What is Financial Analysis? Explained from First Principles

Table of Contents

Financial Analysis explained from first principles: understand Finance, Fundamental and Technical Analysis, Quantitative and Qualitative data, and the UCCI framework for analyzing companies.

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Introduction

Financial Analysis is one of those terms that sounds complicated the moment you hear it. We see analysts talking about financial statements, ratios, revenue, assets, cash flows, and all kinds of numbers, and it can feel like financial analysis is simply about looking at a bunch of numbers and making a conclusion.

But is that really what Financial Analysis is?

What exactly are we analyzing? Why do we analyze it? Where does the data come from? And once we have analyzed that data, how do we actually use it to make a decision?

Before we answer all of these questions, we need to understand the two words that make up Financial Analysis: Financial and Analysis. Once we break these two words down, the entire concept starts becoming much easier.

What is Finance?

The word Financial comes from Finance, so before understanding Financial Analysis, we need to understand what Finance actually means.

In the simplest form, Finance is the art and science of watching the money flowing into and out of a system, deciding how to allocate it, and determining whether what you are doing is producing the results you want.

Let’s make this practical.

Suppose there is a small shop. Customers come into the shop and purchase goods. In exchange for those goods, they give the shopkeeper money. So, from the perspective of the business, money is flowing into the system.

The shopkeeper now has resources available to run the business. When the stock of goods starts running out, the shopkeeper goes to a wholesaler and purchases more goods. Money now flows out of the business.

So, if we look at the shop as a system, we can observe two fundamental movements: inflow and outflow.

Money and other resources flow into the business, and resources flow out of the business.

Finance studies these movements.

It asks where the inflow is coming from, how much is coming in, why it is coming in, and what is causing it. At the same time, it looks at the outflow and asks where the resources are going, how much is leaving, why it is leaving, and how those resources are being used.

But Finance does not stop at simply observing these movements. After studying the inflow and outflow, we use that information to make decisions.

Imagine that the shop generates ₹10,000 in revenue every month. Does that mean the shopkeeper can spend ₹10,000 every month?

Obviously not.

If the shopkeeper wants to maintain profitability, the amount flowing out of the business needs to be lower than the amount flowing into it. So, for example, the shopkeeper might decide to spend ₹8,000 on purchasing goods.

That is a financial decision based on the inflow of resources.

Now imagine that the shop’s revenue suddenly increases from ₹10,000 to ₹1,00,000 per month. Would the shopkeeper still purchase only ₹8,000 worth of goods?

Probably not.

The business now has much greater demand and therefore needs more supply. The shopkeeper may decide to allocate ₹80,000 toward purchasing more goods.

The decision changed because the underlying financial situation changed.

This is what Finance is fundamentally about.

We study where resources are coming from, where they are going, how they are being allocated, and whether those decisions are producing the desired results.

The Three Fundamental Components of Finance

From the example above, we can break Finance into three fundamental areas: Source, Allocation, and Decision.

The first question is about the Source of resources. Where is the money or resource coming from? In the case of a business, this could be revenue generated from customers, money raised from investors, borrowed funds, or other sources.

The second question is Allocation. Once the resources enter the business, where are they being used? Is the business purchasing inventory, investing in new machinery, expanding operations, paying employees, or doing something else?

Finally, we look at the Decision itself and its outcome. Was the resource allocated properly? Did the decision help the business grow, or did it create a negative impact?

So Finance isn’t simply about watching numbers move around. It is about understanding the source of resources, their allocation, the decisions surrounding them, and the results produced by those decisions.

That brings us to the second word in Financial Analysis: Analysis.

What is Analysis?

The word Analysis comes from the Greek word analyein, which essentially means to break down.

Think about a large and complicated system. If you look at the entire system at once, it may be difficult to understand. So instead of trying to understand the whole thing immediately, we break it down into smaller parts.

Then we study those smaller parts and understand how they work individually and how they connect with one another.

Eventually, by putting those pieces back together, we can understand how the complete system works.

