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Breaking AI’s Filter Bubble (289 Words): Tuck MBA Contribute Essay Example

Tuck MBA Essay: Tell us who you are. How have your values and experiences shaped your identity and character? How will your background contribute to the diverse Tuck culture and community? (289 words)

Background Information: The applicant noticed a strange bias emerging in a machine learning algorithm despite data verification. The solution to the bias and the creation of an algorithm review process is the core of the narrative.

Theme: AI, Bias, DEI

Theme (Explained): AI works on data – tons of data. Applicants who have worked in the function create themes around bias, inaccuracies, and errors in decision-making. Most interventions are around solutions. A better and more impactful narrative is in facilitating or directly creating review processes that address biases and inaccuracies.

Profile: Admissions

Industry: Education

MBA Essay Strategy: With machine learning algorithms improving by the day, addressing a fundamental assumption in machine learning is the focus of the narrative.

In the essay, the algorithm unintentionally filtered minorities from the application pool. Instead of making the essay all about algorithms, I have also addressed systemic biases emerging from certain traditions in student-run clubs. 

The applicant wants to bring her expertise in dismantling biases by assisting the DEI working team with review plans and setting milestones to address biases in all aspects of the student experience, from the language used in the course material to outreach to admissions to student-run elections to recruitment practices.

Opener: I wanted to start with algorithms and the information bubbles it creates before transitioning to bias.

Sample Tuck MBA Who you are and how you will contribute Essay: DEI and AI’s Filter Bubble (289 Words)

Algorithms mixed our tribal instincts with our desire to seek distraction. The combination with companies’ incentive to monetize the maxim – higher viewing time equals a higher likelihood of purchase led to the creation of information bubbles. 

Influencers on both sides of the political aisle exist in silos breaking down decades of bipartisanship that was the cornerstone of a vibrant democracy. 

I saw biases accentuated by algorithms even in 2016 while assisting the college admissions team. We pushed for greater representation of US minorities, second-generation immigrants, and international minorities in our admissions ...

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Download F1GMAT's Tuck MBA Essay Guide for the Complete Sample Essay on addressing biases in machine learning algorithms

Tuck MBA Essay Guide

 

Essay 1 (required):  Your professional goals are described elsewhere in your application. What led you to those goals and to your understanding of where you need to grow? Why is Tuck the right environment to support that growth and help you achieve your ambitions?    

Essay 2 (required): People are often shaped by experiences that are not fully reflected in their resume. Tell us about an important aspect of who you are that has shaped you as a person. How will your perspective enrich the Tuck community?    

Essay 3 (required): Describe a time when supporting another person was not easy or straightforward. What made it difficult, how did you respond, and what did you learn?    

Download F1GMAT's Tuck MBA Essay Guide

Atul Jose F1GMAT's FounderAbout the Author 

I am Atul Jose, Founding Consultant of F1GMAT, an MBA admissions consultancy that has worked with applicants since 2009.

For the past 15 years I have edited the application files of admits to the M7 programs: Harvard Business School, Stanford Graduate School of Business, the Wharton School, MIT Sloan, Chicago Booth, Kellogg School of Management, and Columbia Business School, together with admits to Berkeley Haas, Yale School of Management, NYU Stern, Michigan Ross, Duke Fuqua, Darden, Tuck, IMD, London Business School, INSEAD, SDA Bocconi, IESE Business School, HEC Paris, McCombs, and Tepper, plus other programs inside the global top 30.

 

My work covers the full MBA application deliverable: career planning and profile evaluation, application essay editing, recommendation letter editing, mock interviews and interview preparation, scholarship and fellowship essay editing, and cover letter editing for funding applications. Full bio with credentials and admit history is here.

 

I am the author of the Winning MBA Essay Guide, the best-selling essay guide covering M7 MBA programs. I have written and updated the guide annually since 2013, which makes the 2026 edition the thirteenth.

 

The reason I still write and edit essays every cycle: a good MBA essay carries a real applicant's voice. Writing essays for F1GMAT's Books and Editing essays weekly is how I stay calibrated to what current admissions committees respond to.

 

Contact me for school selection, career planning, essay strategy, narrative development, essay editing, interview preparation, scholarship essay editing, or guidance documents for recommendation letters.