Photo credit: Andy Kelly

SECI Model

The SECI model illustrates how knowledge is created and shared. Learn how to put it to use for best practices, and how the Japanese concept of “ba” fits in to broaden your perspective.

Johari Window Model

The Johari Window Model is a self-awareness framework that helps you better understand . . . you. Learn how its four quadrants can help you identify gaps between how you see yourself, and how others see you.

Sunk Costs

Wondering if you should continue an investment or look for something new? Sunk costs can have a powerful psychological impact on decision-making. Learn how to recognize them to ensure rational decisions.

CAGE Distance Framework

Want to expand overseas? The CAGE distance framework can help ensure you're constructing a solid global strategy in four areas: cultural, administrative, economic, and geographic. Learn how to leverage useful differences between countries, identify potential obstacles, and achieve global business success.

Groupthink

Groupthink refers to group pressure and the perception of consensus which together lead to ill-formed decisions—or even unnecessary risks. Learn to identify the warning signs of groupthink and apply countermeasures in this online course.

Deductive and Inductive Reasoning

Solving problems with the best results means using two types of thinking: deductive and inductive reasoning. In this online course, learn to form a broad premise, make observations, and form conclusions from different perspectives.

Critical Thinking: Hypothesis-Driven Thinking

Anyone can come up with a good idea. The real challenge is putting that idea into action. In this online course, explore how to form compelling, testable hypotheses and bring ideas to life in your own organization.

Critical Thinking: Structured Reasoning

Even a few simple techniques for logical decision making and persuasion can vastly improve your skills as a leader. Explore how critical thinking can help you evaluate complex business problems, reduce bias, and devise effective solutions.

Critical Thinking: Problem-Solving

Problem-solving is a central business skill, and yet it's the one many people struggle with most. This course will show you how to apply critical thinking techniques to common business examples, avoid misunderstandings, and get at the root of any problem.

How to Dream

Join globally renowned author and Columbia Business School professor Dr. Sheena Iyengar as she explains how to approach your dreams with a new perspective. Learn to reflect on what you long to accomplish and what stands in your way.

Logical Thinking

Logical thinking is at the heart of confident, persuasive decisions. This course will equip you with a five-point approach to more becoming a more logical thinker. Learn to classify ideas and distinguish fact from opinion.

Investing & Diversity: The Changing Faces of Venture Capitalists

Is the venture capital industry embracing diversity in investors? Watch global venture capitalists from around the world discuss the state of things and what needs to be done for a more inclusive future.

Servant Leadership

There's more to leadership than driving a team to profit. In fact, there's a word for looking beyond self-interest to prioritize individual growth: servant leadership. Try this course for a quick breakdown of what that is, how it works, and how it can lead to organizational success.

Organizational Behavior and Leadership

Ever wonder what makes a great leader? Whether your role requires leadership or not, understanding organizational behavior is useful for your career. This course from GLOBIS Unlimited can set you on your way.

Leadership vs. Management

Leadership and management are different skills, but today’s leaders must have both. Try out this course from GLOBIS Unlimited to understand the difference, as well as when and why each skill is necessary for motivation, communication, and value.

Strategy: Creating Value Inside Your Company

Have you ever wondered why certain companies are more successful than others? The answer is strategy: internal processes that control costs, allocate resources, and create value. This course from GLOBIS Unlimited can give you the tools you need for that strategic edge.

Strategy: Understanding the External Environment

To plan strategy on any level, you need to understand your company's external environment. In fact, your level of understanding can impact hiring, budgeting, marketing, or nearly any other part of the business world. Want to learn how to do all that? This course from GLOBIS Unlimited is the perfect first step!

Using Japanese Values to Thrive in Global Business

Japanese companies have unique cultural, communication, and operational challenges. But they also have values that have led to remarkable longevity. Check out this seminar to hear how these values help earn trust from overseas head offices and develop employees.

Turnaround Leadership: The Differences Between Japan and the West

What's the best way for leaders to communicate a shift in corporate strategy? How do you even know when it's time for such a change? This course explains how Japan might have one answer, Western companies another.

Conflict Management

Conflicts in the workplace are inevitable. But they can lead to positive outcomes if they’re managed well. Check out this online course for a two-step process that can help you manage conflict successfully.

