{ "last_updated": "18 June 2026", "versions": { "scoring_model": "0.3.0", "data_schema": "0.3.0", "source_policy": "0.3.0", "methodology": "0.3.0" }, "methodology": { "note": "Automated public-record score. It is not an endorsement, voting recommendation or claim about private intent.", "question": "How visible is this MP's public record of constituency work, parliamentary work, delivery and public value, adjusted for evidence confidence, role peer position and visible alignment with constituency context?", "weights": { "Constituency Work": "30%", "Parliamentary Work": "30%", "Delivery Track": "25%", "Public Value": "15%" }, "diagnostics_note": "Evidence quality, source diversity, media dependency and MP self-claim dependency are used as a mild confidence adjustment, not as standalone public metrics.", "sources_used": [ "UK Parliament Members API", "UK Parliament member focus, voting, EDM and registered-interests endpoints", "UK Parliament Written Questions API", "UK Parliament Oral Questions API best-effort connector", "Commons Votes API", "Committees API best-effort connector", "Bills API best-effort connector", "IPSA public cost source discovery", "Member contribution summary / Hansard-like signal", "MP website/contact discovery", "GDELT media and outcome discovery" ], "scoring_rule": "Scores are generated from available public records. Evidence confidence can reduce but never boost the base score. Need alignment is relevance context only. Role peer percentile is a modest normalisation so MPs are compared with broadly similar Commons roles." }, "mps": [ { "photo_url": "https://members-api.parliament.uk/api/Members/5326/Thumbnail", "name": "Edward Morello", "constituency": "West Dorset", "party": "Liberal Democrat", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C++", "score": 53.71, "variables": { "Constituency Work": 66.0, "Parliamentary Work": 64.0, "Delivery Track": 18.0, "Public Value": 45.5 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Constituency Work. Weakest visible metric: Delivery Track.", "source_url": "https://members.parliament.uk/member/5326/contact", "raw": { "member_id": 5326, "registered_interests_count": 1, "edms_count": 283, "focus_items_count": 0, "votes_count": 0, "written_questions_count": 65, "local_questions_count": 35, "manual_source_records_count": 54, "written_questions_total": 65, "written_questions_local": 35, "written_questions_by_department": { "Department for Environment, Food and Rural Affairs": 27, "Department for Education": 6, "Department for Energy Security and Net Zero": 6, "Department for Business and Trade": 5, "Department for Science, Innovation and Technology": 5, "Department for Culture, Media and Sport": 4, "Department for Work and Pensions": 3, "Foreign, Commonwealth and Development Office": 3, "Treasury": 3, "Department of Health and Social Care": 2, "Ministry of Justice": 1 }, "oral_questions_total": 0, "oral_questions_local": 0, "commons_votes_total": 0, "edms_signed": 283, "bill_sponsor_count": 0, "bill_backer_count": 0, "committee_memberships_count": 0, "committee_inquiries_count": 0, "committee_publications_count": 0, "registered_interests_total": 1, "registered_interests_categories": {}, "speech_count": 0, "local_speech_mentions": 0, "total_office_spend": null, "staffing_spend": null, "travel_costs": null, "accommodation_costs": null, "cost_context_available": false, "official_source_records_count": 54, "parliament_source_records_count": 54, "media_source_records_count": 0, "mp_website_records_count": 0, "promise_records_count": 0, "action_records_count": 54, "follow_up_records_count": 0, "verified_outcome_records_count": 0, "public_value_records_count": 0, "evidence_strength_average": 80.0, "source_diversity_count": 1, "data_completeness_score": 70.0, "media_dependency_ratio": 0.0, "mp_self_claim_ratio": 0.0, "score_model_version": "0.3.0", "data_schema_version": "0.3.0", "source_policy_version": "0.3.0", "methodology_version": "0.3.0", "base_public_score": 50.33, "evidence_confidence_multiplier": 0.96, "confidence_adjusted_score": 48.32, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "constituency_need_categories": [], "mp_activity_categories": [ "education", "employment_income", "flooding_environment", "health", "housing", "planning_development", "transport" ], "category_alignment_count": 0, "category_alignment_ratio": 0.0, "pre_peer_score": 48.57, "confidence_label": "Moderate