ESG Classification En

🚀 ESG（环境、社会和治理）分类器

本项目的 ESG 分类器用于对 ESG 报告进行分类，它考虑了环境、社会和治理三个主要方面，为评估公司在这些领域的表现提供了结构化的框架。

🚀 快速开始

本 ESG 分类器可用于对各类 ESG 相关文本进行分类，帮助评估公司在环境、社会和治理方面的表现。

✨ 主要特性

• 多层次分类体系：分类器的标签系统具有细致的层次结构，涵盖三个粒度级别。顶层为环境、社会和治理三个广泛类别；第二层细分为 16 个不同类别；第三层则进一步细化为 119 个类别。
• 多指标评估：使用 F1 分数、准确率、精确率和召回率等指标进行评估。

📚 详细文档

ESG 类别

我们考虑了 ESG 报告中常见的主要 ESG 类别，这些类别代表了评估公司绩效和实践的主要主题领域，为评估和报告公司在环境、社会和治理实践方面的各种影响提供了结构化框架。

1. 环境

1.1 气候变化减缓

• 碳足迹：environment_climate_change_mitigation_carbon_footprint
• 循环经济：environment_climate_change_mitigation_circular_economy
• 循环供应链：environment_climate_change_mitigation_circular_supply_chains
• 能源消耗强度：environment_climate_change_mitigation_energy_consumption_intensity
• 温室气体排放：environment_climate_change_mitigation_greenhouse_gas_emissions
• 热浪缓解：environment_climate_change_mitigation_heatwave_mitigation
• 产品和服务创新：environment_climate_change_mitigation_product_and_service_innovation
• 可再生能源使用：environment_climate_change_mitigation_renewable_energy_usage
• 供应链影响：environment_climate_change_mitigation_supply_chain_impact
• 化石燃料的使用和生产：environment_climate_change_mitigation_use_and_production_of_fossil_fuels
• 水消耗强度：environment_climate_change_mitigation_water_consumption_intensity

1.2 气候变化适应

• 倡导和政策参与：environment_climate_change_adaptation_advocacy_and_policy_engagement
• 气候风险管理：environment_climate_change_adaptation_climate_risk_management
• 海岸侵蚀预防：environment_climate_change_adaptation_coastal_erosion_prevention
• 干旱准备：environment_climate_change_adaptation_drought_preparedness
• 防洪措施：environment_climate_change_adaptation_flood_defenses
• 基础设施适应：environment_climate_change_adaptation_infrastructure_adaptation
• 韧性建设：environment_climate_change_adaptation_resilience_building
• 水资源管理：environment_climate_change_adaptation_water_resource_management

1.3 污染

• 空气和土壤污染：environment_pollution_air_and_soil_pollution
• 累积影响：environment_pollution_cumulative_impacts
• 无机污染物排放：environment_pollution_emissions_of_inorganic_pollutants
• 空气污染物排放：environment_pollution_emissions_of_air_pollutants
• 水污染物排放：environment_pollution_emissions_of_water_pollutants
• 噪音、光、振动和热：environment_pollution_noise_light_vibration_and_heat
• 害虫管理：environment_pollution_pest_management
• 危险废物产生：environment_pollution_production_of_hazardous_waste
• 水污染：environment_pollution_water_pollution

1.4 生物多样性和生态系统

• 生物多样性和生态系统管理：environment_biodiversity_and_ecosystems_ecosystem_management
• 外来入侵物种：environment_biodiversity_and_ecosystems_invasive_alien_species
• 海洋生态系统保护：environment_biodiversity_and_ecosystems_marine_ecosystem_conservation

1.5 资源管理

• 化学品管理：environment_resource_management_chemical_management
• 负责任的材料采购：environment_resource_management_responsible_sourcing_of_materials
• 负责任的水资源采购：environment_resource_management_responsible_sourcing_of_water
• 可持续农业：environment_resource_management_sustainable_agriculture
• 废物管理：environment_resource_management_waste_management
• 水资源效率：environment_resource_management_water_efficiency

1.6 土地利用和景观

• 土地利用：environment_land_use_and_landscape_land_use
• 与景观相关的选址、项目选址和设计：environment_land_use_and_landscape_location_project_siting_and_design_in_relation_to_landscape
• 土壤修复：environment_land_use_and_landscape_soil_restoration

2. 社会

2.1 人权

• 人权承诺：social_human_rights_human_rights_commitment
• 人权投诉和侵犯：social_human_rights_human_rights_complaints_and_violations
• 人权影响评估：social_human_rights_human_rights_impact_assessments
• 供应链中的人权：social_human_rights_human_rights_in_supply_chains
• 少数民族和原住民：social_human_rights_minorities_and_indigenous_people
• 结社和集体谈判权：social_human_rights_rights_to_association_and_collective_bargaining

2.2 劳工权利和工作条件

• 反腐败措施：social_labor_rights_and_working_conditions_anti-corruption_measures
• 歧视：social_labor_rights_and_working_conditions_discrimination
• 多样性和包容性：social_labor_rights_and_working_conditions_diversity_and_inclusion
• 员工申诉机制：social_labor_rights_and_working_conditions_employee_grievance_mechanism
• 平等薪酬：social_labor_rights_and_working_conditions_equal_remuneration
• 平等代表权：social_labor_rights_and_working_conditions_equal_representation
• 公平劳动实践：social_labor_rights_and_working_conditions_fair_labor_practices
• 公平工资和员工文件获取：social_labor_rights_and_working_conditions_fair_wages_and_access_to_employee_documentation
• 强迫劳动和童工：social_labor_rights_and_working_conditions_forced_labor_and_child_labor
• 供应链中的劳动标准：social_labor_rights_and_working_conditions_labor_standards_in_the_supply_chain
• 工会关系：social_labor_rights_and_working_conditions_labor_union_relations
• 职业健康与安全：social_labor_rights_and_working_conditions_occupational_health_and_safety
• 裁员：social_labor_rights_and_working_conditions_retrenchment
• 价值链中的工人：social_labor_rights_and_working_conditions_workers_in_value_chain
• 供应链中的工作条件：social_labor_rights_and_working_conditions_working_conditions_in_the_supply_chain
• 工作时间和休假：social_labor_rights_and_working_conditions_working_hours_and_leave

