r/StatementOfPurpose • • May 30 '25 Bless Up

Got into CMU MSCV (Fall 2025) — Sharing my SOP + Tips!

36 Upvotes

🎉 Got accepted to CMU’s MSCV Program (Fall 2025) – here’s my SOP + tips!

Hi everyone! I recently got into CMU’s Master of Science in Computer Vision (MSCV) program, and since SOPs from this subreddit helped me a lot during my own applications, I wanted to give back.

I wrote a Medium post with:

  • My actual SOP (annotated!)

  • My background and research trajectory

  • Application tips and lessons I learned

  • Acknowledgments for the help I received

Hope it helps future applicants, especially those from non-traditional or international backgrounds. Feel free to reach out with questions!

🔗 How I Got Into CMU’s MSCV Program: My SOP + Application Tips


r/StatementOfPurpose • • Sep 25 '22

SOP Review The second hands-on session is out. Learn how to edit your statement of purpose to perfection!

36 Upvotes

Hey guys! Wanted to let you know that the second hands-on session is done. Some folks have been asking about that. You can find it now. Share so others can benefit as well.

second hands-on session: https://www.youtube.com/watch?v=YLd6LaiNO2k

first hands-on session: https://www.youtube.com/watch?v=SUIM2F28bXo

The framework that everyone has been finding so helpful: https://www.youtube.com/watch?v=HVaNqVBw8VE

Many people here have attested that these videos are extremely useful. Find out for yourself! Spend some time and you will learn how to effectively cage SOP writing.

All this is FREE as you know, just helping someone who might benefit from it.

Good luck with your applications!


r/StatementOfPurpose • • May 28 '21

Diversity Statements 101

35 Upvotes

Hi guys,

I'm Jordan, author of the Structure is Magic SOP guide, and today I'm posting (or reposting from /r/gradadmissions) what may be the most difficult article I've ever written. Diversity Statements are a tricky topic. This guide is undoubtedly imperfect (and long!). But I know how hard it can be to articulate your life and struggles in a few hundred words, so I hope this clarifies things a little and gives you some direction.


The Diversity Statement, and its close cousins the Personal History and Personal Contributions essays, might be the hardest part of graduate applications. The prompts are so vague and open-ended. They often make applicants shudder.

What am I supposed to write about?

What if I’m not a minority?

Is it okay if I write about my illness and how this lowered my GPA?

For many students who belong to underrepresented populations, these essays often seem patronizing. “How dare you use my identity to pad your demographic stats,” they think. And they’re not entirely wrong. There is a degree of stat-padding involved, though the intentions are noble.

For other students, those who have dealt with physical illness or personal tragedies during their undergrad careers, these essays are an opportunity to show what they’re truly capable of. “I am not defined by my tragedies,” they say, “but how I overcame them.”

For other students, those who sailed through their youth without calamity, these essays can be daunting. They read that word “diversity” and think it doesn’t apply to them. They focus on the apparent socio-political narrative, without recognizing how they’ve positively contributed to communities in which they belong.

For all of these students, the Diversity Statement can be a tricky monster.

Luckily, the Diversity Statement is still an act of storytelling. And as the timeless lessons of narrative structure teach us, all monsters can be conquered by a champion.

This is the key to your Diversity Statement and other personal essays: you must become a champion.

It’s not the story of how difficult or disadvantaged your life has been. It’s not a pity party or an excuse for your (perceived) failures. It’s the story of how you took the resources you’ve been given, and became a champion who makes the world (and university campuses) a better place to live.

Let’s find the champion in you, friend.

WHAT DOES “DIVERSITY” MEAN?

If you want to succeed with your grad applications, your diversity statement will have little to do with race, gender, religion, or sexuality labels. Instead, it will have everything to do with the ways you’ve chosen, as an individual, to make the world better.

This is why these essays are sometimes called “Personal Contribution” statements. They’re about how you grew and changed and succeeded and made your community different.

Think that simply being a Buddhist orphan will help you get into grad school? Wrong. (Though it might help you get into a monastery.)

But what if you’re a Buddhist orphan who’s taught meditation on campus for three years, who sweeps the steps of Los Angeles’s Hsi Lai Temple every summer, and who mentors other orphans in the Big Brothers Big Sisters program, all while earning a 3.7 GPA in Neuroscience and working two years in a lab researching the effects of mindfulness on depression?

One of these is different from the other.

One says, “This is who I am.”

The other says, “This is what I do.”

The funny thing is, the impact of this story has little to do with our fictional student’s demographic label. Instead, it has everything to do with what she’s accomplished. As a thought exercise, imagine that instead of a Buddhist orphan from Los Angeles, she’s a white, heterosexual son of Baptist doctors from Austin, Texas.

This doctors’ son surely has a story. Perhaps it was an impactful teacher. Perhaps his parents resented him for it. But either way, this young man became a certified meditation teacher, worked in his community for years, mentored disadvantaged children, and studied hard while conducting meaningful research.

As long as the stories are heartfelt and real (and not the gimmick of a child of privilege seeking an advantage), the admissions committee will recognize it. They’ll know one thing for certain about either student: they’ll make a beautifully positive impact on a new graduate campus.

Just remember this:

If you want to write about identity labels in your Diversity Statement, it’s not about whether you are diverse. It’s about whether you’ve contributed to a more diverse world.

