Purdue Sample Essays and Recommendation Letters

Free Samples from Past Clients

Purdue Sample Essays & Questions 2023-24-


The Academic Statement of Purpose and the Personal History Statement are two of the most important documents in your graduate school application. Information in the Personal History Statement should complement but not duplicate information in the Academic Statement of Purpose. Each essay should be up to 500 well-crafted words.

Academic Statement of Purpose (ASOP)

What are your professional plans and career goals? How will attending graduate school assist you in reaching those goals?
Describe your research, scholarly, or creative interests. What topics are of particular interest to you? Reviewers know that interests change over time but try to be as specific as possible.
Discuss how your experiences, skills, and abilities have prepared you for graduate study. Relevant topics may include coursework, work and research experiences, internships, presentations, exhibits, publications, and community service. If you describe a research or scholarly experience, include information on the topic, research mentor, your role, and outcomes.
Describe how your skills, preparation, and interests are a match for the program to which you are applying. Identify faculty who share your research and scholarly interests. Reviewers will want to know that you have researched the program, faculty, and key focus areas.

Personal History Statement (PHS)
Required of all applicants:

Describe how your background and life experiences contribute to your ability to be both persistent and resourceful in graduate school.
Describe how your life experiences have prepared you to contribute to an academic community where scholars with diverse research interests, abilities, backgrounds, and experiences are supported, respected, and valued.


Please address concerns that you may have that your academic record does not reflect your true capabilities and discuss mitigating factors that have affected your academic record. Reviewers will be interested in understanding your accomplishments relative to your opportunities.

Purdue Winning Sample Essays-1

  1. Academic Statement of Purpose (ASOP)

My professional goal is to become a strategic leader in business analytics, with a focus on the healthcare and technology sectors. Over the past few years, my work at ZS Associates as a Decision Analytics Associate Consultant has illuminated the transformative potential of data-driven decision-making. By leading projects that optimize contracting decisions for pharmaceutical manufacturers, I have seen how advanced analytics can significantly enhance operational efficiency and drive strategic business outcomes.

Attending graduate school at Purdue Krannert will be instrumental in achieving my goals. The rigorous curriculum, combining technical expertise with business acumen, aligns perfectly with my aspirations. The program’s focus on real-world applications and leadership development will equip me with the skills and knowledge to tackle complex business challenges and effectively lead cross-functional teams.

My research interests lie at the intersection of data science and healthcare analytics. I am particularly interested in exploring how machine learning and predictive analytics can be leveraged to improve patient outcomes, optimize healthcare delivery, and reduce costs. Additionally, I am keen on investigating the ethical implications of data usage in healthcare and developing frameworks for responsible data governance.

One of the specific topics I am passionate about is predictive modeling for patient readmission rates. Reducing readmissions is a critical issue in healthcare, as it can significantly impact patient care and hospital finances. By developing accurate predictive models, hospitals can identify high-risk patients and implement targeted interventions to prevent readmissions.

My academic background in Electronics and Communication Engineering has provided a solid foundation in analytical thinking and problem-solving. Courses in data structures, algorithms, and communication systems have equipped me with the technical skills necessary for advanced analytics. Additionally, my work experience at ZS Associates and Versa Networks has honed my ability to apply these skills in real-world scenarios.

At ZS Associates, I led a team 12 in developing an advanced analytics-driven contract assessment capability. This project required technical proficiency as well as effective leadership, project management, and stakeholder engagement. My role involved defining the project scope, developing analytical models, and presenting insights to senior management, resulting in significant cost savings for our clients.

In addition to my professional experience, I have actively engaged in community service and extracurricular activities. As Vice-President of GGB NGO, I led educational initiatives for underprivileged children, which improved their academic performance and self-confidence. This experience reinforced my commitment to using my skills for social good and taught me the value of empathy and perseverance.

