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positive declarations survive unrelated parse failures" }, { "page_type": "vdp", "source_state": "initial", "type": "AutoDealer", "interpretation": "explicit", "observed_pages": 987, "evaluable_pages": 1458, "unknown_pages": 0, "total_pages": 1458, "proportion": 0.676954732510288, "denominator": "analytic pages in complete website cohort; positive declarations survive unrelated parse failures" }, { "page_type": "vdp", "source_state": "initial", "type": "AutoDealer", "interpretation": "including_subtypes", "observed_pages": 987, "evaluable_pages": 1458, "unknown_pages": 0, "total_pages": 1458, "proportion": 0.676954732510288, "denominator": "analytic pages in complete website cohort; positive declarations survive unrelated parse failures" }, { "page_type": "vdp", "source_state": "initial", "type": "LocalBusiness", "interpretation": "explicit", "observed_pages": 3, "evaluable_pages": 1458, "unknown_pages": 0, "total_pages": 1458, "proportion": 0.00205761316872428, "denominator": "analytic pages in complete website cohort; 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Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.currency", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1450, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 0.9945130315500685, "match_candidates": 0, "mismatch_candidates": 0, "ambiguous": 0, "missing_visible": 1450, "missing_schema": 8, "not_comparable": 0, "eligible_candidate_pairs": 0, "individually_audited_records": 0, "confirmed_matches": 0, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.images", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1456, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 0.9986282578875172, "match_candidates": 144, "mismatch_candidates": 0, "ambiguous": 1312, "missing_visible": 0, "missing_schema": 2, "not_comparable": 0, "eligible_candidate_pairs": 144, "individually_audited_records": 5, "confirmed_matches": 0, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 5, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.make_brand", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1458, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 1, "match_candidates": 1419, "mismatch_candidates": 0, "ambiguous": 0, "missing_visible": 39, "missing_schema": 0, "not_comparable": 0, "eligible_candidate_pairs": 1419, "individually_audited_records": 51, "confirmed_matches": 51, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.mileage", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 845, "completeness_evaluable_pages": 1455, "completeness_unknown_pages": 3, "present_proportion_of_evaluable_subjects": 0.5807560137457045, "match_candidates": 334, "mismatch_candidates": 1, "ambiguous": 0, "missing_visible": 482, "missing_schema": 610, "not_comparable": 31, "eligible_candidate_pairs": 335, "individually_audited_records": 24, "confirmed_matches": 23, "confirmed_mismatches": 1, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.mileage_units", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 845, "completeness_evaluable_pages": 1455, "completeness_unknown_pages": 3, "present_proportion_of_evaluable_subjects": 0.5807560137457045, "match_candidates": 335, "mismatch_candidates": 0, "ambiguous": 0, "missing_visible": 510, "missing_schema": 610, "not_comparable": 3, "eligible_candidate_pairs": 335, "individually_audited_records": 23, "confirmed_matches": 23, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.model", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1458, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 1, "match_candidates": 1457, "mismatch_candidates": 0, "ambiguous": 0, "missing_visible": 1, "missing_schema": 0, "not_comparable": 0, "eligible_candidate_pairs": 1457, "individually_audited_records": 53, "confirmed_matches": 53, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.model_year", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1458, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 1, "match_candidates": 1457, "mismatch_candidates": 0, "ambiguous": 0, "missing_visible": 1, "missing_schema": 0, "not_comparable": 0, "eligible_candidate_pairs": 1457, "individually_audited_records": 55, "confirmed_matches": 55, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.price", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1447, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 0.9924554183813443, "match_candidates": 369, "mismatch_candidates": 