Evernote Founder: How Tech Startups Can Break through in Japan

Can startup models from Hollywood and Silicon Valley succeed anywhere? Phil Libin, cofounder and CEO of startup incubator All Turtles, explains how AI can solve everyday problems to bring products to market.

Women Empowerment: Lessons from Cartier

How can women overcome gender inequality and reach their leadership goals? Cartier Japan CEO June Miyachi shares her secret in this special course from GLOBIS Unlimited.

Marketing: Reaching Your Target

Every company works hard to get its products into the hands of customers. Are you doing everything you can to compete? In this course, you’ll find a winning formula to turn a product idea into real sales. Follow along through the fundamentals of the marketing mix and see how companies successfully bring products to market.

Marketing Mix

Seeing good products into the hands of customers is no easy task. The marketing mix can help. It's a collection of strategies and tactics companies utilize to get customers to purchase their products or services, and is an essential part of the overall marketing process.

The Principles of Negotiation

With the proper skills and attitude, anyone can become a successful negotiator.  But first, you'll need to learn the basics to prepare for, assess, and respond to offers for the best results. GLOBIS Unlimited can help.

Negotiation: Creating Value

Want to create more shared value between yourself and your negotiation opponent? Discover how cognitive bias affects the judgment of others. Try this course from GLOBIS Unlimited to master the value of negotiation.

Finding Your Life Purpose with Ikigai

Ikigai can guide you in your quest for self-discovery. Listen to Japanese brain scientist Ken Mogi explain why and how.

Maslow’s Hierarchy of Needs

Want to leverage Maslow's Hierarchy of Needs as a leader? Try this short course to see how the theory can be applied in practical work scenarios.

Confirmation Bias

We all subconsciously collect information that reinforces our preconceptions. It's natural . . . but it does lead to a kind of flawed decision-making called confirmation bias. To become more objective and impartial, check out this course from GLOBIS Unlimited!

An Investor's Lesson to Entrepreneurs

Entrepreneurs have the power to transform societies for the better. But how do you attract investors to start or grow a business? Or to sell one? Check out this seminar for the answers to these and more, straight from a master venture capitalist!

Managerial Accounting

Managerial accounting is a powerful way to measure progress, identify problems, and meet your goals. Check out this course to learn how data-backed decisions can help you run your business.

Finance Basics: 1

For a healthy mix of quantitative planning, evaluation, and management, you need solid decision-making. And finance is the secret sauce! Get the essentials of finance in this two-part course from GLOBIS Unlimited.

Basic Accounting: Financial Analysis

Want to compare your performance vs. a competitor? Or evaluate a potential vendor? Then you'll need to conduct a financial analysis. This course will teach you how to use three financial statements and evaluate financial performance in terms of profitability, efficiency, soundness, growth, and overall strength.

Career Anchors

What drives you to be good at your job?

Career anchors are based on your values, desires, motivations, and abilities. They are the immovable parts of your professional self-image that guide you throughout your career journey.

Try this short GLOBIS Unlimited course to identify which of the eight career anchors is yours!

Digital Marketing Psychology to Transform Your Business

How does digital marketing really differ from traditional marketing? How is social media changing things really? And what's going on in Asia?

Pyramid Structure

Having the pyramid structure in your communication toolkit can not only help you approach a problem, but convince others that your solution is valid. Break away from linear thinking and test your logical thinking with this course from GLOBIS Unlimited!

Leadership with Passion through Kokorozashi

The key ingredient to success? Passion.

Finding your kokorozashi will unify your passions and skills to create positive change in society. This GLOBIS Unlimited course will help you develop the values and lifelong goals you need to become a strong, passion-driven leader.

AI First Companies – Implementation and Impact

AI is changing the way companies operate. How do you structure teams to increase efficiency?

Technovate in the Era of Industry 4.0

Is Industry 4.0 is the next step of human evolution human civilization? Dr. Jorge Calvo seems to think so. Join him to learn how the past can help you set goals for an exciting future of digital innovation.

Technovate Thinking

Business leaders of tomorrow need to harness the power of technology and innovation. That means understanding algorithms and how they drive business results. Discover opportunities to make technology work for your competitive edge.

Product Life Cycle

Every product takes a natural course through the market—there's a how, when, and why customers adopt products at different stages. Check out this course from GLOBIS Unlimited to find out how a product you use every day is part of this cycle.

Logic Tree

Logical thinking is the most valuable asset any business professional can have. That's why logic trees are such a valuable tool—they can help you identify a problem, break it down, and build it back up to a solution.

