# How to Get Into a Competitive Engineering Program

Gaining admission to a top-tier undergraduate engineering program requires significantly more than a flawless grade point average; it demands a demonstrated track record of intense academic rigor, specifically in advanced calculus and calculus-based physics. Successful applicants differentiate themselves not just through exceptional standardized test scores, but by showcasing deep, technically creative extracurricular projects—often through formalized "maker" portfolios—and by crafting a cohesive narrative that proves their ability to survive a grueling collegiate curriculum.

## The Statistical Reality of Engineering Admissions

When evaluating the chances of admission to a highly selective university, looking at the institution's overall acceptance rate is a dangerous analytical trap. For aspiring engineers and computer scientists, the overall acceptance rate is almost always a mirage that masks a far more brutal statistical reality. 

At major research universities, students are typically admitted directly into specific colleges—and sometimes specific majors—rather than the general university [cite: 1, 2, 3]. The applicant pool for a College of Engineering (COE) or a School of Computer Science (SCS) is historically self-selecting, meaning applicants are competing directly against the most mathematically and scientifically gifted students in the global applicant pool [cite: 2, 4]. 

Consider Cornell University. While its overall acceptance rate recently hovered around 8.4%, this blended figure obscures the internal division of its colleges. The College of Agriculture and Life Sciences accepts roughly 14.7% of applicants, but the College of Engineering accepts only 6.7% [cite: 1, 5]. Carnegie Mellon University (CMU) exhibits an even steeper divide. While CMU's overall acceptance rate rests near 11.7%, the university admits by college rather than by major. Historically, its College of Engineering has maintained an acceptance rate of around 17%, while its world-renowned School of Computer Science accepts a mere 7% of applicants [cite: 3, 6, 7]. 

The University of Michigan exhibits a similar trend. While the university-wide undergraduate acceptance rate fluctuates between 16% and 18%, the College of Engineering admits only about 13% of applicants—roughly one in eight students [cite: 8]. At the University of California, Los Angeles (UCLA), the general admit rate is 9.4%, yet the Samueli School of Engineering has recently posted freshman admit rates as low as 5.3% to 6.8%, depending on the specific engineering discipline [cite: 9, 10, 11]. Data consistently demonstrates that engineering acceptance rates can be significantly lower than the headline university rate, emphasizing the need for a highly targeted application strategy.

| Institution | Overall Acceptance Rate | Engineering / CS Acceptance Rate |
| :--- | :--- | :--- |
| **Carnegie Mellon University** | ~11.7% | 17% (Engineering) / 7% (Computer Science) |
| **Cornell University** | ~8.4% | 6.7% (Engineering) |
| **University of Michigan** | ~16-18% | ~13% (Engineering) |
| **UCLA** | ~9.4% | ~5.3-6.8% (Engineering) |

*(Note: Acceptance rates fluctuate annually based on application volume and yield rates [cite: 1, 6, 8, 9].)*

### The Geographic and Residency Divide

For public universities, geographic location plays a massive role in the statistical probability of acceptance. Public institutions are funded by state taxpayers and have mandates to serve local residents, which drastically skews acceptance rates in favor of in-state applicants [cite: 12, 13, 14]. 

Georgia Tech provides a stark illustration of this geographic divide. For the Class of 2029, Georgia Tech admitted roughly 12.7% of its total applicant pool [cite: 14]. However, the in-state acceptance rate was a relatively accessible 30%, while the out-of-state acceptance rate plummeted to just 9% [cite: 2, 14]. For out-of-state applicants targeting highly impacted majors like Computer Science or Aerospace Engineering at Georgia Tech, the statistical likelihood of admission approaches that of Ivy League institutions [cite: 2]. 

Similarly, the University of Michigan maintains an in-state acceptance rate of approximately 39%, while its out-of-state acceptance rate sits around 18% [cite: 13]. At the University of Washington, the direct-to-college engineering program admits 43% of Washington residents compared to 37% of non-residents [cite: 15]. Applicants must calibrate their college lists with these residency discrepancies in mind, recognizing that an out-of-state public flagship often functions as a "reach" school rather than a "target" or "safety" school.

### Direct Admit Versus Internal Transfer Pathways

Because of these daunting numbers, some students attempt a "backdoor" strategy: applying to a less competitive college within a university (such as the College of Arts and Sciences) with the intention of transferring into the engineering program during their sophomore year [cite: 16]. 

Admissions officers and university policies have heavily restricted this pathway to prevent system gaming. Many top institutions now utilize "Direct to Major" or "Direct to College" admission models, requiring students to be accepted into the engineering cohort straight out of high school [cite: 15, 16]. At the University of Washington, for instance, spaces for internal transfers into the College of Engineering later on are extremely limited and highly competitive [cite: 16]. 

Similarly, at the University of Pennsylvania, internal transfer admissions into the School of Engineering and Applied Science or the Wharton School are extraordinarily competitive due to strict institutional targets and high retention rates that leave few open seats [cite: 17]. The overall transfer acceptance rate at UPenn recently sat at a mere 3.21% [cite: 17]. Consequently, applicants are strongly advised to apply directly to the engineering program of their choice, as the internal transfer route offers no guarantees and often requires a flawless college GPA to even be considered.

