## Rows: 208
## Columns: 39
## $ Year                         <int> 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2024, 2024, 2024, 2024, 2024, 2024, 2024, 2024, 2024, 2024
## $ Officer                      <chr> "Agusta, Nadine", "Allbritton, Terry", "Allen, Cinthya", "Anaya, Ann", "Arrington, Indhira", "Banks-Moore, Allison", "Barbee, Ovell", "Barker Lee, Kim", "Battle, Johne", "Bennett, Tammy", "III Bennett, Nathanial ", "Bernard, Teedra", "Berry, Iesha", "Bigalke, Tina", "Boakye, Marvin", "Bowers, Tina", "Brand, Dalana", "Brandon, Latisha", "Bretz, Angela", "Broussillon Matschinga, George-Axelle", "Brown, Erika", "Carey-Butler, Sylvia", "Carpenter, Rosalyn", "Carter, Karen", "Cheng, James", "Chopra, Jyoti", "Costa, Dona", "Cubia, Carlos", "Dancy, Desiree", "Dennis, Donald", "Dismond, TIm", "Dolberry Thompson, Michelle", "Dorsey, Donna", "Drane, LaDavia", "Due, Johnita", "Dunn, Traci", "Durham, Nicole", "Edwards, Kevin", "Edwards O'Neal, Erica", "Francisco, Paul", "Frazier-Bohnert, Dawn", "Freeman, Lloyd", "Gardner, Heide", "Garner, Michael", "Glancy, Lani", "Gonzalez, Andres", "Granville, Millette", "Grimes, Deborah", "Hailey, Susan", "Hanson, Ash", "Hardie Langston, Crystal", "Hardy, Amelia", "Harris, Toi", "Highsmith, Quita", "Hinton, Wade", "Holston, Yendelela", "Hurd, Bridget", "Jacobs, Ingrid", "Jean-Louis, Ramcess", "Jenkins, Audra", "Johnson, Kitara", "Johnson, Michelle", "Jones, Josetta", "Jourdan, Lee", "Jurecka, Shannon", "Kinsey, Armond", "Koranteng, Priscilla", "Lee, Glynis", "Lessears, Andre", "Little, Fernando", "Lockett, Bob", "Michael Lopez", "Loving, Cecilia", "Lynn Johnson, Keyra", "Machicote, Joseph", "Marino, Alberto", "Barnes Marshall, Nicole", "Mason Hall, Gerri", "Mathies, Kenneth", "Matthews, Joseph", "Matthews, Michael", "Mayes, Jonathan", "Mcdaniel, Diane", "Mcdonald, Tiffanie", "Miller, Reggie", "Mitchell, Mecca", "Mitchell, Nicole", "Morrison, Elizabeth", "Muenster, Silke", "Oloruntola-Coates, Yemisi", "Page, James", "Parker, Melonie", "Pauling, Corie", "Pillai, Smita", "Puchek, Kristen", "Qadeer, Uzair", "Reddy, Lata", "Reeves, Ronald", "Robinson, Craig", "Robinson, Shunda", "Roman, Matilde", "Saba-Hasan, Ben", "Scott, Trina", "Sinha Uppal, Pranika", "Smith, Khalil", "Smith, Stephanie", "Smith,  Trisch", "Stanley, Tamiko", "Starks, Diana", "Suriel, Pedro", "Sylla-Dixon, Marie", "Tatla, Sandeep", "Taylor, Billy", "Taylor, James", "Terry, Simeon", "Ting, Tracy", "Tipton Connors, Sharawn", "Trimble, Adrienne", "III Vann, Edgar", "Varghese, Shibu", "WIlliams Keaton, Kimberly", "Williams, Marlin", "Wilson, Dawnita", "Wilson-Scott, Dalila", "Woods, Makiya", "Ayala, Carlos", "Bagal, Guillaume", "Banks, Michelle", "Brockman, Dennis", "Castleberry Singleton, Candi", "Connolly, Renee", "Cooper, Angela", "Crichlow, Rhonda", "Crockett, Roger", "Diaz, monica", "Dismond, Tim", "Domingo, Eloiza", "Dunlap, Cheya", "Edwards, Natalie", "Fitzgerald, Joy", "George Billingsley, Lori", "Gordon, Susan", "Graham, Emily", "Grant-Pickens, Carla", "Green, Allison", "Hall, Gerri", "Hanneman, Amy", "Howard, Toni", "Johnson, Susan", "Jones, Channing", "Jones, Dawn", "Kane Williams, Edna", "Kimbrough, Jessica", "Kindred, Roshan", "Kirkland, Devray", "Lewis, Miriam", "Machicote, Joe", "Mahone-Rightler, Jennifer", "Malloy, Denise", "Martinez, Lisette", "McIntosh, Troy", "Mends, Mia", "Miller, Reginald", "Munoz, Jon", "Nguyen, Virginia", "Orta, Carlos", "Roseboro, Angela", "Sampson, Perika", "Sanders, Keith", "Shetty, Sumita", "Slate, Shari", "Slaton Brown, Lesley", "Stith, Susan", "Stutts, Mary", "Sutton, Lori", "Tandy, Carolyn", "Taylor, Carin", "Terry, Victor", "Thomas, Charlene", "Willis, Reginald", "Young, Lauren", "Yrizarry, Magda", "Brown, Taiwan", "Davenport, Marvin", "Davy, Monica", "Gyjuan Smith, Sonya", "Hopkins, Erika", "Johnson, Sarrah", "Kelly-Drummond, April", "Lopez, Michael", "Mark Brookshire, Talia", "Martinez, Jobi", "Oduwole, Adéola", "Parikh, Chinten", "Ramirez Ryan, Cyndi", "Sullivan Stoudamire, Trudy", "Thomas-Berry, Samantha", "Warren, Celeste", "Beato, Singleton", "Caldwell, Sheila", "Carr, Christopher", "Cole, Tasha", "Frazier, Paul", "Howze, Delphia", "Jalla, Ruchi", "Johnson, Angela", "Johnson, Kimya", "Koo, Sarah"
## $ Gender                       <int> 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1
## $ Race                         <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 99, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 99, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 99, 1, 1, 99, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 99, 1, 1, 1, 1, 1, 1, 1, 99, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1
## $ Title                        <chr> "Chief Diversity, Equity & Inclusion Officer", "Chief Diversity Officer of Office Diversity, Inclusion and Equal Opportunity", "Chief Diversity & Equity Officer", "Chief Diversity Officer", "Managing Director and Global Chief Diversity, Equity and Inclusion Officer", "Chief Diversity Officer", "SVP Human Resources and Chief Diversity Officer", "VP Diversity and Inclusion", "VP Diversity & Inclusion", "Partner/Chief Equity and Inclusion Officer", "SVP, Chief Diversity Officer & Head of Talent Acquisition", "Chief Talent and Diversity Officer", "Chief Inclusion and Diversity Officer", "Global Chief Diversity and Engagement Officer", "Chief People Officer and Chief Diversity Officer", "VP, Chief Diversity & Inclusion Officer", "VP People Experience and Head of Diversity & Inclusion", "e Head of Global Diversity, Equity and Inclusion", "Chief Diversity, Equity and Inclusion Officer", "VP Diversity & Inclusion", "Chief Diversity Officer", "Chief Diversity Officer", "Chief Diversity Officer, Senior Vice President", "Chief Human Resources Officer and Chief Inclusion Officer", "Global Head of Diversity, Equity, and Inclusion", "SVP and Chief People, Inclusion and Sustainability Officer", "SVP Human Resources", "SVP and Global Chief Diversity Officer", "Chief Diversity Officer & VP", "Chief Diversity, Equity and Inclusion Officer and EVP, Learning & Development", "Chief Responsibility Officer", "VP Head of Global Campus and Diversity Recruiting", "SVP & Chief People & Diversity Officer", "Head of Global Inclusion, Diversity & Equity", "SVP and Chief Diversity, Equity & Inclusion Officer", "Chief Human Resources Officer and Head of Diversity, Equity and Inclusion", "VP, Diversity & Inclusion", "Chief Diversity & Inclusion Officer", "SVP Diversity, Equity and Inclusion", "Chief Diversity Officer and Head of Workforce Development Programs", "EVP & Global Diversity, Equity & Inclusion Officer", "Chief Diversity & Inclusion Officer", "SVP Chief Diversity and Inclusion Officer", "Chief Diversity & Inclusion Officer", "VP Talent Development, Diversity and Communications", "VP Chief Diversity Officer", "VP Diversity, Equity, and Inclusion", "SVP Chief Diversity Officer", "VP, Global Talent Acquisition and Equity, Diversity & Inclusion", "Chief Diversity and Sustainability Officer", "Principal, Chief Diversity Officer", "VP Inclusion and Diversity Strategic Initiatives", "Associate Provost, Institutional Diversity, Equity and Inclusion", "VP and Chief Diversity Officer", "Mayoral Candidate", "Chief Diversity and Inclusion Officer", "Chief Diversity Officer and VP Inclusion and Diversity", "Global Head of Diversity and Inclusion", "Global Chief Diversity, Equity & Inclusion Officer", "Chief Diversity & Inclusion Officer", "Chief Diversity Officer", "SVP, People and Talent", "Chief Diversity & Inclusion Officer", "Chief Diversity Officer", "Chief Human Resources Officer", "VP and Chief Diversity Officer", "VP Human Resources, Global Talent Management and Chief Diversity Officer", "VP Inclusion, Community, and HR Technology", "Chief Diversity & Inclusion Officer", "VP and Chief Diversity Officer", "Chief Diversity and Talent Officer", "VP and Chief Diversity Officer", "Chief Diversity and Inclusion Officer", "Chief Global Diversity & Inclusion Officer", "Chief Diversity and Inclusion Officer", "Senior Diversity Officer", "VP Chief Diversity & Inclusion Officer", "SVP Chief Diversity and Inclusion Officer", "AVP Office of Diversity & Inclusion - Chief Diversity Officer", "VP Purchasing and Diversity Officer", "SVP and Chief Diversity & Corporate Responsibility Officer", "SVP Chief Diversity & Inclusion Officer", "VP, Chief Diversity, Equity, & Inclusion Officer", "VP Diversity and Inclusion", "VP Global Chief Diversity, Equity & Inclusion Officer", "SVP Diversity, Inclusion & Community Engagement", "Chief Diversity & Inclusion Officer", "Chief Diversity, Equity & Inclusion Officer", "Chief Diversity Officer", "Chief Diversity & Inclusion Officer", "Global Chief Diversity, Equity, Inclusion and Justice Officer", "Vice President & Chief Diversity Officer", "Chief Inclusion & Diversity Officer and Head of Corporate Social Responsibility", "Chief DE&I officer", "Head of Diversity Equity & Inclusion", "Chief Diversity Officer", "SVP Inclusive Solutions", "Chief Diversity Officer", "EVP and Chief Diversity Officer", "Global VP of Diversity, Equity & Inclusion", "Chief Diversity and Inclusion Officer", "SVP Chief Culture Diversity Equity & Inclusion Officer", "Chief Diversity Officer", "Managing Director, Diversity, Equity, and Inclusion", "VP Inclusion, Diversity, and Engagement", "Senior Vice President", "Global Chief Diversity, Equity & Inclusion Officer", "VP and Chief Diversity Equity & Inclusion Officer", "VP People and Culture", "VP Diversity and Inclusion", "Chief Diversity Officer", "Chief Equity, Diversity and Inclusion Officer", "Global Head of Diversity, Equity & Inclusion", "Chief Diversity, Inclusion, and Talent Management Officer", "Vice President of Diversity Affairs", "SVP & CHRO", "VP Diversity and Inclusion", "VP and Chief Diversity Officer", "VP Diversity and Inclusion", "SVP, People, Culture and Infrastructure", "VP Talent Acquisition and Deveopment and CDO", "VP, Global Diversity and Inclusion", "Vice President, Diversity and Inclusion", "EVP and Chief Diversity Officer, Comcast", "VP Talent & Organization Development", "Chief Diversity Equity and Inclusion