B2B Data Analytics & Performance Measurement 2 — Questions and Answers
Question 1: A B2B marketer notices that MQL-to-SQL conversion rate dropped from 32% to 18% over one quarter. Which analysis should be performed first?
- Increase the MQL volume to compensate
- Segment MQLs by source, persona, and campaign to isolate the drop's origin (Correct answer)
- Lower the MQL scoring threshold to boost conversions
- Pause all demand generation until the cause is found
Correct answer: Segment MQLs by source, persona, and campaign to isolate the drop's origin
Segmenting by source, persona, and campaign allows you to pinpoint where the degradation originated before making changes.
Question 2: What does a 'velocity' metric measure in a B2B sales funnel?
- The number of deals closed per month
- The average time prospects take to move between pipeline stages (Correct answer)
- The ratio of marketing-sourced to sales-sourced revenue
- The percentage of accounts engaged per campaign
Correct answer: The average time prospects take to move between pipeline stages
Velocity measures how quickly leads or deals progress through funnel stages, revealing bottlenecks that slow revenue generation.
Question 3: In multi-touch attribution, the 'linear' model distributes credit by:
- Giving 100% credit to the first touchpoint
- Splitting credit equally across all touchpoints in the buyer's journey (Correct answer)
- Weighting the first and last touchpoints at 40% each, middle at 20%
- Assigning credit based on statistical contribution to conversion
Correct answer: Splitting credit equally across all touchpoints in the buyer's journey
The linear model assigns equal credit to every recorded touchpoint, acknowledging that each interaction contributed equally.
Question 4: A B2B company wants to measure 'pipeline coverage ratio.' Which formula is correct?
- Closed won revenue ÷ marketing spend
- Total pipeline value ÷ revenue quota for the same period (Correct answer)
- Number of active opportunities ÷ total leads generated
- Marketing-sourced deals ÷ total deals closed
Correct answer: Total pipeline value ÷ revenue quota for the same period
Pipeline coverage ratio compares total pipeline value to revenue quota, indicating whether there is enough opportunity to meet targets.
Question 5: Which metric best indicates the long-term value potential of a B2B account segment?
- Cost per lead (CPL)
- Average contract value (ACV)
- Customer lifetime value (CLV) (Correct answer)
- Lead-to-opportunity rate
Correct answer: Customer lifetime value (CLV)
Customer lifetime value captures the total expected revenue from an account over the entire relationship, reflecting long-term segment worth.
Question 6: What is 'data hygiene' in B2B marketing analytics, and why does it matter?
- Encrypting customer data to comply with GDPR
- The ongoing process of cleaning, deduplicating, and standardizing CRM/MAP data to ensure accurate reporting (Correct answer)
- Removing all third-party data sources from the marketing stack
- Archiving old campaign data to reduce storage costs
Correct answer: The ongoing process of cleaning, deduplicating, and standardizing CRM/MAP data to ensure accurate reporting
Data hygiene ensures records are accurate and consistent, which is foundational to reliable attribution, segmentation, and performance reporting.
Question 7: When evaluating content performance in B2B, which combination of metrics best distinguishes high-quality engagement from shallow traffic?
- Total page views and bounce rate only
- Time on page, scroll depth, and downstream conversion to MQL (Correct answer)
- Social shares and email open rates
- Impressions and click-through rate alone
Correct answer: Time on page, scroll depth, and downstream conversion to MQL
Time on page, scroll depth, and MQL conversion together indicate whether content educates and advances the buyer, not just attracts clicks.
B2B Data Analytics & Performance Measurement 2
A B2B marketer notices that MQL-to-SQL conversion rate dropped from 32% to 18% over one quarter.
Which analysis should be performed first?