2.3 社区保护

• 受影响社区：social_community_protection_affected_communities
• 社区参与和慈善事业：social_community_protection_community_engagement_and_philanthropy
• 文化遗产：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
• 公共健康和安全风险管理：social_community_protection_management_of_public_health_and_safety_risks
• 物理可达性：social_community_protection_physical_accessibility
• 减贫：social_community_protection_poverty_reduction
• 重新安置：social_community_protection_resettlement
• 运营的社会许可：social_community_protection_social_license_to_operate

2.4 客户关注和社区参与

• 客户保护和产品责任：social_customer_focus_and_community_involvement_customer_protection_and_product_responsibility
• 客户关系：social_customer_focus_and_community_involvement_customer_relations
• 客户服务和支持：social_customer_focus_and_community_involvement_customer_service_and_support
• 营销和广告伦理：social_customer_focus_and_community_involvement_marketing_and_advertising_ethics
• 基本基础设施服务提供：social_customer_focus_and_community_involvement_provision_of_basic_infrastructure_services
• 用户可承受性：social_customer_focus_and_community_involvement_user_affordability

2.5 社会经济发展

• 金融服务获取：social_socioeconomic_development_access_to_finance
• 医疗保健和基本服务获取：social_socioeconomic_development_access_to_healthcare_and_basic_services
• 直接就业和培训：social_socioeconomic_development_direct_employment_and_training
• 就业政策：social_socioeconomic_development_employment_policy
• 人力资本开发和培训：social_socioeconomic_development_human_capital_development_and_training
• 社会经济发展：social_socioeconomic_development_socioeconomic_development

2.6 供应链

• 有争议的采购：social_supply_chain_controversial_sourcing
• 供应商审计和监测：social_supply_chain_supplier_audits_and_monitoring
• 供应商参与：social_supply_chain_supplier_engagement
• 供应链多样性和包容性：social_supply_chain_supply_chain_diversity_and_inclusion

3. 治理

3.1 管理和监督

• 审计和内部控制：governance_management_and_oversight_audit_and_internal_controls
• 董事会多样性和独立性：governance_management_and_oversight_board_diversity_and_independence
• 董事会监督：governance_management_and_oversight_board_oversight
• 董事会质量和诚信：governance_management_and_oversight_board_quality_and_integrity
• 合规和道德计划：governance_management_and_oversight_compliance_and_ethics_programs
• 公司治理政策：governance_management_and_oversight_corporate_governance_policies
• 道德商业实践：governance_management_and_oversight_ethical_business_practices
• 高管薪酬：governance_management_and_oversight_executive_compensation
• 财务可持续性：governance_management_and_oversight_financial_sustainability
• 治理监督：governance_management_and_oversight_governance_oversight
• 基础设施连接和整合：governance_management_and_oversight_infrastructure_connectivity_and_integration
• 组织结构和管理：governance_management_and_oversight_organizational_structure_and_management
• 项目团队能力：governance_management_and_oversight_project_team_competency
• 信息公开披露：governance_management_and_oversight_public_disclosure
• 结果导向：governance_management_and_oversight_results_orientation
• 风险管理：governance_management_and_oversight_risk_management

3.2 可持续性和韧性管理

• 应急响应准备：governance_sustainability_and_resilience_management_emergency_response_preparedness
• 参与和参与度：governance_sustainability_and_resilience_management_engagement_and_participation
• 环境和社会管理系统：governance_sustainability_and_resilience_management_environmental_and_social_management_systems
• 生命周期方法：governance_sustainability_and_resilience_management_life_cycle_approach
• 既有负债：governance_sustainability_and_resilience_management_pre-existing_liabilities
• 韧性规划：governance_sustainability_and_resilience_management_resilience_planning
• 利益相关者识别和参与规划：governance_sustainability_and_resilience_management_stakeholder_identification_and_engagement_planning
• 供应链：governance_sustainability_and_resilience_management_supply_chain

3.3 利益相关者参与

• 公众投诉和客户反馈管理：governance_stakeholder_engagement_public_grievance_and_customer_feedback_management
• 股东权利：governance_stakeholder_engagement_shareholder_rights
• 治理中的利益相关者参与：governance_stakeholder_engagement_stakeholder_engagement_in_governance

3.4 反腐败和透明度

• 反贿赂和腐败管理系统：governance_anti-corruption_and_transparency_anti-bribery_and_corruption_management_system
• 网络安全和数据隐私：governance_anti-corruption_and_transparency_cybersecurity_and_data_privacy
• 公平竞争：governance_anti-corruption_and_transparency_fair_competition
• 税收和捐赠的财务透明度：governance_anti-corruption_and_transparency_financial_transparency_on_taxes_and_donations
• 政治捐款和游说：governance_anti-corruption_and_transparency_political_contributions_and_lobbying

🔧 技术细节

评估指标

使用 F1 分数、准确率、精确率和召回率等指标对分类器进行评估，以下是部分类别的评估结果：

                                                                                                        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

引用说明

如果您使用本 ESG 分类器，请按照以下格式进行引用：

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

📄 许可证

本项目采用 MIT 许可证。