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UNIT 5 – Creating a Positive and Ethical Work Culture Notes

A workplace is more than just a place where tasks get done — it is a culture that shapes how people think, behave, and perform. Organizations that build a positive and ethical work culture not only boost productivity but also ensure long-term trust, loyalty, and growth. This unit explores the types of organizational culture, strategies […]

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UNIT 4 – Workplace Ethics and Business Conduct Notes

In today’s competitive business world, technical skills and strategies are not enough to ensure long-term success. Organizations must also focus on workplace ethics and responsible conduct, which form the foundation of trust, reputation, and sustainable growth. This unit explores the importance of ethics in professional life, principles of business ethics, approaches to handling dilemmas, and

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UNIT 3 – Group Dynamics, Teamwork, and Conflict Management Notes

Organizations are not just made up of individuals; they are built around groups and teams working toward shared goals. Understanding how people behave in groups, how teams evolve, and how conflicts are managed is crucial for effective organizational success. This unit highlights group dynamics, teamwork, and conflict management, three essential pillars of organizational behaviour. Download

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UNIT 1 – Introduction Human Behaviour and Personality at Work Notes

Understanding human behaviour is at the heart of organizational success. Every organization is made up of individuals and groups whose actions, attitudes, and personalities shape the overall work environment. This unit introduces the significance of studying human behaviour, the key factors that influence it, and how personality traits and attitudes affect workplace performance. Download UNIT

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UNIT 5 – Business Analytics Applications and Emerging Trends Notes

Business analytics is no longer just about numbers and spreadsheets — it has become a strategic tool for organizations across industries. From predicting customer behavior to optimizing supply chains, analytics enables smarter, faster, and data-driven decisions. In this unit, we’ll explore how analytics is applied in different business functions, touch upon customer and web analytics,

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UNIT 4 – Predictive Analytics and Forecasting Models Notes

Businesses today cannot rely only on past performance — they must anticipate the future. Predictive analytics provides the tools to forecast outcomes, reduce uncertainty, and make data-driven decisions. This unit introduces forecasting techniques, regression models, time series analysis, and the basics of machine learning approaches used in predictive analytics. Download UNIT 4 – Predictive Analytics

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UNIT 3 – Descriptive Statistics and Excel-Based Data Analysis Notes

In business analytics, making sense of large volumes of data requires statistical tools that summarize and explain patterns. Descriptive statistics is one such toolset — it helps condense raw data into meaningful insights. Combined with Excel-based techniques like pivot tables and dashboards, businesses can make informed, data-driven decisions with ease. Download UNIT 3 – Descriptive

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UNIT 2 – Data Preparation and Visualization Techniques Notes

In business analytics, data is the foundation for meaningful insights. But raw data is often messy, incomplete, or inconsistent, which makes it less useful. This is why data preparation is the first step before any analysis, followed by visualization to represent insights clearly. This unit explains how data is collected, cleaned, and refined, and how

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