ESG Classification En

🚀 ESG（環境、社會和治理）分類器

本項目的 ESG 分類器用於對 ESG 報告進行分類，它考慮了環境、社會和治理三個主要方面，為評估公司在這些領域的表現提供了結構化的框架。

🚀 快速開始

本 ESG 分類器可用於對各類 ESG 相關文本進行分類，幫助評估公司在環境、社會和治理方面的表現。

✨ 主要特性

• 多層次分類體系：分類器的標籤系統具有細緻的層次結構，涵蓋三個粒度級別。頂層為環境、社會和治理三個廣泛類別；第二層細分為 16 個不同類別；第三層則進一步細化為 119 個類別。
• 多指標評估：使用 F1 分數、準確率、精確率和召回率等指標進行評估。

📚 詳細文檔

ESG 類別

我們考慮了 ESG 報告中常見的主要 ESG 類別，這些類別代表了評估公司績效和實踐的主要主題領域，為評估和報告公司在環境、社會和治理實踐方面的各種影響提供了結構化框架。

1. 環境

1.1 氣候變化減緩

• 碳足跡：environment_climate_change_mitigation_carbon_footprint
• 循環經濟：environment_climate_change_mitigation_circular_economy
• 循環供應鏈：environment_climate_change_mitigation_circular_supply_chains
• 能源消耗強度：environment_climate_change_mitigation_energy_consumption_intensity
• 溫室氣體排放：environment_climate_change_mitigation_greenhouse_gas_emissions
• 熱浪緩解：environment_climate_change_mitigation_heatwave_mitigation
• 產品和服務創新：environment_climate_change_mitigation_product_and_service_innovation
• 可再生能源使用：environment_climate_change_mitigation_renewable_energy_usage
• 供應鏈影響：environment_climate_change_mitigation_supply_chain_impact
• 化石燃料的使用和生產：environment_climate_change_mitigation_use_and_production_of_fossil_fuels
• 水消耗強度：environment_climate_change_mitigation_water_consumption_intensity

1.2 氣候變化適應

• 倡導和政策參與：environment_climate_change_adaptation_advocacy_and_policy_engagement
• 氣候風險管理：environment_climate_change_adaptation_climate_risk_management
• 海岸侵蝕預防：environment_climate_change_adaptation_coastal_erosion_prevention
• 乾旱準備：environment_climate_change_adaptation_drought_preparedness
• 防洪措施：environment_climate_change_adaptation_flood_defenses
• 基礎設施適應：environment_climate_change_adaptation_infrastructure_adaptation
• 韌性建設：environment_climate_change_adaptation_resilience_building
• 水資源管理：environment_climate_change_adaptation_water_resource_management

1.3 汙染

• 空氣和土壤汙染：environment_pollution_air_and_soil_pollution
• 累積影響：environment_pollution_cumulative_impacts
• 無機汙染物排放：environment_pollution_emissions_of_inorganic_pollutants
• 空氣汙染物排放：environment_pollution_emissions_of_air_pollutants
• 水汙染物排放：environment_pollution_emissions_of_water_pollutants
• 噪音、光、振動和熱：environment_pollution_noise_light_vibration_and_heat
• 害蟲管理：environment_pollution_pest_management
• 危險廢物產生：environment_pollution_production_of_hazardous_waste
• 水汙染：environment_pollution_water_pollution

1.4 生物多樣性和生態系統

• 生物多樣性和生態系統管理：environment_biodiversity_and_ecosystems_ecosystem_management
• 外來入侵物種：environment_biodiversity_and_ecosystems_invasive_alien_species
• 海洋生態系統保護：environment_biodiversity_and_ecosystems_marine_ecosystem_conservation

1.5 資源管理

• 化學品管理：environment_resource_management_chemical_management
• 負責任的材料採購：environment_resource_management_responsible_sourcing_of_materials
• 負責任的水資源採購：environment_resource_management_responsible_sourcing_of_water
• 可持續農業：environment_resource_management_sustainable_agriculture
• 廢物管理：environment_resource_management_waste_management
• 水資源效率：environment_resource_management_water_efficiency

1.6 土地利用和景觀

• 土地利用：environment_land_use_and_landscape_land_use
• 與景觀相關的選址、項目選址和設計：environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape
• 土壤修復：environment_land_use_and_landscape_soil_restoration

