01Mission
Quant Guidance Korea aims to support quantitative decision-making through fair asset valuation.
We collect market data and company filings, refine and combine them, and derive transparent, quantitative valuation results.
We deliver QGKR's technology through on-demand reports and data services, and through building client-owned systems and solution development.
02Expertise
We have technology applicable to all markets, including Korea, the US and crypto assets. Used alone or in combination, its parts provide quantitative data analysis in one pipeline from data collection to report publication.
Data collection
Collection adapters cover more than 30 data sources in Korea, the US and international markets. Every source is either available through publicly authorized access, such as official open APIs and public disclosure systems, or an individually paid data source.
| Category | Markets |
|---|---|
| Exchange listings, prices and indices, including crypto assets | Korea, US, international |
| Corporate disclosures and financial statements | Korea, US |
| Central bank, government and international statistics | Korea, US, international |
| Bonds, interest rates and credit ratings | Korea, US, international |
| Trade and industry data | Korea, international |
| Brokerage and crypto exchange interfaces | Korean providers |
Scope: code inventory of the collection adapters, 2026-10-19.
Financial statements, Korea and US
Both reporting systems are read in their own statement models. Korean filings from DART: K-IFRS statements, consolidated and separate, for annual, half-year and quarterly reports. US filings to the SEC in XBRL: forms 10-K, 10-Q, 20-F and 40-F under US GAAP and IFRS, with the taxonomy element of each fact resolved and foreign-currency statements converted to USD.
Database platform
A MariaDB database holds the collected data together with much of the processing logic: stored procedures and functions, triggers and scheduled events run the processing inside the database.
Analytics inside the database
Native C and C++ functions loaded into the database compute next to the data: technical indicators and candlestick patterns, rolling statistics and rankings, trend and signal detection, option pricing (Black-Scholes), beta, portfolio evaluation, value at risk with GARCH, and regression-based prediction.
Machine learning
For data analysis in the form you need, twelve binary classification model types are available: logistic regression, naive Bayes, k-nearest neighbors, support vector machine, random forest, AdaBoost, XGBoost, LightGBM, CatBoost and recurrent neural networks (LSTM, GRU), and others such as NGBoost and TabNet where needed, with hyperparameter optimization and GPU acceleration.
Due to the nature of machine learning, it can be applied only where sufficient data is available.
Multimedia report production
Media modules turn analysis data into finished report videos: scene layouts from our own layout editor, charts (line, pie, radar, treemap, tornado), text with translation, speech synthesis, background music, generated images, and video assembly with transitions in parallel processes.
Each report is produced as a long-form landscape and a short-form vertical video and published on a schedule to ten channels, including YouTube and TikTok. Besides video, reports are provided in various formats such as PDF, Excel (XLS), CSV, text (TXT) and HTML.
Trading automation
A multi-process order and portfolio rebalancing system connects to brokerage and crypto exchange interfaces, designed with risk analysis and possible failures considered in advance.
| Area | Figure |
|---|---|
| Target markets | 3, expandable |
| Data sources | 30+ |
| Rows in the database | about 640 million |
| Database size | 216 GB |
| Machine learning model types available | 12 |
| Publishing channels | 10 |
Scope: database metadata and code inventory, 2026-10-19.
03Market Reports (Public Access)
Every trading day we publish the Korean market's pre-market indicators and closing summary on YouTube as long-form landscape and short-form vertical videos. A quarterly market analysis follows every quarter, and special analysis reports on individual stocks are published when needed.
We compile and provide market reports and analysis data through the QGKR engine.
| Report | When | Format | Watch |
|---|---|---|---|
| Pre-market indicators | Every trading day, about 08:15 KST | Long-form landscape and short-form vertical video | Channel |
| Closing summary | Every trading day, about 15:50 KST | Long-form landscape and short-form vertical video | Playlist |
| Quarterly market analysis | Every quarter (latest: 2026 Q3) | Long-form landscape and short-form vertical video | Playlist |
| Basics: Underneath the South Korea stock market | Lecture series | English and Korean | EN / KO |
Subscribe to our channels for new report alerts.
04Services
Two kinds of engagement: report and data services on our data flow, and solution development for your own systems.
Report and data services
One data flow, four ways to deliver it.
- Collecting
- Processing
- Combining
- Evaluation
- Utilization
- Delivery
| Framework | What changes per customer | Output |
|---|---|---|
| Fin-Tech Data Processing | Standard flow | Media reports |
| Refined Data Service | Processing, combining and evaluation customized | Report (CSV) |
| Tailored Data Service | Report content tailored | Report (CSV) by e-mail |
| PaaS Infrastructure Design | Dedicated flow per customer on AWS cloud, with passive and active collectors | API and reports |
Source: QGKR Service Frameworks brochure, release 2024-02-15. Download brochure (PDF)
Solution development
Solution development builds our modules into a client's own system. Scope, schedule and delivery are agreed per project.
| Module | What is built |
|---|---|
| Data collection | Adapters for the client's data sources, publicly accessible or licensed |
| Database | Database design, stored procedures and in-database analytics functions |
| Analytics and machine learning | Indicators, models and their evaluation for the client's use case |
| Reports and media | Automated reports, charts and videos, and their publishing |
| Trading automation | Order and portfolio rebalancing systems on the client's brokerage interfaces |
| Infrastructure | Deployment on cloud infrastructure |
05Pricing
Flexible pricing models tailored to your quantitative analysis needs.
| Service | Billing | Includes |
|---|---|---|
| Tailored Analysis Report | Weekly, monthly or quarterly | Quantitative company analysis research. The client provides the required material. |
| Solution Development | Monthly | Digital transformation. Solution design and implementation. Scope negotiable. |
06Contact
Need a consultation? Get in touch today.
Location
HQ: South Korea
Message
Send a message with the form; we answer shortly.
QGKR