Baselight

B Corporations Impact Data

Social and environmental impact data of Certified B Corporations worldwide

@kaggle.thedevastator_b_corporation_impact_data

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About this Dataset

B Corporations Impact Data


B Corporation Impact Data

Social and environmental impact data of Certified B Corporations worldwide

By B Lab [source]


About this dataset

The Certified B Corporations Impact Data dataset provides valuable information on the social and environmental impact of certified B Corporations worldwide. B Corps are businesses that meet high standards of verified performance, accountability, and transparency in areas such as employee benefits, charitable giving, supply chain practices, and input materials. This certification signifies a commitment to an inclusive, equitable, and regenerative economy.

The dataset includes data from over 5,000 certified B Corps located across various industries around the world. It offers insights into the impact these companies have on society and the environment. The data is derived from the comprehensive B Impact Assessment which measures a company's entire social and environmental performance.

This dataset is a valuable resource for analyzing and understanding how B Corps contribute to positive change in business practices. Whether you're interested in researching sustainability efforts or evaluating companies' societal contributions, this dataset provides detailed information on various impact topics such as governance practices, community engagement, employee well-being, energy efficiency, waste management initiatives, diversity initiatives among others.

By examining this data set researchers will be able to explore each individual Impact Area's subtopics known as Impact Topics and identify patterns or trends within specific industries or geographical regions.

It is important to note that changes have been made to this version of the dataset based on user feedback. For instance decertified companies have been added to allow continued research on companies that were once certified but are no longer active participants in the program.

To facilitate analysis using this dataset effectively it may be helpful for analysts/researchers/scholars/individuals explore a sample B Impact Report provided by bcorporation.net/certification as well familiarize themselves with our hierarchy per question structure starting with questions falling under an respective impact area section eventually specifics can classify those questions into more granular impact topics. Please note that while we provide scores for all Certified B Corps within these Impact Topics/areas unfortunately access to company-specific answers for each question is not disclosed.

In conclusion, this dataset serves as a valuable resource for understanding the impact of B Corps on society and the environment. It enables researchers, analysts, and individuals interested in sustainable business practices to explore and analyze the performance of certified B Corporations across various impact areas and topics

How to use the dataset

How to Use This Dataset:

  • Understand Certified B Corporations: Familiarize yourself with the concept of Certified B Corporations and their mission. Visit the B Corporation website to learn more about what it means to be a certified B Corp.

  • Explore Data Columns: Review the available data columns in the dataset provided. Each column contains specific information related to impact areas, topics, and individual questions.

  • Analyze Impact Areas: Impact areas represent broad categories that encompass various impact topics. Begin by examining the different impact areas in order to gain an overview of the diverse areas in which B Corps have demonstrated their social and environmental performance.

  • Review Impact Topics: Dive deeper into each impact area by exploring the associated impact topics within them. These topics provide detailed insights into specific aspects of a company's operations, such as employee benefits, supply chain practices, environmental stewardship, community engagement, governance practices, etc.

  • Evaluate Scores: The dataset includes scores for each certified B Corp within each impact topic and area but does not provide individual company answers or responses. Assess these scores carefully as they reflect how well organizations are performing in different dimensions of their social and environmental responsibilities.

  • Identify Trends & Patterns: Utilize data visualization techniques or statistical analysis methods to identify trends or patterns across companies within specific industries or geographic regions based on their scores for different impact areas/topics.

  • Compare Companies: Compare selected companies' scores with others that operate within similar sectors or regions; this can help identify industry leaders or highlight potential outliers based on their social and environmental performance.

8Assess Certification Status:** The current_status column indicates whether a company is currently certified as a B Corp or has been de-certified. Differentiate between certified and de-certified companies if you wish to analyze changes over time.

9Support Research on Decertification: : Use the dataset's inclusion of decertified companies to conduct research on why certain organizations have undergone de-certification, such as changes in business practices, performance decline, or other factors contributing to their status change.