2. 社會

2.1 人權

• 人權承諾：social_human_rights_human_rights_commitment
• 人權投訴和侵犯：social_human_rights_human_rights_complaints_and_violations
• 人權影響評估：social_human_rights_human_rights_impact_assessments
• 供應鏈中的人權：social_human_rights_human_rights_in_supply_chains
• 少數民族和原住民：social_human_rights_minorities_and_indigenous_people
• 結社和集體談判權：social_human_rights_rights_to_association_and_collective_bargaining

2.2 勞工權利和工作條件

• 反腐敗措施：social_labor_rights_and_working_conditions_anti-corruption_measures
• 歧視：social_labor_rights_and_working_conditions_discrimination
• 多樣性和包容性：social_labor_rights_and_working_conditions_diversity_and_inclusion
• 員工申訴機制：social_labor_rights_and_working_conditions_employee_grievance_mechanism
• 平等薪酬：social_labor_rights_and_working_conditions_equal_remuneration
• 平等代表權：social_labor_rights_and_working_conditions_equal_representation
• 公平勞動實踐：social_labor_rights_and_working_conditions_fair_labor_practices
• 公平工資和員工文件獲取：social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation
• 強迫勞動和童工：social_labor_rights_and_working_conditions_forced_labor_and_child_labor
• 供應鏈中的勞動標準：social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain
• 工會關係：social_labor_rights_and_working_conditions_labor_union_relations
• 職業健康與安全：social_labor_rights_and_working_conditions_occupational_health_and_safety
• 裁員：social_labor_rights_and_working_conditions_retrenchment
• 價值鏈中的工人：social_labor_rights_and_working_conditions_workers_in_value_chain
• 供應鏈中的工作條件：social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain
• 工作時間和休假：social_labor_rights_and_working_conditions_working_hours_and_leave

2.3 社區保護

• 受影響社區：social_community_protection_affected_communities
• 社區參與和慈善事業：social_community_protection_community_engagement_and_philanthropy
• 文化遺產：social_community_protection_cultural_heritage
• 公共健康和安全福利提供：social_community_protection_delivery_of_public_health_and_safety_benefits
• 公共健康和安全風險管理：social_community_protection_management_of_public_health_and_safety_risks
• 物理可達性：social_community_protection_physical_accessibility
• 減貧：social_community_protection_poverty_reduction
• 重新安置：social_community_protection_resettlement
• 運營的社會許可：social_community_protection_social_license_to_operate

2.4 客戶關注和社區參與

• 客戶保護和產品責任：social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility
• 客戶關係：social_customer_focus_and_community_involvement_customer_relations
• 客戶服務和支持：social_customer_focus_and_community_involvement_customer_service_and_support
• 營銷和廣告倫理：social_customer_focus_and_community_involvement_marketing_and_advertising_ethics
• 基本基礎設施服務提供：social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services
• 用戶可承受性：social_customer_focus_and_community_involvement_user_affordability

2.5 社會經濟發展

• 金融服務獲取：social_socioeconomic_development_access_to_finance
• 醫療保健和基本服務獲取：social_socioeconomic_development_access_to_healthcare_and_basic_services
• 直接就業和培訓：social_socioeconomic_development_direct_employment_and_training
• 就業政策：social_socioeconomic_development_employment_policy
• 人力資本開發和培訓：social_socioeconomic_development_human_capital_development_and_training
• 社會經濟發展：social_socioeconomic_development_socioeconomic_development

2.6 供應鏈

• 有爭議的採購：social_supply_chain_controversial_sourcing
• 供應商審計和監測：social_supply_chain_supplier_audits_and_monitoring
• 供應商參與：social_supply_chain_supplier_engagement
• 供應鏈多樣性和包容性：social_supply_chain_supply_chain_diversity_and_inclusion

3. 治理

3.1 管理和監督

• 審計和內部控制：governance_management_and_oversight_audit_and_internal_controls
• 董事會多樣性和獨立性：governance_management_and_oversight_board_diversity_and_independence
• 董事會監督：governance_management_and_oversight_board_oversight
• 董事會質量和誠信：governance_management_and_oversight_board_quality_and_integrity
• 合規和道德計劃：governance_management_and_oversight_compliance_and_ethics_programs
• 公司治理政策：governance_management_and_oversight_corporate_governance_policies
• 道德商業實踐：governance_management_and_oversight_ethical_business_practices
• 高管薪酬：governance_management_and_oversight_executive_compensation
• 財務可持續性：governance_management_and_oversight_financial_sustainability
• 治理監督：governance_management_and_oversight_governance_oversight
• 基礎設施連接和整合：governance_management_and_oversight_infrastructure_connectivity_and_integration
• 組織結構和管理：governance_management_and_oversight_organizational_structure_and_management
• 項目團隊能力：governance_management_and_oversight_project_team_competency
• 信息公開披露：governance_management_and_oversight_public_disclosure
• 結果導向：governance_management_and_oversight_results_orientation
• 風險管理：governance_management_and_oversight_risk_management

