Four questions to work out where credit is due: what social contributed and whether it was worth the money.
When you’re asked to justify the social budget, attribution only gives you part of the answer. Social may have brought buyers into consideration before they enquired through search. A platform might also claim a purchase the customer would have made anyway. You need enough evidence to recognise the work that mattered without overstating its impact.
These four questions give you a way to assess that evidence and explain what deserves continued investment.
| Question | What you need to establish |
|---|---|
| 1. What job was social given? | The intended change, among which buyers, over what period. |
| 2. What changed, and where did progress stop? | Evidence of relevant movement and any obstacle that followed. |
| 3. How strong is the evidence that social made a difference? | Whether the claim is attributed, influenced or directional, and what supports it. |
| 4. Was the effect valuable enough to matter? | Whether the benefit warrants the cost and further investment. |
The distinction from Vanity → Sanity is brief: that framework helps organise the evidence. This one takes you a step further: what does that evidence let you say about the difference social made?
1. What job was social given?
If you asked social to get your business considered by buyers who barely knew you, give that work a fair chance. Look for evidence that those buyers are more open to choosing you. Reach shows they had an opportunity to see the content; sales may take longer to follow.
If you needed qualified enquiries and they haven’t materialised, there may still be something worth building on. But that needs to inform the next attempt, rather than turn a missed target into an awareness success.
It gets more complicated when colleagues expect different things from the same budget. Sales needs opportunities this quarter. The brand team wants the business to be familiar when buyers are ready. You can pursue both, provided everyone understands which activity serves which ambition and how it will be assessed.
Agree what progress you should expect by now. For work that takes longer, set a date to review the next meaningful outcome. You can then give it time to work while knowing when to reconsider.
2. What changed, and where did progress stop?
Before judging social’s contribution, establish where the customer moved and where progress stopped.
Low conversion leaves several explanations open. Social may have attracted attention from people with little reason to consider the product. It may have created relevant interest that met an unanswered question on the website or an unavailable product in-store. Each explanation leads to a different action.
| What the evidence shows | What it warrants |
|---|---|
| Strong engagement, with little evidence of interest from relevant buyers | Revisit the audience and proposition before treating the response as commercial progress. |
| Relevant buyers taking the intended next step, followed by a documented obstacle | Recognise the movement social contributed to and address the obstacle. |
| Tracking ends before the outcome becomes visible | Investigate the missing connection. Disappearance from tracking does not establish abandonment. |
| Progress continues, but the outcome has not yet matured | Assess it against the agreed timeframe and review the next stage when due. |
If you wanted social to help buyers weigh up a complex product, more people using your comparison pages is encouraging. Check who those visitors are and what they do next. Potential buyers returning to explore the product or asking a specific question give you more to go on than a rise in traffic alone.
That can help you decide where the budget will make the biggest difference. If social is bringing in qualified enquiries but people are waiting days for a reply, spending more to attract them risks losing more of that interest. Improving the follow-up could help you make more of the demand you’ve already paid to create.
3. How strong is the evidence that social made a difference?
Use Attributed / Influenced / Directional to describe what the evidence supports.
| Claim | Meaning | Limit |
|---|---|---|
| Attributed | A specified outcome connects directly to social through tracking, under stated attribution rules. | The customer might have taken that action without the activity. |
| Influenced | Evidence supports a meaningful contribution to progression, although another channel may record the conversion. | Exposure alone does not establish a meaningful role. |
| Directional | Observations suggest relevant movement worth investigating. | Social’s contribution has not been established. |
These are evidence labels, not a ladder of causal certainty. A tracked purchase can leave causation unresolved. A credible experiment can establish additional purchases without tracing each buyer’s route.
Google’s Conversion Lift documentation describes controlled comparisons between treatment and control groups to estimate the additional conversions driven by advertising. That provides stronger causal evidence where a credible test is practical. Its conclusion applies to the activity and conditions tested, not automatically to the whole social programme.
“Influenced” needs evidence of progression. An account appearing in an audience before an opportunity opens is insufficient. Engagement with material addressing a buying objection, supported by sales feedback that it contributed to resolving that objection, makes a stronger argument. It supports a role in the outcome without assigning social sole responsibility.
A detailed dataset cannot necessarily settle the question. In research published in Marketing Science, Gordon, Moakler and Zettelmeyer compared observational estimates with 663 Facebook experiments. Even with extensive user-level data, the methods examined could not reliably recover the campaigns’ causal effects.
Nor are several dashboards necessarily independent corroboration. The same conversion carried from a platform into analytics and CRM remains one event.
A directional pattern may justify a limited test. It offers weaker grounds for a substantial budget increase.
Choose the strength of investigation to match the investment at stake. Where experimentation is impractical, state the evidence behind the contribution claim and the uncertainty that remains. An inconclusive test also leaves a question open; it does not necessarily establish that the activity had no effect.
4. Was the effect valuable enough to matter?
You may be able to show that social brought in extra sales and still find that they cost too much to win. Or the enquiries are coming through, but too few are turning into worthwhile business. Give the work credit for what it achieved, then look at whether the benefit was enough to justify the spend.
For work with a longer payback, be clear about what you can see already and what you’re still expecting. You don’t need to attach a revenue figure before there’s evidence to support one.
There are good reasons to look beyond the current reporting period. In the Effectiveness Equation report, Ekimetrics’ analysis of historical media-effectiveness studies found that sales effects during months five to 24 typically equalled those during the first four months. That suggests a short view can leave considerable value uncounted. The research spans particular markets and categories across media, so it gives you a reason to examine longer-term effects, rather than a multiplier to apply to your own results.
If your buyers take months to choose, allow for that in the assessment. Agree what progress you expect to see while you wait, so continued investment rests on more than the hope that sales will follow.
Would spending more still be worthwhile? A programme can perform well at its current budget while further growth costs considerably more. Before increasing spend, look at what it will take to reach the next buyers and whether the business can serve the extra demand.
Put the judgement in writing
When you take this into a budget conversation, explain what you believe social contributed and why. Be clear about what you still don’t know, then say what you recommend spending next. If you can’t yet put a financial value on the progress, leave that open.
There may be enough evidence to keep the activity running while you investigate further. Increasing the budget needs a stronger case, including whether the extra spend is likely to pay off. And if interested buyers are being lost after they enquire, improving the follow-up may matter more than attracting more of them.
You can make a sound case for backing social without claiming it was responsible for the whole sale.