confidence", "calculation_notes": [ "Base score uses the four visible public metrics and published weights.", "Evidence confidence can reduce but never boost the public score.", "Local conditions outside an MP's control are not directly scored.", "Need alignment only tests whether visible public activity matches visible public context.", "Role peer percentile compares MPs with broadly similar Commons roles.", "Source diversity is thin, so uncertainty is higher.", "No verified official outcome record has been detected yet.", "The final score has been mildly adjusted down for evidence uncertainty." ], "role_peer_group": "Minister", "role_peer_percentile": 100.0, "rank_within_role_peer_group": 1, "role_peer_group_size": 348, "role_adjusted_score": 53.71, "final_score": 53.71 }, "base_public_score": 50.33, "confidence_adjusted_score": 48.32, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "confidence_label": "Moderate confidence", "score_model_version": "0.3.0", "role_peer_group": "Minister", "role_peer_percentile": 100.0, "rank_within_role_peer_group": 1, "role_peer_group_size": 348, "final_score": 53.71, "rank": 1 }, { "photo_url": "https://members-api.parliament.uk/api/Members/5072/Thumbnail", "name": "Mr Andrew Snowden", "constituency": "Fylde", "party": "Conservative", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C", "score": 52.13, "variables": { "Constituency Work": 66.0, "Parliamentary Work": 58.0, "Delivery Track": 18.0, "Public Value": 43.4 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Constituency Work. Weakest visible metric: Delivery Track.", "source_url": "https://members.parliament.uk/member/5072/contact", "raw": { "member_id": 5072, "registered_interests_count": 2, "edms_count": 12, "focus_items_count": 0, "votes_count": 0, "written_questions_count": 202, "local_questions_count": 19, "manual_source_records_count": 172, "written_questions_total": 202, "written_questions_local": 19, "written_questions_by_department": { "Department of Health and Social Care": 46, "Ministry of Housing, Communities and Local Government": 27, "Home Office": 18, "Department for Business and Trade": 12, "Department for Education": 12, "Department for Environment, Food and Rural Affairs": 12, "Department for Culture, Media and Sport": 10, "Ministry of Justice": 10, "Treasury": 10, "Department for Transport": 7, "Ministry of Defence": 7, "Department for Energy Security and Net Zero": 6, "Department for Science, Innovation and Technology": 6, "Department for Work and Pensions": 5, "House of Commons Commission": 5, "Cabinet Office": 4, "Foreign, Commonwealth and Development Office": 3, "Attorney General": 1, "Restoration and Renewal Client Board": 1 }, "oral_questions_total": 0, "oral_questions_local": 0, "commons_votes_total": 0, "edms_signed": 12, "bill_sponsor_count": 0, "bill_backer_count": 0, "committee_memberships_count": 0, "committee_inquiries_count": 0, "committee_publications_count": 0, "registered_interests_total": 2, "registered_interests_categories": {}, "speech_count": 0, "local_speech_mentions": 0, "total_office_spend": null, "staffing_spend": null, "travel_costs": null, "accommodation_costs": null, "cost_context_available": false, "official_source_records_count": 172, "parliament_source_records_count": 172, "media_source_records_count": 0, "mp_website_records_count": 0, "promise_records_count": 0, "action_records_count": 172, "follow_up_records_count": 0, "verified_outcome_records_count": 0, "public_value_records_count": 0, "evidence_strength_average": 80.0, "source_diversity_count": 1, "data_completeness_score": 70.0, "media_dependency_ratio": 0.0, "mp_self_claim_ratio": 0.0, "score_model_version": "0.3.0", "data_schema_version": "0.3.0", "source_policy_version": "0.3.0", "methodology_version": "0.3.0", "base_public_score": 48.21, "evidence_confidence_multiplier": 0.96, "confidence_adjusted_score": 46.28, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "constituency_need_categories": [], "mp_activity_categories": [ "crime_policing", "education", "employment_income", "flooding_environment", "health", "housing", "planning_development", "transport" ], "category_alignment_count": 0, "category_alignment_ratio": 0.0, "pre_peer_score": 46.84, "confidence_label": "Moderate confidence", "calculation_notes": [ "Base score uses the four visible public metrics and published weights.", "Evidence confidence can reduce but