3.2 可持續性和韌性管理

• 應急響應準備：governance_sustainability_and_resilience_management_emergency_response_preparedness
• 參與和參與度：governance_sustainability_and_resilience_management_engagement_and_participation
• 環境和社會管理系統：governance_sustainability_and_resilience_management_environmental_and_social_management_systems
• 生命週期方法：governance_sustainability_and_resilience_management_life_cycle_approach
• 既有負債：governance_sustainability_and_resilience_management_pre-existing_liabilities
• 韌性規劃：governance_sustainability_and_resilience_management_resilience_planning
• 利益相關者識別和參與規劃：governance_sustainability_and_resilience_management_stakeholder_identification_and_engagement_planning
• 供應鏈：governance_sustainability_and_resilience_management_supply_chain

3.3 利益相關者參與

• 公眾投訴和客戶反饋管理：governance_stakeholder_engagement_public_grievance_and_customer_feedback_management
• 股東權利：governance_stakeholder_engagement_shareholder_rights
• 治理中的利益相關者參與：governance_stakeholder_engagement_stakeholder_engagement_in_governance

3.4 反腐敗和透明度

• 反賄賂和腐敗管理系統：governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system
• 網絡安全和數據隱私：governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy
• 公平競爭：governance_anti-corruption_and_transparency_fair_competition
• 稅收和捐贈的財務透明度：governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations
• 政治捐款和遊說：governance_anti-corruption_and_transparency_political_contributions_and_lobbying