Officer", "VP, Diversity & Inclusion", "Chief Diversity & Inclusion Officer", "SVP, Chief Inclusion & Diversity Officer", "VP, Global DEI", "Chief Diversity, Equity & Inclusion Officer and Head of Innovation HR Engagement & Inclusion", "VP, Chief Diversity Officer", "SVP, Chief Diversity Officer", "Former VP and Global Head of Equity, Inclusion & Diversity", "AVP Talent Development, Diversity & Inclusion", "Chief Responsibility Officer", "VP, HR, Chief Inclusive Diversity & Equity Officer", "Chief Inclusion and Diversity Officer", "Chief Diversity Officer", "Chief Diversity, Equity & Inclusion Officer", "Global Chief Diversity, Equity & Inclusion Officer", "Group VP Diversity, Equality and Inclusion and Chief Diversity Officer", "Chief Equity & Impact Officer", "Vice President, Leadership, Development & Inclusion organization, CDIO", "SVP, Chief Diversity Officer", "VP, Global Diversity, Inclusion & Belonging", "VP, Diversity & Inclusion", "Group VP, Diversity Equity & Inclusion", "Chief Diversity, Equity & Inclusion Officer", "Chief Diversity & Social Responsibility Officer", "Chief Diversity and Inclusion Officer, VP of Social Impact", "EVP, Chief Diversity Officer", "Chief Diversity, Equity and Inclusion Officer", "Chief Diversity Officer", "VP, Diversity & Inclusion and Chief Diversity Officer", "Chief Inclusion Officer", "Chief Diversity and Inclusion Officer", "VP, DEI, Corporate Social Responsibility and Wellness Programs", "VP, Diversity & Inclusion", "Executive Vice President and Chief Diversity Officer", "VP and Chief Diversity, Equity and Inclusion Officer", "Global Chief Diversity, Equity & Inclusion Officer and CEO, Impact Ventures", "VP Global Chief Diversity, Equity & Inclusion Officer", "Chief Diversity, Equity & Inclusion Officer", "Director Diversity, Equity &amp; Inclusion", "VP & Chief DE&I Officer", "Chief Diversity Officer", "Global Head of Inclusion and Diversity", "VP, Coworker Services, DEI", "Global Head of Diversity & Inclusion", "Chief Inclusion and Collaboration Officer | SVP, Inclusive Future and Strategy", "VP and Chief Diversity Officer", "VP, Diversity, Inclusion, Civic Affairs and Foundation", "Global Chief Inclusion and Health Equity Officer", "Global Head of Inclusion, Diversity and Culture", "SVP, Chief Inclusion and Diversity Officer", "Chief Diversity Officer", "VP Public Affairs & Chief Diversity Officer", "Chief Diversity, Equity and Inclusion Officer", "Chief Diversity Officer", "VP, Diversity & Inclusion", "Chief Talent and Diversity Officer", "VP, Diversity & Workforce Strategies", "VP & Chief Diversity Officer", "SVP Chief Culture Diversity and Impact Officer", "Chief Diversity Officer", "Corporate VP – Culture, Social Responsibility & DEI", "Chief Diversity & Inclusion Officer and SVP", "VP, Diversity, Equity & Inclusion", "Senior Vice President, Environmental, Social & Governance", "Chief Diversity Officer & Head of People Division", "VP and Chief Diversity Officer", "VP & Chief Diversity & Inclusion Officer", "Senior Director, Global Diversity & Inclusion", "CEO and Chief People & Culture Officer", "Chief Diversity, Equity & Inclusion Officer", "VP Global Talent and Chief Diversity Officer", "VP Global Diversity and COE", "Global EVP, Chief Diversity, Equity and Inclusion Officer", "Vice President for Anti-racism, Diversity, Equity and Inclusion", "Assoc. Dean - Diversity, Outreach, and Inclusive Learning College of Engineering and Computing", "Deputy Executive Director and Chief Diversity Officer", "Assistant Vice President of Institutional Diversity", "Chief Inclusion Officer", "VP Chief Diversity, Equity & Inclusion Officer", "Vice President, Global Diversity & Inclusion", "Chief Diversity Equity & Inclusion Officer", "Chief Visionary Officer and Chief Inclusion, Diversity, Equity, Accessibility, and Sustainability"
## $ Company                      <chr> "Cushman & Wakefield", "United States Military Academy at West Point", "City of Norman", "3M", "Ares", "Horizon Blue Cross Blue Shield of New Jersey", "Spectrum Health", "IGT", "Dollar General", "Dinsmore & Shohl LLP", "Comerica Bank", "Transunion", "Slalom", "PepsiCo", "Papa John's", "Children's Health", "Twitter", "Celanese", "Nationwide", "Sephora", "Goldman Sach's", "Kennesaw State University", "Commonspirit Health", "Dow Chemical Company", "Zimmer Biomet", "MGM Resorts", "Gordan Ramsey North America", "Walgreens", "GLG", "Huntington Bank", "CBRE", "American Express", "Navistar", "Amazon", "WarnerMedia News and Sports", "VillageMD", "Exelon", "bechtel", "New York Road Runners", "State Street", "Liberty Mutual ", "Brookfield Infrastructure Corporation", "IPG", "Metropolitan Transportation Authority", "Autozone", "Froedtert & Medical College of Wisconsin", "2U", "Ochsner Health", "OpenText", "Aramark", "Vanguard", "Best Buy", "Baylor College of Medicine", "Genentech", "Wade Hinton for Mayor", "Kilpatrick Townsend & Stockton LLP", "Blue Cross Blue Shield of Michigan", "JLL", "Verizon Media", "Randstad North America", "Excelsior", "Palomar Holdings", "Chevron", "Chevron", "Celanese", "Atlantic Health System", "Kellogg", "Infor", "UAB Medicine", "Atrium health", "ADP", "Hewlett Packard", "New York City Fire Department", "delta", "premier inc", "Washington Metropolitan Area Transit Authority (Metro)", "L Brand", "IPG", "AAA", "Gentex", "synchrony", "albertsons companies", "community health network", "Cox Enterprises", "McDonalds", "Westchester Medical Center Health Network", "Cedars Sinai", "Levi Strauss & Co.", "Phillip Morris International", "Baystate Health", "The Nature Conservancy", "Google", "TIAA", "Regeneron", "Amazon", "Alexion Pharmaceuticals", "Prudential Financial", "AIG", "NBCUniversal", "GM Financial", "NYC Health + Hospitals", "Walmart", "Rock Ventures", "Greystone", "Akami", "Fifth Third Bank", "Edelman", "Luminis Health System", "Federal Reserve Bank of Cleveland", "Raymond James Financial", "Rayethon", "Fasken", "The Association of Manufacturing Excellence", "UPMC", "Austin Commercial", "Encore Capital Group", "Micron Technology", "Sysco", "TCF Bank", "UT MD Anderson Cancer Center", "McLaren Health Care", "StockX", "JBG SMITH", "Comcast NBCUniversal Foundation", "Ecolab", "NiSorce", "UNFI", "Kohl's", "Starbucks", "Amazon", "Merck KGaA, Darmstadt, Germany", "Mutual of Omaha", "charter communications", "Western Digital", "Royal Caribbean Group", "CBRE", "Allstate", "Honeywell", "National Grid", "UnitedHealth Group", "The Coca-Cola Company", "Ross Stores", "OmnicomGroup", "IBM", "Lincoln Financial Group", "NetApp", "Northwestern Mutual", "Huge", "The Hartford", "CSG", "Intel", "AARP", "United", "PagerDuty", "Cardinal Health", "Principal Financial Group", "premier inc", "Epsilon", "Johnson Controls", "Jefferson Health and Thomas Jefferson University", "IDEX Corporation", "Sodexo", "McDonalds", "Booz Allen Hamilton", "Qurate Retail Group", "Tyson Foods", "Riot Games", "Gilead Sciences", "CDW", "Goodyear", "Cisco", "HP Inc.", "Cigna", "Real Chemistry", "Alcoa Corporation", "Humana, Inc.", "Workday", "State Farm", "UPS", "Ally", "Travelers", "Verizon", "Entergy", "VSP Vision", "Vizient", "American Dental Education Association", "Republic National Distributing Company (RNDC)", "U.S. Renal Care", "Denny's", "Abercrombie & Fitch", "Neighborhood Health Plan of Rhode Island", "Harris Health System", "Ann & Robert H. Lurie Children's Hospital of Chicago", "IQVIA", "Más Talent HR", "Health Catalyst", "Kellogg", "Merck", "McCann Worldgroup", "Southern Illinois University System", "George Mason University", "Democratic Congressional Campaign Committee", "Texas Tech University", "Oak Ridge National Laboratory", "Elevance Health", "Occidental Petroleum Corporation (Oxy)", "Jackson Lewis P.C.", "Project SPICES"
## $ Additional.Responsibilities  <chr> "No", "No", "No", "No", "No", "No", "Yes", "No", "No", "Yes", "Yes", "No", "No", "No", "Yes", "No", "Yes", "No", "No", "No", "No", "No", "No", "Yes", "No", "Yes", "Yes", "No", "No", "Yes", "Yes", "Yes", "Yes", "No", "No", "No", "No", "no", "no", "Yes", "no", "no", "no", "no", "yes", "no", "No", "No", "Yes", "Yes", "No", "No", "No", "No", "Yes", "No", "No", "No", "No", "No", "No", "Yes", "No", "No", "Yes", "No", "Yes", "Yes", "No", "no", "no", "no", "no", "no", "no", "no", "no", "no", "no", "yes", "yes", "no", "no", "no", "no", "yes", "no", "no", "no", "no", "no", "no", "yes", "no", "no", "no", "yes", "no", "no", "no", "no", "no", "no", "no", "yes", "no", "no", "no", "yes", "no", "no", "no", "no", "no", "yes", "yes", "no", "no", "no", "yes", "yes", "no", "no", "yes", "yes", "No", "no", "no", "No", "No", "No", "No", "No", "No", "Yes", "Yes", "No", "No", "No", "No", "No", "No", "No", "No", "No", "No", "No", "No", "No", "No", "Yes", "No", "No", "No", "No", "No", "No", "No", "No", "Yes", "", "Yes", "no", "No", "No", "", "No", "No", "No", "No", "Yes", "No", "Yes", "No", "No", "No", "No", "", "", "no", "No", "", "", "Yes", "No", "Yes", "", "No", "", "Yes", "", "No", "", "No", "", "No", "", "No", "No", "No", "No", "", "", "", "No", "No", "No", "Yes"
## $ PreviousPosition1            <chr> "Americas Head of Diversity & Inclusion at Goldman Sachs", "Supervisory Diversity and Inclusion Program Manager", "Director, Corporate Relations", "Senior Counsel", "Senior Vice President and Head of Targeted Sourcing", "Director of Human Resouces", "Vice President Human Resources and Organizational Development", "general counsel", "Senior Client Partner", "General Counsel & Director, Compliance Services", "1st Vice President, Talent Acquisition", "Director of HR", "SVP of Market and Site HR", "Senior Vice President, Commercial Human Resources", "Vice President Human Resources", "Director of Learning and Development", "Vice President Total Rewards", "Inclusion and Diversity manager", "chief of staff for the property and casualty president", "Director of Diversity & Inclusion", "global head of diversity and inclusion", "Assistant Chancellor", "Chief Diversity Officer", "Chief Inclusion Officer", "Global Director of Inclusion, Diversity and Talent Acquisition", "Senior Vice President of Global Diversity & Inclusion and HR Operations and Transformation", "Vice