The Pecking Order of Meta’s Engaged-Through Metrics

Last week, I wrote about Meta’s click based attribution recategorization.

In it, I had opined that Meta’s ‘Engaged Through’ Attribution could help marketers glean signal about their brand performance (i.e. awareness, affinity, consideration etc.)

The ‘Engaged-Through Attribution’ consists of Likes, Comment, Save, Share and Engaged-View.

This raises a important question – “Are all Engagement signals equal?”

I don’t think so.

If anything, they have a very clear pecking order.

I define this pecking order based on :

– Intent (Did the user mean to engage?)
– Effort (How much friction was involved?)
– Downstream Effect (Does it lead to action?)

📌 The Pecking Order

1) Share (that results in clicks)

This is the gold standard of engagement because it satisfies all three layers:

Intent -> User found it valuable enough to recommend it to another

Effort -> Sharing is a deliberate action

Propagation -> It brings new traffic into the system.

And when that share actually results in clicks, it has both brand + performance characteristics

This is the closest thing to organic distribution with measurable impact.

2) Share (without clicks)

Still extremely powerful, even if it doesn’t immediately result in clicks. It expands reach and signals strong endorsement.

3) Save

A “save” indicates deferred intent.
The user may nor act now but it matters enough to revisit.
I believe Saves are stronger than likes because they indicate future oriented behavior.

This is true for domains like Travel, Fashion and high consideration purchases. I have seen the same phenomenon in Pinterest, people save boards to come back later.

4) Likes

Likes are relatively low effort, high frequency and perhaps a weak signal individually.
Likes could also be purely for the content that may not exactly relate to brand. or it could be just for celebrity presence.

However, likes in aggregate can be useful.

5) Comments

Comments again give mixed signals. Predominantly people only comment if to obtain some discounts or they are disgruntled. People generally don’t comment if they are happy or satisfied.

So while comments indicate engagement depth, they are noisy and context-dependent. A comment is not always endorsement.

6) Engaged View (5 secs)
Meta reducing the threshold from 10 seconds to 5 seconds raises a important question:

Is 5 seconds really enough of an “engagement”?

At such short duration, the attention may be just passive and not intentional?

📌 Summary

Meta’s shift to Engaged-Through Attribution is directionally correct. But the real opportunity is not just separating engagement from clicks.

It is in understanding the hierarchy within engagement itself.

Because in marketing measurement, not all signals carry the same information.

Hence for a MMM model based on Engaged Through metrics, we would give preference in the order of Share with clicks, Share without clicks, Save, Likes, Comments and Engaged views.