🔧 技術細節

評估指標

使用 F1 分數、準確率、精確率和召回率等指標對分類器進行評估，以下是部分類別的評估結果：

                                                                                                        precision    recall  f1-score   support

            social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services       0.84      0.92      0.88       150
                                          environment_climate_change_mitigation_renewable_energy_usage       0.77      0.73      0.75       150
                        social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain       0.79      0.80      0.80       100
                                    environment_climate_change_mitigation_energy_consumption_intensity       0.78      0.80      0.79       150
                          social_customer_focus_and_community_involvement_customer_service_and_support       0.86      0.86      0.86       150
                                                           social_human_rights_human_rights_commitment       0.82      0.71      0.76       150
                               governance_sustainability_and_resilience_management_resilience_planning       0.78      0.76      0.77       150
                                         social_labor_rights_and_working_conditions_equal_remuneration       0.84      0.86      0.85       150
                                     social_community_protection_community_engagement_and_philanthropy       0.79      0.81      0.80       150
                                       social_labor_rights_and_working_conditions_equal_representation       0.84      0.91      0.87       150
                               governance_sustainability_and_resilience_management_life_cycle_approach       0.87      0.92      0.90       150
                                         environment_resource_management_responsible_sourcing_of_water       0.86      0.91      0.88       140
                                    social_labor_rights_and_working_conditions_working_hours_and_leave       0.72      0.72      0.72       150
             governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system       0.87      0.77      0.82       150
                                        environment_climate_change_mitigation_greenhouse_gas_emissions       0.72      0.83      0.77       150
                                                   environment_land_use_and_landscape_soil_restoration       0.72      0.70      0.71        30
                                       governance_management_and_oversight_audit_and_internal_controls       0.89      0.95      0.92       150
                                     environment_climate_change_mitigation_water_consumption_intensity       0.81      0.83      0.82       150
                                            social_socioeconomic_development_socioeconomic_development       0.65      0.60      0.63       150
                                                     social_human_rights_human_rights_in_supply_chains       0.69      0.77      0.73       150
                                                    social_supply_chain_supplier_audits_and_monitoring       0.80      0.85      0.82       125
                             social_labor_rights_and_working_conditions_occupational_health_and_safety       0.88      0.86      0.87       150
                                                    social_socioeconomic_development_employment_policy       0.70      0.92      0.79        25
                      governance_anti-corruption_and_transparency_political_contributions_and_lobbying       0.80      0.76      0.78        70
                                             environment_climate_change_mitigation_supply_chain_impact       0.73      0.82      0.77       150
                     social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain       0.75      0.87      0.81       150
                                                environment_climate_change_mitigation_carbon_footprint       0.81      0.75      0.78       150
                                                               social_supply_chain_supplier_engagement       0.90      0.90      0.90       100
                                              governance_management_and_oversight_governance_oversight       0.88      0.91      0.90       150
                                      environment_climate_change_adaptation_coastal_erosion_prevention       0.90      0.88      0.89        65
                                                  environment_climate_change_adaptation_flood_defenses       0.73      0.62      0.67       150
                                                environment_climate_change_mitigation_circular_economy       0.92      1.00      0.96       150
                                                          environment_pollution_air_and_soil_pollution       0.65      0.57      0.60       150
                   governance_sustainability_and_resilience_management_emergency_response_preparedness       0.82      0.81      0.81       150
                           governance_management_and_oversight_organizational_structure_and_management       0.87      0.86      0.87       150
                                               environment_resource_management_sustainable_agriculture       0.89      0.89      0.89       150
                                               governance_management_and_oversight_results_orientation       0.91      0.94      0.92       150
                                     environment_resource_management_responsible_sourcing_of_materials       0.84      0.89      0.86       150
                                                 social_community_protection_social_license_to_operate       0.86      0.79      0.82       150
                             social_community_protection_delivery_of_public_health_and_safety_benefits       0.90      0.87      0.88       150
                                     social_labor_rights_and_working_conditions_workers_in_value_chain       0.82      0.87      0.85       150
                                           governance_management_and_oversight_project_team_competency       0.89      0.92      0.91        90
        social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility       0.86      0.80      0.83       150
                                                  environment_pollution_noise_light_vibration_and_heat       0.86      0.95      0.90       150
                                      governance_sustainability_and_resilience_management_supply_chain       0.67      0.33      0.44         6
                                                   social_human_rights_human_rights_impact_assessments       0.80      0.73      0.77       150
                               social_labor_rights_and_working_conditions_forced_labor_and_child_labor       0.83      0.86      0.85       150
                                   social_labor_rights_and_working_conditions_anti-corruption_measures       0.81      0.85      0.83       150
            social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation       0.80      0.91      0.85       150
                                                     environment_pollution_emissions_of_air_pollutants       0.93      0.86      0.90        80
                                       social_socioeconomic_development_direct_employment_and_training       0.91      0.92      0.92       100
                              social_community_protection_management_of_public_health_and_safety_risks       0.86      0.87      0.86       130
                              environment_climate_change_mitigation_use_and_production_of_fossil_fuels       0.90      0.93      0.92       150
                                    social_customer_focus_and_community_involvement_customer_relations       0.81      0.89      0.85       150
                                            social_human_rights_human_rights_complaints_and_violations       0.80      0.90      0.85       150
                                               social_labor_rights_and_working_conditions_retrenchment       0.76      0.77      0.76       150
                       governance_management_and_oversight_infrastructure_connectivity_and_integration       0.82      0.60      0.69        15
                                            governance_management_and_oversight_executive_compensation       0.75      0.78      0.77       150
                                             social_labor_rights_and_working_conditions_discrimination       0.83      0.89      0.86       150
                                                    social_community_protection_physical_accessibility       0.95      0.84      0.89        70
                                       social_labor_rights_and_working_conditions_fair_labor_practices       0.79      0.89      0.83       150
