Bias, incentives, and ethical judgment
Identify selective reasoning and incentive conflicts, then build safeguards into a business decision.
Identify a likely bias or incentive conflict in a recommendation and propose a safeguard that improves the decision.
Overview
The owner of Fern Gift Shop wants to replace its packaging supplier. Her brother runs the proposed supplier. She highlights its lower price and two enthusiastic customer references, but dismisses reports of damaged boxes as “probably unusual.”
How should she compare the suppliers fairly and protect customers?
Both businesses, policies, and figures in this lesson are fictional teaching assumptions.
Recall Lesson 017: Why did 15 inquiries fail to establish demand for Elm Furniture's paid Saturday delivery? Hold your answer for the debrief.
Bias and incentives
A bias is a tendency that can pull judgment away from an even-handed assessment. Confirmation bias means seeking or interpreting evidence in ways that support an existing belief. The University of Texas at Austin's Ethics Unwrapped describes this tendency and the need to consider contradictory evidence. Source
Fern's owner may be accepting favorable references while demanding stronger proof of defects. It does not establish that she is deliberately misleading anyone.
An incentive is a reward or consequence that encourages behavior. It can involve money, promotion, recognition, or avoiding criticism. Paying for completed sales encourages selling; rewarding only sales volume may leave customer suitability out of the decision.
A conflict of interest arises when a person's own interests conflict with duties to another person or organization. Ethics Unwrapped distinguishes the interest someone benefits from and the party to whom they owe loyalty. Source
Fern's family relationship creates a reason to examine impartiality. A conflict can exist before any misconduct occurs. Disclosing it helps others assess the recommendation, but disclosure alone does not make the comparison fair.
Ethical judgment
Ethical judgment considers what a decision asks of people and whether it treats them honestly and fairly. Financial attractiveness is one input. A profitable choice can still depend on concealing a defect or breaking a promise.
Ask who benefits, who bears the cost or risk, what was promised, and what information affected people need. Consider customers, employees, suppliers, and owners. A customer buying a gift may care about presentable packaging even when a damaged box still holds the product.
Separate facts from suspected motives. “Ten boxes arrived damaged” is evidence. “The supplier does not care” is an interpretation. Investigate the cause while dealing honestly with the known problem.
A practical safeguard changes how the decision is made. Set criteria before reviewing offers, obtain the same evidence for each option, and ask someone without the relationship to check the comparison. Write down what evidence would change the recommendation. These steps reduce dependence on one person's preferred story; they cannot guarantee a correct decision.
Worked example
Fern buys 100 boxes from each supplier for a trial. Both trials use the same box specification and inspection method. Damaged boxes are unusable. Every replacement costs $2 delivered from a separate backup supplier and arrives before customer orders are packed.
| Trial result | Current supplier | Brother's supplier |
|---|---|---|
| Price for 100 boxes | $200 | $180 |
| Damaged boxes | 4 | 10 |
| Replacement cost | 4 × $2 = $8 | 10 × $2 = $20 |
| Total for 100 usable boxes | $208 | $200 |
Assume no refunds, other differing costs, or delays. The quoted saving is $200 − $180 = $20. After replacements, the saving falls to $208 − $200 = $8. The damage rates are 4 ÷ 100 × 100 = 4% and 10 ÷ 100 × 100 = 10%.
The lower-priced supplier still costs less in this trial. The evidence also shows more damage. Neither a favorable price nor the family relationship settles the choice.
Have an independent employee verify the inspection records, investigate the damage, and compare another limited order against criteria agreed beforehand. Disclose the relationship to that reviewer and keep the owner from being the sole evaluator. One small trial does not establish future defect rates.
If Fern cannot replace damaged boxes in time, customers bear a consequence excluded from this calculation. It should revise the plan or explain the available choices before accepting affected orders.
Exercise
Allow 7–9 minutes. You lead established training company Beacon Skills. A salesperson recommends selling ten advanced spreadsheet-course places to a client for $300 each. The salesperson receives a $30 bonus per place booked this month; later refunds do not reduce the bonus.
The course requires basic formula skills. Six employees passed the prerequisite check; four did not. A later beginner course is available. The client says training should match employees' current ability and has not yet committed.
The salesperson says, “They will catch up. Two previous beginners loved the advanced class.” There is no evidence about how those beginners performed. Company policy requires accurate course descriptions and gives you approval authority over exceptions to prerequisites.
- Identify a likely bias and the incentive conflict. Separate supplied evidence from assumptions about motives or learning.
- Calculate the salesperson's bonus for ten advanced places and for six. Why does this difference matter without proving dishonesty?
- Recommend what to offer the client. Name one disclosure and two safeguards that improve the decision.
- Suggest an outcome to review alongside bookings, and one limitation of using it for rewards.
Attempt the exercise before reading on.
Answer
The two favorable stories may reinforce confirmation bias: they support the desired sale while leaving the failed prerequisite checks unexplained. We know four employees did not pass. We do not know that they will catch up or that the salesperson intends to mislead.
Ten places pay 10 × $30 = $300 in bonuses; six pay 6 × $30 = $180. The $120 difference rewards including all four employees even if they later need refunds. This creates a conflict between maximizing the salesperson's reward and recommending suitable training.
Offer six advanced places and discuss the later beginner course for the other four, subject to confirming each person's needs. Explain the prerequisite results and course demands before the client decides. Do not promise that the four will catch up without supporting evidence.
Require an instructor without a sales bonus to review any exception. Use the same documented readiness criteria for every learner, and record the evidence behind approval.
Review whether learners can perform the promised spreadsheet tasks after training, alongside bookings and refunds. This outcome is closer to the customer's purpose. It also depends on starting ability, attendance, and practice. Rewarding only pass rates could encourage easier assessments or excluding harder-to-teach learners. Keep assessment standards consistent and review individual cases before changing rewards.
Recall answer: Inquiries showed interest, while willingness to pay remained an assumption requiring booking evidence. Favorable anecdotes likewise leave Beacon's readiness question unresolved.
Applying this lesson
Add one safeguard to your decision memo: name the evidence your preferred option struggles to explain, the incentive that could distort judgment, and who will check the recommendation.
Sources
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