## Course Rigor: The Foundation of the Application

When an admissions officer opens an engineering application, they are not simply hunting for a flawless transcript or a perfect 4.0 GPA. They are evaluating the applicant's intellectual courage and their willingness to tackle the most demanding curriculum available to them [cite: 18]. 

As the admissions blog at the Massachusetts Institute of Technology (MIT) plainly states, the institute cares more about how hard students push themselves than how perfect their grades look on paper [cite: 18]. Admissions officers want to see evidence that an applicant chose the hardest path available and maintained their footing when the material became uncomfortable. At an institution built by physicists and engineers, a slightly lower GPA earned through brutal calculus sequences and advanced physics often tells a far stronger story than straight A's earned through safer, lighter coursework [cite: 18].

### The Calculus and Physics Imperative

For engineering applicants, two subjects are heavily scrutinized above all others: mathematics and physics. While general college applicants might stop at Pre-Calculus or AP Statistics, engineering applicants are expected to take the absolute highest level of calculus offered by their high school [cite: 19, 20]. 

If a high school offers AP Calculus BC, admissions officers expect to see it on the applicant's transcript by their senior year. Taking regular calculus or substituting it with AP Statistics when AP Calculus BC is available is frequently viewed as a red flag indicating that the student is avoiding academic challenges [cite: 21]. While statistics is a valuable supplemental course for understanding research methods, it does not replace the fundamental calculus requirement for engineering disciplines [cite: 20].

Similarly, a robust physics background is considered a prerequisite. Princeton University’s engineering admissions guidance explicitly states that their first-year curriculum presumes a strong, recent high school foundation in physics [cite: 22]. Ideally, this means taking a calculus-based physics course, such as AP Physics C. If an applicant has to choose between maintaining a perfect 4.0 by taking regular physics or taking a slight hit to their GPA by enrolling in AP or honors physics, top engineering schools overwhelmingly prefer the student who takes the rigorous route [cite: 18, 23]. High school chemistry is also vital, particularly for biomedical or chemical engineering tracks, as it introduces basic laboratory techniques applied in collegiate research [cite: 22].

Admissions offices understand that curriculum offerings, funding, and scheduling vary wildly between high schools. A student attending a rural high school with zero AP classes is not directly compared to a student at a preparatory academy offering 25 AP courses [cite: 24]. Context is everything; admissions officers rely on the high school profile provided by guidance counselors to determine if the applicant exhausted the opportunities actually available to them [cite: 24]. If a high school lacks advanced STEM courses, the most ambitious students often seek out dual-enrollment courses at local community colleges or accredited online programs (like UCScout or MITx) to prove they can handle college-level mathematics and mechanics [cite: 12, 19, 20].

### The Danger of the "Easy 4.0"

A high GPA achieved through a safe, unchallenging course load raises immediate concerns for admissions committees. In the context of engineering—where collegiate dropout and major-switching rates are notoriously high due to the difficulty of the curriculum—colleges use high school course rigor as a vital stress test [cite: 18, 25]. 

Georgia Tech likens the holistic application review to building a pizza: the academic preparation (grades and curriculum rigor) serves as the crust [cite: 24]. If the crust is weak, the entire application falls apart, regardless of how impressive the extracurricular "toppings" might be [cite: 24]. Admissions officers look for progressive overload, similar to weight training; they expect students to start with challenging classes early in high school and consistently add rigor as they confidently build their academic muscle [cite: 24]. 

## The Reinstatement of Standardized Testing

During the height of the COVID-19 pandemic, nearly all U.S. colleges and universities adopted test-optional policies due to the widespread cancellation of testing dates [cite: 26, 27]. However, for the 2025–2026 admissions cycles and beyond, the standardized testing landscape has drastically reverted, particularly among elite engineering institutions. 

Universities have conducted extensive internal research revealing that standardized test scores remain one of the most reliable predictors of a student's ability to survive a rigorous undergraduate STEM curriculum, and that mandatory testing can actually help identify high-potential students from under-resourced high schools [cite: 26, 27, 28]. Consequently, the test-optional era is ending for many top-tier programs.

### Shifting Policies for the 2025-2026 Cycle

Applicants targeting elite engineering programs should proceed under the assumption that they must submit an SAT or ACT score to remain competitive. 

*   **Reinstated Testing Requirements:** Institutions including MIT, Georgia Tech, Caltech, Yale, Dartmouth, Brown, Harvard, Purdue, UT Austin, and Stanford all currently require or have announced a return to mandatory standardized testing for upcoming cycles [cite: 26, 28, 29]. 
*   **The Cornell Pivot:** Cornell University remained test-optional for the Fall 2025 cycle for its College of Engineering, but has officially reinstated the standardized testing requirement for students applying for Fall 2026 enrollment [cite: 27, 28]. 
*   **The UPenn Pivot:** The University of Pennsylvania ended its test-optional policy and is requiring test scores starting with the 2025-2026 admissions cycle [cite: 17, 26].
*   **The Holdouts:** Columbia University remains a notable exception among the Ivy League, having announced an indefinite test-optional policy for both Columbia College and Columbia Engineering [cite: 26, 30]. The University of Michigan also remains test-optional through at least the 2026 cycle, though approximately 72% of its applicants still choose to submit scores [cite: 12].