Purdue Krannert’s Business Analytics program is an ideal match for my skills, preparation, and interests. The program’s strong emphasis on data science, machine learning, and ethical considerations aligns perfectly with my research interests. Furthermore, the opportunity to work with esteemed faculty members like Professor Karthik Kannan, whose work in analytics and decision-making resonates with my interests, is particularly exciting.

I am confident that Purdue Krannert’s comprehensive education and collaborative environment will provide the perfect platform for me to achieve my career goals and contribute meaningfully to the field of business analytics.

2. Personal History Statement (PHS):

Growing up in a multicultural environment in India, I learned the importance of adaptability, resilience, and empathy from an early age. My parents, both educators, instilled a love for learning and a strong work ethic. Their support and encouragement have been pivotal in my academic and professional achievements.

One of the most formative experiences of my life was leading educational initiatives for underprivileged children through the GGB NGO. As vice president, I organized and conducted workshops that significantly improved these children’s academic performance and self-confidence. This experience taught me the value of giving back to the community and reinforced my belief in the power of education to transform lives.

My journey has not been without challenges. Balancing a demanding job at ZS Associates with my commitment to community service required effective time management and a relentless pursuit of excellence. These experiences have prepared me to be persistent and resourceful in graduate school. I have learned to navigate complex problems, work collaboratively with diverse teams, and maintain a positive attitude despite adversity.

My diverse background and experiences have equipped me with a unique perspective that I will bring to the academic community at Purdue Krannert. Having worked in global teams, I understand the importance of diversity and inclusion in fostering innovation. I am committed to contributing to a supportive and collaborative environment where scholars from diverse backgrounds can thrive.

I look forward to participating in knowledge-sharing sessions, study groups, and community service initiatives at Purdue Krannert. My passion for mentoring and teaching will drive me to support my peers in their academic journeys, and my professional experience will enable me to bring practical insights into classroom discussions.

3. Optional: Please address concerns that you may have that your academic record does not reflect your true capabilities and discuss mitigating factors that have affected your academic record. Reviewers will be interested in understanding your accomplishments relative to your opportunities.

While my academic record reflects my dedication and capability, there were periods when balancing multiple commitments impacted my performance. For instance, during my final year of undergraduate studies, I was heavily involved in organizing community service projects and internships, occasionally affecting my academic focus. However, these experiences have enriched my understanding of real-world challenges and strengthened my resolve to excel in my professional and academic pursuits.

In conclusion, my background, experiences, and values have prepared me to contribute meaningfully to the Purdue Krannert community. I am excited about the opportunity to further my education at Purdue and confident that this program will provide the knowledge, skills, and network needed to achieve my professional goals.

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Purdue Winning Sample Essays-2

1. Academic Statement of Purpose (ASOP)

My professional plans are driven by a deep commitment to leveraging data analytics to enhance financial inclusion and educational access. I aim to transition into a strategic role within leading fintech firms such as PayPal or Square, where I can utilize advanced analytical techniques to drive product innovation and expand access to financial services for underserved populations. 

In the long term, I envision establishing my fintech company that provides affordable financial solutions to unbanked middle-class consumers in India and other emerging markets. Attending graduate school, specifically the Business Analytics program at Purdue Krannert, is crucial to achieving these goals. The program’s rigorous curriculum and emphasis on practical, real-world applications will equip me with the technical skills and strategic insights necessary to excel in the fast-evolving fintech landscape.

My interests lie at the intersection of technology, finance, and education. I am particularly fascinated by the potential of predictive analytics and machine learning to transform financial services. Topics of specific interest include credit risk modeling, customer segmentation, and developing personalized financial products using big data. 

Additionally, I am keen on exploring the ethical implications of data analytics in fintech, ensuring that technological advancements promote equity and inclusion rather than exacerbating existing disparities. While my interests may evolve, my commitment to using data-driven solutions to address real-world challenges remains steadfast.

My professional experiences have provided a solid foundation for graduate study in Business Analytics. As an Assistant General Manager at BYJU’S, I developed a fintech lending platform that utilized data analytics to optimize loan disbursements and improve user experiences. 

