Imperial Sample Essays and Recommendation Letters

Free Samples from Past Clients

Imperial Application Essay & Questions 2023-24-

As part of your application, you will need to provide the following:

Career planning questions
Quantitative experience statement
Programming/computer software experience

The personal statement section on your application is broken down into 4 clear questions so you can write responsive answers, that offers insight into the key attributes the college adcom is looking for! 

Why does Imperial College Business School ask for a personal statement?

Quite simply, Imperial College asks for a personal statement because they want to know about you. All aspects of your application are important, but many areas tend to be factual and to the point. The personal statement is your opportunity to expand and tell us more about who you are, and what your motivations are for applying to Imperial. As the programmes are hugely competitive, so the college often relies on the personal statement to help them understand your profile and fill in any missing pieces from their assessment.

What questions are included in the personal statement section of my application?
You will be required to complete 4 mandatory questions, which cover your motivation to study and contribution to the cohort, with an additional information section which offers you a chance to detail anything else you haven’t mentioned as part of the application.

The 4 questions are as follows:

  1. Please share your motivation for undertaking the programme?
    Tell us why you are pursuing postgraduate study and why you have chosen your programme of interest. You should be able to link your past experiences to your suitability for the programme and expand on anything else that is relevant.
  2. What is your proudest non-academic achievement?
    This could be professional, personal, or extra-curricular, but we want to know about your proudest non-academic achievement to date, and how it has helped shape you into the person you are today. 
  3. What would you contribute to the cohort and the Imperial community?
    This question is your opportunity to show us how you will enhance the college experience of those around you and how you will make the most of your time at the Business School. Think about how you will make the campus community a better place, whether this be through participation in extracurricular activities or interactions with staff and students across campus.
  4. How would you use your degree to make a positive impact?
    We want to know how the programme will benefit you, both during your studies and in the future. Perhaps, you could use this section to tell us about how your programme fits into your long-term goals, or any long-term objectives you have relating to your chosen area of study.

Additional Information
Use this section to include any additional information you want to tell the Admissions Committee.

*You have 1500 characters per section (including spaces!) so make sure your answers are clear and succinct.

Imperial Winning Sample Essays 1-

1. Please share your motivation for undertaking the programme?

My motivation for pursuing the MSc in Business Analytics at Imperial College London is deeply rooted in my professional experiences and a keen desire to elevate my analytical prowess to influence high-stakes business decisions. As a seasoned sales manager at Unilever, I led significant projects utilizing data to enhance operational efficiencies and refine market entry strategies, profoundly impacting consumer interactions and business outcomes.


Imperial College London’s cutting-edge analytical curriculum and strong industry ties provide an ideal platform to deepen my understanding of data analytics. This program will equip me with advanced tools and methodologies for transforming vast datasets into actionable strategies. By integrating these skills with my business acumen, I aim to transition into roles that require a strategic synthesis of data insight and business intelligence, driving innovation and sustainable growth in an increasingly data-driven world.


Furthermore, Imperial’s diverse cohort and collaborative environment will enrich my learning experience, allowing me to exchange ideas with peers from various backgrounds. This exchange will broaden my perspective and enhance my ability to approach problems from multiple angles, fostering innovative solutions. 

Ultimately, my goal is to harness the power of data analytics to drive meaningful changes in business practices and contribute to the advancement of the field, ensuring that data-driven decision-making becomes an integral part of strategic planning in organizations worldwide.

2. What is your proudest non-academic achievement?

My proudest non-academic achievement is the successful initiation and leadership of “Project Khud Mukhtar” at Unilever Pakistan, where I championed integrating underprivileged women into the workforce. This project aimed at empowering these women by providing job opportunities and skills training, not only facilitated their economic independence but also challenged and shifted societal norms regarding female employment in conservative regions.


Successfully impacting over 50 women across six regions, the project’s success went beyond mere numbers; it sparked a significant cultural shift, encouraging other corporations to adopt similar initiatives. This project has been a cornerstone of my career and a personal milestone that underscores my commitment to leveraging corporate platforms for social change. Its recognition on global forums as a model for corporate social responsibility continues to inspire similar initiatives, making it my proudest achievement outside of academia.


Additionally, the project helped me develop crucial leadership skills, such as empathy, resilience, and the ability to drive change in challenging environments. These experiences have shaped my professional and personal values, reinforcing my belief in the power of business to effect positive social change. The lessons learned from this initiative will undoubtedly influence my future endeavors and contribute to my success in the MSc in Business Analytics program and beyond.