### Target Score Benchmarks for Top Programs

Because engineering applicant pools are skewed heavily toward quantitative excellence, the baseline standardized test scores for admitted students are staggeringly high. Achieving a score in the 99th percentile is often required just to pass the initial statistical screening at highly selective institutions.

At the University of Pennsylvania, the middle 50% of admitted students typically score between 1510 and 1570 on the SAT, with math scores clustering between 770 and 800. On the ACT, the middle 50% lands between 34 and 36 [cite: 31]. At Carnegie Mellon, the median enrolled student boasts an SAT score around 1540, making a score below 1500 a significant disadvantage [cite: 7, 32]. 

| University | Middle 50% SAT Score | Middle 50% ACT Score | Testing Policy (2025-2026) |
| :--- | :--- | :--- | :--- |
| **UPenn** | 1510 - 1570 | 34 - 36 | Required |
| **Carnegie Mellon** | 1500 - 1570 | 34 - 35 | Required |
| **Georgia Tech** | 1370 - 1530 | 30 - 34 | Required |
| **University of Michigan** | 1430 (Median) | 33 - 34 (Median) | Test-Optional |
| **Columbia University** | Data Varies | Data Varies | Indefinitely Test-Optional |

*(Data reflects recent admitted class profiles. Note that out-of-state applicants at public universities typically require scores at the very top of these ranges to be competitive [cite: 12, 31, 32, 33, 34].)*

## The Maker Portfolio: Providing Tangible Proof of Innovation

When thousands of applicants to a university share the same 4.0 GPA and 1550 SAT score, academics merely get the application read; they do not secure admission [cite: 35]. To win a seat, applicants must demonstrate a lived, authentic passion for engineering through extracurricular depth. While joining the robotics club or the math team is standard, elite institutions are increasingly looking for tangible proof of technical innovation. Enter the "Maker Portfolio."

### Anatomy of a Successful Maker Portfolio

Pioneered by institutions like MIT, the Maker Portfolio is an optional application supplement that allows students to showcase their technical skills through hands-on, original projects [cite: 36]. It is evaluated not by standard admissions officers, but by university faculty and alumni who hold the work to the critical thinking standards of collegiate engineering [cite: 37].

A strong Maker Portfolio moves beyond basic club participation, requiring students to demonstrate original design, complex problem solving, and rigorous documentation. Admissions officers use these supplements to verify that a student does not just consume knowledge, but actively applies it to solve problems in the physical or digital world. It is not about flashy influencer videos; it is about grit, methodology, and design architecture [cite: 37]. 

Examples of successful maker projects include:
*   Designing and machining a custom CNC mill or building a belt grinder from scratch using lathe and milling techniques learned outside the classroom [cite: 38].
*   Building a fully functional robotic dog using 3D-printed parts and custom mechanical engineering to bypass a lack of expensive gyro sensors [cite: 39].
*   Developing a mobile app or website that solves a specific user problem, complete with version-controlled code and a clean user interface [cite: 36, 37].
*   Fabricating custom electronics, autonomous drones, or aerodynamic payload systems for rocketry competitions [cite: 36, 39].

### The Critical Role of Technical Documentation

Having a sophisticated project is useless if the applicant cannot explain the engineering process behind it. Portfolios require detailed write-ups explaining the project's initial goals, methodologies, resource limitations, and, most importantly, the lessons learned from inevitable failures [cite: 36]. Many students mistakenly believe a Maker Portfolio must only show a perfect, finished product. In reality, elite universities value the process—the failures, the learning curve, and the iterative design—as much as the final polished product. 

If submitting software, the applicant must provide the codebase (ideally via a version-controlled repository like GitHub) alongside a working demonstration [cite: 37]. Video demonstrations must be concise; MIT, for example, caps the total video length across the entire portfolio at just two minutes [cite: 37]. These videos should utilize voiceovers or text overlays to efficiently explain moving parts and system architecture rather than wasting time on cinematic editing [cite: 37]. 

Admissions officers want to see an applicant who treats their personal projects with professional rigor. Maintaining a project logbook that tracks timelines, resource allocation, bug fixes, and architectural diagrams proves that the student thinks like a seasoned engineer [cite: 40, 41, 42]. Documenting how feedback was integrated and how original plans were adapted in the face of constraints shows maturity and readiness for collegiate lab environments [cite: 40].

## Understanding the Admissions Evaluation Mechanism

To understand how to position an application, it is vital to understand the mechanics of the admissions office. At highly selective colleges, applications go through a "Committee-Based Evaluation" (CBE) [cite: 43].

### The 15-Minute Read and Rating Scales

Admissions officers typically manage specific geographic territories and read applications incredibly fast—often spending only 5 to 15 minutes per file [cite: 43]. During this brief window, they synthesize transcripts, test scores, essays, extracurriculars, and letters of recommendation into a series of numerical ratings.

