Who pays for the click?
Digital Marketing · Chapter 6

Who pays for the click?

An illustrated lecture on paid search marketing: how the ads are built, how the auction decides who shows up, and whether any of it causes a sale that wouldn't have happened anyway.

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Every day, billions of people type exactly what they want into a box. Paid search is the business of deciding how much to pay to be the first answer.

No other ad channel works like this. A billboard guesses who drives past. A social ad guesses who might care. A search ad waits until someone says "emergency plumber near me" and then shows up. That is why it became one of the largest ad markets in the world, and why it's worth asking hard questions about.

By the end of this chapter you can
  1. Identify the types of search engine ads and their parts
  2. Analyze the effectiveness of an existing search advertising campaign
  3. Improve an ad's position without increasing the bid
  4. Build a categorized list of keywords to advertise on
I

The Intent

In which a stranger tells you exactly what they want, and you decide how much to pay to hear it.

Paid search valueThree reasons anyone pays

01

Known intent

The searcher typed what they want. You don't guess the audience; the audience announces itself.

02

Influenceability

They haven't decided yet. A good ad at the right moment can still change where the money goes.

03

Competition

If you're not in that spot, a competitor is. Part of paid search is simply defense.

Hold onto #2. Later we'll ask what happens when someone searches your brand name, when they have, in fact, already decided.

Keyword selectionReach versus precision

You don't buy searches; you buy keywords, and the match type decides how loosely Google interprets them. Pick one below for the keyword waterproof hiking boots.

    —searches / mo
    —conv. rate
    —conversions
    Each dot ≈ 1% of the broad-match audience. Bright dots are reached; green dots convert. Figures are illustrative, based on the textbook's teaching model. Google has since loosened exact and phrase match to include close variants and same-meaning searches.

    Ideal keywordsThe unicorn nobody finds

    The ideal keyword has high purchase intent, high volume and low competition. In practice you get two of three at best, and your job is to pick which one to give up.

    KeywordPurchase intentVolumeCompetition
    running shoesmediumhighhigh
    buy nike pegasus 41 size 10highlowmedium
    how to start runninglowhighlow
    wide toe box trail shoes womenshighmediumlow
    emergency plumber el dorado hillshighlowlow
    Illustrative ratings. Long-tail keywords (the specific ones) usually trade volume for intent and lower competition.
    II

    The Copy

    In which you write fifteen headlines, and a machine decides which three anyone reads.

    Ad copyFour ingredients

    KEYWORD RELEVANCE

    Echo the searcher's words. Matching terms stand out, and relevance feeds Quality Score.

    UNIQUE VALUE PROPOSITION

    Why you and not the three ads beside you? "Free returns." "Installed tomorrow." "From $19."

    CALL TO ACTION

    Tell them the next step: Shop, Book, Get a Quote, Call Now.

    EXTENSIONS (ASSETS)

    Extra lines like sitelinks, callouts and phone numbers that make the ad bigger and more useful. More in VII.

    Responsive search adsBuild one

    Responsive search ads (RSAs) began as an optional feature and are now the default way to write a Google search ad. You supply up to 15 headlines (30 characters each) and up to 4 descriptions (90 characters), plus two optional display paths (15 characters). The final URL has no limit, because tracking codes get long.

    Edit any field. Google mixes and matches headlines and descriptions, then learns which combinations win. It calls these A/B/n tests because there are many variants, not two. Tip: write every headline so it makes sense in any position.
    III

    The Formats

    In which the ad stops looking like an ad: a product photo, a pin on a map, a button that dials a phone.

    Text ads are only the beginning. Each format below answers a different kind of search.

    IV

    The Auction

    In which the highest bidder doesn't always win, and the winner doesn't pay what they bid.

    Achieving high Ad RankA better ad beats a bigger budget

    Every search triggers an instant auction. Position is decided by Ad Rank, which, in the textbook model, multiplies what you bid by how good Google thinks your ad is.

    Ad Rank = Max bid × Quality Score
    QS · 1

    Expected CTR

    How likely people are to click your ad for this keyword.

    QS · 2

    Ad relevance

    How closely the ad matches what the searcher meant.

    QS · 3

    Landing page experience

    Whether the page delivers what the ad promised, quickly.

