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Focuses on attribution modeling, ad performance metrics (CPC, CPM, CPA, ROAS), campaign optimization, audience segmentation, and digital analytics. Includes real-world ad dataset interpretations, funnel performance evaluations, and effectiveness measurement across channels such as social, search, and programmatic. Ideal for digital marketers, media planners, and performance advertisers.
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Question 1. Which term best describes the primary purpose of advertising metrics? A) To create visual designs for ads B) To assess campaign health and prove ROI C) To increase the number of followers on social media D) To generate random data for analysis Answer: B Explanation: Advertising metrics are quantitative measures used to evaluate how well a campaign is performing and to demonstrate the return on investment (ROI). Question 2. In the advertising funnel, which metric is most appropriate for measuring the Awareness stage? A) Conversion Rate (CVR) B) Click‑Through Rate (CTR) C) Reach D) Cost Per Acquisition (CPA) Answer: C Explanation: Reach counts the unique users exposed to an ad, indicating how many people are aware of the brand. Question 3. Which of the following is a SMART advertising objective? A) “Increase sales.” B) “Boost website traffic.” C) “Achieve a 5% increase in CTR within the next 30 days.” D) “Improve brand perception.” Answer: C Explanation: The objective is Specific, Measurable, Achievable, Relevant, and Time‑bound.
Question 4. If an ad is shown 200,000 times and 150,000 of those impressions meet viewability standards, what is the viewability rate? A) 25% B) 50% C) 75% D) 100% Answer: C Explanation: Viewability rate = (viewable impressions ÷ total impressions) × 100 = (150, ÷ 200,000) × 100 = 75%. Question 5. An ad campaign generated 4,000 clicks from 200,000 impressions. What is the Click‑Through Rate (CTR)? A) 0.2% B) 1% C) 2% D) 4% Answer: C Explanation: CTR = (Clicks ÷ Impressions) × 100 = (4,000 ÷ 200,000) × 100 = 2%. Question 6. A marketer spent $5,000 for 250,000 impressions. What is the Cost Per Thousand Impressions (CPM)? A) $ B) $ C) $ D) $ Answer: B
A) Reach B) Conversion C) Impressions D) Frequency Answer: B Explanation: A conversion is the specific action defined as the campaign goal, such as a purchase or sign‑up. Question 10. A campaign generated 250 conversions from 5,000 clicks. What is the Conversion Rate (CVR)? A) 2% B) 5% C) 10% D) 20% Answer: B Explanation: CVR = (Conversions ÷ Clicks) × 100 = (250 ÷ 5,000) × 100 = 5%. Question 11. If total ad spend is $12,000 and the campaign yields 300 conversions, what is the Cost Per Acquisition (CPA)? A) $ B) $ C) $ D) $ Answer: C Explanation: CPA = Total Cost ÷ Conversions = $12,000 ÷ 300 = $40 per acquisition.
Question 12. A lead generation campaign costs $9,000 and produces 450 leads. What is the Cost Per Lead (CPL)? A) $ B) $ C) $ D) $ Answer: B Explanation: CPL = $9,000 ÷ 450 = $20? Wait $9,000/450 = $20. So answer C. Correction: Answer: C. Explanation: $9,000 divided by 450 leads equals $20 per lead. Question 13. Which attribution model gives equal credit to every touchpoint a user interacts with before converting? A) First‑touch B) Last‑touch C) Linear D) Time‑decay Answer: C Explanation: The linear model distributes conversion credit evenly across all touchpoints. Question 14. In a last‑touch attribution model, which interaction receives the conversion credit? A) The first ad the user saw B) The ad with the highest spend C) The final interaction before conversion D) All interactions equally Answer: C
Explanation: ROI measures the percentage of net profit relative to the total cost. Question 18. A company spends $120,000 on marketing and sales, acquires 800 new customers, and earns $300,000 profit from those customers. What is the Customer Acquisition Cost (CAC)? A) $ B) $ C) $ D) $ Answer: B Explanation: CAC = Total Marketing & Sales Expenses ÷ Number of New Customers = $120,000 ÷ 800 = $150 per customer. Question 19. If the average Customer Lifetime Value (LTV) is $1,200 and the CAC is $300, what is the LTV:CAC ratio? A) 2: B) 3: C) 4: D) 5: Answer: C Explanation: LTV:CAC = $1,200 ÷ $300 = 4, meaning the lifetime value is four times the acquisition cost. Question 20. Which metric is most directly impacted by ad fatigue? A) Frequency B) Click‑Through Rate (CTR) C) Reach
