CCRM Data Analytics 4

Question 1

Which type of data is most commonly captured in a CRM system to enable behavioral analytics?

Accepted Answer

Client interaction logs, purchase history, and support tickets

Answer

Behavioral analytics relies on first-party interaction data such as purchase history, contact logs, and service records stored in CRM systems.

Question 2

A CCRM analyst identifies that 20% of clients generate 80% of revenue. This pattern is an example of:

Accepted Answer

The Pareto Principle (80/20 rule)

Answer

The Pareto Principle states that roughly 80% of outcomes stem from 20% of inputs, commonly observed in client revenue distributions.

Question 3

Which data quality issue occurs when two client records for the same individual exist in the CRM database under slightly different names?

Accepted Answer

Record duplication

Answer

Record duplication (also called deduplication issue) creates multiple entries for the same entity, skewing analytics and client counts.

Question 4

A relationship manager wants to understand the sequence of touchpoints that led clients to convert. Which analytical method is most useful?

Accepted Answer

Multi-touch attribution analysis

Answer

Multi-touch attribution assigns credit to each touchpoint in the client journey, revealing which interactions contribute most to conversion.

Question 5

When presenting analytics findings to non-technical executives, which practice is MOST effective?

Accepted Answer

Lead with the business implication and use simple visuals to support key findings

Answer

Effective data storytelling for executives prioritizes business impact and clear visuals over technical detail.

(CCRM) Certified Client Relationship Manager Practice Test