{
  "id": "resume-racial-discrimination-study",
  "name": "Resume Racial Discrimination Study",
  "title": "Resume Racial Discrimination Study",
  "description": "Callback data from 4,870 resumes submitted to job postings in Chicago and Boston, examining racial discrimination where resumes were identical except for stereotypically white or Black first names.",
  "category": "geography",
  "source": "https://github.com/vincentarelbundock/Rdatasets",
  "source_url": "https://github.com/vincentarelbundock/Rdatasets",
  "updated": "2026-04",
  "record_count": 4870,
  "columns": [
    {
      "key": "job_ad_id",
      "label": "Job Ad Id",
      "type": "number"
    },
    {
      "key": "job_city",
      "label": "Job City",
      "type": "string"
    },
    {
      "key": "job_industry",
      "label": "Job Industry",
      "type": "string"
    },
    {
      "key": "job_type",
      "label": "Job Type",
      "type": "string"
    },
    {
      "key": "job_fed_contractor",
      "label": "Job Fed Contractor",
      "type": "number"
    },
    {
      "key": "job_equal_opp_employer",
      "label": "Job Equal Opp Employer",
      "type": "number"
    },
    {
      "key": "job_ownership",
      "label": "Job Ownership",
      "type": "string"
    },
    {
      "key": "job_req_any",
      "label": "Job Req Any",
      "type": "number"
    },
    {
      "key": "job_req_communication",
      "label": "Job Req Communication",
      "type": "number"
    },
    {
      "key": "job_req_education",
      "label": "Job Req Education",
      "type": "number"
    },
    {
      "key": "job_req_min_experience",
      "label": "Job Req Min Experience",
      "type": "number"
    },
    {
      "key": "job_req_computer",
      "label": "Job Req Computer",
      "type": "number"
    },
    {
      "key": "job_req_organization",
      "label": "Job Req Organization",
      "type": "number"
    },
    {
      "key": "job_req_school",
      "label": "Job Req School",
      "type": "string"
    },
    {
      "key": "received_callback",
      "label": "Received Callback",
      "type": "number"
    },
    {
      "key": "firstname",
      "label": "Firstname",
      "type": "string"
    },
    {
      "key": "race",
      "label": "Race",
      "type": "string"
    },
    {
      "key": "gender",
      "label": "Gender",
      "type": "string"
    },
    {
      "key": "years_college",
      "label": "Years College",
      "type": "number"
    },
    {
      "key": "college_degree",
      "label": "College Degree",
      "type": "number"
    },
    {
      "key": "honors",
      "label": "Honors",
      "type": "number"
    },
    {
      "key": "worked_during_school",
      "label": "Worked During School",
      "type": "number"
    },
    {
      "key": "years_experience",
      "label": "Years Experience",
      "type": "number"
    },
    {
      "key": "computer_skills",
      "label": "Computer Skills",
      "type": "number"
    },
    {
      "key": "special_skills",
      "label": "Special Skills",
      "type": "number"
    },
    {
      "key": "volunteer",
      "label": "Volunteer",
      "type": "number"
    },
    {
      "key": "military",
      "label": "Military",
      "type": "number"
    },
    {
      "key": "employment_holes",
      "label": "Employment Holes",
      "type": "number"
    },
    {
      "key": "has_email_address",
      "label": "Has Email Address",
      "type": "number"
    },
    {
      "key": "resume_quality",
      "label": "Resume Quality",
      "type": "string"
    }
  ],
  "rows": [
    {
      "job_ad_id": "384",
      "job_city": "Chicago",
      "job_industry": "manufacturing",
      "job_type": "supervisor",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "5",
      "job_req_computer": "1",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Allison",
      "race": "white",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "6",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "1",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "384",
      "job_city": "Chicago",
      "job_industry": "manufacturing",
      "job_type": "supervisor",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "5",
      "job_req_computer": "1",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Kristen",
      "race": "white",
      "gender": "f",
      "years_college": "3",
      "college_degree": "0",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "6",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "1",
      "military": "1",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "384",
      "job_city": "Chicago",
      "job_industry": "manufacturing",
      "job_type": "supervisor",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "5",
      "job_req_computer": "1",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Lakisha",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "6",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "384",
      "job_city": "Chicago",
      "job_industry": "manufacturing",
      "job_type": "supervisor",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "5",
      "job_req_computer": "1",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Latonya",
      "race": "black",
      "gender": "f",
      "years_college": "3",
      "college_degree": "0",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "6",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "1",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "385",
      "job_city": "Chicago",
      "job_industry": "other_service",
      "job_type": "secretary",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "nonprofit",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "some",
      "job_req_computer": "1",
      "job_req_organization": "1",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Carrie",
      "race": "white",
      "gender": "f",
      "years_college": "3",
      "college_degree": "0",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "22",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "386",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "private",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Jay",
      "race": "white",
      "gender": "m",
      "years_college": "4",
      "college_degree": "1",
      "honors": "1",
      "worked_during_school": "0",
      "years_experience": "6",
      "computer_skills": "0",
      "special_skills": "1",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "386",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "private",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Jill",
      "race": "white",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "5",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "385",
      "job_city": "Chicago",
      "job_industry": "other_service",
      "job_type": "secretary",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "nonprofit",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "some",
      "job_req_computer": "1",