This is the basic idea behind analysis.

You take something complicated, break it down into its components, study those components from the bottom up, and use that understanding to understand the larger system.

This is why analysis is so powerful. You don’t need to understand everything simultaneously. You simply need to find the smaller components that make up the system and understand them properly.

So, What is Financial Analysis?

Now let’s put the two words together.

Finance is concerned with the source of resources, their allocation, the decisions surrounding them, and whether those decisions are producing the desired results.

Analysis means breaking something down into its parts so that we can understand how the whole system works.

Therefore, Financial Analysis means breaking down the financial information of a business, studying where its resources are coming from, how those resources are being allocated, what decisions the business is making, and what impact those decisions are producing.

For example, we can look at where a company’s revenue is coming from. We can ask why that revenue exists, who is paying the company, and whether that source of revenue is growing or declining.

Then we can look at allocation. Where is the company putting its money? Is it investing in productive areas? Is it expanding? Is it spending money on things that generate returns?

Finally, we look at the decisions made by the business and their consequences. Are these decisions helping the business grow, or are they creating losses and other negative outcomes?

That is Financial Analysis.

How Can Financial Analysis Tell Us Whether a Company is Good?

Now we can take this idea one step further.

Suppose we perform Financial Analysis on two different companies. How do we determine which one is actually better?

Imagine that Company A has a source of resources that is growing. Its revenue is increasing, its allocation of resources is improving, and the decisions being made by management are helping the business grow. The company is investing its money into productive areas, and those decisions are producing positive results.

That is a strong sign of a good business.

Now imagine another company where the situation is completely different. Its source of resources is declining, which means its revenue is falling. Its allocation is poor, and whenever it invests money, those investments continue producing losses. The decisions being made by the business are having a negative impact.

That gives us a very different picture.

This is why Financial Analysis is useful. It allows us to move beyond simply looking at a company’s name or stock price and actually investigate what is happening inside the business.

Types of Financial Analysis

Now that we understand what Financial Analysis actually means, we can move to its types.

Whenever we classify something into types, we need to be specific about the basis on which we are classifying it. Financial Analysis can be classified on different bases, and this gives us a total of four types.

The first basis is the source of the data.

The second basis is the type of data.

When we classify Financial Analysis according to the source of data, we get Fundamental Analysis and Technical Analysis.

When we classify it according to the type of data, we get Quantitative Analysis and Qualitative Analysis.

These are not four completely unrelated forms of analysis. They are two different ways of looking at Financial Analysis.

Fundamental Analysis and Technical Analysis

To understand Fundamental Analysis and Technical Analysis, we first need to understand what we actually analyze in Financial Analysis.

At the most basic level, we analyze data.

That data can tell us about the money flowing into the business, the money flowing out of it, the decisions being made by the company, and the impact of those decisions.

Now ask yourself where this data comes from.

If the data comes from inside the company, we call the analysis based on that data Fundamental Analysis.

If the data comes from outside the company, particularly from the market, we call the analysis based on that data Technical Analysis.

The distinction is therefore based on the source of the data.

Fundamental Analysis

Fundamental Analysis deals with data that comes from inside the company.

A company generates and publishes information about its financial condition. When we study that information to understand the underlying business, we are performing Fundamental Analysis.

For example, a publicly traded company publishes financial reports for its investors. These reports contain important information about the company’s financial condition.

Among the most important reports are the Income Statement, Balance Sheet, and Cash Flow Statement.

The Income Statement tells us about things such as income, expenses, and profit. The Balance Sheet tells us about assets and liabilities. The Cash Flow Statement tells us about the movement of cash through the business, including operating, investing, and financing cash flows.

When we study these statements, we begin to understand the financial health of the company.

We can see how much money is coming into the company, how much profit it is making, whether it is generating losses, what assets it owns, what liabilities it has, where it is investing, and how cash is flowing through the business.

All of this information comes from the company itself.

That is Fundamental Analysis.

Technical Analysis

Technical Analysis approaches the company from a different direction.

