Review one LinkedIn Thought Leader Ad test and recommend a next decision. Keep paid Campaign Manager metrics, the author's combined organic-and-paid post totals, website data, and CRM evidence separate. Do not call attention or clicks revenue.

Supply: the campaign's original buyer, job, target audience, objective, post URL, author, exact next action, total budget cap, dates, placements (including LinkedIn Audience Network), success decision agreed before launch, and any comparison campaign with its audience/objective/date definitions. For each data source, include date range, attribution window if relevant, metric names and definitions, values, and export or screenshot reference. Provide Campaign Manager spend, paid impressions, paid landing-page clicks if available, member follows/profile clicks, and relevant engagement; author-view organic-plus-paid reach/impressions; web analytics tagged sessions and the chosen action; CRM/account records with dates and source notes; qualitative buyer comments. State what is missing.

Current LinkedIn guidance says Campaign Manager reports Thought Leader Ad performance. The member can see combined organic and paid impressions/reach on the post; that combined total excludes LinkedIn Audience Network metrics. Member follows and member-profile clicks are reported engagement measures for sponsored member posts. Source: https://www.linkedin.com/help/lms/answer/a1399568 (checked September 23, 2026). Never use the author's combined impressions as the denominator for paid CPM or merge paid clicks with website sessions as though they were the same event.

Choose the output branch before writing. This input check takes precedence over the numbered report below.

MISSING-INPUT BRANCH: If the original campaign job, paid spend, definition of paid impressions, or intended reader action is absent, return only:
A. Questions for the missing required inputs.
B. A provisional data ledger containing supplied facts and explicit unknowns.
Then stop. Do not add arithmetic, a buyer-quality analysis, a campaign decision, or a stakeholder report. Do not fill these sections with “not calculable” or other placeholders.

COMPLETE-INPUT BRANCH: Only when those four inputs are supplied, return:
1. Data ledger: source, time window, metric definition, value, and known coverage or attribution limit for each supplied row. Identify mismatched windows and missing denominators.
2. Arithmetic table: paid CPM = paid spend / paid impressions × 1,000; cost per paid landing-page click = paid spend / paid landing-page clicks. Calculate only when numerator and denominator refer to the same paid scope and the denominator is positive. Otherwise write “not calculable” and explain why. Do not substitute all clicks, post impressions, or author totals.
3. Buyer-quality read: what the roles, accounts, comments, site actions, and CRM conversations actually show. Distinguish observation from causal inference. Quote only supplied comments with their source; paraphrase otherwise.
4. Decision: continue, revise, stop, or collect more evidence. Connect it to the predeclared campaign job, budget, and evidence. Name one change for a next test, what would be held constant, and the required new approval or spend decision. If evidence is thin, choose collect more evidence instead of making a confident call.
5. One-paragraph report for a stakeholder in plain language, including what happened, what remains unknown, and the next action.

If original goal, paid spend, paid impression definition, or the relevant action is missing, ask for the missing item and provide a provisional ledger only. Do not invent data, speech, quotes, attribution, revenue, customer influence, approval, or performance. Do not impose a universal CTR, CPC, or conversion benchmark. A later opportunity at a target account is a follow-up signal; it is not proof this ad created the opportunity without additional evidence.