10Data Source Attribution: If referencing or citing this dataset for any analysis or research, remember to include the proper citation information provided in the description.

11Additional Resources:

Research Ideas

  • Comparative Analysis: This dataset can be used to compare the social and environmental impact of different certified B Corporations worldwide. Researchers and analysts can explore the data to identify patterns, trends, and best practices across industries or regions.
  • Performance Evaluation: The dataset provides a comprehensive overview of various impact areas and topics that B Corporations are evaluated on. It can be used by companies to assess their own performance in comparison to other certified B Corps, identify areas for improvement, and set goals for achieving higher standards.
  • Research and Advocacy: Researchers interested in sustainable business practices, corporate social responsibility, or impact investing can utilize this dataset to study the effectiveness of the B Corp Certification in driving positive change. The data can also support advocacy efforts by providing evidence of the impact that certified B Corporations are making in creating a more inclusive and regenerative economy

Acknowledgements

If you use this dataset in your research, please credit the original authors.
Data Source

License

License: Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)

  • You are free to:
    • Share - copy and redistribute the material in any medium or format for any purpose, even commercially.
    • Adapt - remix, transform, and build upon the material for any purpose, even commercially.
  • You must:
    • Give appropriate credit - Provide a link to the license, and indicate if changes were made.
    • ShareAlike - You must distribute your contributions under the same license as the original.

Columns

Acknowledgements

If you use this dataset in your research, please credit the original authors.
If you use this dataset in your research, please credit B Lab.