President Recruiting, Diversity, Equity & Inclusion", "Vice President, Sales and Account Management", "Group Vice President, Talent & Inclusions", "AVP, Learning & Performance Excellence", "Chief Diversity Officer", "Head of Chase Student Strategy, Campus Pipeline Development and Advancing Black Scholars", "Vice President Human Resources – Business Operations", "Chief of Staff", "Chief Diversity Advisor", "Vice president, inclusion, diversity & corporate impact", "Director, human resources", "field engineering manager", "Senior Vice President for Diversity, Equity and Social Responsibility", "Managing Director", "Chief Administrative Officer and Partner", "Chief Diversity Officer", "Senior Vice President", "Senior Director of Business Development", "director of diversity and talent development", "Chief Diversity & Inclusion Officer", "Vice President of Talent, Diversity & Inclusion and Organizational Development", "AVP Chief Compliance Officer", "Global Talent, Human Resources and Diversity", "Senior Vice President, Human Resources", "Chief Learning Officer", "Category Marketing Director- Home Theater & Digital Imaging", "Associate Dean", "Government Affairs", "Vice President, Inclusion and Diversity", "Assistant Vice President - Senior Legal counsel", "Director of Community Responsibility", "VP and chief diversity officer", " Director of Workforce Diversity and Inclusion", "Head of Diversity and Compliance", "Human Resources Training Development Director", "Senior Director, Global HR Operations", "Managing Counsel", "VIce President, Commercial", "SVP Human Resources", "Chief Diversity Officer", "Global Head of Human Resources, Talent Management, Performance and Chief Diversity Officer", "Head of People Technology", "Director, Office of Diversity and Inclusion", "assistant vp, human resources", "head of human resources", "chief of staff", "litigation counsel", "managing director - corporate communications", "SVP, Chief Human Resources Officer and Chief Diversity Officer", "senior talent aquisition consultant", "global head of diversity and inclusion", "vp diversity inclusion and belonging", "Manager Technology Deployment", "purchasing director", "senior vp for human resources", "senior vice president of public affairs", "vice president for diversity and inclusion", "vice president of business controls", "director, diversity strategy and support", "chief diversity officer", "National Manager, Diversity and Corporate Social Responsibility", "VP, Diversity & Belonging", "vice president, market and consumer research", "system director of diversity and patient care civil rights", "vice chancellor for equity, diversity and inclusion", "vice president of hr and communications", "Senior Director, Associate General Counsel", "Global Head of Diversity", "Human Capital Senior Manager and Co-Leader of Diversity, Equity & Inclusion Consulting Practice", "Vice President, Head of Enterprise Partnership", "principal", "Head of Diversity & Inclusion", "President and General Manager", "AVP of D&I", "Deputy Commissioner and General Counsel", "SVP ISD Strategic Services", "Assistant Director", "Senior Management, Talent Developent and Inclusion", "Vice President, Research, Practices, and Consulting", "Director of Supplier Diversity", "U.S. Managing Director of Diversity and Inclusion", "Senior Executive", "Assistant Vice president - diversity, inclusion, and opportunity", "Managing Director of Client Services", "VIce President for Government and External Affairs", "Global Head of Diversity & Inclusion", "Director of North America Manufacturing and Chief Diversity and Inclusion Officer", "chief learning and diversity officer", "Construction Engineer", "Chief People Officer", "Lead Global D&I", "President", "District Director of Government Relations", "vice president of Human Resources, Gulf Coast Division", "vice president, technical workforce solutions", "chief program officer", "director, global diversity and inclusion", "Head of Global Philanthrophy", "global talent development manager, supply chain", "Global Director Inclusion and Diversity", "DEI leader", "senior vice president, territory manager", "regional vice president", "N/A", "Head of Global Communications and Business Markets/Services​", "Diversity and Inclusion Director", "Vice President and Head, US Diversity and Inclusion", "Senior Partner", "VP, Chief Diversity and Inclusion officer", "Chief Diversity Officer", "Executive Director and Global Head of Engagement, Diversity & Inclusion", "Chief Diversity Officer (GE)", "Global Executive Director, Inclusion & Diversity", "Chief Diversity & Inclusion Officer at Eli Lilly", "Vice President of Community and Stakeholder Relations for Coca-Cola North America", "Chief Diversity Officer and Highly Qualified Expert at Pentagon", "Senior Vice President, Diversity & Inclusion Communications", "HR Leadership at IBM", "Senior Vice President, Chief Diversity Officer, Head of Culture & EngagementSenior Vice President, Chief Diversity Officer, Head of Culture & Engagement at Lincoln Financial Group", "Chief Diversity & Social Responsibility Officer at Sodexo", "Diversity & Inclusion at DXC Technology", "Diversity & Inclusiveness Leader for National Tax Practices at EY", "Vice President, Executive Succession & Diversity Strategies", "", "Global Director of Policy, Strategy and Partnerships", "", "Managing Director, Labor Relations & Legal Strategy", "", "Director, Talent Managemen", "Head of Inclusion & Diversity", "SVP, Chief Human Resources Officer and Chief Diversity Officer", "Boeing South Carolina Site & 787 Global Equity, Diversity & Inclusion Leader", "Vice President and General Manager", "Yale New Haven Health System’s Inaugural Chief Diversity and Inclusion Officer", "", "Chief Administrative Officer", "director, diversity strategy and support", "vice president of global diversity and inclusion at Hilton", "Head of Diversity, Equity & Inclusion", "", "Global Head of Diversity, Equity, and Inclusion at Dropbox", "Senior Regional Diversity Officer", "Vice President, Business Talent Strategy & Inclusion", "Director - Inclusion and Diversity", "Vice President, Chief Inclusion and Collaboration Officer", "Global Marketing and Brand Management|Diversity and Inclusion Strategist", "diversity, inclusion, and civic affairs ", "Chief Inclusion, Diversity and Health Equity Officer at Stanford Health Care", "Director of Corporate Human Resources", "Director of Diversity and Inclusion", "head of diversity, inclusion, and innovation", "", "", "Vice President", "AVP and Director of Diversity and Inclusion", "", "", "Regional Diversity Leader", "Director of the Office of Minority and Women Inclusion", "Associate Vice Chancellor for Student Affairs & Enrollment Services", "", "Chief Operating Officer", "", "Vice President Human Resources and Chief Diversity and Inclusion Officer", "", "President and CEO of J|M Consulting", "", "Senior Director, Global Diversity, Inclusion & Belonging", "", "CEO of the American Red Cross’s Biomedical Services Region", "", "Vice President, Merck Manufacturing Division and Global Diversity and Inclusion Center of Excellence", "EVP, Diversity Strategy and Talent Development", "inaugural Chief Intercultural Engagement Officer", "Sr. Advisor - DEI, Accessibility Office of the Admin", "", "", "", "DEI Strategic Framework", "Human Resources Director", "Senior Counsel; Chair, Diversity & Inclusion Practice Group", "Leadership Solutions Facilitator"
## $ Pos1_DEI                     <chr> "1", "1", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "1", "1", "0", "1", "1", "1", "1", "1", "0", "1", "0", "1", "1", "0", "0", "1", "1", "0", "0", "1", "1", "0", "1", "0", "0", "1", "1", "1", "0", "1", "0", "0", "0", "0", "0", "1", "0", "1", "1", "1", "1", "0", "0", "0", "0", "0", "1", "1", "0", "1", "0", "0", "0", "0", "0", "1", "0", "1", "1", "0", "0", "0", "0", "1", "0", "1", "1", "1", "1", "0", "1", "1", "0", "0", "1", "1", "0", "0", "1", "0", "1", "0", "0", "0", "1", "0", "1", "1", "0", "1", "0", "1", "1", "1", "1", "0", "0", "1", "1", "0", "0", "0", "0", "1", "0", "0", "1", "1", "0", "0", "N/A", "0", "1", "1", "1", "1", "1", "1", "1", "1", "1", "0", "1", "1", "0", "1", "1", "1", "1", "1", "", "1", "", "0", "", "0", "1", "1", "1", "0", "1", "", "0", "1", "1", "1", "", "1", "1", "1", "1", "1", "1", "1", "1", "0", "1", "1", "", "", "0", "1", "", "", "1", "1", "0", "", "0", "", "1", "", "0", "", "1", "", "0", "", "1", "0", "1", "1", "", "", "", "1", "0", "1", "0"
## $ PreviousPosition2            <chr> "Global Head of Diversity & Inclusion and Corporate Social Responsibility", "Congressional Legislative Affairs Officer", "Executive Leadership: Diversity & Inclusion, Public Relations, Legislative Affairs, Global Ops", "Counsel for Investigation", "Equity Derivatives Sales Trader", "", "Global Human Resources Director", "general counsel", "Global Director of Talent Development", "Counsel", "Senior Manager of Field Staffing", "", "HR executive and Head of Diversity & Inclusion", "", "Chief Human Resources Office", "Senior OE Strategist", "Head of Total benefits", "Regional Market manager", "associate vice president for the mid-west claim zone", "International Diversity Expert", "SVP, Diversity & Inclusion", "Interim Executive Director Institute for Capacity Building and Director of Enrollment Management", "Vice President, Diversity and Inclusion", "Commercial Vice President", "HR Director of Global Inclusion, Diversity Business Resource Groups and Business Development ", "Chief Diversity Officer and Managing Director of Global Citizenship and Sustainability", "Vice President Human Resources", "Vice President and Global Chief Diversity Officer", "Chief Diversity Officer and Vice President of Corporate Human Resource", "management information consultant", "Executive Managing Director", "President and Chief Firestarter", "Manager, Human Resources", "National Director of African American Outreach", "associate general counsel", "vice president, inclusion, diversity & culture", "Director, diversity & inclusion", "", "Director of Diversity and Inclusion and Senior Career Counselor", "recruitment