Social Media Marketing Research & Evidence-Based Practice 2 — Questions and Answers
Question 1: A brand wants to understand WHY users abandon their shopping carts after clicking a social media ad. Which research method is most appropriate?
- A/B testing the ad creative
- Exit-intent surveys on the landing page (Correct answer)
- Tracking follower growth over 30 days
- Analyzing organic reach metrics
Correct answer: Exit-intent surveys on the landing page
Exit-intent surveys capture qualitative reasons for abandonment at the exact moment users leave, providing direct behavioral insight.
Question 2: When a social media study reports a correlation coefficient of r = 0.15 between posting frequency and engagement rate, what should a marketer conclude?
- Posting more frequently causes higher engagement
- There is a strong relationship between the two variables
- The relationship is weak and may not be practically significant (Correct answer)
- The study is invalid and should be ignored
Correct answer: The relationship is weak and may not be practically significant
An r of 0.15 indicates a very weak positive correlation, suggesting posting frequency explains very little variance in engagement rate.
Question 3: Which metric is the most reliable leading indicator that a social media campaign will generate long-term brand loyalty?
- Impressions per post
- Repeat engagement from the same users over time (Correct answer)
- Total follower count growth
- Cost per click on paid promotions
Correct answer: Repeat engagement from the same users over time
Repeat engagement from the same users signals authentic relationship-building, which is the behavioral foundation of brand loyalty.
Question 4: A marketer is reviewing two competing studies: one shows video content outperforms images, and the other shows the opposite. What is the most evidence-based next step?
- Choose the study with the larger sample size and apply its findings universally
- Run a controlled test on your own audience to gather platform-specific data (Correct answer)
- Default to video since it is the newer format
- Discard both studies and rely on industry intuition
Correct answer: Run a controlled test on your own audience to gather platform-specific data
Conflicting external studies indicate context dependency, making first-party testing on your specific audience the most reliable resolution.
Question 5: What does 'statistical significance' mean in the context of a social media A/B test?
- The winning variant generated more revenue than the control
- The observed difference is unlikely to have occurred by random chance (Correct answer)
- The test ran for at least 30 days
- The sample size exceeded 10,000 users
Correct answer: The observed difference is unlikely to have occurred by random chance
Statistical significance (typically p < 0.05) indicates confidence that the observed difference reflects a real effect rather than random variation.
Question 6: A competitor analysis reveals a rival brand's Instagram Reels consistently earn 3x higher engagement than their static posts. What is the most cautious research-based interpretation?
- Reels are superior for all brands in every industry
- Reels may work better for that brand's specific audience and content style (Correct answer)
- Your brand should immediately shift 100% of budget to Reels
- The competitor is inflating their metrics artificially
Correct answer: Reels may work better for that brand's specific audience and content style
Competitive data provides directional signals but cannot be generalized without considering audience demographics, content quality, and industry context.
Question 7: Which approach best exemplifies evidence-based social media strategy iteration?
- Implementing every trending tactic immediately as it appears
- Publishing a new content format and evaluating results after 90 days using predefined KPIs (Correct answer)
- Following recommendations from the platform's official blog without testing
- Copying the content calendar of the top brand in your niche
Correct answer: Publishing a new content format and evaluating results after 90 days using predefined KPIs
Evidence-based iteration requires defining KPIs in advance, running tests for sufficient duration, and evaluating against measurable benchmarks.
Social Media Marketing Research & Evidence-Based Practice 2
A brand wants to understand WHY users abandon their shopping carts after clicking a social media ad.
Which research method is most appropriate?