Paid Media
How to Measure B2B Social Without Vanity Metrics.
- Written by
- Parag Masteh, Founder, Mplan
- Published
- Updated
Measure B2B social by whether the public record helps due diligence, supports demand and hiring, and produces conversations sales can use. Likes and follower counts are weak proxies. Treat them as secondary, not as the scoreboard.
Vanity metrics thrive because they update live. Commercial truth arrives later. If you manage only what changes fastest, you will optimize for entertainment.
A practical scoreboard
- Substance rate: share of posts that teach a real decision or show allowed proof.
- Save/share quality: who engages (roles, target accounts) when you can see it.
- Assisted paths: profile visits, site visits, inbound mentions of content on calls.
- Hiring signal: applicant quality notes tied to social presence.
- Risk signal: corrections, claim mistakes, or spam behavior to eliminate.
You will not get perfect attribution. You can still run an evidence review that is more useful than a like chart.
What to stop reporting as success
Follower spikes from giveaways, engagement pods, or off-topic virality. Impressions without audience quality. “Best performing post” that performed for the wrong people.
If sales and recruiting cannot use the metric, it probably belongs in a footnote.
Match the review to the decision
Review publishing hygiene when content ships, assisted signals when enough observations exist, and the channel’s time budget when priorities change. A calendar alone does not make weak evidence stronger.
Use evidence tiers instead of one magic number
- Direct evidence: a buyer cites a post, replies with a relevant question, or requests the referenced material.
- Supporting evidence: target accounts repeatedly engage with the same argument or sales uses the content in active conversations.
- Context only: impressions, follower growth, and broad engagement without known relevance.
Keep the tiers separate in reporting. Context can explain distribution. It should not be renamed pipeline.
Report questions and learning
A useful review identifies which argument buyers understood, which objection appeared in replies, which expert could answer it, and what the next piece should clarify. This turns social measurement into an editorial and sales input rather than a leaderboard.
What remains invisible
Platform analytics are incomplete and change. Some influence will remain invisible. That is not permission to invent ROAS from social. It is permission to stay humble and specific.
Questions, answered
Are likes useless?
Not useless as a weak attention signal. Useless as the primary goal. Read them in context of who liked and what happened next.
Should we use UTM links on every post?
When there is a real destination worth tracking, yes. Forcing every thought into a tracked funnel link can make the feed feel like an ad farm.
How do we capture sales anecdotes?
Ask sales whether buyers mentioned or shared the content, then log the answer with the account and context. The observation is imperfect, but it is more useful than ignoring the question.
Can social be tied to pipeline directly?
Sometimes, with care. Often only partially. Report direct where clean and assisted where honest. Do not force a single number to do both jobs.