Data Analysis & Decision Making Flashcards
7 cards from real CAM practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.
Read the first 7 Data Analysis & Decision Making flashcards as text
A CAM needs to communicate a complex dataset to a non-technical customer stakeholder. The BEST visualization choice is:
Answer: A simple bar chart or trend line with annotated key insights
Non-technical stakeholders grasp business-relevant insights fastest from simple bar charts or trend lines paired with plain-language annotations.
When a CAM's account portfolio analysis reveals that churn is concentrated in the 91–180 day post-onboarding window, the most impactful intervention is:
Answer: Introducing a high-touch check-in program between days 60–150
Intervening before the identified churn window (days 91–180) gives the CAM time to address dissatisfaction and drive value realization before churn decisions are made.
A CAM is evaluating whether to prioritize Account A (low ARR, high growth potential) or Account B (high ARR, stable but no expansion opportunity). Data-driven prioritization should consider:
Answer: Both current ARR and projected lifetime value including expansion potential
Combining current ARR with projected lifetime value and expansion potential gives a complete financial picture for prioritizing CAM time and resources.
A CAM's quarterly report shows a Mean Time to Resolution (MTTR) for customer issues has increased from 4 hours to 9 hours. The FIRST step is to:
Answer: Segment the data to identify which issue types or teams are driving the increase
Segmenting MTTR by issue type, priority, or team identifies where the bottleneck lives so targeted corrective action can be taken.
A CAM is building a renewal forecast model. Including which variable would MOST improve predictive accuracy?
Answer: Product engagement score in the 90 days before renewal
Product engagement in the pre-renewal window is a strong behavioral signal of the customer's perceived value, directly correlating with renewal likelihood.
A data-driven CAM discovers that customers who receive a success plan review within 30 days of signing expand revenue 2x more than those who don't. This finding should be used to:
Answer: Standardize early success plan reviews as part of every onboarding playbook
When data proves a behavior drives expansion revenue, codifying it into the standard playbook ensures consistent application across all accounts.
A CAM receives a Net Promoter Score (NPS) survey result showing a score drop from +42 to +28. To make a confident decision, the CAM should FIRST:
Answer: Check the response rate and review qualitative comments to understand the cause
A drop in NPS requires context — low response rates can skew results, and qualitative comments reveal the specific drivers behind the score change.