Based on insights revealed during high-profile admissions lawsuits (such as the Harvard affirmative action case), it is known that applicants are typically scored on a scale (e.g., 1 to 6, with 1 being the highest) across several distinct categories:
1.  **Academic:** An academic score of 1 goes to students who are in the top 1-2% of their class, possess 99th percentile standardized test scores, have taken the most challenging coursework available, and show evidence of academic pursuit outside the classroom (such as published research or advanced independent study) [cite: 44].
2.  **Extracurricular:** A top score is reserved for students who have achieved national or international recognition in their field, or who have built independent projects of significant, measurable impact [cite: 44].
3.  **Personal:** This evaluates character, leadership, resilience, and "fit" for the campus community, largely derived from application essays and teacher recommendation letters. Characteristics like being reflective, insightful, and dedicated can lead to higher personal ratings [cite: 43, 44].

To gain admission to an elite engineering program, applicants generally need top-tier scores in both the Academic and Personal categories. Perfect grades without a compelling personal narrative, authentic voice, or character depth will likely result in a rejection [cite: 43, 44].

### Early Decision vs. Regular Decision Strategies

If an applicant has a clear top-choice university, applying Early Decision (ED) or Early Action (EA) can offer a statistical advantage, though it must be approached strategically. 

At the University of Pennsylvania, the ED acceptance rate recently hovered around 13.6% to 14%, compared to a Regular Decision rate of roughly 4% to 5% [cite: 45, 46]. At Carnegie Mellon, ED admits sat at 13.8% versus 11.7% overall [cite: 7]. Georgia Tech operates a dual Early Action system: EA1 for Georgia residents yielded a 33% acceptance rate, while EA2 for non-residents yielded an 8.1% acceptance rate [cite: 14]. 

However, the gap between early and regular acceptance rates exists largely because the early pool is highly self-selecting. It is filled with exceptionally qualified applicants, recruited athletes, and legacy students who have their materials polished early [cite: 45, 47]. Recruited athletes, for instance, enjoy acceptance rates at UPenn estimated between 25% and 30% because coaches champion their applications, though these athletes must still meet rigorous academic baselines [cite: 47]. 

Applying early only helps if the application is flawless and ready. A stronger Regular Decision application will always outperform a rushed, incomplete Early Decision submission [cite: 45]. Furthermore, students relying on waitlists should view them as a last resort; UPenn's waitlist acceptance rate for a recent cycle was a meager 2.88%, with only 66 students admitted from a pool of over 2,200 who confirmed their interest [cite: 17, 31].

## Red Flags and Common Mistakes in Engineering Applications

Even highly qualified students routinely sabotage their applications by making avoidable errors. Admissions officers and higher education consultants highlight several major red flags that can send an application straight to the rejection pile.

### 1. Vague Activity Descriptions Lacking Metrics

The activities section of the application is prime real estate. A massive mistake is treating this section like a passive job description rather than an active impact report [cite: 48]. 
*   **Weak Description:** "Programmed a website for a local business and helped manage their inventory."
*   **Strong Description:** "Developed an e-commerce platform using React and Node.js for a local retailer, facilitating $10,000 in monthly sales and reducing manual inventory tracking by 15 hours per week."

Without specific numbers and quantifiable metrics, admissions committees cannot gauge the scale of the applicant's responsibilities or the true significance of their contributions [cite: 48].

### 2. Prioritizing Breadth Over Depth

Many students operate under the misconception that they need to be president of ten different clubs to look impressive. Elite colleges do not want students who do a little bit of everything; they prefer students with a "spike"—a deep, concentrated passion in one or two areas [cite: 45, 49, 50]. Joining 15 clubs where the applicant is "just a member" impresses no one and signals a lack of focus [cite: 49]. Quality and depth of involvement—such as a four-year commitment to a single engineering project or community organization—always win over a scattered list of short-term activities [cite: 49, 50].

### 3. Missing the Narrative Fit

An application must tell a cohesive, logical story. If a student states they want to major in Biomedical Engineering, but their entire transcript is filled with humanities electives and their extracurriculars are exclusively in debate and theater, the admissions committee will flag a severe lack of narrative fit [cite: 45]. Coursework, activities, letters of recommendation, and essays must all point in the same direction, showing a sustained progression of interest in the chosen field [cite: 45]. Claiming to want to study Artificial Intelligence simply because it sounds trendy, without any coding projects or math background to back it up, is a transparent mistake [cite: 49]. 

### 4. Overusing Technical Jargon

While applicants want to demonstrate technical competence, they must remember that the initial admissions reader is usually a generalist, not a tenured engineering professor. Using excessive, unexplained jargon in essays or activity descriptions can confuse and alienate the reader [cite: 48]. 
*   **Weak Entry:** "Conducted qPCR analysis and Western blotting to determine gene expression changes in murine cardiac tissue post-infarction."
*   **Strong Entry:** "Studied genetic expression changes in heart cells following a heart attack, utilizing qPCR analysis to identify potential markers for recovery."