and Consulting", "Vice President, Global Diversity and Inclusion", "litigation partner", "Founding Executive Director", "", "communications and customer service director", "Director, Diversity & Community Outreach and Interim Supplier Diversity Director", "VP of Diversity & Inclusion", "Chief Diversity Officer", "CEO", "HR Business Partner", "head of small market sales", "Director of Brand Marketing", "Assistant Dean", "Commercial Organization", "General Counsel", "Partner", "Executive team", "head of corporate diversity", "ADA, District Attorney", "Senior HR and Diversity director", "Multicultural Director", "AVP sales operations", "Patent Examiner", "GM Commercial and Business Development", "Learning and Development Manager", "", "Global Human Resources Executive- Head of Functional, Regional and Industries HR and transformation", "", "Training and Workforce development coordinator", "assistant vp, diversity and inclusion", "senior vp of human resources", "Corporate, Public, Government and International Affairs", "litigation associate", "", "Vice President of HR & Organizational Development and Chief Diversity Officer", "bilingual corporate talent aquisition professional", "senior manager, inclusion and diversity", "chief diversity officer", "Director of Enterprise Technology Support & Implementation", "purchasing manager", "human resources leader", "group vice president of government relations", "chief diversity officer", "vice president of diversity and inclusion and human resources", "recruiter and d&i leader", "Executive Director of Equal Employment Opportunity & Diversity Management", "Office of Inclusion and Diversity Manager", "Global Director, Workforce Diversity and Inclusion", "director, market and consumer research", "", "vice president and chief diversity officer", "employee relations", "Partner", "Chief Diversity Officer", "Corporate Strategy", "Human Capital consulting", "managing director", "Sales Agent & Sales Manager", "Vice President of Sales", "", "", "VP information technology", "Manager", "", "Head of Diversity and Inclusion Practice", "", "", "Assistant HR Director and Chief Diversity and EEO Officer", "", "Inclusion & Diversity (I&D) Lead", "Vice President for Government Relations", "Vice-President, Head of Diversity, Inclusion and Corporate Social Responsibility", "", "senior director, diversity strategy execution and workplace inclusion", "safety manager", "SVP & CHRO", "", "Executive Lead, Diversity and Inclusion", "", "respiratory therapist", "senior director, central sourcing group", "chief diversity and inclusion officer", "director, diversity and inclusion", "Corporate Merger Office", "manager, global supply chain human resource development", "director, diversity and inclusion", "associate director of policy", "store leadership", "district manager", "", "Vice President of North America Communications", "Direction of Operations Management", "federal judicial law clerk", "Founder", "VP, Diversity, inclusion, and wellness", "Executive Managing Director", "Senior Director and Deputy Chief Diversity Officer", "Organization & Talent Development Leader ", "Global Director, Inclusion & Diversity", "Chief Diversity Officer Rockwell Collins", "Led LG Communications", "Corporate Director of Global Diversity and Inclusion for Microsoft", "Chief Diversity & Inclusion Officer at FleishmanHillard", "Talent Strategy at IBM", "Senior Vice President, Chief Diversity Officer at Lincoln Financial Group", "Senior Vice President & Chief Human Resources Officer at Sodexo", "Diversity & Inclusion at Hewlett Packard Enterprise", "Global Head of Diversity, Inclusion, Culture & Corporate Social Responsibility at McAfee", "Vice President, Strategic Talent Mgmt & Diversity COE", "", "Public Affairs Manager of community and education investments", "", "Labor & Employment Counsel", "", "HR Management", "Diversity & Inclusion, Principal Consultant", "Vice President of HR & Organizational Development and Chief Diversity Officer", "Global Diversity, Inclusion, Talent & Engagement Leader - WHQ", "", "System Director of Diversity and Language Services at TriHealth", "", "CEO of Benefits & Rewards Services", "recruiter and d&i leader", "DEI and multicultural marketing roles", "Director Diversity & Inclusion", "", "Head of Diversity and Inclusion", "Regional Diversity Officer", "Senior Human Resource Consultant and Executive Coach", "Assoc. Director - Inclusion & Insights Leader - COE", "Chief Inclusiona and Collaboration Strategist", "Global Communications and Messaging", "Vice President - Diversity, Inclusion and Corporate Giving", "", "Global Director of Diversity & Inclusion", "Director of Congressman John Yarmuth’s District Office", "Head of Diversity inclusion and unnovation", "", "", "Vice President, Marketing and Communications/Product Marketing Manager II", "", "", "", "Director of Business Insights and Integration", "executive director of the Office of Equity, Diversity and Inclusion at the Internal Revenue Service", "Associate Vice Chancellor for Academic Affairs/Chief Student Affairs Officer", "", "Regional Vice President of Operations", "", "Head of Inclusion & Diversity North America and Human Resources Business Partner", "", "Managing Director and Deputy Chief Diversity Officer at Texas Tech University (TTU)", "", "Senior Director of Inclusion and Outreach", "", "CMO", "", "Vice President, Merck Manufacturing Division and Global Labor Relations", "Director, Human Resources", "Advisor to the President on diversity at the University of North Georgia", "Chief Diversity Officer", "", "", "", "ice President & Chief Diversity & Inclusion Officer", "Human Resources Business Partner,", "Campaign Manager", "Co-director for the center for the study of democracy and social change"
## $ Pos2_DEI                     <int> 1, 0, 1, 0, 0, NA, 0, 0, 1, 0, 0, NA, 1, NA, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, NA, 1, 0, 1, 0, 1, NA, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, NA, 0, NA, 0, 1, 0, 0, 0, NA, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, NA, 1, 0, 0, 1, 0, 0, 0, 0, 0, NA, NA, 0, 0, NA, 1, NA, NA, 1, NA, 1, 0, 1, NA, 1, 0, 0, NA, 1, NA, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, NA, 0, 0, 0, 1, 1, 0, NA, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, NA, 1, NA, 0, NA, 0, 1, 1, 1, NA, 1, NA, 0, 1, 1, 1, NA, 1, 1, 0, 1, 1, 0, 1, NA, 1, 0, 1, NA, NA, 0, NA, NA, NA, 0, 1, 0, NA, 0, NA, 1, NA, 1, NA, 1, NA, 0, NA, 0, 0, 1, 1, NA, NA, NA, 1, 0, 0, 1
## $ PreviousPosition3            <chr> "Senior Vice President, Global Diversity & Inclusion", "Chief Equal Opportunity and Diversity Officer", "Area Manager - External Affairs", "Assistant United States Attorney", "Financial Analyst", "", "Vice President, Human Resources", "law partner", "Senior Partner", "Associate Attorney", "Sr. Executive Recruiter", "", "", "", "Director Human Resources", "Healthcare Consultant", "Head of Compensation, Talent Aquisition, and HRIS", "Merchandise Planner", "associate vice president for the mid-west claim zone", "", "Consultant", "", "Director, Business Diversity", "Global Business Director", "", "global leader for communications and public relations", "Vice President", "", "corporate diversity", "", "Enterprise Operations", "Director of Customer Advocacy Marketing", "Human Resources Generalist", "Director Federal and Regional Affairs", "litigation associate", "global performance design lead", "chief of staff", "", "Director of a Legislative Advocacy Coalition", "recruitment and Consulting", "HR leadership", "", "", "", "finance project manager", "Executive Director", "VP of Diversity & College Recruiting", "", "", "", "corporate strategy leader", "Sr. Director Health- Enterprise Relationship Management", "Director of Multicultural Affairs", "", "Deputy General Counsel", "Associate", "press secretary", "global head of diversity and inclusion", "", "Human Resources Business Partner", "", "hr consultant", "Environmental Engineer", "", "Speech and Debate Teacher", "", "VP, Global HR Leader", "", "coordinator of intercultural student services", "director, compensation and diversity liason", "vp, talent management", "human resources", "appellate counsel", "", "Chief Diversity Officer", "education graduate program coordinator", "director, community affairs", "chief hro", "Director of Service Desk Operations & Security Administration", "sourcing leadership", "", "vice president of government relations", "associate vice president of human resources", "diversity and inclusion", "", "Assistant District Attorney", "Executive Director", "Communications and Change Management Consultant", "", "", "", "", "", "", "HR Program Manager", "", "", "", "Local and National Sales Manager", "", "", "Director Information Technology", "Analyst", "", "Senior Training Leader", "", "", "", "", "", "", "", "", "educational consultant", "purchasing manager", "Financial Auditor", "", "", "", "", "", "chief executive officer", "program director, inclusion initatives", "", "talent development consultant", "director, global marketing, diversity and inclusion", "director of policy", "", "regional director", "", "General Manager", "", "", "", "", "Enterprise Operations", "", "Sales & HR (Nestle)", "Federal Human Capital Senior Consultant", "", "vice president at Porter/Novelli", "Vice President of Human Resources and Director of Talent Management for Bank of America", "Senior Partner at Fleishman Hillard", "Consulting at Oracle", "Vice President, Diversity and Inclusion at Lincoln Financial Group", "Corporate Vice President Learning & Performance at Sodexo", "Senior Manager of Inclusion & Diversity at HP", "HR Regional Operations + D&I Leader, Dallas Campuses at USAA", "Director, HR Corporate Staff and Executive Staffing", "", "Media Relations", "", "Board Member on the Illinois Labor Relations Board", "", "HR Development", "Strategic Project Manager", "Chief Diversity Officer", "Manager, Inclusion Practices", "", "", "", "General Manager of the Prepaid Debit Card Division", "", "", "Global Diversity & Inclusion Director", "", "Senior Vice President/Chief Diversity Officer", "Dearborn