Sanjaay Gowda T S
International Holding Company PJSC practice

ORIGINAL COMPANY-CONTEXT PRACTICE

Compare business-unit metrics without misleading totals

Data scienceMediumConcept

Original practice scenario: A hypothetical diversified group wants one dashboard comparing hospitals, food businesses and technology investments. How should an analyst structure the metrics?

Written for independent practice using company context; this is not a verified question from a company interview.

A REASONED APPROACH

Model answer.

Use a shared reporting vocabulary without pretending every operating metric is comparable. Financial measures, operational counts and rates require different aggregation and contextual interpretation.

Work through it

  1. Document each metric's unit, grain, denominator, period and scope; retain business-specific measures beside a small set of genuinely comparable group metrics.
  2. Aggregate additive measures after currency and period alignment, and recompute rates from compatible numerators and denominators rather than averaging percentages.
  3. Test changes in business mix, acquisitions and missing submissions, showing like-for-like comparisons and separating scope changes from operating movements.

Tradeoffs to discuss

  • A compact group dashboard aids scanning but must link to underlying definitions and unit-specific explanations.

Common pitfalls

  • Do not rank unlike businesses using arbitrary normalized scores.
  • Avoid presenting missing data as zero performance or averaging ratios with incompatible denominators.

KEEP PRACTISING

Related questions.

Keep learning beyond the interview.

Explore the Learning Hub