Tables

B Corp Impact Data

@kaggle.thedevastator_b_corporation_impact_data.b_corp_impact_data
  • 5.65 MB
  • 13694 rows
  • 135 columns
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CREATE TABLE b_corp_impact_data (
  "index" BIGINT,
  "company_id" VARCHAR,
  "company_name" VARCHAR,
  "date_first_certified" TIMESTAMP,
  "date_certified" VARCHAR,
  "current_status" VARCHAR,
  "description" VARCHAR,
  "industry" VARCHAR,
  "industry_category" VARCHAR,
  "products_and_services" VARCHAR,
  "country" VARCHAR,
  "state" VARCHAR,
  "city" VARCHAR,
  "sector" VARCHAR,
  "size" VARCHAR,
  "b_corp_profile" VARCHAR,
  "website" VARCHAR,
  "assessment_year" BIGINT,
  "overall_score" DOUBLE,
  "impact_area_community" DOUBLE,
  "impact_area_customers" DOUBLE,
  "impact_area_environment" DOUBLE,
  "impact_area_governance" DOUBLE,
  "impact_area_workers" DOUBLE,
  "impact_area_community_na_score" DOUBLE,
  "impact_area_customers_na_score" DOUBLE,
  "impact_area_environment_na_score" DOUBLE,
  "impact_area_governance_na_score" DOUBLE,
  "impact_area_workers_na_score" DOUBLE,
  "ia_community_it_civic_engagement_giving" DOUBLE,
  "ia_community_it_designed_for_charitable_giving" DOUBLE,
  "ia_community_it_designed_to_give" DOUBLE,
  "ia_community_it_diversity_equity_inclusion" DOUBLE,
  "ia_community_it_diversity_inclusion" DOUBLE,
  "ia_community_it_economic_impact" DOUBLE,
  "ia_community_it_job_creation" DOUBLE,
  "ia_community_it_local_economic_development" DOUBLE,
  "ia_community_it_local_involvement" DOUBLE,
  "ia_community_it_microdistribution_poverty_alleviation" DOUBLE,
  "ia_community_it_microfranchise_poverty_alleviation" DOUBLE,
  "ia_community_it_national_economic_development" DOUBLE,
  "ia_community_it_producer_cooperative" DOUBLE,
  "ia_community_it_suppliers_distributors" DOUBLE,
  "ia_community_it_suppliers_distributors_product" DOUBLE,
  "ia_community_it_supply_chain_management" DOUBLE,
  "ia_community_it_supply_chain_poverty_alleviation" DOUBLE,
  "ia_customers_it_arts_media_culture" DOUBLE,
  "ia_customers_it_basic_services_for_the_underserved" DOUBLE,
  "ia_customers_it_business_model_and_engagement" DOUBLE,
  "ia_customers_it_capacity_building" DOUBLE,
  "ia_customers_it_current_fund" DOUBLE,
  "ia_customers_it_customer_stewardship" DOUBLE,
  "ia_customers_it_economic_empowerment_for_the_underserved" DOUBLE,
  "ia_customers_it_education" DOUBLE,
  "ia_customers_it_educational_models_and_engagement" DOUBLE,
  "ia_customers_it_educational_outcomes" DOUBLE,
  "ia_customers_it_fund_governance" DOUBLE,
  "ia_customers_it_health" DOUBLE,
  "ia_customers_it_health_outcomes" DOUBLE,
  "ia_customers_it_health_wellness_improvement" DOUBLE,
  "ia_customers_it_impact_improvement" DOUBLE,
  "ia_customers_it_improved_impact" DOUBLE,
  "ia_customers_it_infrastructure_market_access" DOUBLE,
  "ia_customers_it_infrastructure_market_access_building" DOUBLE,
  "ia_customers_it_investment_criteria" DOUBLE,
  "ia_customers_it_leadership_outreach" DOUBLE,
  "ia_customers_it_marketing_recruiting_and_transparency" DOUBLE,
  "ia_customers_it_mission_aligned_exit" DOUBLE,
  "ia_customers_it_mission_lock" DOUBLE,
  "ia_customers_it_past_performance" DOUBLE,
  "ia_customers_it_portfolio_management" DOUBLE,
  "ia_customers_it_portfolio_reporting" DOUBLE,
  "ia_customers_it_positive_impact" DOUBLE,
  "ia_customers_it_privacy_and_consumer_protection" DOUBLE,
  "ia_customers_it_quality_and_continuous_improvement" DOUBLE,
  "ia_customers_it_serving_in_need_populations" DOUBLE,
  "ia_customers_it_serving_underserved_populations" DOUBLE,
  "ia_customers_it_serving_underserved_populations_direct" DOUBLE,
  "ia_customers_it_student_experience" DOUBLE,
  "ia_customers_it_student_outcomes" DOUBLE,
  "ia_customers_it_support_for_underserved_purpose_driven_8082ad36" DOUBLE,
  "ia_customers_it_targeted_for_investment" DOUBLE,
  "ia_environment_it_air_climate" DOUBLE,
  "ia_environment_it_certification" DOUBLE,
  "ia_environment_it_community" DOUBLE,
  "ia_environment_it_construction_practices" DOUBLE,
  "ia_environment_it_designed_to_conserve_agriculture_process" DOUBLE,
  "ia_environment_it_designed_to_conserve_manufacturing_process" DOUBLE,
  "ia_environment_it_designed_to_conserve_wholesale_process" DOUBLE,
  "ia_environment_it_energy_water_efficiency" DOUBLE,
  "ia_environment_it_environment_products_services_introduction" DOUBLE,
  "ia_environment_it_environmental_education_information" DOUBLE,
  "ia_environment_it_environmental_management" DOUBLE,
  "ia_environment_it_environmentally_innovative_agricultu_5afa7cf1" DOUBLE,
  "ia_environment_it_environmentally_innovative_manufactu_b7e50001" DOUBLE,
  "ia_environment_it_environmentally_innovative_wholesale_process" DOUBLE,
  "ia_environment_it_green_investing" DOUBLE,
  "ia_environment_it_green_lending" DOUBLE,
  "ia_environment_it_inputs" DOUBLE,
  "ia_environment_it_land_life" DOUBLE
);

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