A key benefit of data analytics is reduced audit risk because auditors can focus risk assessment more precisely, stratify populations, identify anomalies, test larger data sets, and direct procedures toward higher- risk transactions. This improves the relevance and depth of audit testing. Option A is not a benefit by itself; more data extracts may increase complexity if not controlled. Option C incorrectly links analytics to increased staff. Analytics may broaden coverage, but not because more staff are added. Option D is too broad because analytics may support planning, but its primary value is improved risk focus and testing precision. Internal auditors should use analytics to identify outliers, trends, duplicates, unusual relationships, and control exceptions. Therefore, Option B is correct.

Reference: IIA Business Knowledge for Internal Auditing, Analytical Procedures section.

Herzberg's Two-Factor Theory of Motivation identifies two categories of workplace factors:
Hygiene Factors - Prevent dissatisfaction but do not create motivation (e.g., salary, job security, work conditions).
Motivational Factors - Lead to job satisfaction and motivation (e.g., achievement, responsibility, advancement, recognition).
(A) Salary and status. # Incorrect.
Salary is a hygiene factor, meaning it prevents dissatisfaction but does not directly drive job satisfaction.
Status is also not a strong motivator under Herzberg's theory.
(B) Responsibility and advancement. # Correct.
These are motivational factors in Herzberg's theory.
Employees feel satisfied when they have responsibility, career growth, and promotion opportunities.
IIA GTAG "Auditing Human Resource Management" highlights career development as a key driver of employee motivation and retention.
(C) Work conditions and security. # Incorrect.
These are hygiene factors, which help avoid dissatisfaction but do not actively motivate employees.
(D) Peer relationships and personal life. # Incorrect.
Good relationships with coworkers help, but they are not primary motivators under Herzberg's theory.
IIA GTAG - "Auditing Human Resource Management"
IIA Standard 2110 - Governance (Employee Motivation & Engagement)
Herzberg's Two-Factor Theory of Motivation (Workplace Psychology Research) Analysis of Answer Choices:IIA References:Thus, the correct answer is B, as responsibility and advancement are the key motivational factors leading to employee satisfaction.

The CAE must communicate the results of the QAIP, including both ongoing monitoring and periodic assessments, to the board and senior management. Specifically, results of ongoing monitoring must be reported annually, ensuring the board remains informed about the internal audit activity's quality and conformance.
Options B and C are incorrect because results are reported after completion, not before. Option D is useful for external assessors but not a reporting requirement.
Reference:
IIA Standards - Standard 1320: Reporting on the Quality Assurance and Improvement Program.

Capacity overbuilding is most likely when management is production-focused. Production-oriented managers may emphasize scale, output, plant utilization, and operational expansion, sometimes without sufficient demand analysis. This can result in excess facilities, idle capacity, high fixed costs, inventory buildup, and reduced profitability. A marketing focus would normally begin with customer demand and market opportunity. A finance focus would emphasize return on investment, capital discipline, and cash flow.
Diversification may create strategic risk, but it does not directly drive overbuilding in the same way as production orientation. Internal audit should evaluate whether capacity investments are supported by reliable forecasts, approved capital budgeting, sensitivity analysis, and post-implementation reviews. Therefore, Option C is correct.