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Plausibility, interpretation and using financial data analysis in the exam

ICAN Professional, Case Study. Financial data analysis (30%).

7 min read · Updated 6 November 2026

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In this part

Accurate arithmetic is necessary but never enough. In the Case Study, the marks come from choosing the right calculation, being sensible about how much detail it needs, explaining what the result means and committing to a decision. This topic covers the plausibility checks to make before you start, how to interpret results, how to reach a decision and what the exam rewards.

In 30 seconds

Before calculating, run a quick plausibility check and decide on accuracy against speed, materiality against summary, a template or a new format and appendix against body. Do the adjustments that matter instead of rewriting whole schedules. Present the adjusted numbers and explain them with why and so what, because describing what could be done earns little. Finish with a clear decision that follows from your analysis, with reservations stated.

Calculation is only part of the requirement: context, judgement and conclusions carry the rest.

Plausibility and numerical output

Pause before you plunge in. Do a quick plausibility review of the details and of the output you expect, then decide how to do the work. Five choices matter.

ChoiceThe question to settle
Accuracy or speedIs it better to be approximately right and cover more ground, or exactly right on a few details and risk not finishing? You need a reasonably accurate answer quickly, not sloppy guesswork
Materiality or summaryCan calculations or adjustments be grouped to save time without hiding anything important? Use summarised workings for key figures, not one meaningless total explained in a rambling note
Original or substituteWill your output replace or build on information given? Is there a template to follow, and is it still the best format?
Explanation and impactHow much does the client understand? Could the adjustment be fundamental to the whole enterprise? How much explanation of assumptions and techniques is needed?
Appendix or bodyWill the workings sit in a labelled and cross-referenced appendix, or are they short enough for the body?

You are assessed on these decisions and on how you present them. You are not expected to produce endless similar speculative calculations, but you are expected to notice which changes are sensitive.

If a problem can be addressed by adjusting financial facts, by amending, including or excluding figures, make those adjustments and present the amended result. Do not waste time rewriting a whole schedule such as a forecast income statement.

Do not spend ages on a calculation of doubtful accuracy and materiality, such as one month’s depreciation, when the real impact is a large purchase of non-current assets that overwhelms the forecast cash flow and closing cash balance.

Interpreting the results

Work with the numbers does not stop at the calculation. The output of a technique or of sensitivity analysis must be explained to the reader. Too often a candidate describes what could be done instead of doing the work and discussing the result. Describing a financial outcome without giving the adjusted numbers is weak analysis.

Present the financial picture clearly, so that it makes a direct impact, and answer why and so what.

WeakStrong
The cash forecast should be adjusted for the new equipment.Adding the ₦180 million equipment purchase turns a forecast closing cash balance of ₦50 million into an overdraft of ₦130 million. The company cannot fund the purchase without new finance, so it should negotiate a term loan before ordering.
From calculation to decisionFour boxes in a row: plausibility check, calculate and adjust, interpret with why and so what, decide and recommend.Plausibility checkCalculate andadjustInterpret: why,so whatDecide andrecommend
Marks sit at each step, but the last two carry the most.

Making the decision

Conclusions and recommendations must follow logically from the analysis. Your professional judgement may call for reservations, provisos or limits around the decision. But the decision itself should be an unambiguous conclusion, which shows confidence in your work, and it should be developed into clear advice through recommendations.

Using the analysis in the exam

It is very hard to pass the Case Study without good financial data analysis. Other papers often have closed questions with a defined answer. Case Study requirements are open: examiners assess your approach and how well you use the data, and there is generally no absolutely right or wrong answer within reason. To show your skill, you will need to:

  1. choose the right tool or tools for the data;
  2. give the context for the analysis and the reason for the tools used;
  3. use judgement, especially on materiality, to choose the right level of detail;
  4. build clear appendices that start from the information supplied;
  5. identify and evaluate all the assumptions behind the information;
  6. apply professional scepticism to where the information came from;
  7. consider sensitivity analysis and flex the numbers where appropriate;
  8. consider the business scenario and the wider context for depth and breadth; and
  9. build a logical report that uses the appendix figures with clear explanation.

You will be under time pressure, so develop speed and confidence in the calculations. That leaves time to use the results. Many requirements ask for a specific calculation, such as a P/E valuation, a net present value, a breakeven or an accounting adjustment. Choose the most suitable technique and use it with confidence.

Requirements also often ask you to evaluate, applying judgement, using figures you have prepared or amended. Many weak candidates seem unwilling to make a decision or recommendation from their own work. You must reach a clear decision. Provided it is consistent with your analysis and evaluation, you will be given credit.

The calculation meets only part of the requirement. You must also:

  • Give context: why this technique was used.
  • Exercise judgement: which assumptions, which reservations, whether the results suit their purpose and whether the wider context has been considered.
  • Develop conclusions and recommendations: what the results mean and what the client should do now.

These count only if they build on accurate calculations, so a thorough working knowledge of every technique remains a prerequisite for the best grades.

Worked example

Scenario (fictitious figures). A forecast shows closing cash of ₦50 million. You find that the forecast leaves out an equipment purchase of ₦180 million and also an under-recorded month of depreciation of ₦2 million. Decide what to adjust and what to say.

  1. Materiality. Depreciation is a non-cash charge, so the ₦2 million does not affect the cash forecast at all. The equipment purchase is a cash outflow that is more than three times the whole closing balance.
  2. Adjust. Deduct 180 from 50. Closing cash becomes an overdraft of ₦130 million. Do not rewrite the whole statement.
  3. Interpret. The forecast as supplied was materially wrong. The company cannot afford the purchase from its own cash.
  4. Decide. Recommend that the purchase be funded by a term loan or deferred until cash improves, and state the reservation that the loan’s cost is not yet in the forecast.