Consulting Partners", "Senior Executive Vice President and Chief Human Resources Officer", "Diversity & Inclusion Strategy Leader", "Chief Diversity Officer and Director, Global Community Affairs", "", "Senior Director - Diversity, Inclusion and Corporate Giving", "", "Global Director of Diversity & Inclusion", "Director of African American Outreach for the Democratic National Committee and Senior Adviso", "Associate director of diversity and inclusion", "", "", "Senior Vice President, Property & Casualty Product Manager", "", "", "", "", "U.S. Food and Drug Administration’s Office of Equal Employment Opportunity and Diversity Management as acting directo", "Associate to the President/Assistant Vice President of Academic Affairs for Diversity", "", "Regional Vice President", "", "Head of Global Inclusion & Diversity ", "", "", "", "Assistant Vice Chancellor of Equity, Diversity & Inclusion", "", "CCO", "", "Human Resources Leader - Merck Vaccines", "VP, HR", "Director of Complete College Georgia", "Senior Director, Programs at National Society of Black Engineers", "", "", "", "University of Western Ontario", "HR Leadership", "Director, Diversity and Inclusion", "Senior Vice President, Diversity, Equity and Inclusion"
## $ Pos3_DEI                     <int> 1, 1, 0, 0, 0, NA, 0, 0, 1, 0, 0, NA, NA, NA, 0, 0, 0, 0, 0, NA, 1, NA, 1, 0, NA, 0, 0, NA, 1, NA, 0, 0, 0, 0, 0, 0, 0, NA, 0, 0, 0, NA, NA, NA, 0, 1, 1, NA, NA, NA, 0, 0, 1, NA, 0, 0, 0, 1, NA, 0, NA, 0, 0, NA, 0, NA, 0, NA, 1, 1, 0, 0, 0, NA, 1, 0, 0, 1, 0, 0, NA, 0, 0, 1, NA, 0, 1, 0, NA, NA, NA, NA, NA, NA, 0, NA, NA, NA, 0, NA, NA, 0, 0, NA, 0, NA, NA, NA, NA, NA, NA, NA, NA, 0, 0, 0, NA, NA, NA, NA, NA, 0, 1, NA, 0, 1, 0, NA, 0, NA, 0, NA, NA, NA, NA, 0, NA, 0, 0, NA, 0, 0, 1, 0, 1, 0, 1, 1, 0, NA, 0, NA, 0, NA, 0, 0, 1, 1, NA, NA, NA, 0, NA, NA, 1, NA, 1, 1, 0, 1, 1, NA, 1, NA, 1, 1, 1, NA, NA, 0, NA, NA, NA, NA, 1, 1, NA, 0, NA, 1, NA, NA, NA, 1, NA, 0, NA, 0, 0, 0, 1, NA, NA, NA, NA, 0, 1, 1
## $ School_undergrad             <chr> "St. Peter's University", "Howard University", "University of Oklahoma", "University of Minnesota", "Rutgers University", "Ramapo College", "University of Michigan", "Yale College", "Mercer University", "University of Cincinnati", "Rice University", "Michigan State University", " Tougaloo College", "West Virginia University", "University of Winnepeg", "Chicago State University", "Michigan State University", "Southeastern Lousiana University", "Franklin University", "University Paris Nanterre", "University at Albany, SUNY", "SUNY Oneonta", "Tennessee State University", "Howard University", "Capella University", "New York University", "N/A", "Michigan State University", "Metropolitan College of New York", "The College of Wooster", "University of Michigan", "University of Pennsylvania", "Rutgers University", "Miami University", "Harvard University", "University of North Texas", "University of Notre Dame", "Rutgers University", "College of William and Mary", "Boston University", "Boston University", "Howard University", "Mount Holyoke College", "Buffalo State University", "George Washington University", "Cleveland State University", "University of North Alabama", "N/A", "UC Berkeley", "University of Madras", "University of Virginia", "Xavier University of Louisiana", "University of Missouri - Kansas City", "University of Kentucky", "Emory University", "Furman University", "University of Michigan", "The Ohio State University", "Cornell University", "N/A", "Southern Illinois University, Carbondale", "California State University, Long Beach", "Northwestern University", "United States Military Academy, West Point", "Sam Houston State University", "", "N/A", "Rutgers University", "walsh university", "appalachian state university", "United States Military Academy at West Point", "New York University", "howard university", "georgia state university", "manhattanville college", "universidad central de venezuela", "western illinois university", "vassar college", "Texas Southern University", "rose-hulman institute of technology", "university of michigan", "warner pacific university", "indiana university", "texas a and m", "university of arkansas", "SUNY at Albany", "Baldwin Wallace University", "Temple University", "ruhr university", "Hofstra University", "Purdue University", "Hampton University", "University of Michigan", "KS School of Business Management", "Valparaiso University", "Pennsylvania State University", "University of Michigan", "San Jose State University", "UCLA", "Amberton University", "N/A", "Temple University", "Oakland University", "Northwestern University", "Monmouth University", "Wright State University", "Morgan State University", "Duquesne University", "Hiram College", "New York Instuitute of Technology", "Hampton University", "York University", "Prarie View A and M University", "ithaca college", "Kansas State University", "UCLA", "Cal State East Bay", "Wilberforce University", "Morehouse University", "University of Texas Medical Branch at Galveston", "michigan state university", "Wayne State University", "university of pittsburgh", "new york university", "Southern University and A&M College", "davis and elkins college", "east carolina university", "western illinois university", "emporia state university", "N/A", "Ithaca College", "University of Nebraska at Omaha", "George Washington University ", "UCLA", "University of Puerto Rico", "University of Michigan", "Indiana university", "Tuskegee University", "Howard University", "University of Memphis", "Howard University", "Northeastern University", "Southern Methodist University", "University of Maryland", "Spelman College", "Vassar College", "University of Mississippi", "University of Central Florida", "Spelman College", "", "Arizona State University", "", "Purdue University", "", "Bowie State University", "University of Alabama", "Manhattanville College", "Prairie View A&M University", "Texas Southern University", "University of Cincinnati", "", "Wellesley College", "university of arkansas", "University of Texas at Austin", "Virginia Tech", "", "University of Louisville", "UCLA", "Florida Atlantic University", "University of Mumbai", "Mills College", "Boise State University", "University of Missouri-Columbia", "University of Louisiana", "University of Southern Indiana", "Gordon College", "N/A", "", "", "College of the Holy Cross", "University of Missouri-Columbia", "N/A", "", "University of Oklahoma", "George Mason University", "Middle Tennessee State University", "", "Trinity Washington University", "", "New York University", "", "Texas Tech University", "", "Louisiana State University", "", "University of Portland (Oregon)", "", "University of Kentucky", "N/A", "Northern Illinois University", "William Jewell College", "", "", "", "", "University of Houston", "Spelman College", "UC San Diego"
## $ School_master                <chr> "", "", "", "", "New York University", "", "Michigan State University", "", "Emory University", "University of Illinois Chicago", "", "New York University", "University of Minnesota-Twin Cities", "West Virginia University", "Royal Roads University", "Southern Methodist University", "Michigan State University", "Southeastern Lousiana University", "Franklin University", "Harvard", "Columbia Business School", "Binghampton University", "Tennessee State University", "DePauw University", "", "University of Oxford", "", "", "The New School", "", "", "Pennsylvania State University", "Illinois Institute of Technology", "Cleveland State University", "University of Sussex", "", "", "Stevens Institute of Technology", "", "", "", "", "", "Buffalo State University", "", "Cleveland State University", "", "University of Alabama at Birmingham", "Harvard Business School", "Teachers College, Columbia University", "Duke University", "Tulane University", "", "Cornell University", "", "", "Wayne State University", "Xavier University", "", "N/A", "Webster University", "", "", "", "St Edward's University", "Millersville University", "London School of Economics", "Rutgers University", "university of dubuque", "pfeiffer university", "university of texas at dallas", "Tufts", "ucla", "", "", "saint leo university", "", "", "", "cornell", "", "", "indiana state university", "", "university of arkansas", "", "Cleveland State University", "Temple University", "", "University of Florida", "university of texas at austin", "Villanova University", "", "Symbiosis Institute of International Business", "Thunderbird School of Global Management", "Pennsylvania State University", "", "", "", "Amberton University", "", "Amberton University", "", "Rice University", "University of North Carolina at Chapel Hill", "University of Cincinnati", "University of Maryland, College Park", "", "Cleveland State University", "", "", "", "Baker University", "alliant international university", "University of Phoenix", "", "Golden Gate University", "", "Walsh College of Business", "University of Houston-Clear Lake", "university of michigan", "University of Detroit Mercy", "la roche university", "new york university", "University of Dallas", "", "east carolina university", "", "", "", "", "", "Duke University", "Columbia University", "University of Puerto Rico", "", "Indiana University", "Claremont Graduate University", "University of Pennsylvania", "University of Memphis", "American University", "Northeastern University", "", "University of Maryland", "Howard University", "George Washington University Law School", "Boston University", "", "Cornell University", "", "Syracuse University", "", "Chicago-Kent College of Law", "", "Howard University", "", "", "", "", "Thomas More University", "", "Harvard Business School", "university of arkansas", "", "", "", "Roosevelt University", "", "", "Utah State University", "", "", "University of Phoenix", "University of Southern California", "Indiana Wesleyan", "Webster University", "", "", "", "Queens University of Charlotte", "University of Southern California", "", "", "", "Howard University of Law", "Vanderbilt University", "", "Trinity Washington University", "", "Tufts", "", "Texas Tech University", "", "American