Crunching the Numbers: A Guide to Quantitative Analysis on the NSE

What is Quantitative Analysis??

If qualitative analysis is the "soul" of a company, Quantitative Analysis is the "skeleton." It is the process of using mathematical and statistical data from financial statements to determine a company’s health and value.

In the world of the Nairobi Securities Exchange (NSE), investors don’t just listen to what a CEO says in a press release; they look at what the numbers say in the annual report. Quantitative analysis relies on one golden rule: Numbers don't lie.

How to use financial data to audit a company’s health:

To perform quantitative analysis, you need these financial statements. In Kenya, you can usually find these in the Investor Relations section of a company's website (e.g., KCB Group or Safaricom PLC).

  1. The Income Statement: This tracks performance over a period (usually a year). it tells you how much Revenue was collected, how much was spent, and what the final Net Profit looks like.

  2. The Balance Sheet: This is a photo of a specific moment in time. It lists Assets (what the company owns, like land or M-Pesa infrastructure) versus Liabilities (what it owes, like bank loans).

  3. The Cash Flow Statement: This is the most underrated document. A company can report "Accounting Profits" on paper but still be "Cash Poor." The Cash Flow statement shows the actual Shillings moving in and out.

Pro Tip: If a company shows high profits but negative "Operating Cash Flow," it might be struggling to actually collect money from its customers.


The Power of Financial Ratios: Making Sense of the Billions

Looking at a balance sheet with billions of Shillings can be overwhelming. Financial Ratios act as a translator, turning those huge numbers into simple percentages and scores that allow you to compare a giant like Equity Bank to a smaller player like I&M Bank.

1. Profitability Ratios

  • Return on Equity (ROE): How much profit is the company generating with the money shareholders have invested?

  • Profit Margins: What percentage of every Shilling earned actually stays in the company’s pocket after expenses?

2. Liquidity & Debt Ratios

  • Debt to Equity: Is the company built on a mountain of loans? High debt can be risky when interest rates rise.

  • Current Ratio: Can the company pay its short-term bills (due within a year) using its current assets?

  • Debt to Assets: How much of the company's "stuff" is actually owned by lenders?

3. Valuation Ratios (The "Is it Cheap?" Metrics)

  • Price to Earnings (P/E): This tells you how much investors are willing to pay for every Shilling of profit. A high P/E might mean the stock is overvalued—or that people expect massive growth.

  • Price to Book (P/B): Compares the market price to the company's "break-up" value.

  • Dividend Yield: The annual dividend payment divided by the stock price. This is your "interest rate" for owning the stock.


Why the "Hard Numbers" Matter in 2026

With the NSE seeing increased volatility, relying on "hard numbers" protects you from emotional trading. Quantitative analysis allows you to spot "Value Traps" companies that look good in the news but are actually burning through cash behind the scenes.

Want to compare Qualitative Analysis vs Quantitative Analysis? Check it out here

Disclaimer: This post is for educational purposes only and does not constitute financial advice. Always perform your own due diligence before investing.

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