This role involved extensive collaboration with data scientists and engineers, deepening my understanding of machine learning algorithms and data visualization techniques. I also founded “The Fantasy,” an EdTech startup, where I developed and implemented data-driven strategies to enhance user engagement and retention.

Academically, my coursework in computer science and engineering has equipped me with strong analytical and programming skills. I have applied these skills in various projects, including developing a predictive model for student performance and conducting a comprehensive analysis of user behavior on educational platforms. 

Additionally, my volunteer work with “Education for All” has honed my project management and leadership abilities as I coordinated efforts to provide learning kits to 3.4 million underprivileged students.

The Business Analytics program at Purdue Krannert is an ideal match for my skills, preparation, and interests. The program’s focus on data-driven decision-making and its strong emphasis on experiential learning align perfectly with my professional aspirations. I am particularly drawn to the faculty’s expertise in predictive analytics, machine learning, and fintech innovation. Professors Karthik Kannan and Mohammad Rahman, whose research in digital transformation and data analytics resonates with my interests, are among the faculty members with whom I am eager to collaborate. 

Furthermore, Purdue Krannert’s strong industry connections and robust alumni network will provide invaluable opportunities for mentorship and professional growth, further positioning me to achieve my career goals.

2. Personal History Statement (PHS): 

My background and life experiences have instilled in me a deep sense of resilience and resourcefulness, qualities that are essential for success in graduate school. Growing up in a middle-class family in India, I witnessed firsthand the challenges of limited access to quality education and financial services. 

These experiences fueled my determination to pursue a career where I could make a tangible impact on people’s lives through technology and innovation. Overcoming financial constraints to complete my education and embarking on a professional journey that blends technology and social impact have equipped me with the perseverance needed to navigate the rigors of graduate studies.

From an early age, I understood the value of hard work and the importance of education. My parents, despite their limited means, prioritized my education and instilled in me the belief that knowledge could unlock opportunities. Their sacrifices motivated me to excel academically, and I worked diligently to secure scholarships and part-time jobs to fund my education. This taught me the importance of resourcefulness and the ability to make the most of available resources, skills that I know will be invaluable in graduate school.

My professional journey has further honed my persistence and resourcefulness. As a Senior Software Engineer at GeekyAnts, I faced numerous challenges that required innovative solutions and unwavering determination. Leading the development of a white-label cloud platform for a high-profile client, I encountered technical hurdles and shifting client priorities. Navigating these challenges demanded not only technical expertise but also the ability to adapt quickly and find creative solutions. These experiences have strengthened my problem-solving skills and my ability to remain focused and driven in the face of adversity.

In addition to my professional experiences, my volunteer work has profoundly shaped my understanding of persistence and resourcefulness. Working with the GGB NGO, I led educational initiatives for underprivileged children. Organizing workshops and mentorship programs, I witnessed the transformative power of education. 

The resilience of these children, despite their challenging circumstances, was inspiring and reinforced my commitment to making a positive impact. This experience taught me the importance of empathy, patience, and the ability to persevere through difficulties to achieve meaningful outcomes.

My diverse experiences have prepared me to contribute meaningfully to an academic community that values diverse research interests, abilities, and backgrounds. At BYJU’S, I have worked with teams from various cultural and professional backgrounds, fostering an inclusive environment that encourages collaboration and innovation. 

My volunteer work with “Education for All” has further broadened my perspective, allowing me to understand the unique challenges underprivileged communities face and the importance of inclusive educational initiatives.

At Purdue Krannert, I am committed to bringing this inclusive mindset and actively engaging with peers and faculty to promote a supportive and respectful environment. I believe that a diverse academic community enriches the learning experience and drives innovation. My background has equipped me with the ability to connect with individuals from different walks of life and contribute to a collaborative and inclusive academic environment.

In conclusion, my life experiences have instilled in me the resilience and resourcefulness needed for success in graduate school. My journey has been shaped by overcoming financial constraints, navigating professional challenges, and engaging in meaningful volunteer work. 