Intercontinental University", "", "Northwestern University", "", "Carneige Mellon University", "Fairleigh Dickinson University", "Argosy University", "Pepperdine University", "", "", "", "", "Southwestern Baptist Theological Seminary", "Case Western", "UCLA"
## $ School_phd                   <chr> "", "", "", "University of Minnesota", "", "", "", "New York University", "University of Pennsylvania", "University of Cincinnati", "", "", "", "", "", "", "", "", "", "", "", "Vanderbuilt", "", "", "", "", "", "", "", "", "Indiana University", "", "", "", "Cornell ", "", "", "", "Touro Law College", "", "", "Rutgers University", "", "", "", "", "", "", "", "", "", "", "University of Missouri - Kansas City", "", "University of Memphis", "Duke University", "", "", "Columbia Law", "", "", "", "Texas Southern University", "", "", "", "", "", "", "", "", "", "nyu", "", "", "", "", "george washington university law", "", "", "", "willamette university", "", "south texas college of law", "", "Hofstra University", "", "", "", "", "", "", "Northwestern University", "", "", "", "Emory University School of Law", "", "", "", "New York Law School", "", "", "", "", "", "", "", "", "", "Catholic University of America", "Western University", "", "alliant international university", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "University of Virginia", "", "", "Indiana University", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "University of Southern California", "", "", "", "", "Vanderbilt University", "", "", "", "", "", "Texas Tech University", "", "", "", "", "", "", "", "", "Creighton University", "", "", "", "", "", "", "Chapman University"
## $ Education_Major1             <chr> "Psychology", "N/A", "Sociology", "Political Science", "Economics", "Contemporary Art", "Communications", "American History", "Organizational Leadership", "N/A", "political science", "Business", "Psychology", "Business Administration", "psychology", "Marketing", "Finance", "Finance", "organizational leadership", "philosophy", "Economics", "Liberal Arts", "Health Care Administration", "Marketing", "Human Resources Management", "Journalism", "", "Criminal Justice", "N/A", "English", "English", "French", "Political Science", "Business Administration", "psychology", "Hospitality Management", "Management Information Systems", "Industrial Engineering", "Government", "Political Science", "Rehabilitation Counseling", "International Business", "Economics", "Business Economics", "Economics", "biology", "N/A", "N/A", "Economics", "N/A", "Commerce", "Business", "Biology", "Telecommunications", "Philosophy", "History ", "Communications", "Agricultural Business", "Industrial and Labor Relations", "", "Workforce Development and Training", "Liberal Studies", "Chemical Engineering", "National Security and Foreign Affairs", "Speech Communication", "Mass Communication", "N/A", "Business Economics", "history", "business ", "engineering", "organization behavior", "theater production", "speech Communication", "business marketing", "international studies", "political science", "english", "business administration", "electrical engineering", "n/a", "social science", "criminal justice", "political science", "hr development", "Criminal Justice", "Business Administration", "Broadcasting", "mathematics", "speech communication", "computer technology", "mass communications", "industrial and operations engineering", "Business Administration", "International Business", "Liberal Arts", "Economics", "Journalism", "Political Science", "Human Resources and Business", "", "Computer Science", "Finance", "Engineering", "N/A", "Communications", "communications", "Business", "Business", "Business Administration", "political science", "psychology", "electrical engineering", "applied psychology", "Industrial and Safety Engineering", "Communication Studies", "History", "Organization Management", "Business Administration", "health care administration", "applied engineering sciences", "public relations", "n/a", "economics", "psychology", "political science", "french", "architecture", "business administration", "", "Broadcast Journalism", "organizational communication", "psychology", "N/A", "Psychology", "English", "Psychology", "Political Science", "Finance", "Organizational Development", "Public Relations", "", "Corporate Communications, Public Affairs", "Economics", "Psychology", "English", "Psychology", "Interpersonal Communications", "Sociology", "", "Broadcast Journalism", "", "N/A", "", "Zoology Management", "Mathematics", "Business Marketing", "Architectural Engineering", "General Business/Finacne", "BBA", "", "Economics", "hr development", "Communications and Advertising", "N/A", "", "Human Resources", "Economics", "Business Administration", "Accounting and Economics", "Political, Legal and Economic Analysis", "Communications", "N/A", "Broadcast Communications", "Accounting  ", "", "", "", "", "Psychology", "business administration", "", "", "Management Information Systems", "English Language and Literature", "Administration & Supervision", "", "Nursing", "", "organization behavior", "", "Public Relations", "", "organizational psychology", "", "History", "", "Telecommunications", "", "Business Marketing", "International Relations", "", "", "", "", "Business Management", "Psychology", "Human Development"
## $ Education_Major2             <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "International Studies/Spanish", "", "", "", "", "", "sociology", "", "", "", "", "", "", "", "", "", "Economics", "", "", "", "", "", "", "", "", "", "", "", "", "Political Science", "", "", "", "", "", "", "N/A", "", "", "", "", "", "Political Science", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Political Science", "", "", "", "english american literature", "", "", "", "", "", "Industrial Engineering", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "law and society", "", "", "", "", "", "", "", "", "", "", "", "", "", "history", "biology", "", "", "", "", "", "sociology", "", "", "", "Sociology", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Spanish", "", "", "", "", "", "", "", "", "History", "", "", "", "", "", "", ""
## $ Education_Minor1             <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Business", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "economics", "", "", "", "", "", "", "", "", "", "", "Spanish", "", "", "", "", "", "", "", "", "", "", "", "Business", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Music", ""
## $ Education_Minor2             <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Journalism", "", "", "", "", "", "", "", "History", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "humanities", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""
## $ Education_Masters1           <chr> "", "", "", "", "", "", "Labor Relations and HR", "", "Learning Leadership", "Sociology", "", "Human Resource Management & Development", "HR/Industrial Relations", "Industrial and Labor Relations", "Leadership and Training", "", "", "", "", "management of people and organizations", "", "Liberal Arts", "", "International Business", "", "", "", "", "Human Resources management", "", "", "", "", "", "psychology (race relations)", "", "", "Environmental Engineering", "", "", "", "", "", "", "", "education", "", "quality patient safety", "", "N/A (educational related)", "", "", "", "", "", "", "", "Human Resource Development", "", "", "Organizational Leadership and Management", "", "", "", "Organizational Leadership and Ethics", "", "Analysis, Design, and Management of Information Systems", "", "", "organizational leadership", "", "international affairs", "theater production", "", "", "", "", "", "", "industrial engineering and operations research", "", "", "human resources development", "", "workforce development", "", "", "Communications Sciences and Marketing", "", "", "", "", "", "", "", "Business Administration", "", "", "", "", "", "", "", "", "", "community planning", "broadcast journalism", "", "psychology", "", "", "", "", "organizational psychology", "", "", "Human Resource Management", "", "Organization Management", "human resource management", "", "liberal arts studies", "human resources management", "", "", "", "healthcare administration", "", "", "", "", "", "public policy", "Business Journalism", "Industrial/Organizational Psychology", "", "Higher Education and Student Affairs", "", "", "Strategic Leadership", "Public Communications", "", "", "Human Resources", "Counseling Psychology", "", "", "", "Industrial and Labor Relations", "", "Communications Management", "", "", "", "Human Resource Development", "", "", "", "", "", "", "", "workforce development", "", "", "", "N/A", "", "", "", "", "", "Organizational Management", "Health Administration", "", "Managment and Leadership", "", "", "", "", "Organizational Psychology", "", "", "", "", "", "", "", "", "international affairs", "", "Public Administration", "", "", "", "", "", "Human Resources", "Org Development", "Workforce Education", "International Relations", "", "", "", "", "Masters of Theology", "", ""
## $ Education_Masters2           <chr> "", "", "", "", "", "", "Social Work", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "theology and ministry", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "strategic global communication management", "", "human resources", "", "", "", "Manufacturing Management", "", "", "", "", "", "", "", "", "", "", "", "", "organizational management", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "sociology", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Buisness Law", "", "American Politics", "", "", "", "", "", "", ""
## $ Education_ProfessionalDegree <chr> "", "", "", "JD", "MBA", "", "", "JD", "MBA", "JD", "", "", "", "", "", "MBA", "MBA", "MBA", "MBA", "MPA", "MBA", "PHD", "Executive MBA", "", "", "MBA", "", "", "", "", "JD", "MBA", "JD", "JD", "JD", "", "", "", "JD", "", "", "JD", "", "EMBA", "", "", "", "", "MBA", "", "MBA", "MBA", "MD", "MBA", "JD", "JD", "MBA", "", "JD", "MBA", "", "", "JD", "", "", "", "", "MBA", "MBA", "", "MBA", "", "JD", "", "", "mba", "", "jd", "", "mba", "", "jd", "", "jd", "mba", "jd", "MBA", "", "", "international