Micro-outcomes, activities and portfolio evidence
- MLO01.1 Explain welcome — why business, and how this course works using accurate concepts and discipline-specific language.
- MLO01.2 Apply the week topic to a realistic professional decision practice challenge with stakeholder constraints.
- MLO01.3 Evaluate evidence quality, ethics, AI/tool implications and implementation risk before recommending action.
- Build a one-page decision brief that uses welcome — why business, and how this course works to advise a realistic organisation or community.
- Create an evidence matrix naming the strongest evidence, weakest assumption and next test for this week.
- Use an AI tool to generate alternatives, then critique missing context, hallucination risk, bias and ethical implications.
- Portfolio artefact: decision brief plus a short evidence-and-ethics annotation.
1. The orientation: what 'Introduction to Business' is actually for
This is the foundation course for every undergraduate business program at DrAIStudio. By the end of fifteen weeks, you should be able to walk into any business — small or large, product or service, profit or non-profit — and read what is happening: who the customer is, what value is being created, how money flows in and out, where the risk sits, and what the operators are deciding next.
That reading skill is the goal. Not memorising frameworks. Not reciting definitions. The frameworks and definitions are tools you will pick up along the way, but they are not the point. The point is to develop the eye — the trained attention — that lets you look at a real business and see structure where an untrained eye sees noise.
Most students come into business school assuming the course will be about how to start or run a company. It is partly that. But it is more fundamentally about how to think about value creation under constraint. Once that thinking is solid, the operational questions become easier because you know what you are optimising for and why.
2. A short case: two coffee shops on the same street
Imagine two coffee shops on the same street. Shop A roasts its own beans, serves a small menu, charges premium prices, and has a queue of regulars every morning. Shop B is part of a regional chain, serves a wide menu, charges mid-market prices, and serves twice the daily volume of A.
Which is the better business? You cannot answer that question without more information — and which information you ask for is itself the first lesson of this course. A finance person will ask about margins and capital invested. An operations person will ask about throughput and supply chain. A marketing person will ask about customer segments and brand. A founder will ask about whether the model is repeatable in another location.
All of these are legitimate questions. None of them is sufficient on its own. The course you are starting is built to give you the habit of asking all of them, and the sense to know which matters most in a given situation.
Welcome — Why Business, and How This Course Works: decision architecture
3. The framework you will carry through the course
Every week of this course returns to a single framework: value, customer, surplus, sustain. A business is an organised, ongoing attempt to create value for a customer, in a way that generates surplus, in order to sustain the activity. Hold that sentence in mind. Each later week will challenge or extend one part of it.
Week 2 will press on what 'value' actually means, and how it is different from price and from cost. Weeks 3 through 6 will explore the customer side — who they are, how they decide, how a business reaches and keeps them. Weeks 7 through 10 will look at the surplus side — the financial and operational mechanics that make surplus possible. Weeks 11 through 14 will look at the sustain side — strategy, risk, ethics, growth, and what it means for a business to last. Week 15 brings it all together in a capstone reflection.
If at any point you feel lost in detail, return to the framework. Which of the four words is this week's content really about?
What kind of activity is a business?
A friend tells you about a side project they have been running — they spend ten hours a week on it, they enjoy it, and they sometimes accept money from people who like what they make. Is it a business? Use the four-word framework — value, customer, surplus, sustain — and write a one-sentence answer for each word. The exercise is not whether they answered 'yes' or 'no', but whether your answers across the four words are consistent.4. How the course is structured each week
Each week of this course is built the same way, on purpose. There is roughly 1,400 to 1,600 words of reading. There are short worked examples and at least one mini-case. There is a framework that the week is built around, and there are two callouts — short pauses that ask you either to check your understanding or to apply what you have read to your own observation. The week closes with a reflection prompt that asks you to do something with the material, not just remember it.
The rhythm is deliberate. Read, pause, apply, reflect. If you skip the pauses and the reflection, you will finish each week faster, but you will retain very little. If you take the pauses seriously, you will end the course not with a head full of definitions but with an instinct — the trained instinct that lets you read a business.
Assessment in this course follows the DrAIStudio Pipeline v1 standard: a smart assessment component, a reflection component, and an overall pass threshold. Each component must clear sixty percent. The thresholds are uniform across the university, on purpose, so you always know what is being asked.
First principles before specialisation
Most of you will go on to specialise — in marketing, finance, HR, operations, entrepreneurship. The reason this foundation course exists is that specialists who only know their function make worse decisions than specialists who can read the whole business. The next fifteen weeks are an investment in the part of your professional skill that is hardest to retrofit later: the ability to think about a business as a whole system.5. What to do in week one, and what week two will press on
For this week, the assignment is simple. Pick one real business you interact with every week — a coffee shop, an app, a barber, a delivery service, a bookstore, anything. Spend ten minutes writing about it using the four-word framework. Who is the customer? What value are they getting? How does the business generate surplus? What would have to be true for the activity to sustain itself for five more years?
There is no right answer. The point of the exercise is to notice how much you actually know about the businesses you use, and how much you have been taking for granted. Bring that noticing into Week 2.
Week 2 will pick up directly from here, with one focused question: what does the word 'value' actually mean in a business context, and why is the answer harder than it looks?
Advanced practice: future-ready professional judgement
Advanced work in Introduction to Business requires more than remembering the week's terminology. A future-ready practitioner connects the concept to a decision, checks the evidence behind that decision and names the conditions under which the recommendation would change. This is especially important in professional decision practice, where professional credibility depends on knowing what the evidence can support and what remains uncertain.
The practical standard is to move from explanation to judgement. First, identify the stakeholder who must act. Second, define the evidence needed for a defensible decision. Third, test whether digital or AI-supported tools can improve speed, coverage or pattern recognition without weakening accountability. Fourth, communicate the trade-off in language the stakeholder can use. This sequence turns reading into capability rather than passive familiarity.
The future of this field will reward learners who can work across disciplines. A strong response to welcome — why business, and how this course works should consider data quality, inclusion, sustainability, risk and communication, even when those issues are not the headline topic. The best portfolio evidence shows that the learner can make these connections visibly: a chart with interpretation, a memo with assumptions, a prototype with critique or a decision matrix with ethical notes.
Use this week as a rehearsal for professional practice. When the answer seems obvious, ask who benefits, who is exposed to risk, which data is missing and what would happen if the recommendation were scaled. That discipline is what separates a basic course response from advanced work that can survive review, implementation pressure and changing technology.
Future trend and technology check
Before accepting a conclusion in this week, ask how professional frameworks, cases, metrics, AI copilots and communication templates could change the work. Then identify one risk from ethics, stakeholder trade-offs, evidence quality, adoption friction and execution risk and one human judgement that should remain accountable.
Evidence, chart and decision standard
A strong submission should include a claim, supporting evidence, a simple visual or table, an uncertainty note, a stakeholder implication and a clear next action.
Before next week, sit with these
- Apply the four-word framework — value, customer, surplus, sustain — to one real business you interact with every week. Write one sentence on each word, grounded in a specific observation about that business.
- Identify which of the four words you feel least sure about and explain in two sentences why your reading there is the weakest.
- Now pick a business you do NOT use as a customer but that operates in your city. Apply the same four-word framework. Notice where it is harder — that is the gap this course is designed to close.
Next week
Week 2 — What a Business Actually Is. We push on the four-word framework and ask what 'value' really means, and how it differs from price and from cost.