      "job_req_organization": "1",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Kenya",
      "race": "black",
      "gender": "f",
      "years_college": "3",
      "college_degree": "0",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "21",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "1",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "386",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "private",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Latonya",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "3",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "386",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "private",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Tyrone",
      "race": "black",
      "gender": "m",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "6",
      "computer_skills": "0",
      "special_skills": "1",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "387",
      "job_city": "Chicago",
      "job_industry": "other_service",
      "job_type": "secretary",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "nonprofit",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "some",
      "job_req_computer": "1",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Aisha",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "8",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "1",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "387",
      "job_city": "Chicago",
      "job_industry": "other_service",
      "job_type": "secretary",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "nonprofit",
      "job_req_any": "1",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "some",
      "job_req_computer": "1",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Allison",
      "race": "white",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "8",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "388",
      "job_city": "Chicago",
      "job_industry": "business_and_personal_service",
      "job_type": "secretary",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "private",
      "job_req_any": "1",
      "job_req_communication": "1",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "1",
      "job_req_organization": "1",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Aisha",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "4",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "1",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "388",
      "job_city": "Chicago",
      "job_industry": "business_and_personal_service",
      "job_type": "secretary",
      "job_fed_contractor": "0",
      "job_equal_opp_employer": "1",
      "job_ownership": "private",
      "job_req_any": "1",
      "job_req_communication": "1",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "1",
      "job_req_organization": "1",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Carrie",
      "race": "white",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "4",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "389",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Aisha",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "5",
      "computer_skills": "0",
      "special_skills": "1",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "389",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Geoffrey",
      "race": "white",
      "gender": "m",
      "years_college": "1",
      "college_degree": "0",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "4",
      "computer_skills": "1",
      "special_skills": "1",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
      "job_ad_id": "389",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Matthew",
      "race": "white",
      "gender": "m",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "5",
      "computer_skills": "0",
      "special_skills": "0",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "389",
      "job_city": "Chicago",
      "job_industry": "wholesale_and_retail_trade",
      "job_type": "sales_rep",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "1",
      "job_ownership": "unknown",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Tamika",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "6",
      "computer_skills": "0",
      "special_skills": "1",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "0",
      "resume_quality": "low"
    },
    {
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      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Jay",
      "race": "white",
      "gender": "m",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "8",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "1",
      "military": "0",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "382",
      "job_city": "Boston",
      "job_industry": "other_service",
      "job_type": "manager",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "0",
      "job_ownership": "unknown",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Latonya",
      "race": "black",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "1",
      "years_experience": "2",
      "computer_skills": "1",
      "special_skills": "0",
      "volunteer": "1",
      "military": "1",
      "employment_holes": "0",
      "has_email_address": "1",
      "resume_quality": "high"
    },
    {
      "job_ad_id": "382",
      "job_city": "Boston",
      "job_industry": "other_service",
      "job_type": "manager",
      "job_fed_contractor": "",
      "job_equal_opp_employer": "0",
      "job_ownership": "unknown",
      "job_req_any": "0",
      "job_req_communication": "0",
      "job_req_education": "0",
      "job_req_min_experience": "",
      "job_req_computer": "0",
      "job_req_organization": "0",
      "job_req_school": "none_listed",
      "received_callback": "0",
      "firstname": "Laurie",
      "race": "white",
      "gender": "f",
      "years_college": "4",
      "college_degree": "1",
      "honors": "0",
      "worked_during_school": "0",
      "years_experience": "7",
      "computer_skills": "0",
      "special_skills": "0",
      "volunteer": "0",
      "military": "0",
      "employment_holes": "1",
      "has_email_address": "0",
      "resume_quality": "low"
    }
  ],
  "meta": {
    "title": "Resume Racial Discrimination Study - Free Download",
    "description": "Callback data from 4,870 resumes submitted to job postings in Chicago and Boston, examining racial discrimination where resumes were identical except for stereotypically white or Black first names. Contains 4870 records. Download in Excel, CSV, PDF formats.",
    "seo_title": "Resume Racial Discrimination Study | ListBase",
    "seo_description": "Download Resume Racial Discrimination Study — 4870 records. Available in Excel, CSV, PDF formats.",
    "key_takeaways": [
      "Contains 4870 records / 30 fields",
      "Available for free download in Excel, CSV, and PDF formats",
      "Data sourced from: https://github.com/vincentarelbundock/Rdatasets"
    ]
  }
}