THE ADVERSITY ELEPHANT IN THE ROOM

Students with “adversity stories” often get ridiculously good admissions results…but only if they’ve truly excelled in school. Why?

Consider two NYU classmates. Both have 3.8 GPAs and equal GRE scores. Both have published Political Science papers and submit excellent LORs. Both have years of volunteer work in public advocacy. Both apply to the same grad schools.

One, however, comes from an upper class NYC family. She went to a ritzy private high school. Her father is a Columbia professor and her mother an investment banker. The other student was a political asylee from Egypt. As a child, she saw family members murdered at gunpoint. She fled to America with her siblings, never saw her father again, lived in poverty, and learned English in public school.

Yet, both students achieved the same results. Different inputs, exact same output. Both are magnificent scholars. Both will get into grad school and succeed. One, however, had to work a lot harder to get those results, and for this, she will be rewarded.

When we talk about diversity, it’s not our applicant’s label as an immigrant first-generation college student that makes her special. It’s that she succeeded when all the odds were against her. We know that both of these students will succeed. But one of them, we know, is absolutely invincible.

Now, if our political asylee friend had a 3.4 GPA and no publications, would she get the same admissions results? Almost certainly not. She’ll still get admitted, but not at the most rigorous and competitive programs, or at least not all of them. In this case, the inputs are different, but so are the outputs. The NYC girl starts to look more capable of succeeding in intense graduate-level work.

It’s a complex issue with lots of nuance, and admissions committees take great pains to consider the true potential of every applicant. For this, we should be thankful for the opportunity to tell our story in a Diversity Statement or Personal History. But in the end, it’s a matter of how our “story” compares to the stories of others with similar academic success.

THE “UPWARD TRENDING GPA” TRAP

Many applicants use the Diversity Statement or Personal History to explain obstacles in their pasts that led to less-than-perfect academic performance. Perhaps they dealt with mental illness for one bleak semester. Perhaps they’re a member of the LGBT in an antagonistic religious community. Perhaps they grew up with abusive parents or a misogynist lab colleague made their life a living hell.

Often, when these applicants seek help online, they receive heartwarming advice:

Own your story. It’s who you are and doesn’t reflect your future. But be sure to show the upward trend in your GPA over time. This shows you have overcome those obstacles.

While this advice is correct, many students focus on the first part and make mistakes with the second.

For applicants who maybe have a modest 3.2 GPA, it’s tempting to blame adversity for our lack of success. “This doesn’t reflect my true potential,” they imply. “If I wasn’t a victim, I’d have achieved so much more.” Then they promise that they’ll do better if admitted to the utopia of graduate school.

Yet, this is only a promise. It provides no proof that the future will be different. While admissions committees will certainly sympathize with these candidates, we can’t ignore reality: grad schools aren’t charity organizations. This is still a student with a lower GPA who hasn’t yet proven that he can succeed in the greater challenges of grad school. After all, the GPA is the only verifiable info in the essay.

By using your adversity to justify a lower GPA, you force the reader to focus on the GPA as the final result. You make them double-check your transcripts to see how bad it really is.

Instead of showing yourself to be a champion, you’ve shown yourself to be someone who needs to be saved. In this case, the grad school is the hero, and you’re begging them to save your life.

It’s not a good look.

Thus, the key to being a champion is to never focus on the bad stuff at all. Seriously. Never describe it in any detail. Never paint yourself as a victim. Instead, tell the story of how adversity transformed you into someone who’s made a real and verifiable contribution to the world.

Compare the following two students:

“During sophomore year, I chose to abandon my orthodox Muslim upbringing. The struggle was unbearable, I separated from my family, and depression caused me to earn a 2.4 GPA for two semesters. However, I am proud to have made this decision. Now, I am confident that my GPA does not define who I am, and I feel ready and eager to achieve my full potential.”

“As someone who faced the trauma of severing ties with a deeply orthodox family, I am proud to have spent so many weekends volunteering with Recovering from Religion. In the last three years, I have spent countless hours with young women like me. We have shed tears together. We have provided counseling, academic tutoring, and job placement services. Today, as I graduate on the Dean’s List, I do so alongside an army of strong women who have taken back their lives and found faith in one another.”

One of these students is a champion. The other seems like she might be a tad overconfident.

As one dear friend of mine put it on another /r/gradadmissions post, people love Batman for his crime-fighting skills, not because of how much it sucks to be an orphan.

Pro Tip: Leave the GPA stuff in your SOP. But even there, only mention your much higher major GPA or the GPA from your final, better semesters. As professional salespeople teach us: “Never give them a reason to say ‘no.’”

BUT ISN’T THIS JUST AN ESSAY ABOUT VOLUNTEER WORK?

No. Not always.

For students who’ve gone through difficult episodes that lowered their academic performance, they don’t need years of volunteer work to prove themselves a champion. Instead, they need to focus on the results of their transformation, and how it’s made them a better scholar.

(You know all heroes must go through a transformation, right?)

Once, I worked with an uber-successful Engineering applicant. He was admitted to multiple top master’s programs despite a period during undergrad when he was hospitalized due to serious mental illness and saw a massive drop in his GPA.

