THE SIGNALWORKS / KNOWLEDGE PAPER 032

THE SALE
BEFORE
THE CLICK.

What consumer psychology reveals about search advertising and the illusion of performance.
The Sale Before the Click — search advertising and consumer behaviour

The click is visible. The reasons behind it are not.

Digital advertising has given marketers an extraordinary ability to observe behaviour. We can see who clicked, what they clicked, when they clicked and whether they bought something afterwards.

What we cannot necessarily see is whether the advertising caused the purchase.

This is the distinction at the heart of one of marketing's most expensive misunderstandings: confusing the ability to measure a sale with the ability to explain it.

The distinction matters particularly in search advertising, where marketers can end up paying to intercept customers who were already on their way to buy.

01 / THE SHORT ANSWER

A customer searches for a brand they already know, clicks its sponsored result and buys something. The advertising dashboard records a conversion. The agency reports a return on advertising spend. Everyone congratulates themselves.

But the customer may have bought anyway.

Research by Beknazarova and colleagues, involving nine field experiments across eight small, online-only direct-to-consumer brands, found no statistically significant sales effect from stopping branded search advertising.

When both branded and generic search advertising were stopped, website visits fell in two of three experiments, but there was no statistically significant effect on sales.

This doesn't mean search advertising never works. It means the relationship between clicking an advertisement and buying something is not necessarily the relationship between being influenced by an advertisement and buying something.

Consumer psychology helps explain why.

Our decisions are shaped by memories, existing preferences, circumstances and goals that precede the search. The sponsored result may simply be the final, highly visible step in a journey that was already heading towards a purchase.

BUSINESSES SHOULD MEASURE THE ADDITIONAL BUYING THEIR ADVERTISING CAUSES. NOT MERELY THE BUYING THAT HAPPENS AFTER SOMEBODY CLICKS IT.

02 / THE SALE BEFORE THE CLICK

Imagine somebody needs a new pair of running shoes.

They have worn the same brand for years. The shoes fit, they're comfortable, and the customer knows which model they want.

They open Google and type the brand name.

At the top of the results appears a sponsored link. They click it, find their shoes and complete the purchase.

The advertising platform reports a successful conversion.

But what did the advertisement actually accomplish?

It didn't necessarily introduce the brand. It didn't necessarily create the need. It didn't necessarily persuade the customer that this particular manufacturer was preferable to another.

Those things may already have happened.

Perhaps the customer originally discovered the brand through a recommendation. Perhaps years of wearing the shoes established a preference. Perhaps distinctive advertising made the name easy to remember. Perhaps the shoes were simply available when they first needed them.

Whatever the combination, the customer arrived at Google already equipped with a brand name and a reason to buy.

The search advertisement may have provided a convenient doorway.

It did not necessarily build the house.

Attributed conversion A purchase credited to an advertisement under a platform's measurement rules.
Incremental sale A purchase that would not have occurred without the advertising, within the period and conditions being measured.

These are not interchangeable.

TWO DIFFERENT STORIES ABOUT THE SAME SALE
WHAT THE DASHBOARD SEES
SPONSORED AD
↓
CLICK
↓
PURCHASE
CONVERSION ATTRIBUTED
WHAT MAY HAVE HAPPENED
EXISTING BRAND MEMORY
↓
PURCHASE INTENTION
↓
SEARCH AND PURCHASE
AD EFFECT UNKNOWN

Conceptual illustration. A sequence of observed events is not, by itself, evidence of a causal effect.

The question isn't whether the sponsored link received the click. It did.

The question is whether the purchase depended on it.

03 / WHAT THE EXPERIMENTS ACTUALLY FOUND

The distinction between branded and generic search matters.

Branded search involves searches containing a particular brand name, such as "Nike running shoes" or "John Lewis washing machine".

Generic search involves category or product terms without a specified brand, such as "running shoes for beginners" or "best washing machine for small kitchen".

The first often reveals that a particular brand is already in the buyer's mind. The second may offer an opportunity to introduce brands the buyer hasn't yet considered.