Applicants must be able to explain complex technical achievements and their broader significance in clear, accessible language [cite: 48]. 

### 5. Lack of Meaningful Reflection

Another common pitfall is writing essay entries that lack reflection. Some applicants only describe what they did without explaining *why* it mattered or what they learned from the experience. Admissions committees want to see self-reflection and growth [cite: 48]. Whether discussing a failed robotics competition or a successful independent research paper, the applicant must articulate how the experience shaped their worldview, their resilience, and their path toward an engineering career [cite: 43, 48].

## Bottom line

Gaining admission to a competitive engineering program requires a meticulous, multi-year strategy built on an unshakeable academic foundation. Applicants must conquer the baseline by taking the most rigorous calculus and physics courses available and securing top-tier standardized test scores, which are once again required by most elite institutions. Beyond the numbers, students must prove their authentic passion through deep, well-documented technical projects—such as a Maker Portfolio—that showcase iterative problem-solving skills. Ultimately, a successful application weaves these disparate elements into a cohesive narrative, demonstrating not just raw intelligence, but the resilience, focus, and character required to survive and thrive in a demanding collegiate environment.

## Sources

1. [MIT Maker Portfolio Examples](https://admissionsight.com/mit-maker-portfolio/)
2. [Ethan's MIT Maker Portfolio](https://elchun.github.io/project_pages/maker_portfolio.html)
3. [Reddit: MIT Maker Portfolio Discussions](https://www.reddit.com/r/EngineeringStudents/comments/1e9cl85/these_maker_portfolio_videos_on_youtube_have/)
4. [MIT Admissions: Portfolios & Additional Material](https://mitadmissions.org/apply/firstyear/portfolios-additional-material/)
5. [YouTube: Example MIT Maker Portfolio](https://www.youtube.com/watch?v=0A5TBlqWess)
6. [MIT Course Rigor vs. GPA](https://www.makeoverarena.com/mit-course-rigor-and-why-it-matters-more-than-gpa/)
7. [Admissionado: MIT GPA Requirements](https://admissionado.com/blog/college/mit-gpa-requirements/)
8. [College Confidential: Rigor vs. GPA](https://talk.collegeconfidential.com/t/rigor-vs-gpa-which-do-you-give-the-edge-to/3673045?page=2)
9. [MIT Admissions Blog: There is No Formula](https://mitadmissions.org/blogs/entry/there_is_no_formula/)
10. [Quora: Does MIT only admit the most rigorous students?](https://www.quora.com/Does-MIT-only-admit-people-who-have-taken-the-most-rigorous-courseload-at-their-high-school)
11. [Time in Wexford County, US](https://www.google.com/search?q=time+in+Wexford+County,+US)
12. [UMich Engineering Acceptance Rate 2024](https://www.aecoverseas.com/study-abroad-queries/university-of-michigan-college-of-engineering-acceptance-rate/)
13. [Koppelman Group: UMich Engineering Strategy](https://www.koppelmangroup.com/blog/2025/10/21/the-university-of-michigan-engineering-undergrad-admissions-strategy)
14. [UMich Engineering Facts & Figures](https://www.engin.umich.edu/about/facts-figures/)
15. [Unischolars: UMich Acceptance Rate](https://unischolars.com/blog/university-of-michigan-acceptance-rate/)
16. [Leland: UMich Acceptance Rates Trend](https://www.joinleland.com/library/a/university-of-michigan-acceptance-rate)
17. [Top Tier Admissions: Cornell Acceptance Rate](https://toptieradmissions.com/cornell-acceptance-rate/)
18. [Reddit: Cornell Acceptance Rates by College](https://www.reddit.com/r/ApplyingToCollege/comments/1fpii2q/acceptance_rates_at_all_of_cornells_colleges/)
19. [Unischolars: Cornell Acceptance Rate](https://unischolars.com/blog/cornell-university-acceptance-rate/)
20. [Reddit: Cornell Engineering vs A&S Admit Rates](https://www.reddit.com/r/Cornell/comments/1f69h4t/which_school_is_easier_to_get_into_engineering_or/)
21. [Koppelman Group: Cornell Admissions Stats 2025](https://www.koppelmangroup.com/blog/2026/1/2/cornell-admissions-statistics-2025)