3. What would you contribute to the cohort and the Imperial community?

I bring the rich professional experience that I gained from working in diverse markets and a robust commitment to fostering inclusive environments to the Imperial cohort. My tenure at Unilever allowed me to lead cross-cultural teams and manage stakeholders across multiple countries, equipping me with unique insights into global market dynamics and consumer behavior.


These experiences are complemented by my proactive engagement in diversity and inclusion initiatives, where I have led programs to enhance gender diversity and cultural inclusivity. I plan to share these insights and experiences at Imperial, contributing to a vibrant learning environment. My goal is to enrich discussions with practical examples of how data analytics can be seamlessly integrated into business strategies and to inspire my peers by demonstrating the impactful convergence of business acumen with social responsibility.


Moreover, I am eager to collaborate on projects and research that address real-world challenges, leveraging the diverse expertise within the cohort to develop innovative solutions. My commitment to lifelong learning and continuous improvement will drive me to actively participate in and contribute to the Imperial community, ensuring a mutually enriching experience for myself and my peers. By fostering a culture of collaboration and inclusivity, I aim to help build a supportive and dynamic learning environment that empowers everyone to achieve their full potential.

4. How would you use your degree to make a positive impact?

With the advanced skills and knowledge gained from the MSc in Business Analytics at Imperial College, I intend to lead transformative initiatives that align business goals with sustainable practices. The program’s focus on data-driven decision-making and strategic analysis will enable me to spearhead projects that enhance business efficiency and contribute positively to environmental and social governance.


My ambition is to leverage the power of analytics to develop sustainable models that reduce waste, optimize resource use, and improve socioeconomic conditions. By applying these principles within global corporations, I aim to set a benchmark for how businesses can operate sustainably without compromising on profitability or efficiency, thus impacting the industry and contributing to a more sustainable future.


Additionally, I plan to engage with non-profit organizations and social enterprises to apply data analytics in solving pressing societal issues. By identifying patterns and trends within data, I hope to drive initiatives that address challenges such as poverty, education, and healthcare. This holistic approach will allow me to make a meaningful impact on both the business world and society at large, reflecting my commitment to using data for the greater good.


In summary, the MSc in Business Analytics will equip me with the expertise needed to drive sustainable change, fostering a future where businesses thrive while contributing positively to the environment and society. This vision aligns with my long-term career goals and personal values, making this program the perfect next step in my professional journey.


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Imperial Winning Sample Essays-2 

  1. Please share your motivation for undertaking the programme? Tell us why you are pursuing postgraduate study and why you have chosen your programme of interest. You should be able to link your past experiences to your suitability for the programme and expand on anything else that is relevant.

Pursuing the MSc in Business Analytics at Imperial College is a strategic step in my professional journey. My four years in healthcare management consulting at ZS Associates have solidified my interest in leveraging data to drive strategic decisions. My role as a Decision Analytics Associate Consultant allowed me to lead projects that utilized advanced analytics to improve contracting decisions for pharmaceutical manufacturers. This experience has honed my technical skills and underscored the transformative power of data in making informed business decisions.

Imperial College’s Business Analytics program stands out due to its rigorous curriculum, cutting-edge research, and focus on real-world applications. The comprehensive modules on data science, machine learning, and analytics strategy perfectly align with my goal to deepen my technical expertise while gaining a broader business perspective. Additionally, the program’s emphasis on hands-on projects and collaborations with industry partners will provide me with invaluable practical experience.

My decision to pursue this postgraduate study is driven by a desire to transition from an operational role to a strategic leadership position. I aim to harness the power of data analytics to drive innovation and efficiency across various industries. Imperial College’s reputation for fostering analytical thinking and leadership skills makes it the ideal place to achieve these goals.

My background in developing advanced analytics solutions, leading cross-functional teams, and managing client relationships has prepared me well for this program. I am eager to expand my knowledge and apply it in a broader context, contributing to the dynamic learning environment at Imperial College. This program will equip me with the necessary skills and knowledge to make a significant impact in business analytics, ultimately helping organizations make data-driven decisions that drive growth and efficiency.

  1. What is your proudest non-academic achievement? This could be professional, personal, or extra-curricular, but we want to know about your proudest non-academic achievement to date, and how it has helped shape you into the person you are today. 

My proudest non-academic achievement is my role as vice president at GGB, an NGO focused on educating underprivileged children. This experience has profoundly shaped my character and leadership skills. Leading a team of volunteers, I organized educational workshops and mentorship programs that significantly improved the academic performance and self-confidence of the children we served.

