37. DUNNING-KRUGER EFFECT

David Dunning and Justin Kruger are American social psychologists best known for their 1999 research on how people evaluate their own competence. Their work showed that people with limited skill or knowledge in a particular area may not only perform poorly but may also lack the ability to accurately recognize their own shortcomings. This phenomenon became known as the Dunning-Kruger Effect.

The Dunning-Kruger Effect is a concept that describes the relationship between knowledge and confidence. When we start learning about something new, we know very little. However, after gaining a small amount of knowledge, our confidence may rise very quickly. We begin to feel that we know and understand much more than we actually do. In the popular Dunning-Kruger curve, this is called the “Peak of Mount Stupid” — or, as we might say “حمار” in Egyptian slang. Then, as our knowledge increases. We begin to discover how complex things really are. We see things we did not even know existed. Our confidence drops, sometimes dramatically. This is often called the “Valley of Despair.” If we continue learning instead of giving up, our knowledge and experience gradually increase. We start understanding not only what works, but also why it works, when it works, and when it does not work. Our confidence begins to rise again, but this time it is supported by deeper knowledge and experience. This is the “Slope of Enlightenment.” Eventually, we may reach the “Plateau of Sustainability.” At this stage, confidence becomes more realistic. We know what we know, but perhaps more importantly, we understand the limits of our knowledge.

For me, however, I would draw the end of the curve a little differently. Instead of remaining completely flat, I believe it should gradually slope downward as our knowledge continues to increase. The more we learn, the more we become aware of how much we still do not know and how complex the world really is. In other words, greater knowledge should not necessarily produce greater confidence; sometimes, it produces greater humility and doubt.

“A little knowledge builds confidence; deeper knowledge brings humility”

 

Article By Dr. Eng. Amr H. Abayazeed - September 11, 2026.

36. AI & INTELLECTUAL CONTRIBUTION

Artificial intelligence (AI) has changed the way we write, search, analyze, and work. Today, people use AI to improve language, summarize information, classify ideas, brainstorm alternatives, and even generate complete content. This raises an important question: When AI is used, who owns the work and, more importantly, who owns the idea? The answer depends not simply on whether AI was used, but on how it was used and where the intellectual contribution came from.

1) AI as a language tool: Suppose a researcher develops an idea, argument, model, or conclusion and uses AI to correct grammar, improve vocabulary, restructure sentences, rephrase them, or make the writing more professional. In this case, intellectual contribution remains primarily human. AI helps communicate the idea but does not originate it. 

2) AI as an organization, classification, and/or assistance tool: A person may already have several ideas but need assistance connecting, organizing, or classifying them. AI can arrange these ideas into categories, identify relationships, develop a logical sequence, or suggest a clearer structure. Here, AI is mainly handling existing ideas rather than creating them. The original intellectual content comes from the human, while AI supports its organization and presentation.

3) AI as an idea development tool: The distinction becomes less clear when AI suggests alternatives, identifies new relationships, proposes examples, or challenges an argument. This is better described as AI-assisted intellectual work. The human remains responsible for deciding what is relevant, correct, meaningful, and appropriate, while AI contributes to developing the original idea.

4) AI as an idea generation: At another level, a human may provide only a general topic and ask AI to generate the main idea, arguments, examples, framework, analysis, and conclusion. Here, AI is no longer simply handling existing ideas; it is substantially participating in their generation. It would therefore be difficult to describe the entire intellectual contribution as originating solely from humans.

We can view the previous paragraphs as a spectrum. As we move from 1 to 4, AI's intellectual contribution increases. Over time, AI is likely to become integrated into almost every job and field, just as we used our minds to perform calculations in the past and now use complex statistical software. Therefore, a more meaningful question is not: “Did you use AI?” because almost everyone will use it in their work to keep pace with rapid technological change. Simply, if we use AI as a tool and master it to express what is already in our minds, while knowing exactly what to take and what to leave, the intellectual contribution remains ours, as AI is still just a supporting tool — so far. Tomorrow may be different.

 

 

Article By Dr. Eng. Amr H. Abayazeed - August 22, 2026.

35. UNIVERSE HAS AN EQUATION

As an engineer, I always see life through an engineering lens. I have always believed that the universe works according to equations — but extraordinarily complex ones. As I discussed in one of my previous articles, relationships in the natural sciences can often be represented in a relatively structured form: A + B = C + D. Certain inputs, under defined conditions, lead to certain outputs. Social sciences also attempt to understand relationships between inputs and outputs. However, human systems — including attitudes, behaviors, organizations, societies, and more — are far more complex and involve multiple interconnected variables, feedback loops, uncertainties, and conditions that continuously influence one another. From my engineering perspective, I believe life follows the same principle. There may be an equation behind many outcomes, but it is an equation containing countless variables — some visible, some hidden, some controllable, and others completely beyond our control.