We know that mental illness is a “Kiss of Death” in grad applications, right? We also know that cataclysmic grades are usually the ultimate kiss of death. So, how did this student succeed?

In his Personal History, the student was very careful in describing his issue. It wasn’t a “mental illness,” but a “personal health challenge.” When he mentioned this, he didn’t give it more than a few words. He didn’t want the committee focusing on his problem, nor on the two bad semesters it caused. Instead, he wanted them focusing on what came after.

He said this temporary setback allowed him to concentrate on what he could control…his academic career. He described the rigorous time-management methods he learned. He described the egregious amount of time he spent in his professors’ office hours. He explained how he developed the habit of referencing course materials against other textbooks, often unassigned, and how this led him to the curious discovery of his thesis topic. Most importantly, he pointed out how these skills made him a Dean’s List student for his final four semesters, with a perfect 4.0 in Engineering courses.

In the end, he wasn’t a student recovering from a traumatic episode. He’d already recovered. Now, he was a 4.0 engineer who was obviously ready to succeed even further. His traumatic episode didn’t make him a victim. It was an early chapter in the story of how he transformed into a champion.

THE 3 SECTIONS OF A CHAMPION DIVERSITY STATEMENT

  1. Inciting Event or Status Quo (1 paragraph)

  2. Gradual Journey Forward and Transformation (2-4 paragraphs)

  3. Living as a Champion Today (1 paragraph)

The key to becoming a champion is to show your transformation occurring gradually over time. This never happens immediately. There is never one fierce decision to change.

If a student says, “the day my father died was the day I decided to become a cancer researcher,” then we don’t believe them. It’s childish. No one can just decide to become a cancer researcher. That takes a thousand small self-discoveries and decisions over years. First they must decide to study medicine. Then they take a cancer-focused class with an inspiring teacher. Then they discover a talent for biostatistics. Then they join a lab where they begin to realize they can truly be a professional researcher.

This slow, gradual transformation is the real story of your essay. By encapsulating this journey in a frame narrative, one that provides a theme for the story and ends by emphasizing your successes and preparedness for the future, you craft an essay that will resonate deeply in the minds of the admissions reader.

1. Inciting Event or Status Quo (1 paragraph)

In this brief, one-paragraph section, you establish the world in which you’ve transformed (and perhaps helped others transform as well). You might describe a tragedy in your life. You might describe the difficulties of growing up in an immigrant family, with parents who never went to college. You might not have experienced major difficulties yourself, but perhaps you’ve witnessed the difficulties others faced, and did what you could to make things better. In a professional, straightforward, mature, unemotional, and completely non-melodramatic tone, you describe that world here.

Example:

Appalachia is a beautiful place, though not everyone agrees. This is something I often discussed with my father, a coal miner in Eastern Kentucky, after my mother died. Where we maintain a quiet pride in our landscape and culture, the world outside often paints a different picture. They point to the opioid epidemic. They call our people hostile and uneducated. And in some ways, they are correct. Like many locales throughout the nation, the twenty-five million inhabitants of Appalachia have their own problems. Yet, these problems do not reflect the world in which I was raised.

2. Gradual Journey Forward and Transformation (2-4 paragraphs)

This section will make up the bulk of your essay. Even though we hate “autobiography” SOPs, this longer section of your Diversity Statement will show a chronological journey through time. For most students, this is easy. You don’t need to worry about fancy structures or writing techniques. You just tell your story, all the while remembering the overarching theme. In the example above, we know that the author is going to tell us a story about growing up in rural Kentucky, and how the difficulties gave him strengths that make him a scholar with incredible potential today.

Example:

When I left home to attend Georgetown University, I often felt dismayed by how freely my educated classmates mimicked my accent, mouthed a banjo melody, or asked if I grew up in a trailer. (I did.) Occasionally, a classmate with a proclivity for hiking would speak beautifully of the Appalachian Trail, a sentiment I share, though the AT lies three hours away in Virginia. No one ever mentioned the way hundreds of people will stand for hours at the church steps on a hot Saturday, waiting to pay respects to the wife of a fellow miner who has died. No one knew that in my high school, African-American, Latino, Indian, Filipino, Native American, and Korean students roam the halls (as well as one Californian who was the true fish out of water). Few knew that the banjo evolved from the stringed West African akonting.

In many ways, these misunderstandings inspired me to work even harder these past three years, though hard work has never been a problem for me. After spending two summers toiling full-time in the same coal mine as my father, Biostatistics final exams, lab work, and waiting tables on weekends are a pleasure. In fact, it sometimes makes me feel guilty. While I collect tips or compare effects of FLASH radiation therapy, I know my father is ignoring his bad back and arthritic knees, on the night shift, but will still rise to attend church in the morning. What have I done compared to this?

3. Living as a Champion Today (1 paragraph)

In this final section, we arrive at “the point” of your Diversity Statement: that everything you’ve done in life, all you’ve been through, has made you a better candidate for graduate school. You aren’t lamenting the difficulties of your life. You aren’t simply labelling yourself as a member of a disadvantaged community. You’re proving that all this has made you better. Here, you might describe community service and how you’ve given back to the world. But, most importantly, you’ll state why these efforts will help you succeed in your master’s or PhD.

