Notes, summaries, assignments, exams, and problems

Managerial Decision-Making and Business Analytics

Types of Managerial Decisions

To effectively plan, coordinate, and lead, managers make several types of decisions:

• Strategic Decisions: Address high-level issues and the overall direction of the organization. They define future goals and are long-term and complex.
• Tactical Decisions: Focus on how to achieve the goals and objectives set by the strategy. These are typically made by mid-level management for the medium term.
• Operational Decisions: Pertain to day-to-day operations. They are made by operations managers and are often simple and routine.

The Decision-Making Process (DMP)

A structured approach to decision-making involves several key steps:

1. Identify and define the problem.
2. Determine the criteria

Primary and Secondary Sources

Primary sources are produced at the time of the event or by someone directly involved.

Primary Sources

These are original, firsthand accounts or direct evidence related to a topic. Examples include:

• Historical documents (e.g., diaries, letters, official records)
• Original research studies or experiments
• Artwork, photographs, or videos
• Literary texts, speeches, & interviews
• Data sets or survey results

Secondary Sources

These analyze, interpret, or summarize primary sources. They provide secondhand information & often add context or commentary. Examples include:

• Textbooks
• Biographies
• Review articles
• Essays or critiques
• Histories or documentaries

Academic Integrity and Referencing

What Is Plagiarism?

Presenting work or ideas... Continue reading "Mastering Academic Writing: Sources, Citations, and Structure" »

Poetic Forms and Structure

Sonnet Structures

• Shakespearean Sonnet: A 14-line poem structured with three quatrains (ABAB CDCD EFEF) followed by one couplet (GG).
• Italian Sonnet (Petrarchan): A 14-line poem structured with two quatrains (ABBA ABBA) followed by a sestet (often CDECDE or CDCDCD).

Literary Movements and Historical Context

Key Revolutions

Historical shifts that influenced literary thought:

• Industrial Revolution: Focus on Nature and the pastoral.
• Scientific Revolution: Boom in science and rationality.
• French Revolution: Emphasis on emotional and political upheaval.

Major Literary Movements

Metaphysical Poetry

John Donne is considered one of the great metaphysical poets: a poetic genre characterized by the use of paradox and complicated (often... Continue reading "Essential Literary Terms, Movements, and Poetic Forms" »

Defining the Green Economy

A Green Economy is an economic system that aims to improve human well-being and social equity while significantly reducing environmental risks and ecological scarcities. It is low-carbon, resource-efficient, and socially inclusive. In simple terms, a green economy promotes sustainable development without degrading the environment.

Key Principles of the Green Economy

• Sustainability: Focuses on meeting the needs of the present without compromising the ability of future generations to meet their own needs. It emphasizes the responsible use of natural resources.
• Low Carbon Emissions: Promotes the use of renewable energy sources (like solar, wind, or hydro) to reduce greenhouse gas emissions and combat climate change.
• Resource

Healthy Lifestyle and Daily Habits in England

Subject: My lifestyle in England

Hi Antonia,

Thanks for your email! It was really interesting to read about your healthy lifestyle. You are lucky to live near the mountains!

About me, I think my lifestyle is quite healthy too. I usually eat vegetables, fruit, and sometimes pasta. I don’t do rock climbing, but I go to the gym twice a week and I enjoy playing football with my friends at the weekend. It helps me stay fit and relaxed.

In my free time, I also like:

• Listening to music
• Watching films at home

I don’t live near nature, but I try to walk to school instead of taking the bus.

Do you ever do other sports apart from walking and climbing? I’d love to see some of your photos!

Take care,
[Your Name]

Introducing

Social Justice: Definition and Explanation

Definition: Social justice is the moral and social principle that seeks to ensure fair access for all people and groups to the goods, opportunities, and rights necessary for human dignity.

Explanation: It goes beyond material equality; it aims at equity, solidarity, and respect for human dignity.

It ensures that everyone can participate in the economic, political, and social life of the community.

In Catholic Social Teaching, it is rooted in love of neighbor and the dignity of the human person, not in ideology.

The Principle of Subsidiarity

Definition: A principle that states a higher authority should not interfere in what a lower level can accomplish by itself, but should support (subsidium) when necessary.... Continue reading "Core Principles of Catholic Social Teaching" »

Syllabus Highlights and Course Introduction

Definition and Nature of Learning

Learning is defined as an enduring change in behavior mechanisms resulting from experience. It is crucial to understand the difference between learning and performance: performance changes do not necessarily indicate learning, and learning can occur without visible performance improvements.

Associative Learning involves forming associations between stimuli/events (CS-US) or behavior and outcomes (R-S). Learning can be conscious or unconscious (procedural/implicit learning) and supports emotions, motivations, decision-making, and survival adaptation.

Types of Learning

• Associative Learning: Predictive learning is observed in performance, but changes in performance do not

What is Data Science?

• An interdisciplinary field combining statistics, computer science, and business knowledge.
• Its goal is to extract valuable insights and knowledge from data (both structured and unstructured).
• It answers key business questions: what happened, why, what will happen, and what to do about it.
• The process involves collecting, cleaning, processing, analyzing, and communicating data insights.

Statistical Inference: Making Educated Guesses

• It's the process of using sample data to make educated guesses or draw conclusions about a much larger population.
• Essentially, it lets you make generalizations about a whole group based on a smaller part of it.

Key Goals of Statistical Inference

• Estimation: To guess the value of a population parameter

The Gilded Age: Duality of Progress and Conflict

The Gilded Age, a derogatory term coined by Mark Twain and Charles Dudley Warner, describes the era stretching from the end of the Civil War to the turn of the century. This period was marked by extraordinary economic expansion and industrial innovation that masked deep-seated social problems, including political corruption and massive inequality. Simultaneously, the final push of Manifest Destiny irrevocably altered the geography and demographics of the continent.

The late 19th century was therefore characterized by a duality: the material progress driven by rapid industrialization alongside intensifying struggles over wealth, labor, and the true meaning of American freedom and continental reach.... Continue reading "America's Gilded Age: Progress, Inequality, and Western Expansion" »

The Reconstruction Era: Redefining Freedom and Citizenship

The period following the Civil War, known as Reconstruction, was a revolutionary and highly contested era dedicated to rebuilding the shattered American nation and fundamentally redefining American freedom and citizenship. Initiated by the end of slavery, which freed four million formerly enslaved African Americans, Reconstruction became a crucial struggle between contrasting visions for the postwar South.

The ensuing conflicts involved momentous constitutional changes intended to recognize Black Americans as citizens and guarantee equality before the law, ushering in a brief period of interracial democracy. However, these transformative efforts faced persistent violent resistance from... Continue reading "America's Unfinished Revolution: The Reconstruction Era" »