    Quality Score runs 1–10 and is measured for each keyword, not each ad. And you don't pay your bid. You pay just enough to beat the advertiser below you:

    Actual CPC = (Ad Rank of the ad below you ÷ your Quality Score) + $0.01
    Run the auction · keyword: "running shoes"
    Try it: give Trail Co. the lowest bid but a Quality Score of 10. The real system also weighs assets, search context and minimum thresholds, but the lesson holds: quality lowers your price and raises your position.

    Bidding methodsWho sets the price?

    CPC

    Cost per click

    You set a maximum you'll pay for each click.

    CPA

    Cost per acquisition

    Also "cost per action." You set a target cost per conversion; Google converts it into a CPC bid for each auction.

    AUTO

    Automated

    Google's algorithms set every bid to hit a goal you choose.

    Automated bidding defaults to maximize conversions within your budget. You can instead optimize for conversion value, clicks or impression share. The catch: these algorithms are data hungry. A small advertiser with a handful of conversions a month may wait a long time before automation beats a careful human.

    2026 UPDATEThe textbook's "manual but optimized" option, Enhanced CPC, was retired for Search campaigns in March 2025. Low-data advertisers now choose between manual CPC and Maximize Clicks until they have enough conversion history.

    Account structureNearly everything lives at the campaign

    Accountbilling · users
    Campaign Ae.g. Running shoes · CA
    budgetlocationlanguagenetworkbid strategydevices
    Campaign Be.g. Running shoes · NV
    budgetlocation…
    Ad groupTrail shoes
    Ad groupRoad shoes
    Ad groupKids' shoes
    Keywordstrail running shoes · …
    AdsRSAs written for them
    Rule of thumb: different budget or location → different campaign. Different message → different ad group.
    V

    The Experiment

    In which eBay turns off its ads to see what happens, and the dashboard turns out to have been taking credit.

    Everything so far assumes the ads work. Here's the harder question: did the ad cause the sale, or would it have happened anyway?

    Branded keywordsPaying for people already walking in

    1.12MBRAND-SEARCH CLICKS
    59,590CONVERSIONS
    $18.70COST PER CONVERSION

    That's a hypothetical but realistic eBay report for searches of the word "eBay." It looks like a great deal. Then eBay's economists ran an experiment: they turned the brand ads off.

    Clicks from searches for "eBay"
    Paid clicks Organic clicks
    Illustrative shape of the result reported by Blake, Nosko & Tadelis (2015). When ads went off, organic clicks rose to replace nearly all of the lost paid traffic. On Google, organic fell again when ads came back on.

    The searcher typed "eBay." They were going to eBay. The ad just stood in the doorway and collected a fee.

    Unbranded keywordsSame data, opposite answers

    eBay then switched off non-brand ads (think "used camera") in some regions but not others. Look at how the estimated return on ad spend changes depending on the method used to measure it:

    Naive regression
    +4,173%
    Regression with controls
    +1,632%
    Instrumental variables
    −22%
    Controlled experiment (diff-in-diff)
    −63%
    ROI estimates from Blake, Nosko & Tadelis, Econometrica (2015), Table 1. Bars use a compressed scale so the negative results stay visible. The ads mostly reached frequent eBay shoppers who would have bought anyway; they did help with new and infrequent users.

    Capturing lost conversionsWhy people don't buy

    GROUP A

    Didn't like what they saw

    Ready to buy, but the site didn't persuade them. This is who conversion rate optimization is for.

    GROUP B

    Never likely to convert

    Wrong audience. Tighten keywords and add negatives.

    GROUP C

    Not ready yet

    Future buyers. Remarketing and RLSA exist to reach them later.

    SpilloverThe ad that gets too little credit

    Now flip the eBay problem around. Some ads look unprofitable in the dashboard because the payoff shows up later, under a different name.

    GENERIC → BRAND

    Hotels, Los Angeles

    Hypothetical hotel-chain results for generic searches: 5,218 clicks, $22,542 spent, 84 conversions at $268 each. Looks awful. But Rutz & Bucklin showed generic ads create later branded searches, which get the credit.

    hotels los angeles→sees Hilton ad→days later: "hilton lax"
    GENERIC → DIRECT

    An automotive website

    Rutz, Trusov & Bucklin found that 599 of 3,186 traffic-producing keywords led to later increases in direct visits, people typing the URL straight into the browser.

    used suv reviews→clicks ad→later: types the URL

    Brand ads get too much credit. Generic ads get too little. The dashboard can't tell you which is which. Only an experiment can.

