคํ„ฐ์Šค ์ž๊ฒฉ์ฆ ์ทจ๋“.

Certifications ์ž๊ฒฉ์ฆ

Google Data Analytics Professional Certificate ๊ตฌ๊ธ€ ๋ฐ์ดํ„ฐ ์• ๋„๋ฆฌํ‹ฑ์Šค ํ”„๋กœํŽ˜์…”๋„ ์ž๊ฒฉ์ฆ

Google

2023

CV ์ด๋ ฅ์„œ

Download my complete CV for detailed information about my experience, skills, and achievements. ๊ฒฝ๋ ฅ, ๊ธฐ์ˆ  ๋ฐ ์„ฑ๊ณผ์— ๋Œ€ํ•œ ์ž์„ธํ•œ ์ •๋ณด๋Š” ์ „์ฒด ์ด๋ ฅ์„œ๋ฅผ ๋‹ค์šด๋กœ๋“œํ•˜์„ธ์š”.

Download CV (PDF) ์ด๋ ฅ์„œ ๋‹ค์šด๋กœ๋“œ (PDF)