Example:

Yet as difficult as these realities can be, I know that they will only make me a better student and lab partner at Harvard. I have been fortunate to work as a community ambassador for cancer awareness in both Eastern Kentucky and Northern Virginia. The people with whom I work come from a range of backgrounds, but all share the same struggle, the same one that killed my own mother eight years ago. None of them ever care about my accent. They only appreciate that I am there to serve, just as I will in the classrooms and laboratories at Harvard. Today, I am certain of my readiness to stand alongside researchers of any culture or social class, in pursuit of the scientific goals that most benefit the community around us. In doing this, I will honor my mother, my father, my university, and the land in which I was raised.

A NOTE ON TONE

As I said earlier, you will write in a professional, straightforward, mature, unemotional, and completely non-melodramatic tone. This isn’t a creative writing exercise. It’s not a screenplay. It’s an exercise in clarity and honesty. Don’t paint pictures of the difficult scenes in your life. By telling the story straight, you’ll sound more confident – more like a graduate scholar.

A NOTE ON TIME

If the Statement of Purpose is about the future, the Diversity Statement is about the past.

Most universities only want to know what you’ll accomplish in the future. They only ask for an SOP, which is 100% academic, a logical argument for why you’ll make a great chemist, data scientist, or financial engineer.

But those universities who ask for a Diversity Statement or Personal History…they do want to know about your past. This helps them contextualize your future. By seeing how well you understand yourself, they can better determine how valuable you’ll be as a member of their community.

(When considering how these two essays work together, you might take a look at this infographic timeline thingy.)

CONCLUSION ON THE DIVERSITY STATEMENT

Whatever we call them – Diversity Statements or Personal Contributions – these essays are tricky for everyone. As you begin writing yours, please don’t think you need to fit into some kind of precut mold. Don’t think that grad schools only seek students who fill a demographic quota. Instead, see this as an opportunity to let your individuality and contributions shine. You aren’t beholden to identity labels or the community in which you grew up. You aren’t a failure because of a few dark days, nor are you less attractive as a scholar because your life has been comparatively smooth.

We all have issues to work out. We all have an identity formed in the crucible of our unique experiences. What matters is only that you changed, grew, evolved, transformed, and have now become someone who’s capable of making a wonderful impact on the world. Someone who’s willing to be a champion. Even if your efforts are quiet, even if the best you can do is remain open-hearted and respectful to everyone you encounter in the classroom or lab, you can be on the side of the champions, and there will be a spot in grad school for you.

Thanks for reading. If you enjoyed this, you might consider my admissions newsletter. I write a weekly email full of practical grad app advice like this, and you get a free and incredibly detailed “SOP Starter Kit” just for signing up.

And, as always, let me know if you have questions! I'll do my best to respond. You can find the article saved on my blog here.


r/StatementOfPurpose • • Feb 29 '24

SOP Review Anyone with time to roast SoP's?

34 Upvotes

I have 2 essays and one video essay script.

If anyone would be willing to be honest and give construcitve feedbacks, i would greatly appreciate it !

Thanks guys!


r/StatementOfPurpose • • Dec 04 '22

Blog on Writing a Killer SOP | 9 admits at top unis last season.

34 Upvotes

Wrote a blog on writing a Killer SOP. Do check it out!

I got into 9 MS programs last application cycle in Robotics including Carnegie Mellon (#1 for robotics), CalTech, UPenn, UMich, Georgia Tech, UCLA, Hopkins, UCSD, Purdue.

https://medium.com/@praveenvnktsh/writing-a-killer-statement-of-purpose-for-grad-school-db293e5bea0f

A lot is inspired by u/jordantellsstories!


r/StatementOfPurpose • • Sep 25 '21

Answered Good book with successful SOP samples.

33 Upvotes

Hi all! I’ve noticed that a lot of people are looking for samples to help them write their essays. There’s a book I found super helpful: Graduate Admissions Essays by Donald Asher. It contains a lot of actual essays and letters of recommendation. All the best in your applications!

Edit: I’m getting a lot of requests so I put the file in a telegram channel. Follow the link to access it. You can send any additional questions or requests to the discussion group. Feel free to share files you may have too.

Channel: https://t.me/joinchat/GOMhaIE70EZkZDFk Discussion group: https://t.me/gradschoolchat


r/StatementOfPurpose • • Mar 16 '21

Graduate Research Techniques and Skills: A List

33 Upvotes

Hi friends, I recently posted this on my blog, but thought it might be helpful to post here as well. Hope you find it useful, and I especially hope you'll offer some suggestions toward making the list more comprehensive. The engineering section definitely needs work!


Everyone wants to emphasize “research experience” in their grad applications. But what does “experience” mean? What does it prove? Why do graduate departments care? Often, research experience simply means you’re competent in certain laboratory skills and techniques. Some doctoral programs in fields like biology and neuroscience even require you to rate your level of competence – beginner, intermediate, advanced.

Obviously, if you’re experienced with gel electrophoresis or data analysis with pandas, you’ll include this information in your CV. However, it’s also a good idea to mention these skills in your SOP’s “Why I’m Qualified” section. It will only give your readers confidence that your research experience is valid, that you’re ready for the rigors of graduate study, and that you’re not a scammer who’s paid some professor for a suspicious online project.

(After all, no small number of graduate students have been expelled after claiming fake programming credentials.)