Common mistakes

  • Spending time on trivial adjustments while missing the one that matters.
  • Rewriting an entire schedule instead of showing the adjustments.
  • Describing what could be done instead of showing the adjusted numbers.
  • Avoiding a decision, or giving one that does not follow from the analysis.
  • Using the wrong technique. In the November 2015 case, many candidates used profit instead of contribution for the limiting factor.
  • Leaving out the context for the technique and the reservations about the result.

Quick revision

  • Plausibility choices: accuracy or speed, materiality, template, explanation, appendix or body.
  • Adjust what is material and present the amended result.
  • Interpret with why and so what, using actual numbers.
  • Decide unambiguously, with reservations stated.
  • Marks: context, judgement and conclusions on top of accurate calculation.

Practice questions

These are original questions in the style of the Institute of Chartered Accountants of Nigeria exam. Try each one before you open the answer.

Question 1. A forecast needs two adjustments: a ₦1 million expense and a ₦150 million asset purchase. The best approach is to:

  1. Rewrite the whole forecast
  2. Make the material adjustment, show its effect and comment on the small one if relevant
  3. Ignore both
  4. Calculate the small one precisely and skip the other
Show the answer

B. Materiality decides where to spend your time.

Question 2. Which sentence is better analysis?

  1. The forecast should be adjusted
  2. Adding the ₦180 million purchase turns ₦50 million of cash into a ₦130 million overdraft
  3. The numbers might change
  4. More work is needed
Show the answer

B. It gives the adjusted number and its consequence.

Question 3. A candidate carries out accurate calculations but gives no decision. The likely outcome is:

  1. Full marks
  2. Credit for calculation only, with judgement and conclusion marks lost
  3. Extra credit
  4. No credit for calculation
Show the answer

B. Context, judgement and conclusions carry marks only when they are present.

Question 4 (6 marks). Explain what a candidate must do, besides calculating, to meet a financial data analysis requirement.

Model answer

Show the model answer to Question 4

Context (2 marks). Explain why the technique was chosen and the basis used.

Judgement (2 marks). Evaluate the assumptions, state reservations, check that the results suit their purpose and consider the wider business context and sensitivity.

Conclusions and recommendations (2 marks). State what the results mean and give a clear decision and advice on what the client should do now, consistent with the analysis.

The next topic covers corporate restructuring: meaning, need and types.

Pathfinder on Plausibility, interpretation and using financial data analysis in the exam

These are the ICAN Pathfinder questions that test this topic. ICAN owns the questions and the suggested solutions, so we point you to them and do not copy them. Open your Pathfinder, attempt each question under exam conditions, then check your answer against the notes above.

November 2015 and Sadeco examiner’s reports: choosing the right approach

Both reports record candidates using the wrong numerical approach or missing a key step. Practise stating why you chose the technique.

Revise first: Using the analysis in the exam

November 2014 key: rising inventories and debtors

The key rewards professional judgement on figures that disagree with the story. Interpret them with why and so what.

Revise first: Interpreting the results

Source: ICAN Pathfinder, Case Study. Diets covered: November 2014, November 2015 and the Sadeco Cocoa Processing Limited case.

Spotted a mistake? Tell us and we will check it.

Where this fits

See every past question on Case Study and the topic each one tests in the Pathfinder question finder.

This course builds on Strategic Business Reporting, Strategic Financial Management, Advanced Taxation and Advanced Audit, Assurance and Forensics.

All Case Study topics

You are reading topic 23 of 26.

  1. What the Case Study paper tests and how it differs from other papers01
  2. The four-hour Case Study paper: the case pack, a reading method and a time plan02
  3. Preparing for the Case Study paper: knowledge, analysis, writing and the ten differentiators03
  4. Reading a case and spotting issues: a method you can repeat on any case04
  5. How the Case Study marking key works: boxes, grades and marks05
  6. Reading a marking key: a worked example, box by box06
  7. How numerical work is rewarded, the grade profile and quality versus quantity07
  8. Writing the report: type, structure, headings and the report format08
  9. The executive summary: what it contains, how to write it and mistakes to avoid09
  10. Language, style and the disclaimer in a Case Study report10
  11. Financial statements analysis: meaning, types and techniques11
  12. The ratio analysis toolkit for the Case Study12
  13. Financial statements analysis in the Case Study: method, report and worked cases13
  14. Analysing and interpreting a sustainability report14
  15. Financial data analysis: forecasting, budgeting and financial appraisal15
  16. Breakeven, cost-volume-profit analysis and pricing decisions16
  17. Product mix, profitability and short-term and long-term decisions17
  18. Project appraisal, flexing the numbers and sensitivity analysis18
  19. Risk and uncertainty in decision making: expected values, decision trees and perfect information19
  20. Business valuation: purpose, approaches and asset-based methods20
  21. Valuing shares: P/E, earnings yield, dividend yield and dividend growth models21
  22. Accuracy, assumptions and professional scepticism in financial data analysis22
  23. Plausibility, interpretation and using financial data analysis in the exam23 here
  24. Corporate restructuring, capital reorganisation and capital reduction under CAMA 202024
  25. Capital reconstruction and schemes of arrangement25
  26. Operational and strategic analysis in the Case Study, including business trust and ethics26
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