Hard data cases30 cases · 120 questionsTier 4–5 · multi-exhibitPremium

The hardest data cases

Hard business cases at the top of the bank — tier 4 and tier 5. Each gives you two or three linked exhibits and asks four questions that need a real adjustment — returns, churn, defects, claims, CAC — and a derived metric. The biggest raw number is never the answer.

Every key is independently re-derived from the case’s economic model. Answer all four, then get the worked solution and the named trap behind each wrong option.

Arden Retail - product economics

3 exhibits · 4 questions · tier 5

Northmere Energy - carbon-adjusted contribution

2 exhibits · 4 questions · tier 5

Cobalt Logistics - route profitability

2 exhibits · 4 questions · tier 5

Meridian SaaS - segment economics

2 exhibits · 4 questions · tier 5

Hale Clinics - completed appointment economics

2 exhibits · 4 questions · tier 5

Rowan Manufacturing - quality-adjusted profit

2 exhibits · 4 questions · tier 5

Aster Insurance - underwriting result

2 exhibits · 4 questions · tier 5

Luma Telecom - plan contribution

1 exhibit · 4 questions · tier 5

Stadia Transit - route economics

2 exhibits · 4 questions · tier 5

Kepler Commerce - acquisition economics

1 exhibit · 4 questions · tier 5

Westport Bank - risk-adjusted lending contribution

2 exhibits · 4 questions · tier 5

Larch Hotels - channel-adjusted room contribution

2 exhibits · 4 questions · tier 5

Falloway Farms - crop contribution after spoilage

2 exhibits · 4 questions · tier 5

Northstar Learning - cohort economics

3 exhibits · 4 questions · tier 5

Vireo Clinical - trial site efficiency

2 exhibits · 4 questions · tier 5

Harrow Minerals - recovery-adjusted pit economics

2 exhibits · 4 questions · tier 5

Bexley Grocery - shrink-adjusted category contribution

1 exhibit · 4 questions · tier 5

Orbital Media - acquisition campaign contribution

2 exhibits · 4 questions · tier 5

Carden University - programme contribution

2 exhibits · 4 questions · tier 5

Greywater Utility - leakage-adjusted surplus

1 exhibit · 4 questions · tier 5

Altair Air - route economics

2 exhibits · 4 questions · tier 4-5

Helix Pharma - therapy contribution

2 exhibits · 4 questions · tier 4-5

Dockwell Fulfilment - warehouse labour

1 exhibit · 4 questions · tier 4-5

Commonlight Trust - fundraising channels

1 exhibit · 4 questions · tier 4-5

Everset Buildings - retrofit savings

1 exhibit · 4 questions · tier 4-5

Marlow Arena - event profitability

1 exhibit · 4 questions · tier 4-5

Norland Housing - repair and void costs

1 exhibit · 4 questions · tier 4-5

Redshield Cyber - product contribution

1 exhibit · 4 questions · tier 4-5

Vantage Port - terminal profitability

1 exhibit · 4 questions · tier 4-5

Solace Grid - battery storage sites

1 exhibit · 4 questions · tier 4-5

Common questions

What makes these the hardest questions?

Each case gives you 2-3 exhibits — sales plus assumptions plus costs, say — and the answer needs you to join them, apply a real adjustment (returns, churn, defects, claims, CAC), derive a per-entity metric, then compare. The largest raw row is deliberately a trap.

Why are these premium?

They are the hardest tier (4–5) of the bank — hand-authored, every key independently re-derived from its economic model. They're built for candidates targeting top scores on data-heavy tests (SHL, Saville, cut-e, consulting).

Do I get worked solutions?

Yes — after the 4 questions you get a review with the full worked key and the named trap behind each wrong option. No feedback mid-case, like a real assessment section.

Hard Data Cases — Multi-Exhibit Tier-5 Practice · Numerical Reasoning