Instead of primarily studying data generated by the company, we study data generated by the market.

Once a company becomes publicly traded, the market begins producing its own information. Investors and traders continuously buy and sell the company’s shares, and their collective decisions produce market data.

One of the most visible forms of this data is the stock price.

Suppose we believe that a company’s intrinsic value is $100 per share based on its financial information. However, the market is willing to pay $200, $500, or even $2,000 for that same share.

That difference tells us something.

The market has its own perception of the company.

People may believe that the company has enormous future potential. They may believe that its future is much more valuable than what its current financial numbers suggest. Those expectations influence their willingness to pay higher prices.

As more people become willing to pay higher prices, demand increases and the stock price rises.

That collective behaviour gets reflected in market data and eventually appears on a chart.

When we study this market-generated data, rather than the company’s internal financial data, we are performing Technical Analysis.

The SpaceX Example

Let’s make the difference between Fundamental and Technical Analysis even clearer with an example.

Suppose SpaceX is a publicly traded company. To analyze SpaceX fundamentally, we would need information about the company itself. We would study its financial reports and examine its revenue, expenses, assets, liabilities, cash flows, and other financial information.

From this data, we could estimate what the company is reasonably worth.

For example, suppose our analysis tells us that the intrinsic value of a SpaceX share should be $100.

But now imagine that the market says something completely different.

Investors may believe that SpaceX is not just an ordinary company. They may believe it has the potential to transform space travel, expand human civilization beyond Earth, develop advanced technologies, and achieve things that seem almost futuristic.

Because of these expectations, investors may be willing to pay much more than the intrinsic value calculated from current financial data.

The stock could therefore trade at $200, $500, or even much higher.

Now notice what happened.

The fundamental analysis gave us one piece of information about the underlying business. The market gave us another piece of information about what people collectively believe the company could become.

If we ignore the company’s internal financial information and instead study the market’s reaction—the price, the movement, and the behaviour reflected in the chart—we are doing Technical Analysis.

This is the fundamental difference.

Finance is Not Just About Numbers

But this creates a deeper question.

Why would people pay far more for a company than what its current financial numbers appear to justify?

The answer brings us back to what Finance actually is.

Finance is not simply a subject of numbers.

Finance is an art and a science.

The scientific side gives us rules, numbers, patterns, and things that can be measured. But the artistic side deals with something much harder to measure: human behaviour.

Science generally operates through relatively rigid rules. If you want to calculate the gravitational acceleration on Earth, you use the established physical principles and arrive at a predictable result. If you want to calculate kinetic energy, you use the relevant formula.

The reason science can work this way is because physical systems generally follow consistent rules.

But human beings don’t behave like that.

Human emotions can change within seconds. Someone can be happy in the morning and sad in the evening. They can be optimistic today and pessimistic tomorrow. Human behaviour is affected by expectations, fear, greed, excitement, uncertainty, and countless other factors.

This makes human behaviour extremely difficult to predict.

And that is exactly why Finance has an artistic element.

Rational vs Reasonable

This distinction becomes even clearer when we understand the difference between rationality and reasonableness.

Rationality, in the strict sense, means acting on the available data without incorporating emotions into the decision.

Think about an electron.

An electron doesn’t wake up one morning and decide that it doesn’t feel like following the laws of physics today. It doesn’t become tired and decide to change its orbit because of its emotions. It follows the physical laws governing its behaviour.

That is a rigid, predictable system.

Human beings are different.

A human being can look at the same data and react differently depending on their emotions and circumstances. This is why human behaviour cannot be treated like a perfectly predictable scientific system.

Being reasonable is different from being purely rational. A reasonable person considers both the data and the human element. They understand the numbers, but they also recognize that emotions and expectations influence decisions.

This is particularly important in Finance because financial markets are ultimately made up of people.

Why Technical Analysis is About More Than Price

Now we can understand Technical Analysis at a deeper level.

Technical Analysis studies data generated by the market. But who generates that market data?

People do.

