Beyond Engagement: Why Influencer Marketing Can Underperform for Brands
Research Review · Marketing & Growth
Research Review · Marketing & Growth
An NYBACS research review and business evaluation framework
By Mukund Srinivas · Business Head, NYBACS · Published · 5 min read
Executive overview
An influencer campaign can attract attention without delivering an acceptable commercial return. Views, likes and comments describe audience activity. They do not, on their own, establish incremental sales, profitable customer acquisition or long-term customer value.
Yet the evidence does not support a blanket conclusion that influencer marketing fails. Published research identifies positive effects alongside important differences between campaign objectives, audiences, content and influencer characteristics.
NYBACS's position is that influencer marketing should face the same commercial discipline as other marketing investments: a defined objective, appropriate measurement, complete cost accounting and a clear decision rule for continued spending.
This review examines where performance evaluation can go wrong and provides a framework for brands assessing their next campaign.
What published research tells us
A meta-analysis by Pan and colleagues synthesized 1,531 effect sizes from 251 papers. It distinguishes non-transactional outcomes, including attitudes and purchase intentions, from transactional outcomes such as purchase behaviour and sales. The factors associated with effectiveness differ across these outcomes.[1]
That distinction matters commercially. A campaign that improves purchase intention has not necessarily demonstrated profitable sales.
Research by Leung and colleagues finds that effectiveness depends on influencer, audience and content characteristics. Several relationships are nonlinear, suggesting that simply maximizing posting frequency, audience fit or promotional positivity is not a reliable universal strategy.[2]
A further meta-analysis covering 71 papers and 135 experimental studies reports positive effects on engagement and purchase intention, with results varying by influencer size and other conditions.[3]
Taken together, these studies support a conditional conclusion: influencer marketing can work, but success depends on the objective, execution and outcome being measured.
Where engagement and commercial outcomes diverge
Campaign reporting becomes misleading when the metric presented as success differs from the objective used to authorize the budget. For an awareness campaign, relevant reach and measured changes in awareness may be appropriate outcomes. For a sales campaign, engagement alone is insufficient.
| Campaign objective | Primary evaluation measure | Supporting indicators |
|---|---|---|
| Awareness | Change in awareness among the intended audience | Relevant reach and frequency |
| Consideration | Qualified visits, enquiries or measured consideration | Content engagement and site activity |
| Customer acquisition | Incremental customers and acquisition cost | Attributed orders and conversion rate |
| Commercial return | Incremental contribution after campaign costs | Revenue, returns and customer mix |
Supporting indicators help explain performance. They should not silently replace the agreed commercial objective.
Attribution does not automatically establish causation
Tracking links, promotional codes and platform reports help identify transactions associated with a campaign. They do not necessarily show which purchases would have occurred without it.
A customer may encounter several channels before buying. A promotional code may be used by an existing customer who already intended to purchase. Conversely, an influencer may introduce a product that is purchased later through an untracked route.
NYBACS recommends distinguishing three measures:
- Attributed sales: transactions credited to a campaign under a defined tracking method.
- Incremental sales: transactions estimated to have occurred because of the campaign.
- Incremental contribution: the contribution from those additional sales after relevant variable costs.
Where feasible, brands should use carefully designed comparison groups or controlled tests. Where these are impractical, reporting should acknowledge uncertainty rather than present attribution as proof of incrementality.
Smaller influencers are not automatically cheaper to manage
An individual creator's fee is only one component of campaign cost. Managing multiple creators can require additional sourcing, vetting, contracting, briefing, approvals, payment administration and reporting. Whether these costs outweigh the benefits is a question for the brand's actual records.
The relevant comparison is the total cost of delivering the desired outcome, not the quoted fee per post.
| Cost category | Items to capture |
|---|---|
| Creator compensation | Fees, commissions and performance bonuses |
| Product and fulfilment | Samples, packaging and shipping |
| Internal management | Staff time for recruitment, coordination and review |
| External support | Agency, production and specialist fees |
| Distribution | Paid amplification and associated media costs |
| Rights and measurement | Content licences, tracking tools and reporting |
Reusable content may create additional value. That value should be identified separately and assessed against the rights actually obtained.
Diagnose declining performance before assigning a cause
When performance deteriorates, audience fatigue is one possible explanation. Other possibilities include changes in pricing, availability, creative quality, platform distribution, competitive activity or the website's conversion process.
A brand should examine the sequence: did relevant reach fall, did audience response fall, did qualified traffic fall, or did the purchase conversion rate fall?
Each pattern calls for a different response. Replacing the influencer may achieve little if the main problem is stock availability or checkout friction. Interviewees' explanations can help identify hypotheses; they do not independently establish the cause of a decline.
