Red Flag #10

The report regurgitates the KPIs without saying what changed or why

A monthly report has three jobs: tell you what happened, tell you why it happened, and tell you what the team is going to do about it. The first one is description. The second one is interpretation. The third one is commitment. The first one is the cheapest of the three by an order of magnitude, and an enormous number of agency reports stop there — they describe the numbers and call it a report.

A description is not insight. “Click-through rate is up 8% month over month, with strong performance across our consideration campaigns” is a sentence that contains zero information you couldn’t get by reading the dashboard yourself. A real report sentence is: “Click-through rate is up 8%, driven almost entirely by ad-copy variant C in the consideration campaign, which we shipped on April 11th. The variant emphasises ROI calculator language, and the next step is rolling that messaging into our prospecting campaign by the 25th.” The first one tells you the score. The second one tells you the game.

Why agencies do it

Interpretation is exposing. Description is safe.

Saying “X happened because of Y” commits the agency to a causal explanation. If that explanation is wrong, it’s embarrassing two months later when something else turns out to be the real driver. Most account managers, especially junior ones, learn quickly that the safe move is to describe what the numbers did and let the client draw their own conclusions. The deck looks confident. The author is shielded. Nobody can be wrong about a number that’s simply restated.

There’s also a labor problem on top of the safety problem. Real interpretation requires understanding cause. To say why CTR moved, the analyst has to know what changed in the account, what changed in the market, what your competitors are doing, what the seasonal pattern looks like in your category, and what your own product cycle is. That’s real thinking, every month, on every account. A template that just renders the numbers takes ten minutes. A template that interprets them takes two hours. Across a book of fifty clients, that math doesn’t work for an agency optimising for margin.

What it looks like in your report or account

Every chart is followed by a sentence that paraphrases the chart. CTR went up. CPC went down. Conversions held steady. The sentence doesn’t add anything.
Adjectives carry the weight: “strong,” “consistent,” “solid,” “in line with expectations,” “continued momentum.” None of them are anchored to a target.
The narrative makes no reference to specific changes the agency made. No dates, no campaign names, no “we did X on the 11th, here’s the impact.”
The “next month’s priorities” slide is generic enough that it could apply to any client of theirs — “continue optimising,” “refine targeting,” “test ad creative.”
When you ask “why did this metric change?” you get a description of the metric’s movement, not a cause.

What to ask your agency

Pick one specific metric movement in the most recent deck and ask: “Walk me through what specifically caused that, what changed in the account or the market, and what we’re doing in response.”

Don’t accept the description. Push for the cause and the response.

Good answer

“CPL on the consideration campaign jumped from $310 to $385 in the second half of the month. Two things changed. We expanded match types on April 12th, which broadened the query mix faster than we expected. And a competitor came back into the auction on April 18th — impression share data confirms it. The match-type change is the larger factor; we’re reverting that this week and will rebuild the broader coverage with more curated phrase-match sets over the next three weeks. We expect CPL to return to roughly $320 within ten business days. If it doesn’t, I’ll flag it before the next call.”

Bad answer

“CPL ticked up slightly month over month, which is consistent with broader market trends in your category. We’re continuing to monitor and optimise. The fundamentals of the account remain strong and we expect performance to normalise.”

What it means if you get the bad answer

It means the report is doing its safe job and nothing else. The agency is describing the weather, not telling you what to wear. There is no commitment to any specific action, because no specific cause has been named, because naming a cause is exposing. The cumulative effect over six months is that you have no idea what your agency is doing, what they’ve learned, or what they’ll do differently — you just have a stack of decks that all sound vaguely positive.

The fix is reframing the report itself. Tell your agency the next deck needs a “what / why / so what” section for every meaningful change, with specific cause attribution and a specific response. Two sentences per movement. If that gets pushback, you’ve learned something more important than any individual number: you’ve learned that the agency would rather report safely than report usefully. That’s the conversation the renewal meeting should be about.