These experiences have prepared me to contribute to an academic community where diverse research interests, abilities, and backgrounds are supported, respected, and valued. I am eager to bring my unique perspective and commitment to inclusivity to Purdue Krannert and contribute to its vibrant academic community.

3. Optional: Please address concerns that you may have that your academic record does not reflect your true capabilities and discuss mitigating factors that have affected your academic record. Reviewers will be interested in understanding your accomplishments relative to your opportunities.

While my academic record reflects a strong performance overall, there were periods during my undergraduate studies when personal and financial challenges impacted my grades. Despite these setbacks, I persevered and completed my degree, using these experiences as motivation to excel in my professional career. 

These challenges have only strengthened my resolve and prepared me to handle the demands of graduate school. I am confident that my practical experiences and the analytical skills I have developed demonstrate my true capabilities and readiness for the rigorous Business Analytics program at Purdue Krannert.

In conclusion, my background, experiences, and aspirations align seamlessly with the values and goals of Purdue Krannert’s Business Analytics program. I am eager to contribute my unique perspective and skills to the program while gaining the knowledge and expertise needed to drive meaningful change in the fintech and education sectors.

Purdue Recommendation Letters- Key Questions

2 Letters of recommendation-Two online recommendations are required in order for your application to be reviewed.

No paper recommendations will be accepted. We prefer that recommenders be faculty or instructors who are able to render an opinion on the basis of close, current and sustained observation. 

We strongly urge that one recommendation is from your direct supervisor. Recommendations from friends, family members, acquaintances and other sources unable to evaluate professional or academic qualifications for study are not acceptable. No more than two recommendations are needed.

MSBA Recommendation Letters
(Free Samples & successful Examples)

Professor - Recommendation letter Sample 1

Date: 23 September 2023

Admissions Committee
Ms in Business Analytics Program
UC Davis

Subject: “Recommendation Letter for Akhila Mohan”

Dear Members of the Admissions Committee,

I am pleased to write this letter of recommendation for my former student, Akhila Mohan, who is applying for the Master’s in Business Analytics program at UC Davis. As her professor at COMSATS, where she pursued her Bachelor of Business Administration degree, I had the privilege of observing her brilliant academic and professional journey, which is punctuated with outstanding achievements. I am thrilled to support her application, as she possesses a unique blend of skills and qualities that make her an outstanding candidate for this program.

Academic Excellence and Analytical Skills

During her time at COMSATS, Akhila’s commitment to academic excellence was evident as she consistently ranked in the top 1% of her class and achieved remarkable results across all campuses. Her dedication to her studies and her exceptional intellect were further reflected in the numerous merit scholarships and medals she secured. She was an active leader in class discussions, curious and engaged, and consistently provided insightful contributions to diverse topics.

Initiative and Practical Application

Akhila’s interest in studying economic disparity within socioeconomic groups in Pakistan led her to survey women in underserved areas in her community. Using her research, she developed and implemented a financial literacy program to improve the livelihoods of economically disenfranchised women by imparting crucial money management knowledge and skills to enable their financial autonomy. This project showcases her ability to apply theoretical concepts to real-world problems, a critical skill in business analytics.

Leadership and Multitasking Abilities

Throughout her academic tenure, Akhila demonstrated a remarkable ability to balance a multitude of responsibilities while excelling in every endeavor, both within and beyond the classroom. Her multitasking prowess is evident in her successful completion of five internships while maintaining exceptional grades, and notably her involvement with AIESEC, which showcased her dedication to global awareness for SDGs and cross-cultural exchange. Through her leadership in promoting student exchange programs, she facilitated transformative experiences for over 100 individuals through international exchanges and professional internships.


In summary, Akhila possesses a rare combination of academic brilliance, practical problem-solving skills, and leadership qualities. I am confident that she will excel in the Master’s in Business Analytics program at UC Davis and make significant contributions to both the program and the broader field. I highly recommend her as an exceptional candidate.


