About

Mission

Start from facts. Read the structure.

Economic news is filled with journalists' speculation, expert opinions, and emotional language, making it difficult to discern what actually happened. Macro Insight Daily strips opinions from source material, extracts only verifiable facts, classifies them by domain and temporal significance, and delivers structured information that empowers investors to make their own informed decisions.

Approach

Every day, we remove subjectivity from the news, classify facts across multiple dimensions, and assign temporal depth.

Fact Extraction

Systematically filters seven opinion marker categories — speculation, evaluation, emotions — and applies multi-stage verification to extract only verifiable facts.

STEEPS Classification

Classifies facts across 6 STEEPS domains — Social, Technology, Ecology, Economy, Politics, Values — and a 5-stage temporal scale (Phenomenon, Fad, Micro-trend, Trend, Mega-trend) to distinguish short-term noise from structural shifts.

Insight Generation

Interprets newly collected facts within the context of structural changes in society, deriving meaningful investment implications through independent writing and verification processes.

Periodic Quality Review

Verifies the accuracy and classification of extracted facts, and periodically re-examines whether active trends remain valid, ensuring the reliability of all content.

Editorial Process

Macro Insight Daily extracts and synthesizes facts from global macro news through an AI-assisted pipeline; editor Jahun Koo reviews and approves every post before publication. Accuracy is enforced through deterministic verification steps, source attribution, and human review before publishing.

AI-Powered Fact Extraction

Multi-stage verification algorithms filter opinions from source material and extract only verifiable facts.

Automated Cross-Verification

Separate verification stages cross-check extraction and generation, automatically validating MDX integrity, source URLs, and hallucination diffs with deterministic tooling.

Editor Review & Publication Approval

Editor Jahun Koo personally reviews each post before publication, confirms its accuracy and context, and only then makes it live.

AI & Editorial Disclosure

Macro Insight Daily extracts and synthesizes facts from global macro news through an AI-assisted pipeline, and editor Jahun Koo reviews and finalizes every post before publication. Every fact is attributed to named sources, and this content is not investment advice.

Editor

Jahun Koo, Macro Insight Daily Editor

Jahun Koo is the editor of Macro Insight Daily. He designs and oversees the AI-assisted pipeline that extracts and synthesizes facts from global macro news, and reviews and approves every post before publication. Every fact is attributed to named sources; this content is for informational purposes only and is not investment advice.

Data Sources

We collect information daily from credible sources, including major global economic media, wire services, and central bank publications. All content is based on facts with clearly attributed sources.


This content is prepared for informational purposes only and does not constitute investment advice or a solicitation to buy or sell any financial instruments. Investment decisions should be made at your own discretion and risk. This service is not a registered investment advisory. We do not guarantee the accuracy or completeness of the information provided, and we accept no liability for any investment losses based on this content.