 

For example, when I was younger, I believed that success was a function of effort and discipline, i.e. Success = f (Effort, Discipline). Work hard, stay disciplined, and keep going, and success will inevitably follow. But with time and experience, I realized that the equation was incomplete. I have seen people work extraordinarily hard and remain deeply disciplined, yet never achieve the success they expected — and vice versa. Perhaps success still has a formula, but we are missing an important variable, “X,” i.e. Success = f (Effort, Discipline, X). For me, X is not the conventional X-factor associated with charisma or exceptional talent; rather, it represents the unknown variables of life. Some people may call X luck; others may call it opportunity, timing, surrounding environment, circumstances, connections, communication, and/or access to resources. In reality, X may not be one variable at all. It may represent hundreds of interacting variables that influence whether our effort is eventually translated into success. This does not reduce the importance of effort or discipline, as they are largely known and within our control; X often is not. So, I still strongly believe in effort and hard work. I still believe in discipline. But experience has taught me to respect the complexity of life: “The universe has an equation; we just do not know all its variables.”

 

Article By Dr. Eng. Amr H. Abayazeed - August 17, 2026.

34. INTERDISCIPLINARY MANAGEMENT

Management is not a fixed set of rules or formulas. It is a dynamic field that continuously evolves as the world changes. Many managers search for simple formulas or quick management tips. However, true management cannot be reduced to slogans, checklists, or generic fixed templates. While these may provide useful guidance, they cannot replace deep understanding and critical thinking. One of the most important principles in management is Contingency Theory, introduced by Burns and Stalker (1961), which states that "There is no one best way to organize or manage; every situation is unique." A decision that works well in one situation may not work in another, and a decision that works today may not work tomorrow because people, technology, and business environments differ across situations and continuously evolve over time. Successful leaders therefore avoid rigid rules and instead develop flexibility to select the most appropriate approach for each situation. They build broad knowledge from different management theories and disciplines and apply sound judgment when facing different managerial challenges.

Management, as a science, does not exist in isolation, it is an interdisciplinary field that integrates knowledge from many other disciplines. For example, Psychology helps to understand human behavior, motivation, personality, emotions, and perception. Sociology explains how people interact within groups and organizations, including culture, teamwork, leadership, and social structures. History provides valuable lessons from past successes and failures, as historical patterns often repeat themselves. Political Science contributes insights into power, authority, negotiation, governance, and conflicts of interest within organizations. Statistics and Mathematics offer quantitative methods for data analysis, performance measurement, forecasting, resource optimization, and data-driven decision-making. Biology inspired the idea that organizations are like living organisms that must continuously adapt to survive in changing environments. More recently, Complexity Science and Climate Science have helped explain how organizations operate in unpredictable environments. Together, these and other disciplines have significantly enriched modern management thought.

Today, organizations operate in an ecosystem characterized by rapid technological change, uncertainty, complexity, intense competition, and continuous disruption. To successfully manage all these challenges, leaders need to have broad knowledge across different disciplines, remain curious and open-minded, think critically, be adaptable, and continuously develop their knowledge and skills. This broad understanding helps leaders connect different variables, see the big picture, interpret complex situations, and make better decisions with wisdom.

 

Article By Dr. Eng. Amr H. Abayazeed - August 13, 2026.

33. EI & EMPATHY SPECTRUM

Emotional Intelligence (EI) is one of the most important qualities of effective leadership. While technical skills and experience help leaders achieve results, emotional intelligence enables them to inspire, influence, and build strong relationships. EI is the ability to recognize, understand, manage, and influence emotions — both our own and those of others. It consists of four main domains: Self-Awareness, Self-Management, Social Awareness, and Relationship Management. Within Social Awareness, empathy is a core competency and key building block that helps in understanding how other people think and feel. However, empathy is not simply a single skill; it can be understood through different levels of emotional understanding, connection, and caring.

The Spectrum of Empathy explains these levels through four stages: 1) Pity "I am sorry for you" recognizes that someone is suffering but keeps an emotional distance. For example, a colleague loses an important project, and you simply say, "That's unfortunate," before moving on. 2) Sympathy "I feel for you" shows care and concern but does not fully share the person's experience. For example, you tell your colleague, "I'm really sorry this happened. I hope things get better soon." 3) Empathy "I feel with you" seeks to understand another person's emotions from their perspective through active listening and emotional connection. For example, you sit down with your colleague, listen carefully, and say, "I understand why you're disappointed. Tell me what happened." The highest level is 4) Compassion "I am moved by you," where understanding leads to action. For example, after listening, you offer to help review the project, share your experience, or assist with preparing for the next opportunity. Compassion means not only caring about someone's situation but also taking meaningful action to help improve it. 