And what influences people?

Their expectations, emotions, fear, greed, optimism, pessimism, and perception of the future.

Therefore, when we look at market prices and charts, we aren’t simply looking at numbers. We are looking at a representation of collective human behaviour.

This is why technical analysis isn’t merely about drawing lines on charts. The chart is the visible output of countless decisions made by market participants.

If collective psychology changes, the market data changes.

If fear increases, behaviour changes.

If greed increases, behaviour changes.

If expectations change, prices change.

So when we study the market data, we are indirectly studying the psychology that produced that data.

Fundamental and Technical Analysis Can Work Together

In the Stock Market, Fundamental Analysis is commonly associated with investing, while Technical Analysis is commonly associated with speculation or trading.

But this does not mean they must always remain separate.

Technical Analysis can also be combined with Fundamental Analysis to make better investment decisions.

For example, Fundamental Analysis can help us understand the underlying business and determine whether we actually want to own it. Technical Analysis can then provide additional information about market behaviour and price movement.

The combination of both can provide a broader perspective.

We will explore how these two approaches can be combined in practical investing decisions later in the series.

Quantitative and Qualitative Analysis

So far, we classified Financial Analysis according to the source of data and arrived at Fundamental Analysis and Technical Analysis.

But there is another way to classify Financial Analysis.

This time, instead of asking where the data comes from, we ask what type of data we are analyzing.

This gives us two more categories: Quantitative Analysis and Qualitative Analysis.

The names themselves give us a useful clue.

Quantitative Analysis

The word Quantitative comes from Quantity.

Quantity refers to something that can be measured and represented using numbers.

If something can be expressed numerically—whether it is 1, 100, 2,000, ₹20 lakh, or ₹18 lakh—it is quantitative information.

For example, suppose a company generates ₹20 lakh in revenue. That ₹20 lakh is quantitative data because it can be represented as a number.

Suppose the company then invests ₹18 lakh. Again, ₹18 lakh is quantitative data.

If that investment subsequently contributes another ₹2 lakh in revenue, that is also quantitative data.

When we analyze this kind of numerical information, we are performing Quantitative Analysis.

Qualitative Analysis

Qualitative Analysis deals with the other side of data: quality.

Quality is something that cannot necessarily be represented through numbers.

For example, imagine saying that a particular person is kind.

Can you measure kindness in the same way that you measure revenue?

Not really.

You can describe someone’s kindness, but you cannot simply assign a universally meaningful numerical value to it.

That is qualitative information.

The same idea applies to businesses.

We can study the quality of a company’s management, the attitude of its founders, the company’s culture, the behaviour of its employees, or the overall quality of its leadership. These things provide valuable information, but they cannot always be reduced to a simple number.

That is Qualitative Analysis.

Data is Not the Same as Numbers

This distinction is extremely important because one of the biggest mistakes people make is assuming that data means numbers.

Numbers are data, but data is not limited to numbers.

Data can be both quantitative and qualitative.

Quantitative data can be measured and represented numerically. Qualitative data describes qualities that cannot necessarily be represented through numbers.

So numbers are only a subset of data.

This matters because proper Financial Analysis requires us to understand both sides.

How Quantitative and Qualitative Analysis Fit Into Fundamental and Technical Analysis

Now you might be thinking: if we have Fundamental Analysis, Technical Analysis, Quantitative Analysis, and Qualitative Analysis, are these four completely separate categories?

No.

This is where the framework becomes interesting.

Fundamental and Technical Analysis are classified according to the source of the data.

Quantitative and Qualitative Analysis are classified according to the type of data.

Therefore, they can overlap.

When we perform Fundamental Analysis, we can use both quantitative and qualitative information.

Suppose we study a company’s Income Statement, Balance Sheet, and Cash Flow Statement. We are studying numerical financial information, so we are performing Quantitative Analysis within Fundamental Analysis.

But suppose we also study the company’s founders, management, chairman, employees, culture, and attitude. Now we are studying qualitative information.