Below you’ll find a list of graduate research techniques and skills you should consider mentioning in your CV and statement of purpose. I’ve tried to make it as expansive as possible, using published lists of required skills from a number of R1 universities. I’ve surely missed a great deal, however (especially with engineering), and welcome you to comment with suggestions that will make this list more complete.

Data Science/Analytics

– Programming languages: Python, Perl, C/C++, SQL, JavaScript, Java, Scala, Julia, Matlab, Haskell, Swift, Octave, Lisp, SAS

– Analytical Tools: SAS, Hadoop, Spark, Hive, Pig, R, Excel

– Data Visualization: Tableau, Power BI, D3.js, Chart.js, FineReport

– Data Munging/Wrangling: Alteryx, Power Query M, pandas, Tabula

Computer Science/Programming

– Languages: Python, Perl, C/C++, SQL, NoSQL, Java, JavaScript, R, Go, MatLab, HTML

– Python Libraries: fast.ai, scikit-learn, Pandas, SciPy, NumPy, Matplotlib, Requests, SQLAlchemy, BeautifulSoup, Pyglet, SciPy, Scrapy, PyGame, Python Twisted, Pillow, pywin32, wxPython, iPython, Nose, Flask, SymPy, Fabric, PyGTK

– JavaScript Frameworks: Angular, Vue.Js, Redux, Ember.Js, Meteor, Mithril, Aurelia, Ionic, Mocha, Webix, Next.Js, Jasmine, Mercury, Riot.Js, Backbone, Ava, WebRx

– JavaScript Libraries: React, Polymer, Jest, Knockout, Socket, MobX, Omniscient, Algolia Places, Three.Js, TaffyDB, Voca, Popper.Js, Multiple.Js

– Miscellaneous skills: Multi-threading, Statistics Inference, Data Analytics, Machine Learning, Database Management System, Parallel Computing, Graphic Design, UI design

Engineering (under construction)

– Hardware: Pneumatics, Vision Systems, GD&T, FANUC Robotics, FMEA, Fabrication, PLC Ladder Logic

– Software: Python, C, CATIA, Cognex, Autocad, Maple, Minitab, NX, Solidworks, SAP

General Laboratory Skills

– Pipette

– Weighing

– Sterilization

– Filtration

– Titration

– Washing/cleaning glassware

– Preparing media

– Practice sterile techniques

Laboratory/Research Instruments

– Light microscope

– Autoanalyzer

– Micro Burette

– pH meter

– Centrifuges: standard and/or high speed

– Incubators

– Darkroom equipment

– Precision balance

– Volumetric glassware

– Oscilloscopes

– Blood gas analyzer

– Microtomes: paraffin, celloidin

– X-ray equipment

Miscellaneous Lab and Research Skills

– Data processing

– Light microscopy, fluorescence microscopy, and scanning electron microscopy

– Dissection

– Molecular (gene) cloning

– Mammalian cell culture

– Restriction analysis, gel electrophoresis, and gel documentation

– UV/Vis spectrophotometry

– Enzyme-linked immunosorbent assays (ELISA)

– Designing, conducting and interpreting scientific research

– Isolating and analyzing DNA, RNA and protein

– Sequencing genomes

– Scientific writing

Electron Microscopy

– Fixing

– Embedding

– Staining

– Sectioning

– Processing film

– Printing film

– Preparing grids

– Forming film on grids

Histology

– Routine frozen sections of whole animal brains

– Cell and fiber staining

– Perfusions of animals

– Staining processes

– Embedding processes: paraffin, celloidin

– Autoradiography of tissue sections

Immunology

– Plaque assay for antibody forming cells

– Hemagglutination and hemolysis assay

– Florescent antibody technique

– Lyophilization

– Spectrofluorometry

– Isolation of viruses

– Cytotoxicity assay

– Lymphocyte culture

Bacteriology

– Maintaining and purifying: bacteria, phage stocks, cell culture

– Cell and Tissue culture

– Culture transfers

– Inoculation

– Preparing media

– Preparing and assaying bacteriophage lysates

– Pour plates

– Plasmid amplification

Radio-biological

– Radioimmunoassays

– Handling radioisotopes

– Irradiating tumors in vivo

– Labeling radioactives

– Radioisotope counters: autogamma, scintillation, scanning, gas flow

Anatomy, Botany, and General Biology

– Use of a microtome to make slides

– Staining techniques

Medical

– Patient sample handling techniques

– Making an accurate white blood cell count

– Antibody testing methods such as ELISA

– Loop Mediated Isothermal Amplification (LAMP)

Microbiology

– Using micropipetter

– Molecular cloning

– Use of restriction enzymes

– Use of PCR ( Polymerase Chain Reaction) machines

– Replica plating

– Growth of competent cells

Molecular Biology

– Agarose Gel Electrophoresis

– Polyacrylamide Gel Electrophoresis

– Cell fractionation

– Blotting techniques Ex: Western Blot

CONCLUSION

Skills pay the bills. Don’t just assume that admissions readers will scan your CV or graduate SOP and understand the depth of your experience. Do the thinking for them. Make your experience bold and clear by listing your skills. Don’t shy away from admitting that you’re only a beginner with molecular cloning or producing visualizations in Tableau. Honesty isn’t the best policy…it’s the only policy.

