HBRI HBRI - Hogan Business Reasoning Inventory Causal and Consequential Thinking

Question 1

A retail chain observes that stores with longer operating hours consistently report higher customer complaints.
A manager concludes that longer hours cause dissatisfaction.
What is the most likely flaw in this reasoning?

Accepted Answer

A confounding variable — such as higher customer volume — may explain both factors

Answer

The manager should have used a larger sample

Answer

Longer hours always reduce service quality

Answer

The conclusion is correct because the correlation is strong

Question 2

A software firm delays a product launch by 6 weeks to add features. Which is the most likely direct consequence of this decision?

Accepted Answer

Competitor products may capture the market window the firm was targeting

Answer

Marketing costs will decrease

Answer

Customer satisfaction will automatically improve

Answer

Development costs will stay the same

Question 3

Employee absenteeism rises sharply after a new performance-monitoring system is introduced. Which causal explanation is most well-supported by the sequence of events?

Accepted Answer

The monitoring system likely increased stress or reduced morale, causing higher absenteeism

Answer

Employees were already planning to be absent before the system launched

Answer

The absenteeism increase is unrelated to the new system

Answer

Performance monitoring always reduces absenteeism over time

Question 4

A company cuts its training budget by 30% to reduce costs. Over the following year, defect rates in production increase by 20%. What is the most reasonable causal inference?

Accepted Answer

Reduced training likely degraded worker skill levels, causing more defects

Answer

Defect rates increased due to unrelated equipment failures

Answer

Training budget cuts always improve productivity

Answer

The 20% defect increase is within acceptable variance

Question 5

Sales of a product decline after a price increase. A manager claims the price increase caused the decline. Which additional evidence would best confirm this causal claim?

Accepted Answer

Surveys show customers switched to cheaper alternatives specifically because of the higher price

Answer

The product was not advertised during the same period

Answer

Sales of other products also declined at the same time

Answer

The price was raised by only a small amount

Question 6

A department implements flexible work hours and subsequently reports higher employee engagement scores. What is the most cautious interpretation of this finding?

Accepted Answer

Flexible hours are correlated with higher engagement, but other factors may also contribute

Answer

Flexible hours definitively caused higher engagement

Answer

The engagement increase will persist indefinitely

Answer

The policy should be reversed to test the causal link

A retail chain observes that stores with longer operating hours consistently report higher customer complaints.A manager concludes that longer hours cause dissatisfaction.What is the most likely flaw in this reasoning?

A retail chain observes that stores with longer operating hours consistently report higher customer complaints.
A manager concludes that longer hours cause dissatisfaction.
What is the most likely flaw in this reasoning?