never boost the public score.", "Local conditions outside an MP's control are not directly scored.", "Need alignment only tests whether visible public activity matches visible public context.", "Role peer percentile compares MPs with broadly similar Commons roles.", "Source diversity is thin, so uncertainty is higher.", "No verified official outcome record has been detected yet.", "The final score has been mildly adjusted down for evidence uncertainty." ], "role_peer_group": "Minister", "role_peer_percentile": 99.71, "rank_within_role_peer_group": 2, "role_peer_group_size": 348, "role_adjusted_score": 52.13, "final_score": 52.13 }, "base_public_score": 48.21, "confidence_adjusted_score": 46.28, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "confidence_label": "Moderate confidence", "score_model_version": "0.3.0", "role_peer_group": "Minister", "role_peer_percentile": 99.71, "rank_within_role_peer_group": 2, "role_peer_group_size": 348, "final_score": 52.13, "rank": 2 }, { "photo_url": "https://members-api.parliament.uk/api/Members/5089/Thumbnail", "name": "Ben Obese-Jecty", "constituency": "Huntingdon", "party": "Conservative", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C", "score": 51.7, "variables": { "Constituency Work": 66.0, "Parliamentary Work": 56.5, "Delivery Track": 18.0, "Public Value": 42.88 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Constituency Work. Weakest visible metric: Delivery Track.", "source_url": "https://members.parliament.uk/member/5089/contact", "raw": { "member_id": 5089, "registered_interests_count": 3, "edms_count": 10, "focus_items_count": 0, "votes_count": 0, "written_questions_count": 287, "local_questions_count": 11, "manual_source_records_count": 255, "written_questions_total": 287, "written_questions_local": 11, "written_questions_by_department": { "Ministry of Defence": 168, "Ministry of Justice": 37, "Department for Transport": 15, "Department for Science, Innovation and Technology": 14, "Department for Business and Trade": 10, "Department of Health and Social Care": 8, "Cabinet Office": 6, "Home Office": 6, "Department for Culture, Media and Sport": 4, "Department for Energy Security and Net Zero": 4, "Department for Environment, Food and Rural Affairs": 4, "Treasury": 4, "Foreign, Commonwealth and Development Office": 3, "Ministry of Housing, Communities and Local Government": 3, "Department for Education": 1 }, "oral_questions_total": 0, "oral_questions_local": 0, "commons_votes_total": 0, "edms_signed": 10, "bill_sponsor_count": 0, "bill_backer_count": 0, "committee_memberships_count": 0, "committee_inquiries_count": 0, "committee_publications_count": 0, "registered_interests_total": 3, "registered_interests_categories": {}, "speech_count": 0, "local_speech_mentions": 0, "total_office_spend": null, "staffing_spend": null, "travel_costs": null, "accommodation_costs": null, "cost_context_available": false, "official_source_records_count": 255, "parliament_source_records_count": 255, "media_source_records_count": 0, "mp_website_records_count": 0, "promise_records_count": 0, "action_records_count": 255, "follow_up_records_count": 0, "verified_outcome_records_count": 0, "public_value_records_count": 0, "evidence_strength_average": 80.0, "source_diversity_count": 1, "data_completeness_score": 70.0, "media_dependency_ratio": 0.0, "mp_self_claim_ratio": 0.0, "score_model_version": "0.3.0", "data_schema_version": "0.3.0", "source_policy_version": "0.3.0", "methodology_version": "0.3.0", "base_public_score": 47.68, "evidence_confidence_multiplier": 0.96, "confidence_adjusted_score": 45.77, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "constituency_need_categories": [], "mp_activity_categories": [ "crime_policing", "education", "employment_income", "flooding_environment", "health", "housing", "planning_development", "transport" ], "category_alignment_count": 0, "category_alignment_ratio": 0.0, "pre_peer_score": 46.4, "confidence_label": "Moderate confidence", "calculation_notes": [ "Base score uses the four visible public metrics and published weights.", "Evidence confidence can reduce but never boost the public score.", "Local conditions outside an MP's control are not directly scored.", "Need alignment only tests whether visible public activity matches visible public context.", "Role peer percentile compares MPs with broadly similar Commons roles.", "Source diversity is thin, so