The Spectrum of Empathy shows that emotional intelligence is not only about understanding people's feelings but also about acting on that understanding. While pity notices suffering and sympathy shows concern, empathy creates real connection, and compassion turns that connection into positive action. Whether in leadership, business, or everyday life, people who move from feeling sorry to taking action build stronger relationships, earn trust, improve communication, and make a real difference in the lives of others.

 

Article By Dr. Eng. Amr H. Abayazeed - August 08, 2026.

32. MANAGEMENT EVOLUTION

Management is not a static concept but a dynamic process that evolves in response to technological (production tools), economic, social, and political factors. As these factors evolve across different industrial ages, management approaches must also adapt to effectively address the new challenges and opportunities associated with each industrial age. 

During Industry 1.0 (steam engine), Adam Smith, in his book "The Wealth of Nations," introduced the concept of the division of labor, demonstrating that specialization could significantly improve productivity and efficiency. With Industry 2.0 (electricity and mass production), organizations were increasingly viewed as machines designed for efficiency. This period marked the beginning of the Classical Management School. Frederick Taylor introduced Scientific Management through time and motion studies and job specialization, Henri Fayol established Administrative Management by introducing 14 management principles, and Max Weber developed Bureaucratic Management based on hierarchy, formal rules, and clear authority. Together, these pioneers transformed management into a systematic discipline focused on productivity, standardization, and efficiency.

However, history soon revealed that organizations are not only machines — they are also communities of people. Following the great depression of 1929 and the rise of communism, management shifted its focus to the human side of organizations, giving rise to the Behavioral Management School. The Hawthorne Studies demonstrated the importance of social relationships in the workplace, Abraham Maslow explained human motivation, and Douglas McGregor introduced Theory X and Theory Y.

The Modern Management School expanded management even further. Influenced by World War II, Industry 3.0 (automation and computers), Japan's success, and the fall of Berlin wall and the Soviet union, organizations began adopting Quantitative Analysis, which uses mathematical and statistical techniques to analyze data; Contingency Theory, which recognizes that there is no one-size-fits-all approach to management and that every situation is unique; Total Quality Management by Deming and Juran; Project Management; Supply Chain Management; and Knowledge Management. Other concepts also evolved, such as Management by Objectives by Peter Drucker; Strategy and Competitive Advantage by Michael Porter; Re-engineering by Michael Hammer and James Champy; and Learning Organization by Peter Senge. 

Today, with Industry 4.0 (internet), a new chapter in management is being written. Sustainability, Complexity Science, Adaptive Management, and, more recently, Artificial Intelligence are redefining how organizations compete and create value. Managers are expected not only to lead people and processes but also to navigate uncertainty, make data-driven decisions, and adapt to rapid change.

Article By Dr. Eng. Amr H. Abayazeed - August 06, 2026.

31. IMAGES OF ORGANIZATION

"Images of Organization" is one of the most influential books on organizational theory, written by Gareth Morgan. Rather than explaining organizations through a single perspective, Morgan introduces eight metaphors, each offering a different way to understand how organizations are managed and adapt.

1) "Organizations as Machines" describe organizations as machine in which different parts work together to achieve common goals. This perspective focuses on hierarchy, standardized procedures, and operational efficiency. i.e. Bureaucratic organizations. 2) "Organizations as Organisms" compare organizations to living beings that must adapt and evolve to survive in a changing environment. The focus is on flexibility, growth, and responsiveness to change. i.e. Adapting. 3) "Organizations as Brains" present organizations as intelligent systems capable of learning, processing information, solving problems, and making decisions. The main focus is on knowledge, learning, and continuous improvement. i.e. Knowledge and learning. 4) "Organizations as Cultures" view organizations as mini-societies shaped by shared values, beliefs, and ways of working. Success depends on a strong culture, teamwork, and a shared sense of identity. i.e. Organizations as mini-societies. 