    Semantic keywordsWhich words bring people back?

    In the automotive study, the words inside a keyword predicted whether it produced return visits. Read the sign carefully: a negative estimate means more likely to bring people back; positive means less likely.

    Statistically significant characteristics only, from Rutz, Trusov & Bucklin, Marketing Science, Table 7 (posterior means). Not significant: financial, selling, vehicle, year, new, used, word count.
    VI

    The Math

    In which position #1 loses five thousand dollars, and position #4 quietly makes the most money.

    Optimal paid search rankTop isn't always best

    Higher positions earn more clicks, but every click costs more. PROSAD (Skiera & Nabout) estimates CPC and click-through rate for all ten first-page positions from just two you've observed, then calculates the profit at each. Change any input.

    #1#2#3#4#5#6#7#8#9#10
    Defaults reproduce the textbook's PROSAD example. CPC and CTR are interpolated geometrically between the two known ranks. Try doubling profit per conversion: does the best rank move up or down?

    PPC mathSix exercises

    Four formulas cover everything:

    ClicksBudget ÷ CPC
    ClicksImpressions × CTR
    CostClicks × CPC
    CPACPC ÷ Conv. rate
    VII

    The Controls

    In which you set up a campaign for a real business and bolt ten extras onto a two-line ad.

    ActivitySet up a campaign for a local bakery

    For each setting, decide as a class, and be ready to defend your choice.

    CAMPAIGN TYPE
    • Search only
    • Display only
    • Search + Display expansion
    • Shopping
    Where are customers when they're ready to buy?
    DEVICE
    • Desktop
    • Tablet
    • Mobile
    Should mobile bids be higher for a bakery?
    LOCATION
    • Radius
    • Cities · regions
    How far will someone drive for a cake?
    LANGUAGE
    • One campaign per language
    Is there enough non-English search volume to test a separate campaign?
    BID STRATEGY
    • Manual
    • Automatic
    • Target CPA
    • Flexible (portfolio)
    Do we have enough conversion data for automation?
    DAILY BUDGET
    • Set per campaign
    Should wedding cakes get more budget than cupcakes?

    Ad extensions · now called "assets"Build the ad up

    Assets are free to add, make your ad physically bigger, and count toward Ad Rank. Tick each one to add it.

    VIII

    The Discussion

    In which six backpacks walk into an auction, and you have to decide which one to fire.

    Here's a real-looking keyword report. You can cut one keyword and raise the bid on one. Which? Argue it first, then reveal the cost per conversion. Click a column to sort.

    Cost per conversion = Avg. CPC ÷ Conv. rate. Before you fire anyone: is a leather backpack worth more per sale? (Think back to Exercise 5.) And even the cheapest conversion only counts if it wouldn't have happened anyway.
    Notes & sources

    Where this comes from

    1. Chapter structure and exercises adapted from Digital Marketing Essentials, Chapter 6: Paid Search Marketing (Stukent). All ad mock-ups on this page are recreated illustrations with fictional brands, not screenshots.
    2. Blake, T., Nosko, C., & Tadelis, S. (2015). Consumer heterogeneity and paid search effectiveness: A large-scale field experiment. Econometrica, 83(1), 155–174.
    3. Rutz, O. J., & Bucklin, R. E. (2011). From generic to branded: A model of spillover in paid search advertising. Journal of Marketing Research, 48(1), 87–102.
    4. Rutz, O. J., Trusov, M., & Bucklin, R. E. (2011). Modeling indirect effects of paid search advertising: Which keywords lead to more future visits? Marketing Science, 30(4), 646–665.
    5. Skiera, B., & Nabout, N. A. (2013). PROSAD: A bidding decision support system for profit optimizing search engine advertising. Marketing Science, 32(2), 213–220.
    6. 2026 platform changes: Enhanced CPC retirement (Search Engine Land); call ads ending (PPC Land); message assets (Google Ads Help).
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