22. [Koppelman Group: Georgia Tech Engineering Strategy](https://www.koppelmangroup.com/blog/2025/9/1/georgia-tech-engineering-undergrad-admissions-strategy)
23. [Georgia Tech Admission Blog: Unweighted GPAs](https://sites.gatech.edu/admission-blog/2022/01/07/holistic-academic-review-more-than-a-gpa/)
24. [CollegeAdvisor: How to Get Into Georgia Tech](https://www.collegeadvisor.com/how-to-get-into/how-to-get-into-georgia-tech-guide/)
25. [College Essay Guy: Georgia Tech Requirements](https://www.collegeessayguy.com/blog/georgia-tech-admission-requirements)
26. [Georgia Tech Blog: Course Rigor](https://sites.gatech.edu/admission-blog/2024/11/01/rigor-the-not-so-secret-ingredient-of-your-college-application-pizza/)
27. [Scribd: Project Logbook Template](https://www.scribd.com/document/273616838/Project-Logbook-Template)
28. [Meander Training: College Project Documentation](https://meander.training/blog/how-to-write-college-project-documentation)
29. [Aislyn: Engineering Project Documentation Template](https://aislyn.in/blog/project-documentation-template-for-engineering-students/)
30. [Reddit: Documenting Engineering Projects](https://www.reddit.com/r/ECE/comments/8m1htb/how_to_better_document_engineering_projects/)
31. [CITL: Complete Guide for Engineering Projects](https://www.citlprojects.com/blog/engineering-projects-complete-guide-for-students)
32. [College Transitions: Georgia Tech Acceptance Rate](https://www.collegetransitions.com/blog/how-to-get-into-georgia-tech/)
33. [Admit Studio: Georgia Tech Acceptance Rate Analysis](https://admitstudio.com/undergraduate-articles/acceptance-rate-analysis-georgia-tech-2025/)
34. [Oriel Admissions: How to Get Into Georgia Tech](https://orieladmissions.com/how-to-get-into-georgia-tech/)
35. [Good Goblin: Georgia Tech Admission Stats 2025](https://www.goodgoblin.ai/blog/GeorgiaTechAdmissionStatistics2025)
36. [PrepMaven: Georgia Tech Acceptance Rates](https://prepmaven.com/blog/researching-schools/georgia-tech-acceptance-rates/)
37. [Columbia Spectator: Test-Optional Policies](https://www.columbiaspectator.com/news/2025/10/23/columbia-is-the-last-ivy-league-university-to-remain-indefinitely-test-optional/)
38. [InGenius Prep: Test-Optional Colleges 2025-2026](https://ingeniusprep.com/blog/2025-2026-test-optional-colleges/)
39. [Columbia Admissions: Testing Policy](https://undergrad.admissions.columbia.edu/apply/process/testing)
40. [Cornell Sun: Standardized Testing Requirement 2026](https://www.cornellsun.com/article/2024/04/cornell-reinstates-standardized-testing-requirement-for-fall-2026-application-cycle)
41. [Compass Prep: Testing Spotlight](https://www.compassprep.com/testing-spotlight/)
42. [Collegewise: UCLA Acceptance Rates](https://collegewise.com/blog/ucla-acceptance-rates)
43. [Reddit: UCLA Engineering Admit Rate 2025](https://www.reddit.com/r/ucla/comments/1rimx1q/ucla_engineering_fall_2025_freshman_admit_rate_68/)
44. [Reddit: UCLA Engineering Admit Rate 2024](https://www.reddit.com/r/ucla/comments/1jf8flh/ucla_engineering_fall_2024_freshman_admit_rate_53/)
45. [Makeover Arena: UCLA Acceptance Rate 2024-2025](https://www.makeoverarena.com/ucla-acceptance-rate-what-is-the-acceptance-rate-at-ucla-2024-2025/)
46. [UCLA Admissions: First-Year Profile by Major](https://admission.ucla.edu/apply/first-year/first-year-profile/2025/major)
47. [Time in Los Angeles, CA](https://www.google.com/search?q=time+in+Los+Angeles,+CA,+US)
48. [Lantern College Counseling: High School Course Selection](https://www.lanterncollegecounseling.com/insights/what-classes-should-you-take-if-you-are-applying-for-an-engineering-or-computer-science-major-in-college)
49. [Koppelman Group: Classes for Engineering](https://www.koppelmangroup.com/blog/2023/1/2/classes-to-take-in-high-school-for-engineering)
50. [Princeton Engineering: High School Guidance](https://engineering.princeton.edu/undergraduate-studies/admission-and-tours/high-school-guidance)
51. [Sara Harberson: Classes Selective Colleges Expect](https://www.saraharberson.com/blog/high-school-classes-highly-selective-colleges-expect-you-to-take)