In their paper Do brands need search advertising?, Ilmira Beknazarova, Justin Cohen, Carl Driesener, Nicole Hartnett and Steven Bellman investigated what happened when search advertising was withdrawn.

Across nine field experiments involving eight small online-only brands, stopping branded search advertising produced no statistically significant sales effect.

In experiments withdrawing branded and generic advertising together, visits declined significantly in two of three cases, but sales did not show a statistically significant change.

The researchers also conducted a supplementary online experiment measuring intended clicks, not completed purchases.

The study's scope matters. The field experiments used non-random assignment, involved a limited group of online-only businesses, and cannot establish that the true effect of branded search is precisely zero.

The findings are nevertheless a reason to question the assumption that attributed search sales are necessarily additional sales.

THE EVIDENCE, SEPARATED FROM THE INTERPRETATION

WHAT RESEARCHERS OBSERVED WHAT IT SUGGESTS — BUT DOESN'T PROVE
No statistically significant sales effect from withdrawing branded search ads in the studied brands. Some paid branded clicks may substitute for visits and purchases that would have happened anyway.
Fewer visits in two of three experiments stopping both branded and generic ads, without a significant sales change. Additional traffic does not necessarily produce detectable additional sales.
An online experiment measuring click intentions supported the branded-search findings on that measure. The route people intend to take may change without establishing a corresponding change in actual purchases.

These results also have an important predecessor.

In research published in Econometrica in 2015, Thomas Blake, Chris Nosko and Steven Tadelis reported large-scale field experiments at eBay.

They found no measurable short-term benefit from branded keyword advertising.

Generic search advertising had a more interesting pattern: new and infrequent customers responded positively, while frequent customers accounted for substantial advertising expenditure without corresponding incremental purchasing effects.

THE SAME ADVERTISEMENT CAN BE USEFUL TO ONE BUYER AND ALMOST REDUNDANT TO ANOTHER.

For somebody who rarely uses eBay, a generic search advertisement might introduce a relevant shopping destination.

For somebody who visits eBay habitually, the same advertisement might simply provide a paid shortcut to a website they already intended to visit.

The commercial value of an advertising exposure depends partly on what the buyer already knows and intends to do.

04 / WHAT THE BUYER'S MIND IS DOING

Marketing science tells us what happened in the experiments. Consumer psychology can help us understand why such results are plausible.

There are three important processes.

MEMORY: THE BRAND WAS ALREADY THERE

When somebody types a particular brand name into Google, something significant has already happened.

They have retrieved that brand from memory.

The brand may have been encountered through advertising, previous purchases, recommendations, packaging, sponsorship, social conversations or simple familiarity.

It may be connected to a particular buying situation through what Ehrenberg-Bass researchers call a Category Entry Point .

A Category Entry Point is a cue that can bring a category, and potentially particular brands within it, to mind. It might be a need, an occasion, a location, an activity or an emotional state.

For example, somebody realises they're hosting friends at the weekend. That situation prompts thoughts about food, drinks and perhaps particular supermarkets or delivery services.

The brand retrieval may happen before a search engine is opened.

The search engine then records what is effectively a later stage of the decision.

This doesn't mean the brand's earlier advertising necessarily caused that particular purchase. It means that the sponsored search click alone cannot tell us how the buyer came to prefer or remember the brand.

SEARCH ADVERTISING CAN HARVEST THE CONSEQUENCES OF BRAND MEMORY WITHOUT NECESSARILY HAVING CREATED THAT MEMORY.

GOALS: PEOPLE ARE OFTEN LOOKING FOR A DESTINATION

A search query isn't always a request to be persuaded.

Sometimes it's simply a way of getting somewhere.

If I type the name of my bank into Google, I'm probably not inviting competing banks to make their case. I'm trying to reach my bank's website.

If the sponsored link disappears and the official organic result remains easy to find, I may simply click that instead.

The route changes. The destination doesn't.

This is consistent with the experimental results, although the studies don't establish the precise psychological mechanism behind every substituted click.

The important distinction is between helping somebody complete an intended action and changing what they intend to do.

Both can have value. They are not necessarily worth the same amount.