relations/political science", "mba", "", "jd", "MBA", "MBA", "", "JD", "", "", "MBA", "JD", "MBA", "", "MBA", "MBA", "", "", "", "", "", "JD", "JD", "MBA", "", "MBA", "", "", "", "", "", "MBA", "", "", "MBA", "MBA", "", "", "", "", "", "", "", "JD", "", "", "JD", "", "MBA", "MBA", "Master of Professional Studies", "", "MBA", "", "MS", "", "JD", "MBA", "", "MILR", "", "MS", "", "JD", "", "", "", "", "", "", "MBA", "", "MBA", "MBA", "", "", "", "", "", "", "MBA", "", "", "", "", "MBA", "", "", "", "", "MBA", "", "", "", "", "JD", "JD", "", "MBA", "", "", "", "", "", "MBA", "", "MBA", "", "", "", "", "", "", "", "", "", "", "JD", "MBA"
## $ PhD                          <int> 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, 0, NA, 0, NA, 0, 0, 0, 0, 0, 0, NA, 0, 0, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, NA, 0, 1, NA, NA, 0, 0, 1, NA, 0, NA, 0, NA, 1, NA, 0, NA, 0, NA, 0, 0, 0, 1, NA, NA, NA, 0, 0, 0, 1
## $ PhD_subject                  <chr> "", "", "", "", "", "", "", "", "Work-Base Learning Leadership", "", "", "", "", "", "", "", "", "", "", "", "", "Higher Education Administration", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "Organizational Psychology", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "organizational change and leadership", "", "", "", "", "Higher Education Administration", "", "", "", "", "", "Strategic Communication", "", "", "", "", "", "", "", "", "Doctor of Education in Interdisciplinary Leadership", "", "", "", "", "", "", "Education, Culture and Curricular Studies"
## $ PhD_Dissertation             <chr> "", "", "", "", "", "", "", "", "The Talent Factory: A Study of Grit, Mindset, and Student-Athletes", "", "", "", "", "", "", "", "", "", "", "", "", "N/A", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "The new frontier for Black men: A shifting view of senior leaders in organizations", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "College Access Program Evaluation on College Attendance Rates, Intrinsic Motivation, and Community Connectedness of At-Risk and Minority Youth"
## $ Education_DEI                <int> 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, NA, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, 0, NA, 0, NA, 0, 0, 0, 0, 0, 0, NA, 0, 1, 0, 0, NA, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, NA, NA, 0, 0, NA, NA, 0, 0, NA, NA, 0, NA, 1, NA, 0, NA, 0, NA, 0, NA, 0, 0, 0, 1, NA, NA, NA, 0, 0, 0, 1
## $ Full_bio                     <chr> "As Chief Diversity, Equity & Inclusion Officer at Cushman & Wakefield, Nadine Augusta drives global commitment to diversity, equity and inclusion (DEI) as a firmwide priority. This includes creating an environment that offers equitable and fair growth opportunities for all employees and the businesses with which Cushman & Wakefield works, while ensuring the firm brings diverse thought and expertise to its clients. Nadine takes a holistic approach to DEI, with a focus on workforce, workplace and marketplace, especially in the areas of recruiting, talent development and supplier diversity. Nadine has more than 20 years of experience in financial services, with key positions in management consulting, project management, sales and trading, and diversity and inclusion. Prior to assuming her current position, she was Americas Head of Diversity & Inclusion at Goldman Sachs, where she led talent engagement, equity and inclusion efforts. Before that, Nadine worked at The Depository Trust & Clearing Corporation (DTCC) as the Global Head of Diversity & Inclusion and Corporate Social Responsibility, and held various leadership positions at Bank of America, including Senior Vice President, Global Diversity & Inclusion. Notably, she was a member of the U.S. Trust and Merrill Lynch merger integration teams, contributing to the wealth management pre-merger assessment and integration strategy and leading the Global Markets technology deployment testing strategies. Nadine has also worked at several leading institutions, including Credit Suisse, BearingPoint LLC/KPMG Consulting LLC, and Pershing LLC. Nadine is a member of the Board of Trustees for Brooklyn LAB Charter School, has twice received the President’s Volunteer Service Award, and was a recipient of the “Black Achiever in Industry” award from the YMCA of Greater New York. She holds a Bachelor of Arts degree from St. Peter's University in New Jersey and completed the Ascent Executive Leadership Program at Tuck School of Business at Dartmouth. She resides in New York.", "Terry L. Allbritton is currently the Chief Diversity Officer of Office Diversity, Inclusion and Equal Opportunity for the United States Military Academy at West Point. He serves as the senior advisor, consultant to the Superintendent, Chief of Staff, and as liaison to top management officials, non-governmental organizations, and institutions on matters of diversity and inclusion. Mr. Allbritton is responsible for the development, advancement, and promulgation of diversity and inclusion strategies; training, and enlightenment to drive cultural shifts in the Academy’s approach; and application of diversity principles. Ensures the Academy’s vision, mission, and core values are reflective of the aspects associated with leading edge diversity and inclusion best practices. Before assuming the duties of Chief Diversity Officer at the United States Military Academy, Mr. Allbritton served as a Supervisory Diversity and Inclusion Program Manager for the Federal Bureau of Investigation. He was primarily responsible for the development and execution of diversity and inclusion training and programs to promote and sustain a diverse and inclusive work environment that fosters a culture that values and leverages human differences, opinions, and perspectives to empower employees to achieve their fullest potential. Additionally, he served as a facilitator/trainer for the FBI’s Senior Leadership Course. Mr. Allbritton is a combat veterans and retired as an Army officer in May 2010, after 25 years of service. During his military service, he served in numerous positions; Chief, Government of Relations, Congressional Legislative Affairs Officer, Chief Equal Opportunity and Diversity Officer, Equal Opportunity Program Manager, Army Staff Officer, Force Development Officer, Force Management Officer, Senior Military Advisor to the Royal Saudi Army, Assistant Professor of Military Science, and a Commanding Officer. Mr. Allbritton is a graduate of Howard University, the Command and General Staff College, the Defense Equal Opportunity Management Institute, and Georgetown University Government Affairs Institute. He received his Diversity and Inclusion certification from the U.S. Office of Personnel Management and Cornell University. Mr. Allbritton is also a certified Emotional Intelligence Coach and Trainer. His military and civilian awards includes; JMD Cooperation Award, FBI Director’s Award for Outstanding Service in Diversity and Inclusion, Intelligence Community Diversity Outstanding Achievement Award, FBI Assistant Director Human Resources Award, Federal Maritime Commission Certificate and Award of Merit, Army Legion of Merit Medal, Army Meritorious Service Medal, Army Commendation Medal, Army Achievement Medal, National Defense Service Medal, Global War on Terrorism Service Medal, Southwest Asia Service Medal Kuwait Liberation Medal (Saudi Arabia), Kuwait Liberation Medal (Kuwait), Army Staff Badge, Combat Infantryman Badge, and Expert Infantryman Badge. He is the proud father of two sons, Ramon Terrison and Rasan Terrell.", "With almost 20 years of Fortune 9 executive experience and strategic leadership, Cinthya leads with a collaborative, servant leadership approach, maximizing diversity, equity and inclusion programs and effectively influencing business operations across multiple industries. Cinthya is a respected influencer gaining wins from implementing public policies as state law, engaging employees through volunteerism and solidifying advancement partnerships. Diversity, Equity, and Inclusion is part of the essence of her work and leadership. Her career began at AT&T in 2001 as a frontline representative. In 2008, she was promoted into management, then quickly promoted again to lead global project management, and soon after was chosen to run corporate public policy in external affairs. Within her first year in a public policy role at AT&T, Cinthya successfully led Oklahoma state law through collaborative engagement. She served as Diversity and Inclusion Ambassador for the Global AT&T Brand at national conferences, as well as participating in panelist groups, and advisor for diverse Employee Resource Groups through partnerships with business units. Cinthya’s passion for community impact led her to HACEMOS, AT&T’s Latino-focused Employee Resource Group. She led the organization as it grew from 900 members to over 11,000 through various executive leadership roles and ultimately National President. She then pivoted into academia at the University of Oklahoma, a Tier 1 research university, where she was chosen to establish and execute strategy to grow corporate relations. Her responsibilities spanned the institutional level, covering three campuses, all colleges, and departments. During this time, Cinthya engaged in federal and local opportunities to advance civic community engagement. She completed a federal assignment to advance the U.S. Census 2020 Project, served as the Voto Latino University of Oklahoma Advisor, and coordinated grassroots voter engagement projects in Oklahoma. Cinthya is now proudly serving as Chief Diversity & Equity Officer at the City of Norman where she is responsible for directing a strategic roadmap, internally and externally. Cinthya is responsible for advising the City on affirmative actions and creating and implementing programs designed to ensure fair and equitable opportunities for citizens, staff and council. Cinthya received the Hispanic Association on Corporate Responsibility’s Young Hispanic Corporate AchieversTM award in 2014 and graduated from the HITEC Emerging Executive Program in November 2015. She completed the OKConnect Leadership Cohort program in 2015, was recognized as a 50 Making a Difference Honoree by The Journal Record in 2016, received an Official Commendation for Social Activator by Oklahoma Senator Anastasia Pittman in 2017, and a graduate of Leadership Oklahoma Class 31. Most recently, she was awarded the Achievers Under 40 award by The Journal Record. Cinthya extends her leadership by serving on meaningful local boards, including YWCA of OKC, Junior Achievement of OKC, the Latino Community Development Agency, and is a member of Oklahoma City Rotary Club 29. Cinthya is a native of Chihuahua, Mexico, a proud mother of three daughters and an alumna of the University of Oklahoma.", "Ann Anaya joined 3M Company in 2013 and is currently the Chief Diversity Officer and Global Diversity and Inclusion Strategic Lead.  