# Career Social Networks — Meta ads research Category research. Brand directory deferred. Edition: October 2026. Page updated: 2026-10-11. ## Account AOV aggregate No publishable AOV benchmark. - Status: unavailable_insufficient_cohort - Scope: The exact category cohort does not support a publishable AOV aggregate. - Status reviewed: 2026-10-11T14:09:52.863370+00:00 - Period: No publishable aggregate; underlying reporting period not supplied Median and middle 50% of account-level average order values. Each account value is purchase ROAS multiplied by cost per purchase in USD. Successful classifications, including manual corrections, with positive finite spend, purchases, ROAS and cost per purchase. Accounts are counted once with equal weight. Quartiles use linear interpolation. Root cohorts include direct root classifications and their child categories; exact-child cohorts exclude parent and sibling categories. The source selects the highest-spend coverage row per account among snapshots dated within the preceding 30 days; the underlying reporting period is not supplied. This is a dated aggregate advertising-data snapshot, not business-wide AOV or a census. Source: [Madgicx Research & Labs](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#benchmark) Directory status: deferred. Final brand research and logo placement are pending. ## Research questions ### Can total professional-network followers measure newly acquired members? LinkedIn’s audience analytics distinguishes total followers from daily new followers; its date range applies to new-follower data. Keep the existing audience stock separate from the cohort associated with an acquisition campaign. [Source](https://www.linkedin.com/help/linkedin/answer/a1373345) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-1) Citation: Madgicx Research & Labs. Career Social Networks. Can total professional-network followers measure newly acquired members? LinkedIn’s audience analytics distinguishes total followers from daily new followers; its date range applies to new-follower data. Keep the existing audience stock separate from the cohort associated with an acquisition campaign. Source: https://www.linkedin.com/help/linkedin/answer/a1373345 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-1 ### Do profile visits establish professional-network activation? LinkedIn separates profile visitors from search appearances and content analytics, with visitor visibility depending on settings and subscription. Use visits as an engagement signal, then define the network’s own activation event separately. [Source](https://www.linkedin.com/help/linkedin/answer/a711358) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-2) Citation: Madgicx Research & Labs. Career Social Networks. Do profile visits establish professional-network activation? LinkedIn separates profile visitors from search appearances and content analytics, with visitor visibility depending on settings and subscription. Use visits as an engagement signal, then define the network’s own activation event separately. Source: https://www.linkedin.com/help/linkedin/answer/a711358 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-2 ### How should professional-audience demographics be interpreted? LinkedIn reports follower demographics such as job title, industry and seniority, and describes demographic counts as estimates. Treat these as audience context rather than verified qualifications for every person reached by an ad. [Source](https://www.linkedin.com/help/linkedin/answer/a1373345) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-3) Citation: Madgicx Research & Labs. Career Social Networks. How should professional-audience demographics be interpreted? LinkedIn reports follower demographics such as job title, industry and seniority, and describes demographic counts as estimates. Treat these as audience context rather than verified qualifications for every person reached by an ad. Source: https://www.linkedin.com/help/linkedin/answer/a1373345 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-3 ### Should post performance be combined with member-acquisition conversions? LinkedIn distinguishes individual-post analytics from aggregate content performance. Keep content engagement and account activation in separate report columns so popular posts do not automatically become evidence of newly acquired active members. [Source](https://www.linkedin.com/help/linkedin/answer/a711358) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-4) Citation: Madgicx Research & Labs. Career Social Networks. Should post performance be combined with member-acquisition conversions? LinkedIn distinguishes individual-post analytics from aggregate content performance. Keep content engagement and account activation in separate report columns so popular posts do not automatically become evidence of newly acquired active members. Source: https://www.linkedin.com/help/linkedin/answer/a711358 Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-edjobs1-career-social-networks-4 ### Is an AOV benchmark available for this category? No publishable AOV benchmark is available. The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. [Source](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#benchmark) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-benchmark-status) Citation: Madgicx Research & Labs. Career Social Networks. Is an AOV benchmark available for this category? No publishable AOV benchmark is available. The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. Source: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#benchmark Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-benchmark-status ### Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution. [Source](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#reuse) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-download-research) Citation: Madgicx Research & Labs. Career Social Networks. Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution. Source: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#reuse Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-download-research ### How should I cite a finding from this page? When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution. [Source](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#reuse) · [Answer permalink](https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-cite-research) Citation: Madgicx Research & Labs. Career Social Networks. How should I cite a finding from this page? When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution. Source: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#reuse Answer: https://madgicx.com/labs/industries/job-portals-employment-platforms/career-social-networks#answer-cite-research