EFFORT: CONVENIENCE IS NOT PERSUASION

Human decision-making is sensitive to effort.

We often choose an easy, obvious route rather than undertake unnecessary work.

A prominent search advertisement can make a website easier to reach, particularly when organic results are difficult to locate or competitors occupy valuable space.

That convenience can be commercially useful.

But reducing the effort required to reach a chosen brand is not the same as persuading somebody to choose that brand.

A sponsored result may save a customer a few seconds without generating an additional sale.

Or, under different circumstances, it might remove enough friction to prevent an abandoned purchase.

Which happened is an empirical question, not something the click count can settle.

There's a further distinction worth making. Clear purchase intent does not necessarily mean high involvement.

Somebody can know exactly which brand of toothpaste they want while giving the purchase almost no conscious thought. Another person might spend days comparing insurance policies without having settled on a provider.

Clarity of destination and depth of deliberation are different things.

A search for a specific brand can represent a habitual, low-effort action just as easily as the conclusion of an elaborate decision.

05 / WHY THE DASHBOARD TELLS SUCH A CONVINCING STORY

The appeal of performance marketing is that it appears to make causality visible.

An advertisement appeared. Somebody clicked it. A purchase followed.

Three events. One tidy narrative.

And a return on advertising spend calculated to two decimal places.

The difficulty is that the most convincing-looking measurement can still be answering the wrong question.

Imagine a shop assistant standing just inside a supermarket entrance.

Every customer who walks past is already heading into the store. The assistant smiles, hands them a leaflet and directs them towards the aisles.

At the till, the supermarket records every customer who received a leaflet and made a purchase.

The assistant's conversion rate is magnificent.

But what would those customers have done without the leaflet?

This is the missing counterfactual.

A search advertisement can face the same problem. It reaches people who have already expressed interest, sometimes very strong interest, in a brand or product.

That makes them unusually likely to convert.

It does not necessarily make them unusually likely to be changed by the advertisement.

THE ATTRIBUTION TRAP

01 / OBSERVED SALES AFTER AN AD

Visible and counted.

02 / SALES THAT WOULD HAPPEN WITHOUT IT

Not directly visible in the same buyer.

03 / ADDITIONAL SALES CAUSED BY THE AD

Must be estimated through a credible comparison.

Attribution reports the first quantity. Incrementality requires estimating the difference between outcomes with and without advertising.

This is a problem of selection.

People who search for a brand are not a random sample of potential buyers. They are often already more familiar with it, more interested in it or closer to making a purchase.

Advertising delivered to those people can appear extremely productive even when its causal contribution is modest.

The eBay experiments illustrated this problem particularly clearly: conventional estimates of search advertising returns were substantially higher than the returns revealed by experimental measurement.

There is a further psychological reason dashboards are persuasive.

A visible sequence makes a compelling story. We naturally find it easier to understand events we can observe than possibilities that never occurred.

The purchase is visible.

The hypothetical purchase without advertising isn't.

And so the visible explanation wins.

THE PEOPLE MOST LIKELY TO CONVERT CAN BE THE PEOPLE LEAST INFLUENCED BY THE ADVERTISING.

That's the paradox at the centre of the performance marketing industry.

A campaign can be exceptionally good at identifying buyers while being much less effective at creating them.

06 / WHEN PAID SEARCH CAN EARN ITS KEEP

None of this makes paid search inherently wasteful.

The relevant question is what the advertising contributes beyond what would have happened without it.

INTRODUCING A BRAND

Generic searches can reveal buyers exploring a category without having settled on a brand. An advertisement might bring a new option into consideration.

The eBay research found stronger effects among new and infrequent users, although the size and profitability of such effects will differ between businesses.

COMPENSATING FOR POOR ORGANIC VISIBILITY

A business that doesn't appear prominently in unpaid results may genuinely lose buyers when it stops advertising.

But if its official website already occupies the most obvious position, the incremental benefit of paying for another link may be smaller.

RESPONDING TO COMPETITIVE INTERFERENCE

Competitors may advertise against a brand's name. Defensive advertising could protect some purchases, but the mere presence of competitors doesn't establish that paying for branded clicks is profitable.

