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Data Analytics & Performance Measurement Flashcards

7 cards from real B2B 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 Analytics & Performance Measurement flashcards as text
  1. A B2B team runs a paid LinkedIn campaign targeting CFOs at manufacturing companies. Which KPI would most directly measure campaign efficiency?

    Answer: Cost per qualified lead (CPQL) from CFO personas

    Cost per qualified lead from the target persona directly measures how efficiently the campaign converts spend into pipeline-eligible contacts.

  2. What is the primary risk of using 'last-touch attribution' in a long B2B sales cycle?

    Answer: It under-credits upper-funnel and mid-funnel touchpoints that build the relationship before the final conversion

    Last-touch attribution gives all credit to the final interaction, ignoring the many earlier touchpoints that educated and nurtured the prospect over months.

  3. Which metric directly measures how efficiently marketing generates pipeline relative to its spend?

    Answer: Marketing pipeline efficiency (pipeline generated ÷ marketing spend)

    Marketing pipeline efficiency (pipeline $ generated ÷ marketing spend) shows how many dollars of potential revenue marketing creates per dollar invested, before revenue closes.

  4. In B2B analytics, 'influenced pipeline' differs from 'sourced pipeline' because:

    Answer: Sourced pipeline counts deals where marketing created the lead; influenced pipeline counts deals where marketing touched but did not originate the account

    Sourced pipeline attributes deal origin to marketing; influenced pipeline credits marketing for any touchpoint it had with an account regardless of who originally generated it.

  5. A B2B marketer observes that email nurture open rates are 28% but click-to-open rates (CTOR) are only 6%. What does this pattern most likely indicate?

    Answer: Subject lines are compelling but email body content or CTAs are not resonating with recipients

    High open rate with low CTOR indicates subject lines successfully attract attention, but the content or call-to-action inside the email fails to motivate clicks.

  6. What is 'intent data' and how is it applied in B2B performance measurement?

    Answer: Third-party behavioral signals indicating that an account is actively researching topics related to your solution

    Intent data from third-party providers shows that target accounts are consuming content about relevant topics, signaling active buying interest before they engage directly.

  7. When creating a B2B marketing dashboard for the C-suite, which reporting cadence and metric combination is most appropriate?

    Answer: Monthly or quarterly reports on pipeline contribution, CAC, CLV, and marketing-sourced revenue

    Executives need strategic, outcome-oriented metrics at a monthly or quarterly cadence, not tactical daily metrics that reflect execution rather than business impact.