Ann started her career at 3M in the Legal Affairs Compliance and Business Conduct group where she served clients as Counsel for Investigation. Subsequently, she moved into the Legal Affairs Litigation and Preventive Law group where she was Senior Counsel.  Ann has 20 years of experience as a trial lawyer.  Just prior to joining 3M, Ann was an Assistant United States Attorney for the Department of Justice in the District of Minnesota for 11 years. \n\nIn 2020 and 2019, Ann was recognized as a Top 50 Chief Diversity Officer, in 2018 as a Top Executive in Corporate Diversity, 2017 Minnesota Lawyer of the Year for Diversity and Inclusion, 2016 3Mgives Volunteer Award and 2016 Minnesota Lawyer of the Year. \n\nAnn has an undergraduate degree in Political Science and a law degree from University of Minnesota.  Ann was born and raised in Minnesota, is married, and has two children.", "Mrs. Arrington is a Managing Director and Global Chief Diversity, Equity and Inclusion (“DEI”) Officer in the Ares Human Resources Department, and partners with the firm's DEI Council to advance Ares' strategy to attract, develop, engage and advance diverse talent within an inclusive, welcoming environment, along with advance equity in the broader alternative asset management industry. Mrs. Arrington also serves as an advisor to support DEI initiatives at portfolio companies across Ares' investment strategies. Prior to joining Ares in 2021, Mrs. Arrin…
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"", "", "https://www.linkedin.com/in/michael-lopez-hr/", "", "https://www.linkedin.com/in/jobmarti/", "", "https://www.linkedin.com/in/chintenparikh/", "", "", "", "https://www.linkedin.com/in/celeste-warren-she-her-3728784/", "https://www.linkedin.com/in/singleton-beato-835bb14/", "", "https://www.linkedin.com/in/ccarr-dni-64012/", "", "", "", "", "", "https://www.linkedin.com/in/kimyajohnson/", "https://www.linkedin.com/in/saraikoo/"
## $ Notes                        <chr> "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "could not find linkedin or bio online!", "", "", "", "", "", "duplicate from 2021", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "2021 duplicate", "", "", "", "", "", "2021 Duplicate", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "2021 Duplicate, company and title change", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", "", ""
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## $ X.1                          <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA
## $ X.2                          <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA
## $ X.3                          <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA
## $ X.4                          <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA
## $ X.5                          <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA
## $ identity                     <chr> "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", NA, "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", NA, "2. POC Man", "3. POC Woman", "2. POC Man", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "1. White Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "1. White Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "1. White Woman", "3. POC Woman", "2. POC Man", "1. White Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "2. POC Man", "2. POC Man", "2. POC Man", "2. POC Man", "3. POC Woman", "3. POC Woman", NA, "2. POC Man", "3. POC Woman", NA, "2. POC Man", "2. POC Man", "2. POC Man", "2. POC Man", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "1. White Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "1. White Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "2. POC Man", "3. POC Woman", "1. White Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "2. POC Man", "2. POC Man", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "1. White Woman", "1. White Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", NA, "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", NA, "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "1. White Woman", "1. White Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "2. POC Man", "3. POC Woman", "2. POC Man", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman", "3. POC Woman"
## $ anyposid                     <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1
## $ yearf                        <fct> 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2021, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2022, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2023, 2024, 2024, 2024, 2024, 2024, 2024, 2024, 2024, 2024, 2024

## identity
## 1. White Woman     2. POC Man   3. POC Woman 
##             11             58            133

##                 Pos1_DEI
## identity          0  1
##   1. White Woman  6  4
##   2. POC Man     27 27
##   3. POC Woman   53 67

## 
## Call:
## glm(formula = Pos1_DEI ~ identity + yearf, family = "binomial", 
##     data = cdocleanpos1)
## 
## Coefficients:
##                      Estimate Std. Error z value Pr(>|z|)    
## (Intercept)           -0.7341     0.6824  -1.076 0.282017    
## identity2. POC Man     0.4416     0.7312   0.604 0.545869    
## identity3. POC Woman   0.5517     0.7018   0.786 0.431786    
## yearf2022              1.4471     0.3911   3.700 0.000216 ***
## yearf2023              0.2780     0.7350   0.378 0.705261    
## yearf2024              0.4859     0.7895   0.615 0.538253    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 254.29  on 183  degrees of freedom
## Residual deviance: 237.53  on 178  degrees of freedom
##   (5 observations deleted due to missingness)
## AIC: 249.53
## 
## Number of Fisher Scoring iterations: 4

##                 Pos2_DEI
## identity          0  1
##   1. White Woman  8  1
##   2. POC Man     32 17
##   3. POC Woman   47 58

## 
## Call:
## glm(formula = Pos2_DEI ~ identity + yearf, family = "binomial", 
##     data = cdocleanpos2)
## 
## Coefficients:
##                      Estimate Std. Error z value Pr(>|z|)  
## (Intercept)           -2.2478     1.0765  -2.088   0.0368 *
## identity2. POC Man     1.4518     1.1096   1.308   0.1908  
## identity3. POC Woman   2.2507     1.0859   2.073   0.0382 *
## yearf2022              0.6677     0.3778   1.767   0.0771 .
## yearf2023             -0.1264     0.7883  -0.160   0.8726  
## yearf2024              0.4008     0.8011   0.500   0.6168  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 225.22  on 162  degrees of freedom
## Residual deviance: 210.52  on 157  degrees of freedom
##   (4 observations deleted due to missingness)
## AIC: 222.52
## 
## Number of Fisher Scoring iterations: 4

##                 Pos3_DEI
## identity          0  1
##   1. White Woman  6  0
##   2. POC Man     23  9
##   3. POC Woman   51 28

## 
## Call:
## glm(formula = Pos3_DEI ~ identity + yearf, family = "binomial", 
##     data = cdocleanpos2)
## 
## Coefficients:
##                       Estimate Std. Error z value Pr(>|z|)  
## (Intercept)           -18.1497  1510.6132  -0.012   0.9904  
## identity2. POC Man     16.7667  1510.6132   0.011   0.9911  
## identity3. POC Woman   16.9711  1510.6132   0.011   0.9910  
## yearf2022               1.1674     0.4566   2.557   0.0106 *
## yearf2023               1.6256     0.9607   1.692   0.0906 .
## yearf2024               1.2126     0.8706   1.393   0.1637  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 146.02  on 116  degrees of freedom
## Residual deviance: 131.84  on 111  degrees of freedom
##   (50 observations deleted due to missingness)
## AIC: 143.84
## 
## Number of Fisher Scoring iterations: 16

##         identity
## anyposid 1. White Woman 2. POC Man 3. POC Woman
##        0              7         27           49
##        1              4         31           84

## 
## Call:
## glm(formula = anyposid ~ identity + yearf, family = "binomial", 
##     data = cdoclean)
## 
## Coefficients:
##                      Estimate Std. Error z value Pr(>|z|)
## (Intercept)           -0.5108     0.6449  -0.792    0.428
## identity2. POC Man     0.5996     0.6907   0.868    0.385
## identity3. POC Woman   1.0354     0.6627   1.562    0.118
## yearf2022              0.3782     0.3442   1.099    0.272
## yearf2023             -0.7515     0.5699  -1.319    0.187
## yearf2024             -0.4381     0.6648  -0.659    0.510
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 273.58  on 201  degrees of freedom
## Residual deviance: 265.36  on 196  degrees of freedom
##   (6 observations deleted due to missingness)
## AIC: 277.36
## 
## Number of Fisher Scoring iterations: 4

• Demographics of CDO’s identities
• Is there a relationship between the CDO’s most recent position (if it was a DEI position = 1, if it wasn’t = 0) and their identity?
• Is there a relationship between the CDO’s second-most recent position (if it was a DEI position = 1, if it wasn’t = 0) and their identity?
• Is there a relationship between the CDO’s third-most recent position (if it was a DEI position = 1, if it wasn’t = 0) and their identity?
• Is there a relationship between the CDO’s having any DEI-related position (if it was a DEI position = 1, if it wasn’t = 0) and their identity?