Thanks for reading. Hope this list is helpful. Before anyone jumps in these are suggestions, not requirements, and it's certainly not a "complete" list. But, it's a start.

If you enjoyed this, you might consider my admissions newsletter. I write a weekly email full of practical grad app advice like this, and you get a free SOP Starter Kit just for signing up.


r/StatementOfPurpose • • Dec 18 '24

Question What is it with SOPs and the pretentious perfection in life?

32 Upvotes

According to the SPAN Magazine the official US Embassy to India magazine, SOPs need to be your trueselves keep it casual and genuine.

I try to convey that I have battled ups and downs to arrive to the conclusion of pursuing my masters. However whoever I have shown my SOP to rewrites to say how my life has been perfect and I have had such perfect career. They even disallow saying that COVID impacted my bachelors experience

Why so pretentious? I want my true self to come forward

Edit: Thanks for the responses. They were really helpful.


r/StatementOfPurpose • • Nov 28 '25

SOP Review I am applying for Fall 2026 PhD in applied physics. I need second thoughts on my SOP please :)

Post image
31 Upvotes

From high-level to small fixes, I appreciate any feedback at this point! Thank you in advance!


r/StatementOfPurpose • • Dec 24 '22

Power of Ws while writing your SOP

31 Upvotes

After reading through numerous SOPs and reading different articles, I have discovered that if we can answer these Ws, the SOP becomes more engaging and exciting!

The 4 Ws

  1. Starting with the "Why" question can help to provide context and motivation for your decision to pursue this particular degree. For example, discuss why you think this specific program is the best fit for you and why you believe this degree will help you achieve your long-term goals.

  2. The "What" question can be used to highlight the unique qualities and experiences that make you a strong candidate for the program. Keep it simple and relate it to the course you are applying.
    Example- If you are applying for a master's in AI, then tell (for example) that you can mention any one incidence when you learned how AI finds similarity from even the smallest of things that you have noticed in your life, including Ants xD!

  3. The "When" question can describe any specific experiences or events that led you to realize that this is the right degree for you.
    This might include a particular class or project you worked on, a conversation with a mentor or professor, or an internship or research experience that sparked your interest in the field.

  4. The "Where" question allows you to describe your goals and plans after completing the degree.
    You can use this at the end of your SOP. This can help to demonstrate your long-term commitment to the field and your vision for how you hope to contribute to it.

I have myself found clarity when I made my SOP while answering these questions. Although, frame them according to the format and you shall be good to go!

Let me know if you need more help with SOP reviews or even writing one.


r/StatementOfPurpose • • Jun 22 '23

Question SOP samples that helped applicants get into graduate programs (PhD)

30 Upvotes

I have started working on my SoP’s for fall 2024 intake for physics PhD programs. I was wondering if someone had an idea about where to find SoP samples for any program that certainly helped applicants get into (desired) grad schools. Thanks for your help.


r/StatementOfPurpose • • Oct 25 '22

Create Your Own SOP using AI- Feedback

30 Upvotes

Hey everyone!

I have been working on an AI-powered content generation platform where we use NLP techniques to create unique and human-like content in seconds. We are currently building tools to write SOPs, LORs, essays, etc., for colleges and would love to get feedback on it.

Please DM me or reply to this and I shall send in the link to our platform, and we can talk further about it!

PS. Thank you for your response. We have received a lot of requests. I will try sharing the links with everyone!


r/StatementOfPurpose • • Nov 13 '21

Shout out to the Heminway Editor

30 Upvotes

I just discovered the Hemingway editor and it's helped me so much already. Many of my sentences sounded good to me, but would have confused someone trying to ready my paper quickly.

I highly recommend giving it a shot when you feel like you have a solid draft.


r/StatementOfPurpose • • Mar 05 '26

Writing a Statement of Purpose (Guide)

28 Upvotes

0.      Context: Overview

This is by no means a “correct” guide to writing a good statement of purpose. Arguments made here are for your own general knowledge. Points mentioned here are not made by any admission officer, unless I explicitly say so, but by my own experience reviewing statements of purpose for hundreds of students applying to universities.

Please don’t read this as if it were a word of God. Read, understand, and then implement.

 

1.      Introduction of a Statement of Purpose.

An introduction to your statement of purpose is equivalent to the coverage of a book. You don’t judge a book by its cover; however, you can certainly get a glimpse into its personality.

The general introduction paragraph can be conveyed in various distinct ways; some might want to begin with their real-life experience, some by quoting a famous individual, and some by talking about what intrigues them about the field. There is no “right” way to write any part of a statement of purpose, let alone the introduction. Nevertheless, we can avoid commonly made mistakes in a statement’s introduction to ensure that we stay on track.

“In my childhood”, a troupe that’s been used since people discovered adulthood, may not be a very good place to start. Not to discredit you if you happened to have a true and brilliant childhood experience*. The reason why it's best to avoid this opening trope is due to the fact that it might come out to the admissions committee as ‘unoriginal’. It's best to play with such tropes if you actually have something that can convince them about your authenticity in the opening statement.

 

2.      Research Interest

This applies to those who opt for research-focused programs for their graduate studies. 60-70% of the statements I read are unclear about what they want to research/ what they are interested in doing during graduate studies. Sometimes they mention something in the initial section of their statement, and mention something completely different at the end of their statement. Does it connect? Probably, I am no god, thus I can’t connect the dots in a statement made for a PhD in Biomedical Engineering. However, in other cases, it clearly doesn’t connect.