The extent of diversion needs testing.

REMOVING MEANINGFUL FRICTION

Some buyers abandon purchases when navigation is confusing, the correct product is hard to locate or a route to purchase is unnecessarily complicated.

Search advertising might reduce that friction. So might better website architecture, search engine optimisation or improvements to the buying process.

REACHING BUYERS AT DIFFERENT STAGES

Generic search may reach people still evaluating options, while branded search often reaches people who have already identified a destination.

These are tendencies, not rigid classifications: a branded search can still involve comparison, and a generic search can be highly purposeful.

The commercial opportunity lies in understanding which situations produce additional purchases, rather than assuming every click contributes equally.

And the broader Ehrenberg-Bass principle still applies.

Brands need to be easy to think of and easy to buy. Search advertising can contribute to discoverability and ease of access.

But a convenient route to a brand should not be confused with the mental availability that made somebody seek it out in the first place.

07 / WHAT BUSINESSES SHOULD DO

The first response to this evidence should not be to switch off every search campaign.

It should be to stop treating attributed return on advertising spend as a sufficient measure of effectiveness.

THE SIGNALWORKS SEARCH INCREMENTALITY TEST
  1. Separate branded from generic search. Don't allow impressive branded conversion figures to obscure what broader category advertising is achieving.
  2. Inspect the search results. Where does the brand appear organically? Which competitors are advertising? Is the customer likely to find the destination without a sponsored link?
  3. Establish a baseline. Understand normal sales, traffic, conversion rates, profitability and seasonal variation before changing expenditure.
  4. Design a credible holdout test. Where feasible, randomly assign comparable geographic areas or eligible users to advertising and no-advertising conditions. Avoid relying on a simple before-and-after comparison when other factors could explain the difference.
  5. Measure the whole business outcome. Look at total sales across paid, organic and direct routes, not simply the sales credited to the advertising platform. Account for advertising costs, gross margin and contribution.
  6. Allow for uncertainty. A small apparent change may be noise. Plan adequate test duration and statistical power, consider purchase cycles and delayed effects, and interpret confidence intervals rather than treating an insignificant result as proof of zero impact.
  7. Test the alternative. If reducing branded search expenditure frees budget, compare plausible uses: generic search, organic visibility, broader-reach advertising, improved creative or a better purchase experience. Don't assume the alternative is superior without evidence.

Randomised holdout experiments are valuable precisely because they help estimate what would have happened without the advertising.

Geographic experiments can provide a practical approach where user-level randomisation is difficult, although careful design remains essential.

A SIMPLE COMMERCIAL EXAMPLE

Suppose a business spends £5,000 on branded search advertising.

The platform attributes £50,000 in sales to those clicks, giving a reported return on advertising spend of 10:1.

Impressive.

Now suppose a properly designed test suggests that, without the advertising, £47,000 of those sales would still have happened through other routes.

THE DIFFERENCE BETWEEN CREDIT AND CAUSATION

Illustrative figures, not findings from the research.

ATTRIBUTED REVENUE
£50,000
INCREMENTAL REVENUE
£3,000
REPORTED ROAS
10:1
INCREMENTAL ROAS
0.6:1
ATTRIBUTED REVENUE
£50,000
INCREMENTAL REVENUE
£3,000

At a 40% contribution margin before advertising, that £3,000 of additional revenue contributes £1,200 before the £5,000 advertising cost.

The result would be a £3,800 loss in incremental contribution after advertising.

The dashboard would still show a 10:1 return.

That is why measurement needs to reach beyond the dashboard.

08 / THE SIGNALWORKS VIEW

There's an almost theatrical quality to digital advertising measurement.

Everything important appears to happen on stage: the impression, the click, the conversion. Each event receives a timestamp. Each is given a numerical value.

Meanwhile, much of the behaviour that matters happened offstage.

The buyer remembered a brand. They developed a preference. They encountered a need. They decided to replace something, buy something, celebrate something or solve a problem.

Then they searched.

The search advertisement may have played a role. Sometimes a valuable one.

But it arrived relatively late in a process that the platform cannot fully observe.