5) "Organizations as Political Systems" explain organizations as places where individuals and groups pursue different interests, compete for resources, and use influence to achieve their goals. This perspective highlights conflict, negotiation, and power. i.e. Interest, conflict, negotiation, and power. 6) "Organizations as Psychic Prisons" illustrate how organizations can become trapped by old beliefs, habits, and fixed ways of thinking. Such mindsets restrict creativity, discourage change, and limit future progress. i.e. A trapped way of thinking. 7) "Organizations as Flux and Transformation" treat organizations as constantly changing and evolving systems. This perspective recognizes that continuous adaptation, innovation, and transformation are essential for long-term success. i.e. Constantly changing and evolving entities (by studying chaos, complexity theory, and weather patterns). 8) "Organizations as Instruments of Domination" consider organizations as mechanisms that can be used to control people and exploit employees or resources for the benefit of those in power. It highlights the negative consequences of excessive authority and control. i.e. Organizations exploit resources and employees for their own benefit (the ugly face of organizations). 

No single metaphor can fully explain an organization. Each one highlights different strengths, challenges, and behaviors, helping managers and leaders analyze organizations from multiple perspectives and choose more effective approaches to leadership, decision-making, and organizational improvement.

 

Article By Dr. Eng. Amr H. Abayazeed - August 02, 2026.

30. ELEVATOR PITCH

"A reluctant son of a powerful Mafia family is forced to lead the family business after his father is attacked, transforming from an honest war hero into one of the most dangerous crime bosses in America."

This is the plot of one of the most successful and highly respected movies of all time, "The Godfather." Now imagine that the screenwriter, Mario Puzo, has just finished the script and wants to convince Hollywood to produce the movie. Unexpectedly, he meets superstar Marlon Brando or a Hollywood producer in an elevator. He has only about 30 seconds to capture their attention before the doors open. Instead of explaining the entire story, he delivers a short, interesting summary that introduces the main character, the central conflict, and what makes the story unique, as shown in the movie plot above, leaving them curious to know more. If the pitch is successful, they might stop him before leaving the elevator and say, "I'm interested. Call me." This brief and persuasive presentation is called elevator pitch.

 

 

Elevator pitch is a short, clear, and persuasive summary of an idea, product, project, business, or story that can be delivered in about 30 seconds — the time of a typical elevator ride, that is why it is called elevator pitch. Its purpose is not to explain everything, but to quickly capture the listener's attention and make them interested enough to ask for more information or continue the conversation. In business, an elevator pitch is a presentation technique used to summarize a startup, a product, a proposal, or an idea in a short and engaging way to persuade an investor, your CEO, or another decision-maker to support it. This expression is widely associated with the movie industry. Although its exact origin is unclear, the concept later became widely used in business, entrepreneurship, and marketing.

Article By Dr. Eng. Amr H. Abayazeed - July 27, 2026.

29. STORYTELLING BETWEEN BUSINESS & MOVIES

Storytelling is the ability to communicate ideas, messages, or experiences through engaging narratives that connect with an audience on both an emotional and logical level. Instead of simply presenting facts or features, storytelling gives information meaning by placing it within a relatable story, making it easier to understand, remember, and act upon. In business, storytelling is used to communicate a company's vision, inspire employees, explain strategies, present proposals, and attract investors. In marketing, for example, storytelling helps brands connect with customers by focusing on experiences, emotions, values, and showing how a product or service solves a problem or improves customers' lives, rather than simply promoting its features. This approach makes the brand more memorable while building trust, strengthening brand identity, and increasing customer loyalty.

How to tell a good story? As I am a movie addict, nearly 90% of movies, regardless of their genre, follow a similar three-act story structure. The story begins with the "Ordinary World," where the audience meets the main character (hero) and learns about their normal life. An "Inciting Incident" then changes everything and introduces the main conflict. The hero may initially hesitate "Debate / Refusal" before receiving guidance from a "Mentor." After deciding to move forward, the hero "Cross the Threshold" and begins the real journey. At the "Midpoint," a major event changes the direction of the story. This is followed by the "All is Lost" moment, when the hero faces the greatest setback and everything seems hopeless. The tension then builds to the "Climax," where the hero confronts and overcomes the main challenge. Finally, the story ends with the "Resolution / New Normal," showing how the hero has changed and how life continues after the conflict. This simple story arc keeps the audience engaged from beginning to end and makes the story memorable.

For example, instead of simply saying, "A company entered a new market and increased its revenue by 25%," storytelling presents the same information as a journey: "The company had built a strong position in its local market, but sales growth had begun to slow. Management debated whether expanding into a new market was too risky. After consulting experts to analyze customer demand, competitors, and market opportunities, the company decided to move forward with a planned expansion. However, the first few months were disappointing, with weak sales and stronger than expected competition, leading some managers to question the decision. Instead of withdrawing, the company refined its strategy based on customer feedback. The changes proved successful, and within a year, the expansion increased revenue by 25% and opened new opportunities for long-term growth." Both examples communicate the same facts, but storytelling makes the message more engaging, memorable, and persuasive.