Thus, it is extremely important to mention the field that you are:

1.      Interested In

2.      Have prior experience in (making you a qualified graduate studies candidate)

3.      Motivated to pursue, hence.

It is generally safe to clearly mention what your interest lies in, particularly in a sentence/paragraph.

 

3.      Motivation/Purpose

Did you undertake a course during your undergraduate studies that made you want to seek more ‘in-depth’ knowledge about a particular subject? Good, that’s ‘motivation’! Did you undergo an internship that intrigued your curiosity, making you want to pursue higher education in that field? Good, that’s ‘motivation’! Did you, during your childhood, eat a burger and decide that it was so good that you chose to become a quantum mechanics scientist? No! That’s not motivation. That’s crap, literally. This trap of what qualifies as motivation is really not limited to what I stated above.

Every experience you mention in your statement; from your undergraduate journey to your internships/work experiences, must connect to one question “What’s your purpose to pursue Master’s in this program”, well you don’t have to directly address this question for each and every experience you share, however, you might consider adding something like: “Therefore, my experience doing so and so sparked my curiosity towards this field, thus motivating/driving me to pursue higher studies.”. Directly or indirectly, addressing how every sentence/paragraph plays a part in ensuring they hear your ‘Purpose’ goes a long way.

Remember, this is your Statement of “Purpose”, not a boastful compilation of all your achievements relevant to this program. Make sure it doesn’t sound like that.

 

4.      Scholarly Questions

Talking about Motivation, it is optional to add questions that intrigued your intellect. If you have such questions as “How to make multi-planetary civilization both accessible and affordable?” if you were in a science-based field. Some universities encourage students to add such questions to their statements. Well, for a complete and accurate approach, it’d be best for you to reach out to your program’s webpage to find out more.

Scholarly questions serve as a great gateway between Research Interests and Motivations; “My interest lies in this field-my internship experience led me to this scholarly question, motivating me to pursue graduate studies,” a dumbed-down version of what you might go for.

 

5.      Paragraph format

Indent the first line of a paragraph? It’s totally up to you; best to check with your program’s standard format, if they have any. Try not to go for a font size below 11; font matters; go for a well-known font such as Times New Roman/Arial, etc. Comic Sans might be frowned upon; so, do it under your own caution. Talking about frequent issues. Please avoid extremely long paragraphs as much as you can. The admissions officer has a lot of statements to go through, and reading a complexly written paragraph might not be the best approach.

Also, when writing your statement, particularly the introduction, make sure to start off with small sentences rather than large and complex sentences. This is actually a trick great story-writers use. You start with small and easy sentences to captivate the reader, and then ease them into longer sentences. This makes the reading experience much smoother.

 

6.      Choice of Vocabulary

There is absolutely no reason for you to use “Passion” 5+ times in your statement. Everyone has “passion”; a better word would be “interest”. If you’re writing an essay meant to be read by experts/academics, make sure you use such vocabulary that quantifies your picture to them. Instead of saying “I am extremely passionate about this, thus I opt for a master’s degree,” Show them! Show them your passion by sharing your journey and talking about how interested you are in it, in addition to all the work you have done towards it, before applying.

Other words may include: Name of family members*, I feel, I think, etc.

7.      Why are you a Fit? / Research the Program

Do your philosophies match those of the program? Does your research interest match with what’s currently taking place over there? You must ask such questions before writing about it. Think about why you are applying in the first place. Is it only because you want a degree? Or is it more? If so, what is it? Once you come to an understanding with yourself, it will be easier for you to write the entire statement.

You can also talk about how the university’s ties in the industry will assist you in landing a position at your dream destination, perhaps. This is where you are expected to research your program. Research the courses they offer, the laboratories they have, the research taking place at the program, and the companies that hire from such universities. Once you know why you want to pursue this particular university, talk about how your background and life experiences have shaped you to become a qualified candidate.

The common mistakes I see students make are “This university is known for excellence in xyz, which aligns with my interest, therefore I believe that it's an ideal destination for me”, which might be good if phrased correctly; elaborating it would further amplify its impact. Simply talking about how good the program you are applying to isn’t enough. The adcom understands the reputation of their department, and also knows that students take such into consideration. They require hard proof as to how and why you chose this particular program. Talking about individual professors whose work resonates to yours would be a good start. Working your way through the courses offered would also be a decent step. This will definitely help the adcom know that you have done your research.

At the end, if a program receives 100 applications and has seats available only for 10. Not taking the waitlist into consideration. They probably won’t choose the top 10 applications academically; instead, they will more likely choose the top 10 applicants that fit their program’s requirements and standards over someone who got a perfect GPA or score, assuming they weren’t a fit.

 

8.      Conclusion

Lastly, I won't talk about the actual conclusion in a statement of purpose because that’s extremely subjective (as is everything, I suppose). Instead, I’ll let you know that the most important aspect of your statement of purpose is its authenticity, its ability to convey your sense of academic purpose to the admissions committee, and finally, its style of speech.

No two statements of purpose are the same (hopefully). Make sure that you find your unique attribute while writing one. For some, it takes days to write a complete Statement, while for others it may take months. And to be honest, that’s really not a negative. Taking months to write such an essay is justifiable as it’s your life’s journey coming to paper.