The overall process is still Fundamental Analysis because the information is about the company itself. But within that Fundamental Analysis, we are using both quantitative and qualitative analysis.

The same principle applies to Technical Analysis.

When we analyze market prices and other numerical market data, we are performing Quantitative Analysis. But we can also study market behaviour, psychology, greed, fear, and other characteristics of market participants. That introduces the qualitative element.

So both Fundamental Analysis and Technical Analysis can involve both quantitative and qualitative analysis.

The Mistake Most Retail Investors Make

This is where an important problem appears.

Retail investors—people like us who generally participate in the market with smaller amounts of capital—often focus almost entirely on quantitative information.

They look at numbers.

They look at financial ratios.

They look at prices.

They look at charts.

They look at revenue and profit.

All of these things are useful, but they are only one side of Financial Analysis.

The qualitative side is often ignored.

And that is a major problem.

When people treat Finance purely as a science of numbers, they forget that Finance is also an art. The artistic component comes from understanding things that cannot simply be reduced to numerical values.

Management quality matters.

Company culture matters.

Leadership matters.

Human psychology matters.

Expectations matter.

Fear and greed matter.

If we completely ignore these factors, then we are not performing complete Financial Analysis. We are only analyzing the quantitative portion of it.

Full Financial Analysis requires both Quantitative and Qualitative thinking.

The Levels of Financial Analysis

Now that we understand what Financial Analysis is and how its different types work, we can move to the final part: How do we actually perform Financial Analysis?

Knowing the definitions is one thing. Having a practical framework is another.

Finance is not an objective subject in the same way as physics. Different people can develop different frameworks for analyzing a company. There isn’t necessarily one universal method that every investor must follow.

So the framework I use is my own framework. It is the framework I follow while performing Financial Analysis, and it has provided me with useful results in the world of financial markets.

I call this framework UCCI.

The UCCI Framework

UCCI stands for four stages:

U — Understand

C — Compare

C — Calculate

I — Interpret

These four stages form the framework I use when analyzing a company.

The important thing is that these stages aren’t random. They follow a logical progression.

First, we need to understand what the data is telling us. Then we compare that information with something meaningful. After that, we calculate the relevant financial metrics. Finally, we interpret everything together and arrive at a conclusion.

Let’s break each stage down.

Understand

The first step is Understand.

Before calculating ratios or making conclusions, we need to understand the company’s financial information.

This means reading and understanding its financial statements, including the Income Statement, Balance Sheet, and Cash Flow Statement.

We are not simply looking at the numbers.

We are asking what those numbers are actually trying to tell us.

What is happening to revenue? What is happening to expenses? What does the company’s profit tell us? What assets does it own? What liabilities does it have? How is cash moving through the business?

The purpose of this stage is to build a fundamental understanding of the company’s financial position before moving any further.

Compare

Once we understand a company’s financial information, the next step is to Compare.

A company’s numbers don’t always mean much in isolation.

Suppose I tell you that a company has a certain profit margin. Is that good or bad?

You cannot really answer without context.

This is why comparison is important.

For example, suppose I am analyzing an oil company such as Indian Oil. After understanding its financial statements, I wouldn’t simply stop there. I would compare the company with other companies operating in the same industry.

I could compare it with competitors such as Bharat Petroleum or Hindustan Petroleum.

Then I can start asking meaningful questions.

Which company has the better gross margin? Which has the better net margin? Which has stronger EBITDA or EBIT? Which company has more assets? Which company has a better cash-flow profile?

The purpose of comparison is to understand how the company performs relative to its competitors.

Calculate

After understanding and comparing the companies, the next stage is Calculate.

This is where financial ratios become important.

We can calculate ratios such as the Price-to-Earnings ratio, Price-to-Book ratio, Debt-to-Equity ratio, Return on Equity, and Return on Capital Employed, among others.

These ratios help us convert financial information into useful measures that can be compared across companies.

For example, instead of simply knowing the absolute debt of two companies, we can use a ratio to understand their debt relative to their equity. Instead of simply looking at profit, we can use profitability ratios to understand how efficiently a company is generating returns.