0, "ambiguous": 1075, "missing_visible": 3, "missing_schema": 11, "not_comparable": 0, "eligible_candidate_pairs": 369, "individually_audited_records": 45, "confirmed_matches": 0, "confirmed_mismatches": 0, "amount_correspondence_only": 45, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.seller", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 978, "completeness_evaluable_pages": 1455, "completeness_unknown_pages": 3, "present_proportion_of_evaluable_subjects": 0.6721649484536083, "match_candidates": 900, "mismatch_candidates": 0, "ambiguous": 6, "missing_visible": 72, "missing_schema": 477, "not_comparable": 3, "eligible_candidate_pairs": 900, "individually_audited_records": 37, "confirmed_matches": 37, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.trim_configuration", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 247, "completeness_evaluable_pages": 1455, "completeness_unknown_pages": 3, "present_proportion_of_evaluable_subjects": 0.1697594501718213, "match_candidates": 143, "mismatch_candidates": 0, "ambiguous": 0, "missing_visible": 104, "missing_schema": 1208, "not_comparable": 3, "eligible_candidate_pairs": 143, "individually_audited_records": 24, "confirmed_matches": 24, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." }, { "field": "vehicle.vin", "analytic_page_opportunities": 1458, "bound_subject_pages": 1458, "explicit_nonempty_schema_pages": 1458, "completeness_evaluable_pages": 1458, "completeness_unknown_pages": 0, "present_proportion_of_evaluable_subjects": 1, "match_candidates": 1440, "mismatch_candidates": 0, "ambiguous": 17, "missing_visible": 1, "missing_schema": 0, "not_comparable": 0, "eligible_candidate_pairs": 1440, "individually_audited_records": 54, "confirmed_matches": 54, "confirmed_mismatches": 0, "amount_correspondence_only": 0, "url_correspondence_only": 0, "regular_schedule_correspondence_only": 0, "note": "Candidate agreement is not a verified accuracy rate; optional absent fields are not errors. Confirmed counts cover only explicitly audited records." } ], "provider_comparisons": [ { "provider": "Provider E", "websites": 5, "comparison_eligible": false, "home_business_pages": 5, "websites_with_vehicle_on_any_vdp": 5, "websites_with_vehicle_on_all_three_vdps": 5, "vehicle_markup_vdps": 15, "total_vdps": 15, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 0, "srps_with_identifiable_vehicle_schema": 0, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Provider A", "websites": 200, "comparison_eligible": true, "home_business_pages": 174, "websites_with_vehicle_on_any_vdp": 200, "websites_with_vehicle_on_all_three_vdps": 200, "vehicle_markup_vdps": 600, "total_vdps": 600, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 1, "srps_with_identifiable_vehicle_schema": 200, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Provider F", "websites": 1, "comparison_eligible": false, "home_business_pages": 1, "websites_with_vehicle_on_any_vdp": 1, "websites_with_vehicle_on_all_three_vdps": 1, "vehicle_markup_vdps": 3, "total_vdps": 3, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 0, "srps_with_identifiable_vehicle_schema": 1, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Provider B", "websites": 149, "comparison_eligible": true, "home_business_pages": 149, "websites_with_vehicle_on_any_vdp": 149, "websites_with_vehicle_on_all_three_vdps": 149, "vehicle_markup_vdps": 447, "total_vdps": 447, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 149, "srps_with_identifiable_vehicle_schema": 149, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Provider G", "websites": 1, "comparison_eligible": false, "home_business_pages": 1, "websites_with_vehicle_on_any_vdp": 1, "websites_with_vehicle_on_all_three_vdps": 1, "vehicle_markup_vdps": 3, "total_vdps": 3, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 1, "srps_with_identifiable_vehicle_schema": 1, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Provider D", "websites": 27, "comparison_eligible": true, "home_business_pages": 27, "websites_with_vehicle_on_any_vdp": 27, "websites_with_vehicle_on_all_three_vdps": 27, "vehicle_markup_vdps": 81, "total_vdps": 81, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 27, "srps_with_identifiable_vehicle_schema": 27, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Provider C", "websites": 36, "comparison_eligible": true, "home_business_pages": 36, "websites_with_vehicle_on_any_vdp": 36, "websites_with_vehicle_on_all_three_vdps": 