This is not an argument against performance marketing. It's an argument against confusing performance reporting with evidence of performance.

The most important question in marketing has never been simply whether somebody bought something after seeing an advertisement.

It's whether the advertisement made buying more likely.

And if a company pays to appear in front of people who are already looking for it, that question becomes particularly urgent.

BEFORE PAYING TO CAPTURE DEMAND, ESTABLISH HOW MUCH OF IT YOU WOULD HAVE CAPTURED ANYWAY.

KEY TAKEAWAYS

  • Attribution is not incrementality. A conversion credited to an advertisement is not necessarily a conversion caused by it.
  • Brand memory often precedes search. A buyer typing a brand name may already have made much of the relevant decision.
  • Convenience has value, but not unlimited value. A sponsored link can make navigation easier without changing the ultimate purchase.
  • Generic and branded search should be evaluated separately. Their potential contributions differ, particularly across new and established buyers.
  • The most responsive-looking customers may be the least persuadable. High conversion rates can reflect strong existing intent.
  • Experiments beat reassuring narratives. Well-designed holdouts can estimate the additional business generated by advertising.
  • Reallocate on evidence, not ideology. The research provides grounds to test search spending, not a universal instruction to abandon it.

FREQUENTLY ASKED QUESTIONS

Does this research prove branded search advertising is a waste of money?

No. It found no statistically significant sales effect from withdrawing branded search advertising in the businesses studied. That is not proof of an exactly zero effect, nor a universal finding for every category and competitive environment.

Should small businesses stop bidding on their own names?

Not automatically. They should first examine their organic visibility, competitors' advertising, the cost of branded clicks and the feasibility of a controlled test. Some may find little incremental benefit; others may find defensible reasons to continue.

Is generic search advertising better?

It may offer greater scope to reach people who haven't settled on a brand. The eBay research found positive effects among new and infrequent users, but the newer DTC experiments did not establish significant sales benefits from the combined branded-and-generic activity tested. The relative profitability of alternatives remains a question for each business.

Does this mean brand advertising deserves the credit for search sales?

No. Previous advertising may have contributed to brand memory, but so may product experience, recommendations, distribution and other encounters. The search experiments do not isolate those earlier contributions.

What's the difference between ROAS and incremental ROAS?

Conventional ROAS divides attributed revenue by advertising expenditure. Incremental ROAS divides the additional revenue caused by advertising by that expenditure. Neither, by itself, is a profit measure; margins and other costs still matter.

What's the simplest question to ask a search agency?

"What evidence do we have that these purchases wouldn't have happened without the ads?"

FURTHER READING & SOURCES

  1. Beknazarova, I., Cohen, J., Driesener, C., Hartnett, N. & Bellman, S. (2027 volume; published online 2026). Do brands need search advertising? Journal of Business Research, 218, 116485. Read the paper . Primary evidence for the DTC field experiments and supplementary online experiment.
  2. Blake, T., Nosko, C. & Tadelis, S. (2015). Consumer Heterogeneity and Paid Search Effectiveness: A Large-Scale Field Experiment. Econometrica, 83(1), 155–174. Read the paper . Experimental evidence from eBay distinguishing branded search from generic search and frequent buyers from new and infrequent buyers.
  3. Romaniuk, J. (2022). Category Entry Points in a Business-to-Business (B2B) World. Ehrenberg-Bass Institute. Read the report . Background on memory retrieval, buying situations and mental availability.
  4. UK Competition and Markets Authority. (2020). Online Platforms and Digital Advertising: Appendix O — Measurement Issues in Digital Advertising. Read the appendix . Review of attribution, experimentation and measurement limitations.
  5. Vaver, J. & Koehler, J. (2012). Periodic Measurement of Advertising Effectiveness Using Multiple-Test-Period Geo Experiments. Google Research. Read the research . Methods for repeated geographic experiments.

RELATED KNOWLEDGE

What Is a Category Entry Point? — How buying situations activate brand memory.

Mental Availability — Why being easily thought of matters before somebody searches.

The Appearance of Marketing — Why visible marketing activity and platform metrics aren't necessarily evidence of commercial effectiveness.