HBRI - Hogan Business Reasoning Inventory Causal and Consequential Thinking Flashcards
6 cards from real HBRI practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.
Read the first 6 HBRI - Hogan Business Reasoning Inventory Causal and Consequential Thinking flashcards as text
A company's social media engagement doubles following a viral post. The marketing team concludes their new strategy is working. What is the key risk in this conclusion?
Answer: The viral post may be an anomaly rather than a repeatable result of the new strategy
A single viral event may be an outlier driven by timing or topic, not proof that the overall strategy systematically generates high engagement.
A new manager takes over a struggling department, and performance improves significantly over the following quarter. Which reasoning error should be avoided when evaluating this situation?
Answer: Assuming the improvement is entirely due to the new manager without ruling out other contributing factors
Attributing performance improvement solely to the new manager ignores other concurrent factors such as market recovery, team self-improvement, or process changes.
An organization implements a new wellness program and reports a decrease in sick days the following year. A rival firm argues it is not worth investing in. Which response best evaluates whether the program caused the improvement?
Answer: A comparison to a control group or prior baseline with no other major changes would strengthen the causal claim
A comparison group or well-controlled baseline is necessary to isolate the program's effect from other seasonal or environmental factors.
A fintech startup raises prices by 20% and loses 12% of its users within 90 days. Leadership argues the price increase was not the cause since 88% of users stayed. What is wrong with this argument?
Answer: Retaining 88% does not disprove that the price increase caused the 12% to leave; both things can be true simultaneously
High retention does not negate the causal role of the price increase in the observed churn; the majority staying is independent of the minority leaving due to price.
A law firm notices that cases handled by senior partners have a higher success rate than those handled by junior associates. A client demands to work with a senior partner for this reason. What alternative explanation should be considered?
Answer: Senior partners may be assigned more straightforward or higher-probability cases, creating a selection bias
Selection bias — senior partners being assigned stronger cases — is a common confound that inflates their apparent success rate.
A company invests heavily in a new CRM platform, expecting it to increase sales. After one year, sales remain flat. The most productive response is to:
Answer: Investigate whether adoption, training, or process alignment gaps are preventing the tool from delivering results
Flat sales after a technology investment often reflect implementation gaps (adoption, training, workflow integration) rather than proof the tool itself is ineffective.