uncertainty is higher.", "No verified official outcome record has been detected yet.", "The final score has been mildly adjusted down for evidence uncertainty." ], "role_peer_group": "Minister", "role_peer_percentile": 99.42, "rank_within_role_peer_group": 3, "role_peer_group_size": 348, "role_adjusted_score": 51.7, "final_score": 51.7 }, "base_public_score": 47.68, "confidence_adjusted_score": 45.77, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "confidence_label": "Moderate confidence", "score_model_version": "0.3.0", "role_peer_group": "Minister", "role_peer_percentile": 99.42, "rank_within_role_peer_group": 3, "role_peer_group_size": 348, "final_score": 51.7, "rank": 3 }, { "photo_url": "https://members-api.parliament.uk/api/Members/350/Thumbnail", "name": "Sir John Hayes", "constituency": "South Holland and The Deepings", "party": "Conservative", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C", "score": 50.91, "variables": { "Constituency Work": 51.5, "Parliamentary Work": 68.0, "Delivery Track": 18.0, "Public Value": 41.82 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Parliamentary Work. Weakest visible metric: Delivery Track.", "source_url": "https://members.parliament.uk/member/350/contact", "raw": { "member_id": 350, "registered_interests_count": 3, "edms_count": 490, "focus_items_count": 2, "votes_count": 0, "written_questions_count": 69, "local_questions_count": 5, "manual_source_records_count": 57, "written_questions_total": 69, "written_questions_local": 5, "written_questions_by_department": { "Department for Work and Pensions": 7, "Department for Education": 5, "Department for Environment, Food and Rural Affairs": 5, "Department of Health and Social Care": 5, "Home Office": 5, "Department for Business and Trade": 4, "Department for Science, Innovation and Technology": 4, "Department for Transport": 4, "Ministry of Housing, Communities and Local Government": 4, "Scotland Office": 4, "Treasury": 4, "Foreign, Commonwealth and Development Office": 3, "Ministry of Defence": 3, "Ministry of Justice": 3, "Wales Office": 3, "Attorney General": 2, "Department for Energy Security and Net Zero": 2, "Cabinet Office": 1, "Department for Culture, Media and Sport": 1 }, "oral_questions_total": 0, "oral_questions_local": 0, "commons_votes_total": 0, "edms_signed": 490, "bill_sponsor_count": 0, "bill_backer_count": 0, "committee_memberships_count": 0, "committee_inquiries_count": 0, "committee_publications_count": 0, "registered_interests_total": 3, "registered_interests_categories": {}, "speech_count": 0, "local_speech_mentions": 0, "total_office_spend": null, "staffing_spend": null, "travel_costs": null, "accommodation_costs": null, "cost_context_available": false, "official_source_records_count": 57, "parliament_source_records_count": 57, "media_source_records_count": 0, "mp_website_records_count": 0, "promise_records_count": 0, "action_records_count": 57, "follow_up_records_count": 0, "verified_outcome_records_count": 0, "public_value_records_count": 0, "evidence_strength_average": 80.0, "source_diversity_count": 1, "data_completeness_score": 80.0, "media_dependency_ratio": 0.0, "mp_self_claim_ratio": 0.0, "score_model_version": "0.3.0", "data_schema_version": "0.3.0", "source_policy_version": "0.3.0", "methodology_version": "0.3.0", "base_public_score": 46.62, "evidence_confidence_multiplier": 0.96, "confidence_adjusted_score": 44.76, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "constituency_need_categories": [], "mp_activity_categories": [ "education", "flooding_environment", "health", "housing", "planning_development", "transport" ], "category_alignment_count": 0, "category_alignment_ratio": 0.0, "pre_peer_score": 45.55, "confidence_label": "Moderate confidence", "calculation_notes": [ "Base score uses the four visible public metrics and published weights.", "Evidence confidence can reduce but never boost the public score.", "Local conditions outside an MP's control are not directly scored.", "Need alignment only tests whether visible public activity matches visible public context.", "Role peer percentile compares MPs with broadly similar Commons roles.", "Source diversity is thin, so uncertainty is higher.", "No verified official outcome record has been detected yet.", "The final score has been mildly adjusted down for evidence uncertainty." ], "role_peer_group": "Minister", "role_peer_percentile": 