Dan W. Kim Email and Phone Number

Ctilab's Deep Threat Intelligence (DTI): Enterprise’s Dynamic AI-based security management and decision-making system focusing on optimization and simplicity. I am working on the idea of Human-machine co-decision-making process in CTILab is emerging technology, Deep Threat Intelligence as the result of tangible intellectual properties.Gartner Emerging Technology tech review and verification process, including presentation (2023.04.01 Selected for the first time in Korea as ML-based Detection Technology with OPEN AI and Microsoft)# Anomalous Behavior & Event Detection Framework Development & Implementation# Cyber Threat Intelligence using Cross-Industry Standard Process for Data Mining (CRISP-DM)# Data Science Team Management & Operation# Operating Jump Start Program for Adopting Next-Generation Analytics Solution into Enterprise-Wide System# Providing TO-BE Architecture & Decision Making Process based on AS-IS Assessment for Enterprise Level Challenges & Business Problems

Currently conducting & working on three main research areas, in which (1) Product Recommendation, (2) Display + Resource Optimization Problems and (3) Dynamic Retargetting (Frequency + CTR Modelling). In order to do so, we are also building big data architecture to maximize speed of analytical process, aka DataOps Project. In 2022, we are aiming to achieve MLOps architecture and process for Ad Tech services in our Platform, Mobon.

1. Planning & Managing for AI R&D projects Stepping stone tasks for the 2021 Startup Growth Technology Development Project:‘Development of a chemical risk management system through chemical substance risk group classification’2021 AI-based data value advancement platform R&D business plan:‘Development of a chemical risk management system through chemical risk analysis and prediction’2. Detailed Design of Next-generation Data PlatformNext-generation big data platform detailed design proposal writing and planningBig data system data integration and data standardizationDesign and advancement of machine learning analysis environmentDevelop big data-based machine learning model and perform leading tasks

Ctilab's Deep Threat Intelligence (DTI): Enterprise’s Dynamic AI-based security management and decision-making system focusing on optimization and simplicity. I am working on the idea of Human-machine co-decision-making process in CTILab is emerging technology, Deep Threat Intelligence as the result of tangible intellectual properties.# Anomalous Behavior & Event Detection Framework Development & Implementation# Cyber Threat Intelligence using Cross-Industry Standard Process for Data Mining (CRISP-DM)# Data Science Team Management & Operation# Operating Jump Start Program for Adopting Next-Generation Analytics Solution into Enterprise-Wide System# Providing TO-BE Architecture & Decision Making Process based on AS-IS Assessment for Enterprise Level Challenges & Business Problems

Machine Learning, Big Data, Cloud, and Data ScienceConducted & Managed Projects in ML/AI, Data Science, and Analytics# Demand Forecasting (S&OP) using AWS Sagemaker and Machine Learning Models# Predictive Quality Control Projects using GCP DataLab and BigQuery in Manufacturing Industry # Big Data Analytics using Social Data and Sentiment Analytics# Predicting (raw material) Price Project (Futures & Commodities Markets)# Delivered Presentations for clients from Banking, Retails, eCommerce, and Manufacturing Industries Presentation delivered to Enterprise Clients & CustomersAWS Korea, AWS E-commerce & Retail Day 2018, Seoul, Korea Oct 2018 Presenting “유통 고객을 위한 AWS AI/ML서비스를 통한 분석 사례”BESPIN GLOBAL, “엔터프라이즈의 인공지능과 머신러닝 도입은 왜 어려울까?”, Seoul, Korea Sep 2018 Presenting “AI/ML is a Means to Digital Transformation, Not an End itself”

Director of Enrollment Management & Analytics provides strategic leadership and day-to-daydirection for the successful operation of online marketing campaign plan, student enrollment management, and admissions function of the College. Director ofEnrollment Management & Analytics supervises the admissions staff and participates in recruiting and enrolling new students. Director oversees financial aid and admissions department's operation to build a qualified pool of candidates for admission and enrollment into certificate and degree programs for each term.1. Remain professionally active and up-to-date on best practices in non-traditional enrollmentmanagement, admissions, and marketing with an actionable insight from big data.2. Participate in staff development, training events, and outside meetings3. Develop and implement a strategic recruitment plan to ensure the College’s enrollmentgoals are achieved4. Analyze and interpret historical and current data, seeking trends and identifying areas forgrowth in new student enrollment with market research and consumer understanding.5. Submit and maintain reports, tracking, forecasting, and management data in an agile and dynamic manner

As a software development leader, I mainly worked on cutting edge enterprise cloud application development for College's Student Information System, and I took a main responsible for the architecture, design and implementation of automated business process by working with business users and development teams to build game changing products and system.* Design and implementation of automated tasks for student information system starting from outdated old system in a fast-paced agile Continuously Integration, Continuous Testing, & Continuous Deployment environment.* Architecture and implementation of agile software development framework, infrastructures, and tools being utilized across multiple departments and users.* Development and maintenance of tools and reporting infrastructures for visualization of key business metrics across multiple department and purposes.* Research emerging analytics, trends and methodologies and enhance existing systems and processes* Mentor junior software Engineer on coding standards and best practices through designing smart and efficient workflow.* Provided guidance and work leadership to less-experienced software engineers.As a Data Scientist Leader, I was part of a team that’s leading the next wave of innovation, improvement, and analytics solution at a whole new scale by using latest techniques in information retrieval and elicitation to accurately answer key business questions using big data, thereby enabling sophisticated models to power business decision making.* Explored & evaluated the landscape of data, tools & cutting edge techniques to improve entity capabilities to do informed decision making process* Partnered with data engineers to validate & deploy recommendations in an efficient, sustainable & actionable manner with insights from data analytics

* Data Analytics * Data Quality Control* Process Design using Analytics & Behavioral Insights* Educational Policy* Project Management

Assisted and Took department-wide initiatives CRM (Customer Relationship Management) in collecting data and conducting related research and the data analysis of Voluntary Compliance program using randomized controlled experiment and machine learning techniques with a large-scale data source (or Big Data) using SPSS Modeler, SAS, R, Tableau, and STATAExperience in Behavioral Modeling (development of models for predicting compliance behavior over non-homogeneous conditions in Income Tax and Sales Tax)Fraud Detection (or Predictive Model Development for ID Theft & Earned Income Tax Fraud);Utilized advanced statistical techniques to create high performing predictive models and creative & agile analysis to address key business questions & problemsDeveloped working prototypes of detection algorithms to be implemented into productionProven ability to communicate sophisticated statistical models and other complex quantitative information for a broader business audience, including top management teamExperience in building the quantitative underpinning for a cutting-edge experimentation program and performing advanced analytics for AB testing with cost-benefit analysisUtilized knowledge for experimental design, segment discovery, and outreach programsAutomated analytical process using scripting tools with CRISP-DM approachCreated a framework (including segmentation and behavioral studies to uncover opportunities and develop hypotheses) for business and analytics teams to apply the appropriate methods

 Assisted in collecting data and conducting a data analysis of Virtual Advanced Placement program Created presentation materials, gathering data and information for reports and Memos, and assisting databases as necessary to conduct evaluation on program with experimental data & cost-benefit analysis

Administrative operations and processes in higher education

 Managed and prepared the Jeju Forum for Peace and Common Prosperity as part of a task force team, and communicated with participants, both national and international  Conducted analytical research on how to sustain and improve East Asian relationships politically and economically, and conducted relevant literature review

Assisted research design, data collection, drafting charts and graphs, and designing educational programs