                                  governance_management_and_oversight_board_diversity_and_independence       0.77      0.91      0.83       100
                                                              social_community_protection_resettlement       0.74      0.84      0.79       100
                                                         social_community_protection_poverty_reduction       0.73      0.77      0.75       150
             governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations       0.76      0.66      0.71       100
                                                              environment_pollution_cumulative_impacts       0.81      0.72      0.76       145
                              social_socioeconomic_development_access_to_healthcare_and_basic_services       0.87      0.83      0.85       150
                                                      environment_resource_management_water_efficiency       0.77      0.97      0.86       100
                                                           environment_land_use_and_landscape_land_use       0.93      0.92      0.92       100
                                      social_labor_rights_and_working_conditions_labor_union_relations       0.84      0.95      0.89       110
                            governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy       0.72      0.42      0.53        50
                                                      environment_resource_management_waste_management       0.00      0.00      0.00         2
                                          governance_management_and_oversight_financial_sustainability       0.81      0.85      0.83       150
                                    social_labor_rights_and_working_conditions_diversity_and_inclusion       0.74      0.70      0.72       100
                                              social_supply_chain_supply_chain_diversity_and_inclusion       0.76      0.55      0.64       150
                                                   environment_pollution_production_of_hazardous_waste       0.91      0.87      0.89       120
                                         environment_climate_change_adaptation_climate_risk_management       0.94      0.85      0.89       322
       governance_sustainability_and_resilience_management_environmental_and_social_management_systems       0.81      0.72      0.76        40
                                                 governance_management_and_oversight_public_disclosure       0.62      0.67      0.65        15
                                  environment_climate_change_adaptation_advocacy_and_policy_engagement       0.92      0.95      0.94       100
                      governance_sustainability_and_resilience_management_engagement_and_participation       0.81      0.86      0.83       120
                          governance_sustainability_and_resilience_management_pre-existing_liabilities       0.81      0.91      0.86       150
                                             environment_climate_change_adaptation_resilience_building       0.89      0.84      0.87       150
                                                   governance_management_and_oversight_risk_management       0.87      0.75      0.80        60
                               social_socioeconomic_development_human_capital_development_and_training       0.80      0.71      0.75       100
                                                   governance_management_and_oversight_board_oversight       0.74      0.77      0.75       150
                   governance_stakeholder_engagement_public_grievance_and_customer_feedback_management       0.86      0.93      0.89       150
                                    governance_management_and_oversight_compliance_and_ethics_programs       0.85      0.81      0.83       150
                                             environment_climate_change_mitigation_heatwave_mitigation       0.85      0.79      0.82       100
                                       governance_management_and_oversight_board_quality_and_integrity       0.87      0.91      0.89       150
                                  environment_climate_change_mitigation_product_and_service_innovation       0.79      0.83      0.81       120
                                        governance_management_and_oversight_ethical_business_practices       0.70      0.83      0.76       150
                                                            social_supply_chain_controversial_sourcing       0.71      0.82      0.76       100
                                            environment_climate_change_adaptation_drought_preparedness       0.00      0.00      0.00         5
                                                   environment_resource_management_chemical_management       0.88      0.78      0.83       100
                               social_labor_rights_and_working_conditions_employee_grievance_mechanism       0.80      0.85      0.83       150
                                                                 environment_pollution_water_pollution       0.87      0.85      0.86        80
                                                      social_community_protection_affected_communities       0.73      0.50      0.59        22
    governance_sustainability_and_resilience_management_stakeholder_identification_engagement_planning       0.81      0.57      0.67        60
                                       environment_climate_change_adaptation_water_resource_management       0.71      0.75      0.73        20
                                    social_customer_focus_and_community_involvement_user_affordability       0.86      0.63      0.73        70
                                                    social_socioeconomic_development_access_to_finance       0.79      0.54      0.64        70
                                          governance_anti-corruption_and_transparency_fair_competition       0.71      0.71      0.71        75
                                governance_stakeholder_engagement_stakeholder_engagement_in_governance       0.77      0.68      0.72        40
                      social_customer_focus_and_community_involvement_marketing_and_advertising_ethics       1.00      0.20      0.33        20
                                                  social_human_rights_minorities_and_indigenous_people       0.96      0.78      0.86        60
                                               environment_pollution_emissions_of_inorganic_pollutants       0.96      0.87      0.91       120
                                                         social_community_protection_cultural_heritage       0.88      0.93      0.90        60
                                 environment_biodiversity_and_ecosystems_marine_ecosystem_conservation       0.84      0.90      0.87       150
                                   social_human_rights_rights_to_association_and_collective_bargaining       0.89      0.99      0.94       100
                                     governance_management_and_oversight_corporate_governance_policies       0.75      0.82      0.78        50
                                                  governance_stakeholder_engagement_shareholder_rights       0.88      0.89      0.89       100
                                          environment_biodiversity_and_ecosystems_ecosystem_management       0.82      0.84      0.83       100
        environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape       0.00      0.00      0.00         2
                                          environment_climate_change_mitigation_circular_supply_chains       1.00      0.80      0.89         5
                                                                 environment_pollution_pest_management       0.56      0.40      0.47        25
                                        environment_biodiversity_and_ecosystems_invasive_alien_species       0.81      0.44      0.57        50
                                       environment_climate_change_adaptation_infrastructure_adaptation       0.89      0.40      0.55        60
                                                   environment_pollution_emissions_of_water_pollutants       0.81      0.68      0.74        50

                                                                                              accuracy                           0.82     13444
                                                                                             macro avg       0.80      0.77      0.78     13444
                                                                                          weighted avg       0.82      0.82      0.82     13444

引用說明

如果您使用本 ESG 分類器，請按照以下格式進行引用：

@article{lastiesgclassifier,
    title={LASTI ESG Classifier},
    author={Mohamed Hatmi, Benjamin Labbé},
    year={2024},
    url = {https://huggingface.co/cea-list-lasti/ESG-classification-en }
}

📄 許可證

本項目採用 MIT 許可證。