Understanding the Role of Logic and Data in XAT DM for 2026 Aspirants

A company lost Rs 50 lakhs this quarter. Option A suggests firing 20% staff (saving Rs 30 lakhs), Option B suggests cutting marketing by 40% (saving Rs 35 lakhs), Option C suggests both (saving Rs 60 lakhs but risking long-term growth)

You need to calculate actual savings and understand which option balances short-term savings with long-term business health

Add up the numbers, see which saves more without destroying future revenue, then pick the logical choice

Sales data shows Product A has 60% profit margin but sells 100 units, Product B has 30% margin but sells 500 units. Which should get more investment?

Calculate total profit for each: A gives 60 units profit, B gives 150 units profit. Logic says B is better despite lower margin

Don't go by percentages alone - multiply and see actual profit numbers to make the right call

Closing a factory saves Rs 2 crore annually but 200 workers lose jobs. Opening in a new location costs only Rs 50 lakhs more but in a place with no local employment

Data says close and save money. Ethics says those 200 families need income and new location might not help community

Consider both: Can you save money through efficiency instead? Is there a middle path? Balance data with human impact

Your product costs Rs 100 to make, competitors sell similar for Rs 150, but poor customers can't afford it. Premium customers will pay Rs 300

Pure profit logic says charge Rs 300 to maximize revenue. Social responsibility says keep it affordable

Look at data to see if you can do both - maybe premium version at Rs 300 and basic version at Rs 120? Use data creatively with ethics

Contradicts given data

If the question says budget is Rs 10 lakhs and option suggests spending Rs 15 lakhs without mentioning additional funding

"Hire 50 new employees" when passage clearly states hiring freeze due to budget cuts

Ignores critical information

Option sounds good but completely ignores a constraint mentioned in the passage

"Launch immediately" when question mentioned regulatory approval needed first

Region A sales: Year 1 = 100cr, Year 2 = 95cr, Year 3 = 85cr. Region B: Year 1 = 80cr, Year 2 = 90cr, Year 3 = 105cr

Region A is declining steadily (-15% annually). Region B is growing fast (+31% over two years)

Logically invest more in Region B and investigate what's wrong in Region A before it's too late

Customer complaints: Q1 = 50, Q2 = 45, Q3 = 48, Q4 = 52. But customer base grew from 1000 to 1500

Raw numbers look stable, but complaint rate actually dropped from 5% to 3.5% as percentage of customers

Don't panic about absolute numbers - calculate rates and percentages to see the real picture