[Recommender’s Name]
[Recommender’s Title]
[Institution Name]


Admissions Committee,
XXX University,

Date: 21 December 2022

Subject: Letter of Recommendation for Pranav

I have known Pranav for over two years now. He was a student in my Entrepreneurship course as part of his Minor in Entrepreneurship and Management. As a student in my class, Pranav showed great skill in applying these concepts in practical in-class quizzes, his final group business pitch at the end of the course, and his professional activities at UBS. Pranav also achieved remarkable performance in my course, earning the highest grade possible of A+.

Pranav stood out to me during the final project for the course evaluation. As a major assessment, I assign a project for students to work in groups and pitch a viable, self-sustaining business idea. Pranav took the initiative to create a multicultural and diverse team with students from different countries and majors, successfully delivering a business pitch for a student-run laundry and cleaning business. The idea was unique, and he actively sought my advice and mentorship to make the team and project successful.

Another noteworthy aspect is the analytical research Pranav conducted before and after seeking my advice. He made a concerted effort to learn about diverse topics he had not previously encountered and was able to grasp different aspects of entrepreneurship, such as management and finance. This demonstrated his goal-oriented and detail-oriented abilities. The idea, data-oriented research, and financial analysis were impressive, synthesized and executed effectively on assigned tasks. Additionally, the real-world considerations regarding the execution of the pitch and the cohesive delivery from a team collaboration perspective were excellent.

I was so impressed with the project that I asked Pranav if I could include the pitch and presentation as teaching material for my course. I also offered him a Research Assistant position for the following summer, which he was unable to accept due to his graduation.

Given his analytical skills and collaborative approach, it was no surprise to me that Pranav was able to transition into finance directly from his undergraduate studies in engineering, securing a role in finance with UBS in their Investment Banking Operations in Hong Kong.

In terms of areas for improvement, I believe Pranav’s analytical nature and attention to detail can sometimes lead him to get caught up in minutiae, affecting his time management. In the group project, Pranav struggled with time management and was a week behind schedule because he gave equal attention to all the details of the presentation, losing track of the bigger picture. With my guidance, he was able to get back on track and submitted the project by the deadline. However, I believe Pranav needs to develop a better overall view of projects to improve his time management.

Pranav is just beginning his financial career, but he already possesses analytical skills and an understanding of management, teamwork, and other organizational elements comparable to other top students I have recommended to Master’s programs. Pranav’s progress at CityU and UBS clearly demonstrates his intellect and dedication. He is capable and has a keen intellectual capacity for analytical thinking. I believe Pranav is on track to build a successful career that blends his quantitative inclinations with his qualitative skills, inspiring those he will lead and work with.

To conclude, I strongly recommend Pranav, and I would be happy to discuss his candidacy further if you have additional questions.




XX university

Here is a quick PDF of a sample recommendation our client submitted for a successful admit. 

Ut Austin Recommendation Letter Page 0001 - MSBA LOR Sample - Template - Ameerkhatri.com

How long and in what capacity have you known the candidate?

I have known Pranav for roughly one and a half years. I was his mentor during his internship with UBS. Although he completed his internship and has moved on, we still continue to keep in touch to exchange different business ideas.

What do you think about the candidate’s professional performance and potential (including any room for improvement)?

When Pranav started his internship with UBS, he was one of the most proactive interns. Since he didn’t have a finance background, he showed keen interest in learning and came up the curve very quickly. 

The team assigned him Automation and Efficiency-related projects, and while working in the automation team he managed to stand out from other interns by providing solutions that were slightly outside of the box and impressed everyone on the team. 

For instance, he met with various team leads to understand their automation requirements and one team lead expressed her frustration with the manual risk report that used to take 10-12 hours every quarter. After the meeting, Pranav took the proactive step of helping automate this report for the team. The specific process automation that he implemented was for risk reports for the risk team. The team had a manual time consuming process in which they had to refer to multiple Excel sheets to create their quarterly risk report. Pranav understood and mapped the entire process before using an automation tool to automate it. This led to a time reduction of 90 percent in the compilation of the report. The automation process he designed was ingenious; no one had thought of using it before, and that is why I think everyone was impressed with his out-of-the-box thinking. 