99.14, "rank_within_role_peer_group": 4, "role_peer_group_size": 348, "role_adjusted_score": 50.91, "final_score": 50.91 }, "base_public_score": 46.62, "confidence_adjusted_score": 44.76, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "confidence_label": "Moderate confidence", "score_model_version": "0.3.0", "role_peer_group": "Minister", "role_peer_percentile": 99.14, "rank_within_role_peer_group": 4, "role_peer_group_size": 348, "final_score": 50.91, "rank": 4 }, { "photo_url": "https://members-api.parliament.uk/api/Members/1447/Thumbnail", "name": "Andrew Rosindell", "constituency": "Romford", "party": "Reform UK", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C", "score": 50.88, "variables": { "Constituency Work": 51.5, "Parliamentary Work": 68.0, "Delivery Track": 18.0, "Public Value": 41.82 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Parliamentary Work. Weakest visible metric: Delivery Track.", "source_url": "https://members.parliament.uk/member/1447/contact", "raw": { "member_id": 1447, "registered_interests_count": 3, "edms_count": 3826, "focus_items_count": 2, "votes_count": 0, "written_questions_count": 50, "local_questions_count": 5, "manual_source_records_count": 42, "written_questions_total": 50, "written_questions_local": 5, "written_questions_by_department": { "Ministry of Defence": 13, "Home Office": 10, "Department for Environment, Food and Rural Affairs": 8, "Cabinet Office": 4, "Department for Transport": 4, "Department of Health and Social Care": 3, "Foreign, Commonwealth and Development Office": 2, "Department for Culture, Media and Sport": 1, "Department for Education": 1, "Department for Work and Pensions": 1, "Ministry of Housing, Communities and Local Government": 1, "Northern Ireland Office": 1, "Treasury": 1 }, "oral_questions_total": 0, "oral_questions_local": 0, "commons_votes_total": 0, "edms_signed": 3826, "bill_sponsor_count": 0, "bill_backer_count": 0, "committee_memberships_count": 0, "committee_inquiries_count": 0, "committee_publications_count": 0, "registered_interests_total": 3, "registered_interests_categories": {}, "speech_count": 0, "local_speech_mentions": 0, "total_office_spend": null, "staffing_spend": null, "travel_costs": null, "accommodation_costs": null, "cost_context_available": false, "official_source_records_count": 42, "parliament_source_records_count": 42, "media_source_records_count": 0, "mp_website_records_count": 0, "promise_records_count": 0, "action_records_count": 42, "follow_up_records_count": 0, "verified_outcome_records_count": 0, "public_value_records_count": 0, "evidence_strength_average": 80.0, "source_diversity_count": 1, "data_completeness_score": 80.0, "media_dependency_ratio": 0.0, "mp_self_claim_ratio": 0.0, "score_model_version": "0.3.0", "data_schema_version": "0.3.0", "source_policy_version": "0.3.0", "methodology_version": "0.3.0", "base_public_score": 46.62, "evidence_confidence_multiplier": 0.96, "confidence_adjusted_score": 44.76, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "constituency_need_categories": [], "mp_activity_categories": [ "crime_policing", "education", "flooding_environment", "health", "housing", "planning_development", "transport" ], "category_alignment_count": 0, "category_alignment_ratio": 0.0, "pre_peer_score": 45.55, "confidence_label": "Moderate confidence", "calculation_notes": [ "Base score uses the four visible public metrics and published weights.", "Evidence confidence can reduce but never boost the public score.", "Local conditions outside an MP's control are not directly scored.", "Need alignment only tests whether visible public activity matches visible public context.", "Role peer percentile compares MPs with broadly similar Commons roles.", "Source diversity is thin, so uncertainty is higher.", "No verified official outcome record has been detected yet.", "The final score has been mildly adjusted down for evidence uncertainty." ], "role_peer_group": "Minister", "role_peer_percentile": 98.85, "rank_within_role_peer_group": 5, "role_peer_group_size": 348, "role_adjusted_score": 50.88, "final_score": 50.88 }, "base_public_score": 46.62, "confidence_adjusted_score": 44.76, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "confidence_label": "Moderate confidence", "score_model_version": "0.3.0", "role_peer_group": "Minister", "role_peer_percentile": 98.85, "rank_within_role_peer_group": 5, "role_peer_group_size": 