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Measurement

Part of Why food creator partnerships measurement needs a shared method

Food creator partnerships key metrics that hold up when you report

A practical guide to the key metrics in food creator partnerships, covering reach, bookings, tracking rules and how to report results without overclaiming.

What to take away

  • Pick one primary measure before you brief, so the report answers the decision you already face rather than a pile of platform numbers.
  • Separate platform reach from restaurant outcomes such as bookings, covers and voucher redemptions, because only the second group ties spend to trade.
  • A food creator partnerships key metrics set needs at least one attribution method agreed in writing with the creator before the first post goes live.
  • Tracking rules apply to every link, code and pixel you use, so read the ICO guidance before collecting anything.
  • Label every illustrative figure in your report as an estimate, and name the source and date for anything you did not measure yourself.

Which numbers belong in a restaurant brief?

The brief decides the metrics. If the goal is a quiet Tuesday, ask for booking codes and redemptions. If the goal is awareness, ask for reach and saves. A restaurant that asks for everything gets a report nobody reads.

Platform vs Business Metrics

Platform metrics

Views
Yes
Reach
Yes
Saves
Yes
Comments
Yes
Covers booked
No
Voucher uses
No
Average spend
No
Repeat visits
No

Business metrics

Views
No
Reach
No
Saves
No
Comments
No
Covers booked
Yes
Voucher uses
Yes
Average spend
Yes
Repeat visits
Yes

Start with two groups. Platform metrics cover views, reach, saves and comments. Business metrics cover covers booked, voucher uses, average spend and repeat visits. The second group is the one your accountant will recognise.

Platform dashboards often disagree on what a view or a save means, so ask the creator to name the definition their dashboard uses and record it in the brief.

For a wider view of how these measures fit a reporting cycle, the measurement and reporting guide sets out the full method behind this short list.

TikTok's own campaign measurement and attribution tools show how platform-side attribution is calculated, which helps you see why platform figures rarely match your till.

How do you track a creator code fairly?

Agree the mechanism in writing. A named booking code, a tracked link or a staff prompt at the till all work, but each captures a different slice of the truth. Codes miss people who forget to mention them. Links miss walk-ins.

Tracking Methods Trade-offs

Booking code

Captures
Mentions
Misses
Forgetters
Consent
Not tracking
Best window
7 or 30 days

Tracked link

Captures
Clicks
Misses
Walk-ins
Consent
ICO rules
Best window
7 or 30 days

Staff prompt

Captures
Walk-ins
Misses
Non-mentions
Consent
Not tracking
Best window
7 or 30 days

Whichever you choose, the collection itself is regulated. The ICO guidance on online tracking explains what counts as tracking and when consent is needed, and it applies to creator links just as it does to your own site.

Set a reporting window too. A seven-day window suits a single post. A 30-day window suits a series. State the window in the brief so the creator and your finance lead work to the same dates.

When two sources disagree, say so in the report rather than picking the flattering one.

What does a worked example look like?

Take a small restaurant group running one creator series across three venues for a month. The figures below are illustrative, not measured.

Worked example

Creator fee
£1,200
Paid amplification
£300
Platform reach reported
180,000
Booking code redemptions
96
Average spend per redemption
£34
Revenue from codes
£3,264

The revenue figure is illustrative and assumes every redemption is a new booking. If half were existing customers, the value falls to £1,632. That single assumption changes the answer, so write it down before you present the numbers.

Add the creator fee and the amplification together before you divide. Here that is £1,500 against £3,264, so the illustrative return is about £2.18 for every £1 spent.

For the errors that distort this kind of table, read the common measurement mistakes before you sign off the next report.

How do you report without overclaiming?

Report the primary measure first, then the supporting figures. Note what you could not measure, such as walk-ins who saw the post but never mentioned it. That honesty protects the next budget conversation.

Use ONS digital economy data to frame the wider online context when you present to a board, and keep your own figures clearly separated from it.

Round figures to a sensible level and label estimates as estimates. A report that says "about 96 redemptions" is more useful than one that claims 96.4.

Keep a short note of the assumptions next to the table, so the next person can repeat the calculation.

Common questions

What is the single most useful metric?

Revenue per pound spent on the partnership, calculated from codes or bookings you can actually count. It is blunt but it survives scrutiny.

Should I trust platform reach figures?

Treat them as directional. Platform tools measure their own surface, so use them alongside your booking data rather than instead of it.

How long should I track a campaign?

Match the window to the campaign shape: seven days for one post, 30 days for a series. Write the window into the brief.

Do small restaurants need a dashboard?

No. A spreadsheet with five columns, dates, spend, reach, redemptions and revenue, is enough until volume justifies more.

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