MECE Principle

Using the MECE principle can help ensure you categorize without gaps or overlaps. Check out this course from GLOBIS Unlimited for a practical demonstration of how it works!

Experience tells us that the main challenge facing startups and large companies involved in AI and machine learning (ML) is slow product development. Scientific models need considerable fine-tuning in terms of functional outputs, and research models require considerable resources and time to be deployed. These problems add up to most AI-ML projects never seeing the light of day.

At a recent GLOBIS seminar, Dr. David Malkin, the director of AI Architecture at Cogent Labs, explained that one of the root causes of failure to develop AI or ML products at all, let alone rapidly, is a conflict in culture between scientists and engineers.

Scientists and engineers play crucial roles in virtually all of the world’s major innovations. Oddly enough, each group thinks very differently, and thus finds it difficult to work with the other. Dr. Malkin says that his company has found a solution: eliminate gaps in culture and promote collaboration.

The Conflict

As Dr. Malkin puts it, “AI scientists view their software as an exoskeleton. AI engineers view their software as a robot.”

The approach of an AI scientist can be summed up in three points:
– Seek accuracy and/or performance match domain
– Create new algorithms and code samples to validate them
– May be embedded in product teams

The approach of an ML engineer can be summed up as:
– Ensure model metrics match product metrics
– Manage code and data inventories
– Track model performances during product lifetime

Scientists prioritize maximizing knowledge through isolated conceptual models that engineers find extremely difficult to quickly convert into real products. From the engineers’ perspective, many other factors, in addition to feasibility and value to clients, must be taken into account. Hence, many companies that implement AI-ML systems have serious difficulties monetizing their AI solutions.

Photo credit: GLOBIS

Now that the conflict is clear, the key is eliminating the gap in perspectives between the characteristic cultures of scientists and engineers. This can be done in two ways.

1. Collaborative Approach through Cross-Functional Product Teams

Even with the best AI scientists available, there are serious difficulties in communicating outside of a strictly regulated scientific environment and defining metrics that align with a product’s needs. They tend to build parallel prototypes, recreating production models to iterate and systematically value accuracy over maintainability/scalability.

A culture of collaboration between scientists and engineers, as well the sales team and clients, would benefit any product in the development cycle. Scientists who understand software engineering, equipped with the tools to iterate ideas, would work more closely with engineers and learn the reward that comes with maintainability, stability, complexity, and reduction.

The function of ML engineers is to professionalize design, working towards a viable product from the beginning. These engineers need to understand scientific models and their limitations, then work with researchers in order to understand and improve on new ideas.

There should be a common understanding, from both scientists and engineers, that the model itself is a small part of an AI-ML system.

Photo credit: GLOBIS

2. Production for Experimentation

Dr. Malkin summarizes, “[The] traditional split of infrastructure between production, where the infra is well defined, scalable, and ML teams, where the infra is ad hoc, customized, is slowing innovation in AI products.”

– Build your production system to be clone-able for experimentation
– Set up integration testing for model updates
– Build pipelines so that training is part of production

In this way, Cogent Labs has designed a cooperative culture that has allowed it to create a general AI-ML system for the automation of business processes, or “business smartization,” with solutions such as processing manually written, spoken, or even unstructured information. It also involves big data with its Time-Series Forecasting solution, which also incorporates information sources and external networks.

The Takeaway

This AI-ML system is growing to be a general AI system in terms of scalability, providing increasing productivity through the implementation of extended business smartization in AI-driven companies. Something similar occurred in the era before digitalization in terms of the need to transform data into information, except that now the capacity exists to convert this massive, unconnected, unstructured information into automatic decisions – AI-driven, with exponential results.

Further supporting the efficacy of their collaboration concept, in just three years Cogent Labs has managed to launch three products based on AI-ML, acquiring a notable portfolio of clients around the world that includes Nomura, Daiwa Securities, SoftBank, and Canon. The co-creation model sees products developed and perfected together with clients. Cogent Labs also managed to raise JPY 1.472 billion (US$13 million) in capital, which enables the company to continue developing their general AI-ML. It will be exciting to see what new ideas they come up with next.


Connect with Insights

Trouble keeping up with all the insights? Subscribe to our newsletter for monthly career inspiration right in your inbox!
Your newsletter subscription with us is subject to the GLOBIS Privacy Policy.