CAP Professional Ethics & Standards 2 — Questions and Answers
Question 1: A CAP-certified analyst discovers that a model they deployed six months ago contains a coding error that inflated projected savings presented to a client. What does the INFORMS/CAP Code of Ethics require the analyst to do?
- Disclose the error to the client promptly and correct the analysis (Correct answer)
- Quietly fix the model and update future reports without mentioning the past error
- Wait until the client asks about the discrepancy before disclosing
- Report the error only if the financial impact exceeds a materiality threshold
Correct answer: Disclose the error to the client promptly and correct the analysis
The CAP Code of Ethics requires honesty and prompt disclosure of errors that affect stakeholders' decisions, regardless of when they are discovered.
Question 2: During a project, a client asks a CAP analyst to remove outlier data points solely because they weaken the case for a decision the client has already made. The most ethical response is to:
- Remove the outliers since the client owns the data
- Explain that data may only be excluded for defensible methodological reasons and document any exclusions (Correct answer)
- Remove them but note the change in an internal file the client never sees
- Resign from the project immediately without discussion
Correct answer: Explain that data may only be excluded for defensible methodological reasons and document any exclusions
Analysts must not manipulate data to support predetermined conclusions; exclusions require sound methodological justification and transparent documentation.
Question 3: A CAP holder is asked to lead a deep-learning project but has no experience with neural networks. Under the ethical standard of professional competence, the analyst should:
- Accept the work and learn on the job without informing anyone
- Decline all work outside their current expertise permanently
- Disclose the limitation and either gain competence, collaborate with qualified experts, or decline (Correct answer)
- Accept the work but bill at a reduced rate to offset the risk
Correct answer: Disclose the limitation and either gain competence, collaborate with qualified experts, or decline
The competence principle requires practitioners to work within their expertise or transparently supplement it through training or qualified collaboration.
Question 4: An analytics consultant simultaneously serves two competing retailers and realizes insights from one engagement could benefit the other. Which action best aligns with CAP ethical standards?
- Use the insights since they were legitimately learned
- Disclose the potential conflict of interest to both clients and maintain strict information barriers (Correct answer)
- Share only aggregated insights with each client
- Drop the smaller client without explanation
Correct answer: Disclose the potential conflict of interest to both clients and maintain strict information barriers
Conflicts of interest must be disclosed to affected parties, and confidential information from one client cannot be used to benefit another.
Question 5: A CAP analyst's predictive hiring model shows significantly lower selection rates for a protected demographic group, though overall accuracy is high. The most ethically appropriate first step is to:
- Deploy the model since accuracy is the primary success metric
- Investigate the disparity, assess for bias, and inform stakeholders before deployment (Correct answer)
- Remove the demographic variable and deploy without further testing
- Deploy the model but monitor it quietly for one year
Correct answer: Investigate the disparity, assess for bias, and inform stakeholders before deployment
Ethical practice requires assessing and disclosing potential discriminatory impacts before a model influences consequential decisions about people.
Question 6: When presenting analytics results to executives, a CAP professional is ethically obligated to communicate:
- Only the findings that support the recommended course of action
- Results along with material assumptions, limitations, and uncertainty (Correct answer)
- Technical details in full statistical notation regardless of audience
- Only point estimates, since ranges confuse decision-makers
Correct answer: Results along with material assumptions, limitations, and uncertainty
Honest communication requires conveying assumptions, limitations, and uncertainty so decision-makers understand the reliability of the results.
Question 7: A junior team member tells a CAP-certified project lead that a senior colleague fabricated validation results. The project lead's ethical responsibility is to:
- Ignore the report unless the junior member provides absolute proof
- Take the concern seriously, investigate through appropriate channels, and protect the reporter from retaliation (Correct answer)
- Confront the senior colleague publicly in the next team meeting
- Transfer the junior member to another project to avoid conflict
Correct answer: Take the concern seriously, investigate through appropriate channels, and protect the reporter from retaliation
Ethical leadership requires investigating credible misconduct allegations through proper channels while safeguarding those who report in good faith.
CAP Professional Ethics & Standards 2
A CAP-certified analyst discovers that a model they deployed six months ago contains a coding error that inflated projected savings presented to a client.
What does the INFORMS/CAP Code of Ethics require the analyst to do?