Market Notes
When Does AI Experimentation Become Organizational Capability?
Market Notes from WEF’s 2026 report: businesses create lasting value only when AI experiments become processes with clear objectives, judgement, and accountability.
Tiếng Việt
Applied Knowledge
Read deeply. Understand clearly. Apply responsibly.
Selected articles translated and edited for English readers. Each article connects management concepts, research experience, practical examples and timely market movements with a clear applied orientation.
Knowledge streams
Articles by topic.
English articles
Technology
Designing Human-in-the-Loop Workflows for AI
How to define outputs, stop points, review roles, and metrics so AI helps teams work faster without obscuring accountability.
Market Notes
How Can AI Help Small Businesses Reduce Trade Friction?
Market Notes on how small businesses can use AI to reduce trade friction while retaining control over data, skills, and risk.
Business management
Effective Delegation Starts with Clear Decision Rights
Effective delegation clarifies results, decision rights, escalation thresholds, and review rhythm so teams can act without losing control of risk.
Research methods
How Do You Design Measures That Answer the Research Question?
A good questionnaire does not begin by writing items. It begins by clarifying what the study must explain, which mechanism must be observed, and…
Market Notes
The EU AI Act Is Being Enforced. What Must Businesses Do?
Market Notes: since 2 August 2026, the EU has begun enforcing new AI Act requirements. The key management message is not to copy a…
Market Notes
AI Is Shortening the Cybersecurity Response Window
As AI capabilities advance, the time a business has to detect, assess, and contain a cybersecurity risk may shrink. Controls need to be redesigned…
Marketing & Business
Do Not Cut Price Before Understanding Why Customers Go Quiet
When customers go quiet, price is not necessarily the reason they are leaving. To protect revenue, a business needs to read the right sequence…
Market Notes
When AI Security Becomes an Operating Requirement
Market Notes: OpenAI’s latest Zero Data Retention announcement moves the AI-governance question from “is data secure?” to “where does the business control data at…
Digital Transformation & AI
A Clear Work Brief Makes AI More Useful at Work
A work brief that specifies the objective, inputs, boundaries, and review standard helps AI produce usable work instead of an answer that merely sounds…
Market Notes
As Advertising AI Expands, Where Should Businesses Keep Control?
Market Notes: as AI moves deeper into media buying, pricing, and delivery, businesses need to retain control of objectives, independent measurement, and channel portfolios.
Marketing & Business
A Marketing Campaign Matters When It Leads to Action
How to design a marketing campaign as a learning system that connects communication data with commercial decisions.
Market Notes
When AI Begins to Execute Work, What Should Businesses Control?
AI is moving from answering questions to carrying out work steps. The management question is no longer whether to use AI, but how to…
Business management
When a Meeting Does Not Produce a Decision, What Should Be Fixed First?
An effective meeting is not measured by attendance or the number of slides presented. It is measured by whether a clear decision enables an…
Market Notes
Why AI Advantage No Longer Resides in Individuals
Microsoft’s 2026 Work Trend Index raises a central management question: can an organization turn employees’ AI capability into collective results?
Skills & Personal Development
How Can a Working Week Build Better Capability?
A short, structured review helps a team turn completed work into a specific lesson for next week instead of merely closing a status meeting.
Market Notes
The AI Gap Is Widening. How Can Organizations Close It?
Market Notes: The AI gap lies in turning an individual’s effective practice into a shared workflow with data, authority, and control.
Research methods
Do Not Choose a Method Before Identifying the Evidence You Need
Research methods should follow the evidence needed to answer the question, not a habit of using a familiar tool.
Market Notes
Samsung Is Making AI an Operating Platform
Samsung Electronics’ large-scale deployment of ChatGPT Enterprise and Codex shows companies moving from tool experiments to building AI capability into everyday work.
Skills & Personal Development
How Can You Protect Attention in a Busy Workday?
A productive day does not begin by adding more tasks. It begins by protecting attention for work that requires judgement and creates real value.
No articles in this group yet.
Professional exchange