# Other — 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_no_peer_group - Scope: No exact category peer group is available for a publishable AOV aggregate. - Status reviewed: 2026-10-11T14:10:31.359912+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/other#benchmark) Directory status: deferred. Final brand research and logo placement are pending. ## Research questions ### Can repeated purchase events make an unclassified business look more valuable? Google Analytics says web-stream purchases with the same transaction ID are deduplicated and warns against empty or reused IDs. An event count without reliable order identifiers can misstate transactions. Review the underlying order records before interpreting an unclassified offer; this measurement guidance does not create a peer group or supply a missing industry benchmark. [Source](https://support.google.com/analytics/answer/12313109?hl=en) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-r6-other-dedup) Citation: Madgicx Research & Labs. Other. Can repeated purchase events make an unclassified business look more valuable? Google Analytics says web-stream purchases with the same transaction ID are deduplicated and warns against empty or reused IDs. An event count without reliable order identifiers can misstate transactions. Review the underlying order records before interpreting an unclassified offer; this measurement guidance does not create a peer group or supply a missing industry benchmark. Source: https://support.google.com/analytics/answer/12313109?hl=en Answer: https://madgicx.com/labs/industries/other#answer-r6-other-dedup ### Does a recorded purchase automatically include its later refund? Google's ecommerce documentation specifies a separate refund event with the relevant transaction ID and item identifiers and quantities for item-level reporting. A purchase record alone does not describe every later reversal. Compare gross purchase activity with recorded refunds before drawing a commercial conclusion; this is implementation context, not proof that a particular account has complete refund data. [Source](https://developers.google.com/analytics/devguides/collection/ga4/ecommerce) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-r6-other-refund) Citation: Madgicx Research & Labs. Other. Does a recorded purchase automatically include its later refund? Google's ecommerce documentation specifies a separate refund event with the relevant transaction ID and item identifiers and quantities for item-level reporting. A purchase record alone does not describe every later reversal. Compare gross purchase activity with recorded refunds before drawing a commercial conclusion; this is implementation context, not proof that a particular account has complete refund data. Source: https://developers.google.com/analytics/devguides/collection/ga4/ecommerce Answer: https://madgicx.com/labs/industries/other#answer-r6-other-refund ### Can identical numeric purchase values be compared without their currencies? Google Analytics requires a currency when an event has a value and distinguishes transaction currency from the property's reporting currency. Equal numeric values are not necessarily equal monetary amounts. Verify currency and reporting treatment before comparing offers; the Other category remains research-only with null benchmark values. [Source](https://support.google.com/analytics/answer/9796179?hl=en-EN) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-r6-other-currency) Citation: Madgicx Research & Labs. Other. Can identical numeric purchase values be compared without their currencies? Google Analytics requires a currency when an event has a value and distinguishes transaction currency from the property's reporting currency. Equal numeric values are not necessarily equal monetary amounts. Verify currency and reporting treatment before comparing offers; the Other category remains research-only with null benchmark values. Source: https://support.google.com/analytics/answer/9796179?hl=en-EN Answer: https://madgicx.com/labs/industries/other#answer-r6-other-currency ### Why can acquisition reports assign the same activity to different sources? Google distinguishes session-scoped traffic dimensions from event-scoped attribution dimensions. Session and user dimensions do not change with the selected attribution model, while event-scoped reports reflect it. A channel comparison needs the same scope and model. These definitions explain reporting differences without establishing causal ad lift or a coherent peer group for Other. [Source](https://support.google.com/analytics/answer/11080067?hl=en) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-r6-other-attribution) Citation: Madgicx Research & Labs. Other. Why can acquisition reports assign the same activity to different sources? Google distinguishes session-scoped traffic dimensions from event-scoped attribution dimensions. Session and user dimensions do not change with the selected attribution model, while event-scoped reports reflect it. A channel comparison needs the same scope and model. These definitions explain reporting differences without establishing causal ad lift or a coherent peer group for Other. Source: https://support.google.com/analytics/answer/11080067?hl=en Answer: https://madgicx.com/labs/industries/other#answer-r6-other-attribution ### Is an AOV benchmark available for this category? No publishable AOV benchmark is available. No exact category peer group is available for a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. [Source](https://madgicx.com/labs/industries/other#benchmark) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-benchmark-status) Citation: Madgicx Research & Labs. Other. Is an AOV benchmark available for this category? No publishable AOV benchmark is available. No exact category peer group is available for a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. Source: https://madgicx.com/labs/industries/other#benchmark Answer: https://madgicx.com/labs/industries/other#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/other#reuse) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-download-research) Citation: Madgicx Research & Labs. Other. 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/other#reuse Answer: https://madgicx.com/labs/industries/other#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/other#reuse) · [Answer permalink](https://madgicx.com/labs/industries/other#answer-cite-research) Citation: Madgicx Research & Labs. Other. 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/other#reuse Answer: https://madgicx.com/labs/industries/other#answer-cite-research