348, "final_score": 50.88, "rank": 5 }, { "photo_url": "https://members-api.parliament.uk/api/Members/4850/Thumbnail", "name": "Gareth Davies", "constituency": "Grantham and Bourne", "party": "Conservative", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C", "score": 49.68, "variables": { "Constituency Work": 66.0, "Parliamentary Work": 49.0, "Delivery Track": 18.0, "Public Value": 40.25 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Constituency Work. Weakest visible metric: Delivery Track.", "source_url": "https://members.parliament.uk/member/4850/contact", "raw": { "member_id": 4850, "registered_interests_count": 4, "edms_count": 0, "focus_items_count": 0, "votes_count": 0, "written_questions_count": 111, "local_questions_count": 20, "manual_source_records_count": 89, "written_questions_total": 111, "written_questions_local": 20, "written_questions_by_department": { "Ministry of Defence": 82, "Treasury": 13, "Department for Business and Trade": 6, "Department of Health and Social Care": 5, "Department for Energy Security and Net Zero": 2, "Department for Environment, Food and Rural Affairs": 1, "Department for Transport": 1, "Department for Work and Pensions": 1 }, "oral_questions_total": 0, "oral_questions_local": 0, "commons_votes_total": 0, "edms_signed": 0, "bill_sponsor_count": 0, "bill_backer_count": 0, "committee_memberships_count": 0, "committee_inquiries_count": 0, "committee_publications_count": 0, "registered_interests_total": 4, "registered_interests_categories": {}, "speech_count": 0, "local_speech_mentions": 0, "total_office_spend": null, "staffing_spend": null, "travel_costs": null, "accommodation_costs": null, "cost_context_available": false, "official_source_records_count": 89, "parliament_source_records_count": 89, "media_source_records_count": 0, "mp_website_records_count": 0, "promise_records_count": 0, "action_records_count": 89, "follow_up_records_count": 0, "verified_outcome_records_count": 0, "public_value_records_count": 0, "evidence_strength_average": 80.0, "source_diversity_count": 1, "data_completeness_score": 60.0, "media_dependency_ratio": 0.0, "mp_self_claim_ratio": 0.0, "score_model_version": "0.3.0", "data_schema_version": "0.3.0", "source_policy_version": "0.3.0", "methodology_version": "0.3.0", "base_public_score": 45.04, "evidence_confidence_multiplier": 0.96, "confidence_adjusted_score": 43.24, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "constituency_need_categories": [], "mp_activity_categories": [ "education", "employment_income", "flooding_environment", "health", "housing", "transport" ], "category_alignment_count": 0, "category_alignment_ratio": 0.0, "pre_peer_score": 44.25, "confidence_label": "Moderate confidence", "calculation_notes": [ "Base score uses the four visible public metrics and published weights.", "Evidence confidence can reduce but never boost the public score.", "Local conditions outside an MP's control are not directly scored.", "Need alignment only tests whether visible public activity matches visible public context.", "Role peer percentile compares MPs with broadly similar Commons roles.", "Source diversity is thin, so uncertainty is higher.", "No verified official outcome record has been detected yet.", "The final score has been mildly adjusted down for evidence uncertainty." ], "role_peer_group": "Minister", "role_peer_percentile": 98.56, "rank_within_role_peer_group": 6, "role_peer_group_size": 348, "role_adjusted_score": 49.68, "final_score": 49.68 }, "base_public_score": 45.04, "confidence_adjusted_score": 43.24, "need_alignment_score": 50.0, "need_alignment_label": "Neutral: no reliable context data", "confidence_label": "Moderate confidence", "score_model_version": "0.3.0", "role_peer_group": "Minister", "role_peer_percentile": 98.56, "rank_within_role_peer_group": 6, "role_peer_group_size": 348, "final_score": 49.68, "rank": 6 }, { "photo_url": "https://members-api.parliament.uk/api/Members/5191/Thumbnail", "name": "Adam Dance", "constituency": "Yeovil", "party": "Liberal Democrat", "role": "Minister", "role_note": "Role detected from public source-record evidence.", "grade": "C", "score": 49.6, "variables": { "Constituency Work": 66.0, "Parliamentary Work": 48.8, "Delivery Track": 18.0, "Public Value": 40.18 }, "legal_flag": "", "verdict": "Public score reflects strongest visible metric: Constituency Work. 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