Apart from that, another one of his biggest strengths is his willingness to take initiative. 

To highlight another instance, he noticed the dashboards in Operations and wider UBS were on Tableau, he took the initiative to compare Tableau and PowerBi and pitched shifting the employee statistics dashboard to PowerBi. The management team agreed and Pranav successfully created an Employee demographic dashboard on PowerBi. This led to cost savings for the department as UBS was already paying for PowerBi. He also took even more initiative, helping others in his team and UBS get certified on PowerBi and documented his knowledge for everyone before he left his internship.

On the flip side, when it comes to areas of improvement, I would also say this proactiveness and eagerness sometimes led to difficult situations. Like other fresh hires, he was also trying to prove himself in the initial months of his tenure with the team. However, this often meant that he would try to manage and solve things on his own instead of seeking help. This led to delays and situations becoming critical.

Pranav was tasked with getting certified on Automation Anywhere, another automation tool used by the team. He was unable to crack the certification according to the timeline assigned to him and was delayed by a month in getting certified. He tried to manage and solve the situation but was unable to do so without help from his team, this delay led to an increased workload for the rest of the team and longer hours as work had been earmarked for Pranav to do as soon as he would be finished with the certification. 

Overall, I would say that Pranav has great potential; he is not afraid to take the initiative and present his ideas.

Manager – UBS, Hong Kong Offices

When it comes to writing great letter of recommendation, here are a few do’s and don’ts tailored for candidates applying to a Master’s in Business Analytics program:


1. Choose Relevant Recommenders:
Do: select recommenders who can provide detailed and specific examples of your technical and analytical skills. Ideally, these should be people who have directly supervised your work in relevant roles, such as data analysis, business intelligence, or any analytics-related projects.
Example: Your current or previous supervisors, project managers, or clients who have seen your analytical skills in action and can speak to your ability to handle complex data sets and derive meaningful insights.

2. Provide Context and Achievements:
Do: give your recommenders a comprehensive list of your accomplishments and the context in which you achieved them. Highlight your contributions to significant projects, especially those involving data analysis, statistical modeling, or the implementation of analytics solutions.
Example: Create a list detailing how your analysis led to actionable business decisions, cost savings, or process improvements. Share this list with your recommenders to help them write a more impactful letter.

3. Meet and Discuss Your Goals:
Do: meet with your recommenders to discuss your career goals, reasons for pursuing a Master’s in Business Analytics, and why you have chosen specific programs. This helps them tailor their letters to align with your aspirations and the program’s focus.
Example: Explain how the program’s curriculum, faculty, and resources will help you achieve your career goals in data science or business analytics.

4. Ensure Specific Examples:
Do: encourage your recommenders to include specific anecdotes that highlight your skills and accomplishments. Real-life examples add weight and credibility to your recommendation.
Example: Ask them to describe a particular project where you used your analytical skills to solve a complex problem, detailing your approach, tools used, and the impact of your work.

5. Set Early Deadlines:
Do: set early personal deadlines for your recommenders to ensure they complete the letters well before the application deadlines. This gives you a buffer period to follow up if needed.
Example: If your application is due on January 1st, ask your recommenders to submit their letters by December 1st to avoid last-minute issues.


1. Avoid High-Ranking but Unfamiliar Recommenders:
Don’t: choose recommenders based solely on their title or status if they are not familiar with your work. Letters from high-ranking individuals who cannot provide detailed and personal insights will be less effective.
Example: Avoid asking a company CEO or a prominent professor you met briefly unless they have worked closely with you and can provide specific examples of your skills and achievements.