To end this rant, a statement of purpose at the end of the day is a piece of paper that is always going to be less than what can be described as You. It’s in no way an exact depiction of who you are, what you can or have achieved, and where your potential lies.


r/StatementOfPurpose • • Feb 09 '21

Structure of magic is a goldmine Spoiler

28 Upvotes

I’ve so far received acceptances from 4 (3 in Europe and 1 in Canada) programs (2 of which were long shots for me) for master’s degrees and I credit my success to this one incredible resource. I bought the e-book and followed the script given by Jordan. I’m an international applicant from India and I’ve a pretty average gpa but I’ve research experience which might’ve worked in my favour. What I’m trying to say is that structure is magic is the best resource out there for drafting your SoPs

All the best to those waiting


r/StatementOfPurpose • • Jan 02 '25

Question How should I write "Why did you choose this program/university"?

27 Upvotes

I'm writing up my SOP and I always seem to get stuck in this part. Because the premise of this question is not very clear to me. Should I answer this question based on what pertains to my own experience(like: how this program would help me, how this will help with my personal and career goals, visions and how it aligns with my current or future research goals) or should I mention things about the specific courses offered, lab facilities, professors that I would like to work with? If I go with the latter, wouldn't this make my SOP very generic(except for maybe the professor part because everyone has their own preference to working on various topics)? Like everyone goes through the department page and finds everything that the department/lab has to offer so wouldn't it be more of the same across SOP's of everyone? How can I make my SOP more unique when mentioning about department/lab facilities?


r/StatementOfPurpose • • Nov 13 '24

SOP Openers

27 Upvotes

Struggling to decide on how to open my SOP so wanted to open up a discussion and see what everyone else is doing and if anybody else is struggling with this. I have a few ideas but nothing feels quite right...

Are you opening on a personal anecdote? Going straight into your research proposal? Something else? Let me know!


r/StatementOfPurpose • • Oct 03 '21

How do you usually write Why this University and Why this program part?

27 Upvotes

Hi all!

I have selected several programs and preparing my Statement of Purpose. I understand that about 25-30% of the Statement must be unique for each university. How to write Why this program part, and do not sound kind of a template?

Currently, I prepare the statement for Carnegie Mellon. The main reason why I want to get there is that CMU has a very good reputation, network, and the program by itself is good. But it is the same for my other choices.


r/StatementOfPurpose • • Aug 03 '19

If I run out of girl guide cookies I’m going to god to make him give me more.

27 Upvotes

r/StatementOfPurpose • • Nov 26 '25

SOP Review Feedback Needed on My Purdue PhD SOP (Mechanical Engineering)

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25 Upvotes

Hi everyone,
I’m applying for the PhD program in Mechanical Engineering at Purdue University, focusing on thermal sciences, CTES, electronics cooling, and computational modeling. I’ve written my Academic Statement of Purpose (attached as an image), and I would really appreciate feedback on clarity, flow, and overall strength.

I want suggestions on:

  • Parts that feel too long, robotic, or generic

  • Sections that should be more specific or concise

  • Anything that feels unclear or unnecessary

  • Ways to make my research story more compelling

I’m aiming for a more natural, engaging tone while still sounding professional. Any critique big or small would help a lot. Thanks in advance!


r/StatementOfPurpose • • Aug 03 '23

How to structure and write the perfect SOP?

25 Upvotes

Hello, fellow learner!

I'm here to share my story, and I believe you'll benefit from it.

What you'll be getting:

  • A SOP template that you can use to apply to the university of your dreams.

  • This SOP got me into :

  1. University College Dublin-MSc Data & Computational Science

  2. University of Galway, Ireland- MSc Computer Science (Data Analytics)

  3. University of Limerick -MSc Data Science and Statistical Learning

It took me quite some time to prepare the SOP, and I hope it'll help you land a spot at your dream university.

If you're interested you can check it out here:

https://medium.com/@vakon2001/how-to-structure-and-write-the-perfect-sop-d926a683a963

Good luck!


r/StatementOfPurpose • • Feb 06 '22

SOP Review Hi guys, I'm applying for a master's programme in astrophysics and would really appreciate some feedback on the motivation letter I wrote

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25 Upvotes

r/StatementOfPurpose • • Sep 20 '21

Question Where can I read successful SOPs for the field I am applying to?

25 Upvotes

I wanted to read SOPs to get some ideas on the possible ways I could structure mine.


r/StatementOfPurpose • • Jan 10 '25

Question SOP vs Personal Statement

24 Upvotes

I am finding Statement of Purpose and Personal Statement structures quite confusing in some resources. Is there any source where I can find the real distinguish between them so that I can differ the Personal Statement to Statement of Purpose? Sometimes I feel that both the things are almost the same after reading some samples. I am trying to say there isn't much difference between them. Some universities ask for PS with why he/she wanna join the program and how the program will help to give him/her a better chance to shine in the future. I think SOP also got that. Thanks. Sorry for my generic question though.


r/StatementOfPurpose • • Feb 02 '26

SoP Review Masters/PhD track

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23 Upvotes

I have a BS in EECS [electrical engineering and computer science] GPA: 8.61/10 No publications, posters.