D) Cost Per Thousand (CPM) Answer: B Explanation: Ad fatigue reduces user interest, leading to a decline in CTR as the same audience sees the ad repeatedly. Question 21. Quality Score in search advertising is primarily influenced by which three factors? A) Budget, Bid Amount, Geographic Targeting B) CTR, Ad Relevance, Landing Page Experience C) Keyword Volume, Device Type, Time of Day D) Impression Share, Ad Format, Audience Age Answer: B Explanation: Google’s Quality Score is based on expected CTR, relevance of the ad to the query, and the landing page experience. Question 22. A keyword has an Impression Share of 60% and an Absolute Top Impression Share of 15%. What does the Absolute Top metric indicate? A) The keyword appears in the first ad slot 15% of the time it is eligible. B) The keyword receives 15% more clicks than average. C) The keyword’s CPC is 15% lower than the average. D) The keyword’s conversion rate is 15%. Answer: A Explanation: Absolute Top Impression Share measures the proportion of impressions that appear in the very first ad position. Question 23. Which metric best evaluates the performance of a video ad’s ability to hold viewers’ attention through to completion? A) Click‑Through Rate (CTR)
B) Bounce Rate C) Frequency D) Cost Per Acquisition (CPA) Answer: B Explanation: Bounce Rate shows the proportion of sessions where users exit after viewing only one page, indicating possible landing‑page issues. Question 27. A website reports an average session duration of 2 minutes and 45 seconds. Which metric does this represent? A) Time on Site B) Click‑Through Rate (CTR) C) Cost Per Click (CPC) D) Impression Share Answer: A Explanation: Time on Site (or Average Session Duration) measures how long users stay on the site per session. Question 28. When linking Google Ads data with Google Analytics, which parameter is essential for accurate conversion attribution? A) Ad Rank B) UTM parameters C) Quality Score D) Frequency cap Answer: B Explanation: UTM parameters tag the traffic source, medium, and campaign, enabling Analytics to attribute conversions correctly.
Question 29. In A/B testing, what does statistical significance indicate? A) The test ran for at least 30 days. B) The observed difference is unlikely due to random chance. C) Both variants performed exactly the same. D) The sample size is below 100. Answer: B Explanation: Statistical significance means the result is reliable and not a product of random variation. Question 30. Which of the following is a valid hypothesis for an A/B test on ad copy? A) “Changing the headline will increase CTR by at least 5%.” B) “The new copy will look prettier.” C) “We should stop testing after one day.” D) “The ad spend will double.” Answer: A Explanation: A hypothesis must be specific, measurable, and testable; option A meets those criteria. Question 31. A brand lift study measures Ad Recall Lift. What does a positive lift indicate? A) Fewer people remembered the ad after exposure. B) More people remembered the ad compared to a control group. C) The ad generated more clicks than impressions. D) The ad cost less per impression. Answer: B Explanation: Positive ad recall lift means the exposed group recalled the ad at a higher rate than the unexposed control group.
Explanation: Finance stakeholders focus on cost efficiency and profitability; CPA directly reflects cost per desired outcome. Question 35. A dashboard shows a steep drop in ROAS after day 10 of a campaign. Which optimization action is most appropriate? A) Increase the bid on all keywords. B) Reduce frequency caps to avoid ad fatigue. C) Pause low‑performing ad groups and reallocate budget to high‑ROAS segments. D) Double the overall budget. Answer: C Explanation: Shifting spend toward assets delivering higher ROAS improves overall efficiency. Question 36. Which metric is most directly affected by increasing the ad’s frequency beyond the optimal level? A) Cost Per Click (CPC) B) Click‑Through Rate (CTR) C) Impressions D) Cost Per Thousand (CPM) Answer: B Explanation: Excessive frequency can cause audience wear‑out, leading to a decline in CTR. Question 37. In a linear attribution model, a user interacts with three touchpoints before converting. How much credit does each touchpoint receive? A) 33.3% each B) 50% for the first and last, 0% for the middle C) 100% for the last touchpoint only
D) Varies based on spend Answer: A Explanation: Linear attribution splits conversion credit equally across all touchpoints. Question 38. Which metric would you use to evaluate the efficiency of a display campaign that has high impressions but low clicks? A) Cost Per Acquisition (CPA) B) Click‑Through Rate (CTR) C) Conversion Rate (CVR) D) Return on Investment (ROI) Answer: B Explanation: CTR reveals how effectively impressions translate into clicks, highlighting creative or targeting issues. Question 39. What does a high Bounce Rate combined with a low Average Session Duration suggest? A) Users are highly engaged. B) Landing page relevance is low. C) Campaign targeting is too narrow. D) Ad frequency is insufficient. Answer: B Explanation: Users leave quickly, indicating the landing page does not meet expectations. Question 40. If a search keyword has a high Cost Per Click (CPC) but low conversion volume, what is the most logical next step? A) Increase the bid to get more impressions. B) Pause or lower the bid on the keyword.
