{ "name": "Graduate Schools", "edition_label": "October 2026", "edition_updated_at": "2026-10-11", "slug": "graduate-schools", "kind": "subcategory", "parent_slug": "higher-education-institutions", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools", "scope": "Category research. No publishable AOV benchmark is available.", "directory_status": "deferred", "page_readiness": "published", "directory_notice": null, "benchmark": { "status": "unavailable_insufficient_cohort", "slug": "graduate-schools", "parent_slug": "higher-education-institutions", "cohort_scope": "exact_child", "median_aov_usd": null, "p25_aov_usd": null, "p75_aov_usd": null, "metric_window": null, "scope_label": "The exact category cohort does not support a publishable AOV aggregate.", "methodology": "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.", "read_at": "2026-10-11T14:08:54.387108+00:00", "period_label": "No publishable aggregate; underlying reporting period not supplied", "citation": "Madgicx Research & Labs. Graduate Schools: no publishable AOV benchmark. The exact category cohort does not support a publishable AOV aggregate. Status reviewed 2026-10-11T14:08:54.387108+00:00. https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#benchmark", "source": { "name": "Madgicx Research & Labs", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#benchmark" } }, "metric_definitions": [], "metric_definitions_scope": "Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.", "brands": null, "answers": [ { "group": "In this category", "id": "answer-edjobs1-graduate-schools-1", "question": "Which application event is useful beyond a graduate-school lead?", "text": "Vanderbilt’s Master of Marketing treats an application as complete when its components are received and processed. Measure completed files separately from started applications when reviewing recruitment leads.", "context": "", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-1", "citation": "Madgicx Research & Labs. Graduate Schools. Which application event is useful beyond a graduate-school lead? Vanderbilt’s Master of Marketing treats an application as complete when its components are received and processed. Measure completed files separately from started applications when reviewing recruitment leads. Source: https://business.vanderbilt.edu/master-of-marketing/admissions/application-instructions/ Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-1", "source_url": "https://business.vanderbilt.edu/master-of-marketing/admissions/application-instructions/" }, { "group": "In this category", "id": "answer-edjobs1-graduate-schools-2", "question": "Can interview bookings be reported as graduate admissions?", "text": "Vanderbilt requires an interview for an admission offer, while incomplete applicants are not invited. Keep interviews, admission decisions and enrollments as distinct outcomes in the campaign funnel.", "context": "", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-2", "citation": "Madgicx Research & Labs. Graduate Schools. Can interview bookings be reported as graduate admissions? Vanderbilt requires an interview for an admission offer, while incomplete applicants are not invited. Keep interviews, admission decisions and enrollments as distinct outcomes in the campaign funnel. Source: https://business.vanderbilt.edu/master-of-marketing/admissions/application-instructions/ Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-2", "source_url": "https://business.vanderbilt.edu/master-of-marketing/admissions/application-instructions/" }, { "group": "In this category", "id": "answer-edjobs1-graduate-schools-3", "question": "How can document requirements improve graduate-program lead qualification?", "text": "Vanderbilt permits unofficial transcripts initially but requires official academic records from admitted students before enrollment. Explain which documents are needed at each stage instead of presenting the first form as the whole process.", "context": "", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-3", "citation": "Madgicx Research & Labs. Graduate Schools. How can document requirements improve graduate-program lead qualification? Vanderbilt permits unofficial transcripts initially but requires official academic records from admitted students before enrollment. Explain which documents are needed at each stage instead of presenting the first form as the whole process. Source: https://business.vanderbilt.edu/master-of-marketing/admissions/application-instructions/ Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-3", "source_url": "https://business.vanderbilt.edu/master-of-marketing/admissions/application-instructions/" }, { "group": "In this category", "id": "answer-edjobs1-graduate-schools-4", "question": "Why should graduate-recruitment reports separate admits from enrolled students?", "text": "UGA’s graduate recruitment guidance separates application, admission, acceptance, enrollment and retention. Report the relevant stage for each campaign cohort; an admission offer is not the same event as matriculation.", "context": "", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-4", "citation": "Madgicx Research & Labs. Graduate Schools. Why should graduate-recruitment reports separate admits from enrolled students? UGA’s graduate recruitment guidance separates application, admission, acceptance, enrollment and retention. Report the relevant stage for each campaign cohort; an admission offer is not the same event as matriculation. Source: https://grad.uga.edu/faculty-staff/recruitment-toolbox/understanding-recruitment-an-overview/ Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-edjobs1-graduate-schools-4", "source_url": "https://grad.uga.edu/faculty-staff/recruitment-toolbox/understanding-recruitment-an-overview/" }, { "group": "Category research", "id": "answer-benchmark-status", "question": "Is an AOV benchmark available for this category?", "text": "No publishable AOV benchmark is available.", "context": "The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted.", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-benchmark-status", "citation": "Madgicx Research & Labs. Graduate Schools. 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/higher-education-institutions/graduate-schools#benchmark Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-benchmark-status", "source_url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#benchmark" }, { "group": "Use this research", "id": "answer-download-research", "question": "Can I download this industry research?", "text": "The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution.", "context": "", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-download-research", "citation": "Madgicx Research & Labs. Graduate Schools. 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/higher-education-institutions/graduate-schools#reuse Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-download-research", "source_url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#reuse" }, { "group": "Use this research", "id": "answer-cite-research", "question": "How should I cite a finding from this page?", "text": "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.", "context": "", "url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-cite-research", "citation": "Madgicx Research & Labs. Graduate Schools. 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/higher-education-institutions/graduate-schools#reuse Answer: https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#answer-cite-research", "source_url": "https://madgicx.com/labs/industries/higher-education-institutions/graduate-schools#reuse" } ] }