36, "vehicle_markup_vdps": 108, "total_vdps": 108, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 6, "srps_with_identifiable_vehicle_schema": 36, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." }, { "provider": "Unattributed", "websites": 67, "comparison_eligible": false, "home_business_pages": 67, "websites_with_vehicle_on_any_vdp": 67, "websites_with_vehicle_on_all_three_vdps": 67, "vehicle_markup_vdps": 201, "total_vdps": 201, "mean_site_vdp_vehicle_proportion": 1, "srps_with_nonbreadcrumb_itemlist": 22, "srps_with_identifiable_vehicle_schema": 67, "note": "Supported attribution; associations do not establish platform responsibility. Unknown is not a provider." } ], "rendering": [ { "page_type": "home", "type": "Any Schema.org", "paired_evaluable_pages": 484, "present_in_both": 297, "added_after_rendering": 162, "removed_after_rendering": 0, "absent_in_both": 25, "paired_unknown_pages": 2, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "home", "type": "Vehicle", "paired_evaluable_pages": 484, "present_in_both": 0, "added_after_rendering": 16, "removed_after_rendering": 0, "absent_in_both": 468, "paired_unknown_pages": 2, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "home", "type": "LocalBusiness", "paired_evaluable_pages": 484, "present_in_both": 292, "added_after_rendering": 166, "removed_after_rendering": 0, "absent_in_both": 26, "paired_unknown_pages": 2, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "home", "type": "Offer", "paired_evaluable_pages": 484, "present_in_both": 36, "added_after_rendering": 16, "removed_after_rendering": 0, "absent_in_both": 432, "paired_unknown_pages": 2, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "home", "type": "ItemList", "paired_evaluable_pages": 484, "present_in_both": 20, "added_after_rendering": 6, "removed_after_rendering": 0, "absent_in_both": 458, "paired_unknown_pages": 2, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "srp", "type": "Any Schema.org", "paired_evaluable_pages": 483, "present_in_both": 483, "added_after_rendering": 0, "removed_after_rendering": 0, "absent_in_both": 0, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "srp", "type": "Vehicle", "paired_evaluable_pages": 483, "present_in_both": 288, "added_after_rendering": 32, "removed_after_rendering": 0, "absent_in_both": 163, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "srp", "type": "LocalBusiness", "paired_evaluable_pages": 483, "present_in_both": 483, "added_after_rendering": 0, "removed_after_rendering": 0, "absent_in_both": 0, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "srp", "type": "Offer", "paired_evaluable_pages": 483, "present_in_both": 290, "added_after_rendering": 32, "removed_after_rendering": 0, "absent_in_both": 161, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "srp", "type": "ItemList", "paired_evaluable_pages": 483, "present_in_both": 217, "added_after_rendering": 4, "removed_after_rendering": 0, "absent_in_both": 262, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "vdp", "type": "Any Schema.org", "paired_evaluable_pages": 1455, "present_in_both": 1455, "added_after_rendering": 0, "removed_after_rendering": 0, "absent_in_both": 0, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "vdp", "type": "Vehicle", "paired_evaluable_pages": 1455, "present_in_both": 1455, "added_after_rendering": 0, "removed_after_rendering": 0, "absent_in_both": 0, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "vdp", "type": "LocalBusiness", "paired_evaluable_pages": 1455, "present_in_both": 987, "added_after_rendering": 12, "removed_after_rendering": 0, "absent_in_both": 456, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "vdp", "type": "Offer", "paired_evaluable_pages": 1455, "present_in_both": 1447, "added_after_rendering": 0, "removed_after_rendering": 0, "absent_in_both": 8, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." }, { "page_type": "vdp", "type": "ItemList", "paired_evaluable_pages": 1455, "present_in_both": 156, "added_after_rendering": 3, "removed_after_rendering": 0, "absent_in_both": 1296, "paired_unknown_pages": 3, "note": "Paired declaration presence, not crawler behavior or semantic identity of generated blank nodes." } ], "publication_status": "published", "publication_date": "2026-09-08", "public_url": "https://dealerclaw.dev/insights/dealership-structured-data-study-2026", "publication_scope": "Anonymous aggregate results. Source identities and page records remain private." }