A) Cost Per Acquisition (CPA) B) Click‑Through Rate (CTR) C) Return on Ad Spend (ROAS) D) Customer Lifetime Value (LTV) Answer: B Explanation: Creative teams focus on engagement metrics like CTR to gauge creative effectiveness. Question 44. In a time‑decay attribution model, which touchpoint receives the most credit? A) First interaction B) Last interaction C) Interaction closest in time to the conversion D) All interactions equally Answer: C Explanation: Time‑decay gives greater weight to touchpoints that occur nearer to the conversion event. Question 45. A marketer observes a CPM of $8 but a CPA of $120 on a display campaign. What does this indicate? A) The campaign is efficient; low CPM guarantees low CPA. B) High impressions are cheap, but conversions are expensive. C) The campaign has a high click‑through rate. D) The ad creative is irrelevant. Answer: B Explanation: Low CPM means cheap impressions, yet a high CPA shows that few of those impressions lead to conversions.
Question 46. Which of the following best describes “Gaze Time” in video advertising? A) The total duration a user watches the video. B) The time a user’s eye is detected looking at the ad. C) The time between ad load and first click. D) The time a user spends on the landing page after watching. Answer: B Explanation: Gaze Time measures how long a viewer’s eyes remain on the ad, often captured via eye‑tracking technology. Question 47. When integrating data from Meta Ads into a CRM, which element is essential for matching leads to ad interactions? A. Ad relevance score B. Click ID (fbclid) or custom UTM parameters C. Frequency cap D. Impression share Answer: B Explanation: Click IDs or UTM parameters allow the CRM to associate a lead with the specific ad click that generated it. Question 48. A campaign’s ROAS is 2.5 while its ROI is 150%. Which statement is true? A) ROAS is always higher than ROI. B) ROI includes all costs, while ROAS only considers ad spend. C) ROI is calculated before revenue. D) Both metrics are identical. Answer: B
D) Impression Share Answer: B Explanation: A stable click volume with fewer conversions points to a decline in CVR, suggesting landing‑page or offer issues. Question 52. In A/B testing, what is the minimum recommended sample size to detect a 5% lift with 95% confidence, assuming a baseline conversion rate of 10%? A) 500 B) 1, C) 2, D) 5, Answer: D Explanation: Detecting a small lift (5%) at 95% confidence typically requires a large sample; 5,000 is a common rule‑of‑thumb for a 10% baseline. Question 53. Which of the following is NOT a typical component of a SMART advertising objective? A) Specific B) Measurable C) Arbitrary D) Time‑bound Answer: C Explanation: “Arbitrary” is not part of SMART; objectives must be specific, measurable, achievable, relevant, and time‑bound. Question 54. A video ad’s Cost Per View (CPV) is $0.08, and the campaign budget is $4,800. Approximately how many views can be purchased? A) 30,
Answer: C Explanation: Views = Budget ÷ CPV = $4,800 ÷ $0.08 = 60,000. Wait calculation: $4,800 / 0.08 = 60,000. So answer D. Correction: Answer: D. Explanation: Dividing the budget by the CPV yields 60,000 views. Question 55. Which metric is most appropriate for measuring the success of a brand awareness campaign that does not include a direct response component? A) Cost Per Acquisition (CPA) B) Click‑Through Rate (CTR) C) Reach D) Conversion Rate (CVR) Answer: C Explanation: Reach captures the number of unique individuals exposed to the message, a key indicator for awareness. Question 56. If an ad set has a high Frequency (8) but a low Click‑Through Rate (0.5%), what is the likely cause? A) Budget is too low. B) Audience is over‑exposed, leading to ad fatigue. C) CPC is too high. D) Landing page load time is slow. Answer: B Explanation: High frequency can cause wear‑out, reducing user interest and CTR.