Biased Letters of Recommendation
- Admin
- Jan 10
- 6 min read
Updated: Jan 29
Letters of recommendation are often seen as a gateway to academic and professional opportunities. Yet, their subjective nature can turn them into tools of bias, perpetuating systemic inequalities and academic abuse.
Letters of recommendation or reference began to be a required part of the application process in the early part of the 20th century at Harvard, Princeton and Yale Universities expressly to limit admission to marginalized groups, including African Americans, Catholics and especially Jews. As sociologist Jerome Karabel wrote in The Chosen, this new application process allowed “the rejection of scholastically brilliant boys considered ‘undesirable,’ and it granted the director of admissions broad latitude to admit boys of good background with weak academic records” -- namely white and wealthy Protestants. This assessment of a prospective student’s "character" via noncognitive qualities allowed for an illusion of meritocracy while maintaining a selection process that was inherently classist and racist.
- Inside Higher Ed, April 9, 2019
What Makes Letters of Recommendation Abusive?
Implicit Bias
Letters often reflect the unconscious biases of the recommender. Women, BIPOC individuals, and LGBTQ+ students or faculty are frequently described with less powerful or less professional language, reinforcing harmful stereotypes.
Examples for Students:
A male student is described as “a leader with outstanding potential,” while a female student is labeled “diligent and hardworking.”
An international student’s language skills are highlighted negatively, while their academic achievements are downplayed.
A student with a disability is described as “inspiring” rather than capable.
Examples for Employees:
A woman applying for tenure is described as “collaborative,” while male colleagues are described as “visionary.”
A BIPOC employee’s technical skills are overlooked in favor of comments about their “friendly demeanor.”
An LGBTQ+ faculty member’s research is dismissed as “niche” or “personal” rather than impactful.
Gatekeeping
Retaliation

The Impact of Biased Letters
Career Stagnation: Weak or biased letters can derail career trajectories for both students and employees.
Reinforced Inequities: Bias in letters compounds existing systemic discrimination based on race, gender, disability, or other identities.
Psychological Harm: The stress of knowing future opportunities rely on subjective and potentially biased evaluations can be overwhelming.
Silencing Reporting: The reliance on recommendation letters for future opportunities often discourages students and employees from reporting workplace misconduct. Fear of retaliation or receiving a negative or vague letter leads many to endure toxic or abusive environments rather than risk their careers.
What Can Institutions Do Better?
Advocate for Transparency: Institutions should allow students to see their letters and verify their accuracy. Employers should establish clear policies for objective and fair letters.
Train Recommenders: Professors should undergo bias training to identify and mitigate discriminatory language. Supervisors and senior faculty should learn how to write equitable and unbiased letters.
Explore Alternatives: Supplement letters with objective metrics, such as project portfolios or assessments. Advocate for anonymized peer reviews or interviews in hiring and promotion processes.
Remove Letters of Recommendation from Admissions and Hiring Processes
Why It Matters: Letters of recommendation often perpetuate inequities, as access to strong recommenders is not equally distributed. Students from underrepresented backgrounds, first-generation college students, and employees in marginalized groups are disproportionately impacted by gatekeeping, bias, and retaliation.
Alternatives: Replace letters with:
Objective Metrics: Use standardized performance measures, portfolios, or test scores to evaluate students.
Structured Interviews: For hiring processes, conduct interviews that focus on job-relevant skills rather than subjective endorsements.
Transparent Criteria: Admissions and hiring should focus on quantifiable achievements and qualifications rather than personal connections.
Impact: Eliminating recommendation letters would reduce bias, promote fairness, and allow opportunities to be based on merit rather than access to privilege.
What to Do If You Suspect You’ve Received a Biased Letter of Recommendation?
Receiving a biased or weak letter can feel demoralizing, but there are steps you can take to address the situation.
Request a Copy of the Letter (If Possible)
Students: Some institutions allow students to waive or retain access to their recommendation letters. If you suspect bias, check whether you waived your right to view the letter.
Employees: In professional contexts, politely request a copy of the letter, particularly if you suspect it played a role in a denied opportunity.
Evaluate the Language: Look for red flags in the letter:
Weak Praise: Phrases like “did their best” or “was adequate” rather than specific examples of accomplishments.
Stereotypes: Descriptions that rely on gender, racial, or other biased language.
Vagueness: Lack of meaningful content about your skills or achievements, which can signal indifference or intentional undermining.
Advocate for Yourself
For Students: If the letter is part of an admissions process, consider addressing concerns directly with the admissions office. Provide supplemental materials, like a personal statement or portfolio, to highlight your achievements.
For Employees: If possible, request additional references from colleagues or supervisors who can provide a stronger and more objective recommendation.
Discuss with the Recommender (If Safe)
Approach the recommender tactfully to discuss your concerns:
Example: “I noticed the letter didn’t highlight some of my key achievements. Would you be open to revising it to include XYZ?”
If you suspect intentional bias or retaliation, document the conversation for your records.
Build a Stronger Network of Support
Seek out additional mentors or colleagues who can provide future recommendations.
Cultivate relationships with individuals who understand your skills and potential and are willing to advocate for you.
Report or Escalate (If Necessary)
Students: If you suspect retaliation or intentional bias, report the issue to your institution’s grievance office or Title IX office (if applicable).
Employees: Use workplace grievance channels or consult legal counsel if the bias could be linked to discrimination or retaliation.
Learn and Plan for the Future
Use the experience to inform your approach to future recommendation requests:
Choose recommenders who have a track record of supporting you.
Provide them with a clear list of your achievements and goals to guide their writing.
Additional Information
Articles and Research
Letters of Recommendation: Just Say No [Inside Higher Ed]
Exploring the Color of Glass: Letters of Recommendation for Female and Male Medical Faculty [Discourse & Society Journal]
Help That Hurts Women [Inside higher Ed]
Men Are Twice As Likely To Get Outstanding Letters Of Recommendation [HuffPost]
Language matters! Letters of recommendations are biased, but we can change that! [Fred Hutch Cancer Center]
Helpful Resources
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