52. [Reddit: Advice on High School Courses](https://www.reddit.com/r/ApplyingToCollege/comments/1kdk2pw/quick_advice_for_high_school_course_curriculum/)
53. [GIET University: College Application Mistakes](https://www.giet.edu/blog/college-application-mistakes-to-avoid/)
54. [SOACET: AME Admission Process Mistakes](https://soacet.org/ame-admission-process-2026/)
55. [AcceptMed: Work & Activities Red Flags](https://www.acceptmed.com/blog/the-biggest-red-flags-in-the-work-activities-section-and-how-to-avoid-them)
56. [Quora: Mistakes Students Make in Engineering](https://www.quora.com/What-are-the-common-mistakes-students-make-while-choosing-a-career-domain-in-engineering)
57. [Egelloc: Connecting Interests to Majors](https://egelloc.com/connecting-interests-aptitude-to-majors-and-careers/)
58. [Reddit: How AOs Evaluate Engineering Applications](https://www.reddit.com/r/ApplyingToCollege/comments/1rrio14/how_do_admission_officers_evaluate_college/)
59. [EZ Scholar: Portfolios in Admissions](https://www.ezscholar.org/post/projects-papers-portfolio-your-edge-in-admissions)
60. [Ivy Scholars: How Admissions Officers Score Applicants](https://www.ivyscholars.com/how-admissions-officers-score-applicants/)
61. [IvyWise: How College Applications Are Evaluated](https://www.ivywise.com/ivywise-knowledgebase/how-college-applications-are-evaluated/)
62. [College Essay Guy: How Selective Colleges Review Applications](https://www.collegeessayguy.com/blog/how-selective-colleges-review-applications)
63. [TutorChase: UPenn Acceptance Rates](https://www.tutorchase.com/blog/university-of-pennsylvania-upenn-acceptance-rates)
64. [Oriel Admissions: Penn Acceptance Rate](https://orieladmissions.com/penn-acceptance-rate/)
65. [Admit Studio: UPenn Acceptance Rate Analysis](https://admitstudio.com/undergraduate-articles/acceptance-rate-analysis-penn-2025/)
66. [PathIvy: UPenn Admission Trends](https://pathivy.com/blog/upenn-acceptance-rate-and-admission-trends-in-2025)
67. [Gateway International: UPenn Demographics](https://gateway-international.in/university-of-pennsylvania-2/)
68. [UW Admissions: First-Year By The Numbers](https://admit.washington.edu/apply/first-year/by-the-numbers/)
69. [Reddit: Class of 2025 Acceptance Rates](https://www.reddit.com/r/ApplyingToCollege/comments/rpqv7k/class_of_2025_acceptance_rates_and_what_you/)
70. [College Transitions: Direct Admit Engineering](https://www.collegetransitions.com/dataverse/direct-admit-engineering/)
71. [College Confidential: Purdue Engineering Admission Data](https://talk.collegeconfidential.com/t/engineering-admission-data-for-the-incoming-class-starting-fall-25/3692707)
72. [UMN Admissions: Freshman Academic Profile](https://admissions.tc.umn.edu/academic-profile-fall-2025-admitted-freshman-applicants-college)
73. [Successcribe: UPenn Engineering Acceptance](https://www.successcribe.com/university-of-pennsylvania-rankings-acceptance-rate/)
74. [Oriel Admissions: Penn Acceptance Rates (Transfer)](https://orieladmissions.com/penn-acceptance-rate/)
75. [Yocket: UPenn Overview](https://yocket.com/universities/university-of-pennsylvania-801)
76. [Good Goblin: UPenn Admission Stats 2025](https://www.goodgoblin.ai/blog/UPennAdmissionStatistics2025)
77. [PathIvy: UPenn Trends (Duplicate)](https://pathivy.com/blog/upenn-acceptance-rate-and-admission-trends-in-2025)
78. [Time in Philadelphia, PA](https://www.google.com/search?q=time+in+Philadelphia,+PA,+US)
79. [Reddit: CMU Engineering vs CS](https://www.reddit.com/r/ApplyingToCollege/comments/18tgizq/how_much_does_carnegie_mellon_engineering_vs_cs/)
80. [Cosmic College Consulting: CMU Admissions 2024-2025](https://www.cosmic.nyc/blog/carnegie-mellon-admissionsnbsp2024-2025)
81. [Leland: CMU Acceptance Rate Overview](https://www.joinleland.com/library/a/carnegie-mellon-acceptance-rate-overview)
82. [Empowerly: CMU Acceptance Rate](https://empowerly.com/applications/carnegie-mellon-acceptance-rate/)
83. [Koppelman Group: CMU Admissions Stats 2025](https://www.koppelmangroup.com/blog/2026/3/23/carnegie-mellon-admissions-statistics-2025)