2. Don’t Write the Letter Yourself:
Don’t: write the recommendation letter yourself, even if a recommender offers to sign it. Admissions committees can detect self-written letters, which can harm your credibility.
Example: If a recommender suggests this, politely decline and offer to provide them with all the necessary information to write the letter themselves.

3. Avoid Generic Content:
Don’t: let your recommenders submit generic letters that could apply to anyone. Generic praise without specific examples of your work and skills will not make your application stand out.
Example: Ensure your recommenders avoid statements like “X is a great team player” without context or evidence supporting such claims.

4. Don’t Overlook the Instructions:
Don’t: ignore the specific instructions and questions provided by each business school. Different programs might have different requirements for recommendation letters.
Example: Make sure your recommenders address each question posed by the school’s recommendation form and follow any formatting or submission guidelines provided.

5. Avoid Subordinates as Recommenders:
Don’t: ask subordinates to write your recommendation letters. Their perspective might not carry the same weight and could be seen as less objective.
Example: Recommendations should come from individuals in a supervisory or client role who can objectively evaluate your performance and potential.

These tailored do’s and don’ts will help ensure that your recommendation letters are strong, relevant, and supportive of your application to a Master’s in Business Analytics program.

Recommendation letter template specifically tailored for candidates applying to a Master’s in Business Analytics program, including different structuring and clear instructions for highlighting relevant skills:

Admissions Committee
[Business Analytics Program Name]
[University Name]
[University Address]
[City, State, ZIP Code]


Dear Members of the Admissions Committee,

It is my pleasure to recommend [Candidate’s Name] for the [Master’s in Business Analytics program] at [University Name]. I have had the privilege of working with [Candidate’s Name] at [Company Name] for [duration], where I serve as [Recommender’s Title]. In this time, I have observed [his/her/their] exceptional analytical skills and unwavering commitment to data-driven decision-making.

Analytical Skills and Achievements

One of [Candidate’s Name]’s standout projects was [specific project/task]. During this project, [he/she/they] [specific action taken], resulting in [quantifiable result/outcome]. This project clearly demonstrated [his/her/their] expertise in [relevant skills, e.g., data analysis, statistical modeling, predictive analytics].

In another significant endeavor, [Candidate’s Name] was responsible for [another specific project/task]. [He/She/They] utilized [specific tools or methodologies, e.g., Python, R, machine learning algorithms] to [specific action taken], which led to [quantifiable result/outcome]. This work highlights [his/her/their] ability to leverage complex datasets to drive strategic business decisions.

Problem-Solving and Innovation

[Candidate’s Name] is particularly adept at identifying business problems and formulating innovative solutions. For example, during [specific challenge], [he/she/they] [specific action taken], which significantly improved [specific metric or outcome]. [His/Her/Their] problem-solving skills and innovative approach are invaluable assets in the field of business analytics.

Collaboration and Leadership

[Candidate’s Name] excels not only as an individual contributor but also as a collaborative team member. In [specific team project], [he/she/they] [specific actions taken to lead or collaborate], fostering a productive and cohesive working environment. [His/Her/Their] ability to communicate complex analytical concepts to non-technical stakeholders was particularly noteworthy.

Constructive Feedback and Growth

In my experience, [Candidate’s Name] is highly receptive to feedback and committed to continuous improvement. I once advised [him/her/them] on [specific area for improvement], and [he/she/they] proactively [specific actions taken to improve], which led to [positive outcome or development]. This responsiveness and dedication to growth are crucial for success in a dynamic field like business analytics.


In summary, [Candidate’s Name] possesses a unique blend of technical expertise, problem-solving acumen, and collaborative spirit. I am confident that [he/she/they] will excel in the [Master’s in Business Analytics program] at [University Name] and make significant contributions to both the program and the broader field of business analytics.


[Recommender’s Name]
[Recommender’s Title]
[Company Name]

This template provides a structured format that highlights the candidate’s analytical skills, problem-solving abilities, and collaborative nature, making it suitable for applications to a Master’s in Business Analytics program.

Free Recommendation Letter sample text for masters application

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