The Power of Variability and Knowledge Conversion in Mastery

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Sep 20, 2023

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The Power of Variability and Knowledge Conversion in Mastery

Introduction:
In the pursuit of mastering complex skills, there are two key factors that often go unnoticed: variability and knowledge conversion. Scott H Young emphasizes the importance of variability in learning, stating that practicing in varied contexts and with varied methods leads to more robust learning. On the other hand, the SECI Model by Ikujiro Nonaka and Takeuchi highlights the conversion of knowledge from tacit to explicit and vice versa, as well as the conversion of knowledge from individuals to groups and organizations. In this article, we will explore the common points between these concepts and delve into the insights they offer for achieving mastery.

The Role of Variability in Mastery:
Research has shown that practicing with variability, rather than simple repetition, enhances learning and improves the transfer of skills to new situations. When we practice in varied contexts and with varied methods, it forces us to adapt and find the correct technique for each specific problem. This extra effort in retrieving the right response leads to greater memory strengthening. Experts, who have achieved mastery, tend to focus on the deep principles of a problem, while novices get distracted by superficial features. Therefore, variability in practice helps us develop a deep understanding of the underlying principles and multiple methods for solving problems.

The Power of Multiple Examples:
Whether our thinking is concrete or abstract, the exposure to multiple examples is crucial for learning. When faced with low variability, individuals tend to memorize patterns. However, when variability is high, they simulate different trajectories to find the likely destination. This ability to simulate and explore different possibilities is a key component of mastery. Having multiple strategies for problem-solving becomes essential, especially when one is still in the learning phase. It allows for a gradual ramp-up in variability, ensuring that we develop a diverse set of problem-solving skills.

Moderating Variability:
While variability in practice has proven to be beneficial, it is important to moderate its application. Beginners or lower-performing students may benefit more from less-variable practice. Additionally, having variable methods can backfire if some of those methods are flawed. Hence, a gradual increase in variability is recommended. To incorporate variability into your learning journey, mix up your problems, choose opportunities with greater variability, and work with multiple teachers, peers, and learning styles. Adding constraints that force you away from dominant strategies can also enhance your ability to adapt and innovate.

Knowledge Conversion in Mastery:
In parallel to the role of variability, the SECI Model of Knowledge Dimensions highlights the importance of knowledge conversion in achieving mastery. Through socialization, tacit knowledge is shared and transferred through practice, guidance, and observation. Externalization involves codifying tacit knowledge into explicit forms, making it easily shareable among individuals in an organization. Combination focuses on systematizing concepts into a knowledge system by combining existing sources and creating new knowledge. Internalization occurs when individuals read and write about their experiences, allowing for the assimilation of explicit knowledge. Organizations play a crucial role in facilitating knowledge conversion by sharing explicit documents that enable employees to learn through reading and practical application.

Actionable Advice for Mastery:

  1. Embrace variability in your practice: Seek out varied contexts, methods, and task constraints to enhance your learning and problem-solving skills.
  2. Engage with diverse sources of knowledge: Work with multiple teachers, peers, and learning styles to gain different perspectives and deepen your understanding of complex skills.
  3. Gradually increase variability: Start with less-variable practice, especially if you are a beginner, and gradually introduce more variability to ensure a steady progression towards mastery.

Conclusion:
In the journey towards mastery, variability and knowledge conversion are essential components. Embracing variability in practice and problem-solving allows for a deeper understanding of underlying principles and the development of multiple strategies. Simultaneously, knowledge conversion facilitates the sharing and assimilation of tacit and explicit knowledge, enabling individuals and organizations to continuously learn and innovate. By incorporating these principles into our learning processes, we can accelerate our path to mastery and unlock our full potential.

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