A practical break even calculation
The following is an illustrative calculation, not a survey finding or participant case.
- Total campaign cost: US$12,000
- Contribution per incremental order before campaign costs: US$30
- Estimated incremental orders: 300
Break-even volume is US$12,000 ÷ US$30 = 400 incremental orders.
At 300 incremental orders, the campaign produces US$9,000 of contribution before campaign costs, leaving a US$3,000 shortfall.
If tracking tools credit the campaign with more than 300 orders, that alone does not change the calculation. The conclusion depends on how many orders were genuinely additional. This simplified example excludes future repeat purchases and separately valued content assets. Include those benefits only under clearly stated, supportable assumptions.
The NYBACS campaign review framework
Before approving or renewing an influencer campaign, management should answer six questions:
- Objective: What specific business outcome are we purchasing?
- Audience: Does the creator reach customers who can realistically buy our offering?
- Measurement: How will we distinguish campaign-associated activity from incremental results?
- Economics: What is the complete campaign cost and break-even requirement?
- Execution: Are deliverables, usage rights, timelines and reporting responsibilities documented?
- Decision: What evidence will lead us to expand, revise or stop the campaign?
The purpose is to make budget decisions repeatable and defensible.
Questions for a brand evaluation survey
The following instrument can support future research or internal campaign reviews. It is a proposed framework, not a statement that these exact questions were used in earlier interviews.
- What was the primary objective of your most recently completed influencer campaign?
- What was the total campaign cost, including creator fees and internal management?
- What measurable target was agreed before launch?
- What result was achieved, over what period, and according to which records?
- Which methods were used to attribute transactions or enquiries?
- Was a comparison group or another incremental-impact method used?
- How were audience relevance and engagement authenticity assessed?
- How many staff hours were required to administer the campaign?
- Did results change relative to a comparable earlier campaign, and what other conditions changed?
- Would you increase, maintain, reduce or discontinue spending, and why?
For publication, each statistic should identify its answering population and response count. Brand-level results should consolidate multiple respondents under a documented rule. Questions answered only by CEOs or marketing heads require separate subgroup denominators.
Conclusion
Influencer marketing deserves neither automatic rejection nor automatic renewal. The commercial question is whether a campaign delivers its intended outcome at an acceptable total cost.
Brands are better positioned to answer that question when they separate attention from transactions, attribution from incrementality, and creator fees from full programme costs.
NYBACS advocates evaluating influencer marketing as a measurable business investment, with explicit assumptions and accountable spending decisions.
Research scope and limitations
Evidence basis. This publication is a narrative review of selected published research combined with NYBACS practitioner analysis. It is not a systematic literature review, an independently audited study or a peer-reviewed NYBACS publication.
Original survey results. This edition does not publish original NYBACS interview statistics or direct participant quotations. The survey framework above is a proposed evaluation instrument; it is not reported as completed fieldwork.
Confidentiality. No confidential participant identities, responses or commercially sensitive records are disclosed. Any future release of interview findings should respect applicable publication permissions and explain the methodology without exposing participants.
Interpretation. Published findings reflect their respective samples, methods and contexts. They do not establish that every brand, industry, country or platform will experience the same outcome.
Illustrative material. The break-even calculation uses stated assumptions to explain a method. It is not an observed research result.
Commercial context. NYBACS is a commercial professional-services business. This article is educational and thought-leadership content. Publication does not imply endorsement by the researchers cited.
Professional advice. This article provides general business information. It is not an audit, assurance opinion, investment recommendation or individualized legal or tax advice.
References
- Pan, M., Blut, M., Ghiassaleh, A., and Lee, Z. W. Y. Influencer marketing effectiveness: A meta-analytic review. Journal of the Academy of Marketing Science, 53, 52–78. Published online in 2024. Read the research.
- Leung, F. F., Gu, F. F., Li, Y., Zhang, J. Z., and Palmatier, R. W. (2022). Influencer Marketing Effectiveness. Journal of Marketing, 86(6), 93–115. Read the research.
- A meta-analysis of the effectiveness of social media influencers: Mechanisms and moderation. Journal of the Academy of Marketing Science. Read the research.
- AAPOR. Disclosure Standards. Methodological reference for reporting original research. Read the standards.
Corrections and business enquiries
To suggest a source-based correction, email NYBACS with the article title and supporting reference. Material revisions are recorded with an updated date and a short explanation.
Discuss your business decisions with NYBACS
For a discussion about evaluating business spending and financial performance, contact the NYBACS team.





