Chapter 1 of 4
From a market story to a research question
Learn how to turn a claim about an Indian business into a question you can investigate and a conclusion you can change.
In this chapter
A tip gives an answer; research asks what would make it true #
Suppose someone says every hospital share will benefit from rising healthcare spending. That statement skips several steps. Which hospitals have spare beds? Can they hire staff? Who pays the bill, and how long does collection take? A growing need is not the same as profitable growth for every listed company.
Write a narrow question: can a fictional hospital increase revenue without adding more capital than the extra cash it earns? A useful question connects the industry story to a measurable business outcome.
Separate observation, estimate and interpretation #
An exchange-filed annual report is a source document. A company presentation contains management’s selected narrative. Your forecast is an estimate built from assumptions. A broker’s conclusion is another interpretation, not a replacement for the underlying numbers.
Label each item in a research notebook. Record the reporting period, publication date, consolidated or standalone perimeter and units. A number in crore compared with another in lakh can create a convincing but entirely false growth story.
Choose the research lens #
Top-down research starts with the economy and industry before selecting a business. Bottom-up research starts with a company’s economics and checks the wider setting. Technical analysis studies price/participation; quantitative research tests defined relationships in data. Behavioural analysis examines how decisions can go wrong.
These lenses can complement one another, but each must answer its own question. A chart cannot verify a debtor balance, and an attractive balance sheet cannot guarantee next week’s entry price.
Decide what could change your mind #
Before calculating a target value, write the strongest alternative explanation and the observation that would weaken your thesis. Track unresolved questions rather than filling them with confidence.
Use a short memo: question, evidence, calculation, countercase, uncertainty and next review. That is more useful than collecting twenty screenshots that all repeat the same optimistic phrase.
Hypothetical worked example
A fictional hospital capacity test
A hospital has 200 operational beds, 60% occupancy and average daily revenue per occupied bed of ₹20,000. For a 365-day teaching year, inpatient revenue is approximately 200×0.60×20,000×365 = ₹87.6 crore.
At 70% occupancy with the other assumptions unchanged it becomes ₹102.2 crore. That is a revenue bridge, not a profit forecast: staffing, payer mix, discounts, outpatient revenue and collection must be modelled separately.
Common mistakes
- Treating management guidance as a realised result.
- Using a sector story without a company transmission mechanism.
- Collecting confirming sources while ignoring the countercase.
What makes a research question more useful than a market slogan?
Make this chapter useful
Can you defend the reasoning?
Before moving on, answer the self-check in your own words and write why each alternative fails. Use the worked example to test that explanation. Then apply it in the module research task; keep the assumptions and the evidence that could change your answer.
Desk assignment
What to submit
Write a one-page business question with three primary observations, two assumptions, one countercase and a dated next-review trigger.
Use the research ledger for dated evidence, or the module workbooks for calculations. Separate observations, assumptions and interpretation.
Sources and further reading
- NISM: Research Analyst learning topics (scope reference; independent lessons) ↗
- NSE: company integrated financial filings ↗
Further-reading references from the curriculum source list. Contract sizes, expiry calendars, settlement references, margin parameters and tax treatment can change; verify the current operative documents for the actual product. Worked figures are illustrative, not current quotes.
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General financial education. No securities recommendation, assured outcome or personal advice. Read the risk disclosures.