The exact ratios and how to calculate them will be covered separately in the upcoming parts of the series.

At this stage, the important thing is to understand where calculation fits into the larger framework.

We first understand the company. Then we compare it with relevant companies. After that, we calculate the metrics that help us evaluate the differences.

Interpret

The final stage is Interpret.

This is where everything comes together.

After understanding the financial statements, comparing the company with its competitors, and calculating the relevant ratios, we need to ask the most important question:

What does all of this actually mean?

Interpretation means taking the information from the previous three stages and forming an overall conclusion.

Are the company’s fundamentals strong?

Is it performing better than its competitors?

Are the ratios within the range that we consider acceptable?

Is the company’s financial position improving or deteriorating?

But interpretation does not stop with quantitative information.

This is also where we bring qualitative analysis back into the framework.

We can examine the company’s aspirations, goals, concerns, management, leadership, and culture. We can ask what the management wants to achieve, how capable the leadership appears to be, and what kind of environment exists inside the company.

This is where the art and science of Finance come together.

The numbers tell us one part of the story, while the qualitative information helps us understand the other part.

If the quantitative information looks strong, the comparison looks favourable, the calculated ratios fit within our predefined range, and the qualitative side also makes sense, then we may reach the conclusion that the company is worth considering for a long-term investment.

The Complete Financial Analysis Framework

We can now put the entire framework together.

We begin with Understand. We read the company’s financial statements and understand what the data is actually telling us.

Then we Compare that information with relevant competitors to determine how the company performs relative to its industry.

After that, we Calculate the relevant financial ratios and other metrics to quantify the company’s financial characteristics.

Finally, we Interpret everything together. We combine the quantitative results with qualitative information about management, culture, aspirations, goals, and other factors to reach an overall conclusion.

That is the UCCI framework.

Understand → Compare → Calculate → Interpret.

It provides a structured way to move from raw financial information to an informed decision.

What Comes Next?

This framework gives us the foundation for everything that follows in the Stock Market series.

In the upcoming videos, we will start applying this framework practically. The first major step will be learning how to actually read Financial Statements.

We will begin with the Income Statement and understand what it means, how to read it, and how to interpret the information contained within it.

After that, we will move to the Balance Sheet, followed by the Cash Flow Statement.

Once we understand all three financial statements, we can move toward comparing companies and calculating financial ratios. After completing the Fundamental Analysis portion, we will move toward Technical Analysis and study how market information can be interpreted, including price action and other aspects of market behaviour.

The idea is to build the entire Stock Market framework step by step rather than jumping directly into complicated ratios, charts, or stock recommendations.

Conclusion

Financial Analysis may initially sound like a complicated subject filled with numbers, financial statements, and ratios. But when we break it down from First Principles, the underlying idea is much simpler.

Finance is about understanding the source and movement of resources, their allocation, the decisions surrounding them, and the results those decisions produce. Analysis means breaking a larger system down into smaller parts so that we can understand how the whole system works.

Put the two together, and Financial Analysis becomes the process of breaking down a company’s financial information to understand its sources of resources, allocation decisions, results, and overall financial health.

We can approach this analysis through different lenses. Fundamental Analysis studies information originating from the company, while Technical Analysis studies information generated by the market. Both can involve Quantitative Analysis, which deals with measurable numerical information, and Qualitative Analysis, which deals with qualities that cannot simply be represented by numbers.

And most importantly, Finance isn’t merely a science of numbers. It is an art and a science. Numbers and rules give us one side of the picture, while human behaviour, psychology, expectations, and qualitative factors give us the other.

Finally, when I personally analyze a company, I use the UCCI framework: Understand, Compare, Calculate, and Interpret.

Once you understand this framework, Financial Analysis stops being a collection of complicated terms and starts becoming a structured process of thinking.

And that is exactly what we will build upon in the next parts of this series.

Ahtisham Asif Tantray signing off!