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Preparing Your Data
for an Affirmative Action Plan:
            HIRING
                 presented by
                  Carla Irwin
        President of Carla Irwin & Associates
                   and 
        Stephanie R. Thomas, Ph.D.
      Founder and CEO of Thomas Econometrics
About the Webinar Series
• “Getting Back To Basics”
• Upcoming schedule:
  – 9/28: Promotion
  – 10/12: Termination
  – 10/26: Workforce Snapshot
  – 11/9: Applicant Flow
  – 11/30: Compensation
Overview
• Data requirements
• Missing data and its effects
• Data scrubbing and validation
Required Data
• Employee‐level data
• Fields to be populated
  –   Unique identifiers;
  –   Demographics;
  –   Job title & job code;
  –   EEO‐1 Group & AAP Group;
  –   Location;
  –   Hire / rehire / termination dates
Non‐AAP Suggested Data
• Expanded demographic information on other 
  protected characteristics
  – Age 
  – Disability status*
  – Veteran status*
  – Marital status
  – Sexual orientation
Required Documentation
• Electronically‐maintained information used in 
  hiring decisions
  –   Resume / CV
  –   Application
  –   Interview notes
  –   Self‐id forms
  –   Pre‐employment screening results
  –   Prior employment history / work experience
  –   Any other information considered in the hiring process
Common Missing Data Points
• Gender, race, ethnicity and other 
  demographic information
  – How to collect if missing?
  – Voluntary disclosure versus employer 
    identification
Common Missing Data Points
• Job Title
  – Actual title hired into versus current title
• Hire date
  – System conversion dates
  – Hire versus rehire date
The Effect of Missing Data
• Bad Data = Bad AAP
• Inaccurate conclusions
  – Where are your real issues?
• Time / Expense / Resources
  – Internal cost
  – External cost
• Audit & Litigation Issues
Data Scrubbing & Validation
•   Do We Have the Right People?
•   Do We Have the Right Codes?
•   Are We Consistent?
•   Where Are Our Data Gaps?
Data Scrubbing & Validation
    It’s an interactive process
Conclusion
• AAPs can drive process improvements, 
  policies and procedures, and guide the 
  direction of the organization
  – AAPs (and their inferences) are only meaningful if 
    they’re based on clean and accurate data
Carla Irwin
  President of Carla Irwin & Associates
        cirwin@hrlinkgroup.com
              815.254.0690
       www.carlairwininc.com
               & 
  Stephanie R. Thomas, Ph.D.
Founder and CEO of Thomas Econometrics
     sthomas@thomasecon.com
           215.642.0072
       www.thomasecon.com

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