The Resume vs. Reality: Do CVs Accurately Reflect Employees' Actual Skills?
Group A4
                                           Questionnaire
Introduction
Resumes play a crucial role in hiring, yet research suggests they may not always accurately reflect a
candidate’s actual skills. This study explores the gap between resumes and real-world performance,
aiming to understand HR professionals' experiences and strategies in verifying candidate capabilities.
To develop a strong research foundation, we conducted secondary research using credible sources
such as Harvard Business Review (HBR), The New York Times (NYT), Financial Times (FT), Economic
Times (ET), Medium, and Forbes. These sources provided insights into resume accuracy, common
misrepresentations, verification methods, and emerging hiring trends. Based on this research, we
designed an open-ended questionnaire to gather primary data from HR professionals.
Secondary Research Summary & Sources:
Sources:
https://universitypolicy.unc.edu/news/2024/06/28/the-truth-about-lying-on-resumes/
https://www.forbes.com/sites/lizryan/2015/01/31/the-truth-about-lying-on-your-resume/
https://medium.com/@quadcode/hire-people-not-resumes-d4a5ff2151bf
https://www.amsinform.com/workplace/10-shocking-statistics-about-resume-fraud/
https://www.business.com/articles/the-shocking-cost-of-resume-fraud/
https://www.icac.nsw.gov.au/newsletter/issue48/resume_fraud.html
https://www.forbes.com/sites/bryanrobinson/2023/11/05/70-of-workers-lie-on-resumes-new-study-
shows/
https://timesofindia.indiatimes.com/business/india-business/majority-tech-recruiters-prefer-a-skill-
verified-resume/articleshow/87153510.cms
https://www.researchgate.net/publication/388688179_AI-
Powered_Resume_Screening_Benefits_and_Challenges
https://link.springer.com/article/10.1007/s10462-013-9414-y
https://journals.sagepub.com/doi/epub/10.1177/1440783314562416
https://www.researchgate.net/publication/387930797_Efficient_Resume_Screening_Tool
https://www.researchgate.net/publication/
378905138_Towards_smarter_hiring_resume_parsing_and_ranking_with_YOLOv5_and_DistilBERT
https://pubsonline.informs.org/doi/abs/10.1287/mnsc.2014.1927
The Truth About Lies in Resumes – HBR
The Resume Lies Employers Believe – NYT
Findings:
      Harvard Business Review (HBR) reports that 40-50% of resumes contain some form of
       exaggeration. This includes inflated job roles, misrepresented skills, and altered employment
       dates.
      New York Times (NYT) highlights skills inflation, where candidates list competencies they
       have minimal experience in to pass AI screening tools.
      Forbes states that 85% of recruiters have caught inaccuracies in resumes, often related to
       technical skills or past job responsibilities.
      Financial Times (FT) discusses how traditional background checks and reference calls do not
       always reveal skill gaps, leaving HR professionals to rely on interviews and gut feeling.
      Medium explores the role of AI-driven assessments, showing that AI tools help but cannot
       completely replace human judgment in assessing skills.
      Economic Times (ET) explains that resume-based hiring often overlooks potential high-
       performing candidates who may not have the "perfect" CV but possess the necessary skills.
      HBR & NYT suggest that companies are shifting towards skills-based hiring, using real-time
       tasks, gamified tests, and practical assessments to evaluate candidates beyond their
       resumes.
      Forbes emphasizes that portfolio-based hiring (e.g., GitHub for developers, case studies for
       consultants) is gaining traction as it offers tangible proof of skills.
Objectives Behind the Questions
Our questionnaire was designed based on the findings from the secondary research to:
   1. Identify the extent of resume inaccuracies HR professional’s encounter.
   2. Explore real-life examples where employees failed to meet expectations despite impressive
      resumes.
   3. Understand HR verification techniques and their effectiveness.
   4. Examine the role of AI and how it impacts hiring accuracy.
   5. Gather opinions on alternative hiring methods like skills-based recruitment.
Questionnaire:
Section 1: Background & Experience
   1. Can you briefly describe your experience in HR and recruitment?
    2. What industries have you primarily worked in, and how does resume accuracy vary across
       them?
        (Rationale - To gather demographic data and to know about the context of the HR. For eg.
        Industry, Rankings etc.)
Section 2: Resume Accuracy & Common Misrepresentations
    3. In your experience, how often do resumes overstate or misrepresent a candidate’s skills?
    4. Have you encountered cases where a candidate’s CV perfectly matched the job
       requirements, yet they struggled to perform due to lack of actual skills? Could you share an
       example?
    5. Conversely, have you seen cases where a high-potential candidate was rejected due to an
       improper or weak CV?
    6. What are the most common types of inaccuracies you notice in resumes? (e.g., job roles,
       skills, certifications)
    7. How often do candidates list soft skills (e.g., critical thinking, leadership) that they fail to
       demonstrate in real job situations?
Section 3: Hiring & Verification Practices
    8. Do you believe that hiring based primarily on resumes is an effective way to identify the best
       talent? Why or why not?
    9. How do you verify a candidate’s real skills before hiring? (e.g., interviews, skill tests,
       reference checks)
    10. Have you noticed any gaps in traditional recruitment processes that could be improved to
        better assess real skills?
Section 4: The Role of AI & Emerging Hiring Trends
    11. With AI-driven resume screening tools becoming more common, do you think they help
        improve hiring accuracy or create new challenges?
    12. Some companies are shifting towards skills-based hiring (e.g., portfolio reviews, practical
        tasks). Do you think this is a more reliable approach than resume-based hiring? Why or why
        not?
Section 5: Impact on HR & Recommendations
    13. How do resume inaccuracies impact hiring decisions and team performance?
    14. What steps can HR take to minimize hiring mistakes due to misleading resumes?
    15. If you could change one thing about how resumes are used in hiring today, what would it be?
Closing Question
    16. Do you have any additional insights or experiences you’d like to share about the gap between
        resumes and real-world skills?