 

 

Article By Dr. Eng. Amr H. Abayazeed - July 24, 2026.

28. ORGANIZATIONAL CULTURE

Culture is a touchy-feely concept that many people recognize but often find difficult to define. In general, culture is a set of shared values, beliefs, norms, and behaviors that shape the way people behave and act individually and in groups. In business, organizational culture follows the same concept and definition. It is the "Personality" of the organization, reflected in how employees interact with each other, with customers, and with the outside world. It is established by leaders and then communicated and reinforced through various methods. The word "Personality" emphasizes the organization's uniqueness; imagine your organization as a living person: What does it look like? How does it behave? How is it dressed? What does it like and dislike? What is its slogan or guiding value in life? 

According to the previous definition, the main components of organizational culture are: 1) Values, which are an organization's core beliefs about what is important and are typically expressed through its mission, vision, and core values, such as customer focus, innovation, integrity, teamwork, and excellence. 2) Beliefs are the assumptions an organization makes about the world and how it works. They are often unspoken and taken for granted. Examples include believing that employees are the organization's greatest asset, that the customer is always right, that change is inevitable, and that everyone is working toward a common purpose. 3) Norms are the unwritten rules of behavior that govern how people interact within the organization, including how employees are expected to dress, communicate with one another, handle conflict, and deal with customers. 4) Behaviors are the way a person acts. It is the outward and external expression of a person's attitudes (attitude is an internal feeling or mindset that exists in a person's mind, while behavior is an external action that is visible to others; attitude is a good predictor of behavior).

Another way to understand organizational culture is through Edgar Schein's Model, which explains it as an iceberg with three levels: 1) Artifacts are the visible and tangible elements of organizational culture, such as the physical layout, dress code, language, and rituals. Artifacts are the easiest level of culture to observe and change. 2) Espoused Values are the stated values and beliefs of an organization. These values are often communicated through mission statements, value statements, and codes of conduct. 3) Underlying Assumptions are the deepest and most difficult level of organizational culture to change. They are often unconscious and shared by members of the organization without being explicitly stated. These assumptions can have a powerful influence on organizational behavior, even though they are rarely articulated explicitly.

 

Article By Dr. Eng. Amr H. Abayazeed - July 22, 2026.

27. THINKING APPROACHES

Thinking is the cognitive process of understanding information, solving problems, and making decisions. We use it every day when analyzing situations, learning, or choosing between alternatives. Since different situations require different approaches, several types of thinking are used, as follows:

Critical thinking is the process of thinking about the thinking process through objective analysis of information to make reasoned judgments. The term comes from the Greek "Kritikos," meaning "to judge," not to criticize negatively. It focuses on evaluating facts, evidence, and assumptions before making decisions, answering the question: "Is this true or accurate?" For example, when sales decline, managers analyze reports, customer feedback, and market data to identify the real cause before taking action.

Lateral thinking is a creative approach that generates new and out-of-the-box solutions instead of following the usual logical path. It encourages thinking "sideways," so it called challenges assumptions, and explores alternatives. It answers the question: "What is another way to solve this problem?" For example, instead of only reducing prices, a company may introduce subscriptions, bundle products, or create a new customer experience to increase sales.

Systems thinking views the world as a collection of interconnected systems (natural and human-made) rather than isolated parts, which are often complex networks of interacting elements. Understanding how these elements influence one another provides deeper insight into how the real world works and supports more effective decisions. It answers the question: "How are all the parts connected?" For example, declining sales may result from marketing, product quality, customer service, supply chain performance, employee training, and competitor actions working together.

Strategic thinking is the process of choosing the best direction and actions to achieve future goals. It aligns decisions with external factors (opportunities and threats) and internal capabilities (strengths and weaknesses). It answers the question: "What direction should we take to achieve future success?" For example, a company may enter new markets, invest in digital transformation, strengthen its brand, or develop new products for sustainable growth.

In conclusion, no single thinking approach is sufficient for every situation. Critical thinking enables objective judgment based on facts, lateral thinking generates innovative ideas, systems thinking reveals how different elements are interconnected, and strategic thinking provides a clear direction for the future. The greatest value lies in understanding when and how to apply each approach. By making these thinking approaches a way of life, individuals can make better decisions and solve problems more effectively in both their personal and professional lives. 

 

Article By Dr. Eng. Amr H. Abayazeed - July 10, 2026.