One of the most memorable projects was developing a comprehensive tutoring program tailored to the needs of children struggling with basic literacy and numeracy. The program’s success was evident in the children’s improved school grades and increased enthusiasm for learning. Witnessing their transformation and knowing that our efforts had a tangible impact on their lives was incredibly rewarding.

This experience taught me the importance of empathy, patience, and perseverance. It also reinforced my belief in the power of education as a tool for social change. Working with GGB has enhanced my ability to lead diverse teams, manage projects effectively, and communicate across different cultural and social backgrounds.

This achievement has shaped me into a more compassionate and resilient individual. It has also strengthened my commitment to using my skills and resources to contribute positively to society. The lessons learned from this experience will continue to guide my professional and personal endeavors, driving me to seek opportunities to make a meaningful impact.

  1. What would you contribute to the cohort and the Imperial community?
    This question is your opportunity to show us how you will enhance the college experience of those around you and how you will make the most of your time at the Business School. Think about how you will make the campus community a better place, whether this be through participation in extracurricular activities or interactions with staff and students across campus.

At Imperial College, I am eager to contribute to the cohort and the wider community through active participation and collaboration. My experience in healthcare management consulting has equipped me with a unique perspective on applying analytics in solving complex business problems. I plan to share this knowledge with my peers, contributing to a rich, collaborative learning environment.

I am particularly interested in joining and contributing to the Analytics and Marketing Society, where I can leverage my background to assist in organizing workshops, seminars, and industry speaker events. By sharing insights from my professional experience, I aim to foster discussions that bridge the gap between theoretical knowledge and practical application.

Additionally, I am keen to participate in cross-disciplinary projects and innovation challenges. Imperial’s strong focus on entrepreneurship and innovation aligns with my interest in developing data-driven solutions that can address real-world issues. I look forward to collaborating with peers from diverse backgrounds to create impactful projects.

My commitment to community service will also drive me to engage in volunteer activities organized by the college. I believe in the importance of giving back. I will seek opportunities to mentor younger students, share my experiences, and support initiatives promoting diversity and inclusion within the campus community.

I aim to enhance the Imperial experience by being an active, supportive, and collaborative community member. I am excited about contributing to a vibrant academic environment and making lasting connections with fellow students and faculty.

  1. How would you use your degree to make a positive impact?
    We want to know how the programme will benefit you, both during your studies and in the future. Perhaps, you could use this section to tell us about how your programme fits into your long-term goals, or any long-term objectives you have relating to your chosen area of study.

Earning an MSc in Business Analytics from Imperial College will be instrumental in achieving my long-term career goals. My immediate objective is to transition into a strategic consulting role where I can apply advanced analytics to drive business transformation. In the long term, I aspire to lead a data analytics division in a global consulting firm, influencing strategic decision-making at the highest levels.

The skills and knowledge gained from this program will enable me to harness the full potential of data to address complex business challenges. I am particularly interested in using data analytics to optimize healthcare delivery, improve patient outcomes, and reduce costs. This aligns with my professional background and passion for leveraging technology to create positive social impact.

During my studies, I plan to focus on projects exploring innovative data analytics applications in healthcare and other industries. By collaborating with faculty and industry partners, I aim to develop solutions that can be scaled and implemented in real-world scenarios. This hands-on experience will be crucial in refining my analytical and problem-solving skills.

Beyond my professional ambitions, I am committed to using my expertise to contribute to the broader community. I intend to engage in initiatives that promote data literacy and education, particularly in underserved communities. By mentoring young professionals and advocating for the ethical use of data, I hope to inspire the next generation of data scientists and analysts.

Imperial College’s emphasis on leadership, innovation, and social responsibility aligns perfectly with my vision for the future. This program will equip me with the technical skills needed to excel in my career and provide a platform to make a meaningful impact on society. I am excited about the opportunity to learn, grow, and contribute to business analytics, making a positive difference in both my professional and personal spheres.


Imperial Recommendation Letters-Key Questions

Contact details of two professional referees: two academic, or one professional, one academic As part of your application, you will be asked to provide the contact details of two referees. 

Your referees will be contacted by email once you have completed and submitted your application, and the email will contain instructions on how they can submit your reference via our application system. 

Please ensure that each reference letter that is submitted has been sent from an academic or professional email address. We cannot accept references sent from personal email addresses, such as Gmail, Hotmail, 126, 163, Sina, QQ, and Yahoo.

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 -

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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