**Sources:**
1. [toptieradmissions.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF7faQMOUI3OuuoeSxtlmeeSgnVoOLbPv1s3Vw4LsUqIgi2TDmU7K1aoeLFuyDBzEfCcbaleJeChM_guqpWPKMYXfXec73_abqLpJuaEujkwludTQ4i80dXQbLmc3VgmVMPTs1D76pnq6M8YUE=)
2. [orieladmissions.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFruyErb1zf00HIbDybPEoDkxTvGyM4PHxef3TmT7MACqXpfHSV8xMZEpZGyxCAvSIKwuhs6ijFyP1E2uclBsdNLx15NsT_wbI6rVn0zr-igfaocMFYCXZr931Daqi2NRIy53IS9HDEHuTVZIPq9oE=)
3. [reddit.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGtCelVfPPJsudDrMibzH24SfUViZbzmtcPj8vpRXcMwiaskWFfprOLlYiyTgFzPFN_3rPjqLtZsdsS9aSuNkUyBAbZQfKZRWp2fDkMiwIzGpk1b0eCtF3dx6O2cG9IS-2a_mjklMFrjnhSe-HD6fHvth-Li0WLNWlV_CGkgrlAGTtLzBIZVDIXM3aWI1De8wK693VFT_rNjllgAjeVVBtf1XU=)
4. [reddit.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGM2GO6GxbiU5eNY7thXJOcuPQDNpKP6flsoorj972fKYWxGGf-7oXlWn7KA8JHKaf81aOqQcZzJroXxxr2JT9CWvRIXoH2UnuhGPuvHbQlp4OdEBV6bzhJe3BxRfT7BWOeM95RMGbuialNWxGOImK4jnOFABbJwF2lUjbC_uLxLrS-nLqThms-TQiNX8o7I-VmyT56iKKG3Dl6Cu_JjDv6LA==)
5. [reddit.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQH3yN-ELTVSR_emP9fagEjWQ5BSeYTsCa0g116o27oZXd57dDk4BIJcVG2yZJ9JIiOFJttAiGJduH3MKGR17k7OhYFfKpW1ruKIuaskfhaSxzGFrQclR1Vb00VAksFuOCGN_dv6Jt-nroAoocg14UcRkr1C-sswc0Lc1rcHpEiTgSyE8RF7mJyV5ykNziXq5G2DHUN9a96asB2O938QYKs=)
6. [joinleland.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGN8SG4uv5eHxYGuHh8C8c8jdNLiRFvYH28cQJRTuNva3bwjZv7N5Ja-eMBMIfuVTlTvXneW0ZGlFfnUeswHnf3mtaBpERh7YvkSwQ8JzNNa_kvmYISeVH4-4VNATSLZGeyQBhwVxp4E81vTglbmwux7a1ZC645x66VWmpVXgQIoOjI_A==)
7. [koppelmangroup.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHBDFbGa27etLIo_flGLRjcPqxEIgWGUIB2s4qs749OKhdwAJFA6LswwxhspWzCkFUFdutt67kv47XIkmNEg4ENocKibNuacT5dKVrdOxNPimfNFiIlRFUZoLqEoLSST2qvLaTkJRBNJ2gg_x0mG_S-Cv9CdmfG2eOhS650b1GalwL8ocfQMWJpJX5bU8Ph)
8. [aecoverseas.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGN0P0eYUMWkBSi-MjCZJiE1ZTNGvw_f32InmMeDhvlf-vIL9p6MTk087gWrgZHD1B8addp7F3bxypPEUaESkWtc1tsLGox4-U6GxSYBuWuL3tI98mjyRDY8z7h3yPh9VsiK2ILabZUuKFQjj24UWg9dzHcmILf_no68Cmd3hYiWqAxmIscoXfhS1qRoZ0fk0xbdq5h2DEGoTIDGrYP7_VEHOwbeWM=)
9. [collegewise.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHst1uzGy-hbmWR0p4bXMJmnGRpxH8DH21UUsLkN31Y2Wydvbj3-ImUoBmJYN7PwZRQckowW1xXyOm3eJsTpaGa2EgXZYW8npLxAnykDYVNOuPgBRwMWxeZDwU4ikJtsaonWvgxl6glig==)
10. [reddit.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHSuXOCUfQUzEXBELM3nveH2cIPRTTkxfl-f7AHal-POA7zl0LVvSEI_oTIefD6_UvsKREbQ08PVQ3TR5OmoTvfwKvWsT6tUGDak5HEc9mU72r_JSnz_VuYBGI2cHJBwZz0u9Tj20mSWQUmMhi7eXaiAFjjpAtzjz7A_V-j8WBdwcSAfWubtFpb11iMIUZk6su5cdPtGSkt)
11. [reddit.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEVQ1lurcH2OjVB5HcB1QGxKINPA6ARzXfJd2rkFdjLuXRX9UKFUXwzvBy-yQ7Aiuh0evrvMWyI1F_9Ik9Puke-Qfr3XeQmHFTDJ3SQeBvPbE6tFfFwaecYVrqcRbyPSi9bllKdP_ZjUwDeswowV_dYiqVPuwjDnw6lD7ROTtWKB-TkZkwzBIS0ps0_y9TU1ey1awODdWg8)
12. [koppelmangroup.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGwVqJkJMC6nKo8az9D-WKaYq9K3bTKwuyOGxTTIiTm2Bs3l5dUh2RZT_6mWLgHUM2zVENqqm53EETYsaMAMC-4WRmI7sYDz2_Dvu0gxr4sHRxl4dS9gpkXgIHKKIXHDsBPQLtolA07rxs08hoGI-UmL4TTqvOWvr4BSnO1IasO_6nI2Je1oF4WRBTEST0ReZ-t80MdwH6YUkWKBygy5NcnOpca1JytLa-D)
13. [joinleland.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF6BHs4L82tj7Gve_HEORiSnJljQzpXWHwvsqeF2uAfMlOMLm_0O5aJpO3oUe6UKD2JrO98shkxP_a1Ol0b3tiKL5Xa_zB8PTsl5UOBow0Qu5sSNkq0wYGaZmSFAN-yC5Y-PKO5tmSPRrKyWw1DNOBFP9_0F6ZCyCE3NIFGDo_Ktco=)
14. [collegetransitions.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFfD-WENjXj4iVrnpEibFu54cZZztKCLCsbCT5dEGtNRlY3Mv8dcQvZn5kWpPxO785vMgfFBqKLWigmMUuYNhc625GwXeOAxRxkgR3QP6ksTnzwhfpCpZoDFaitDQO098S9-XXhyVII__ArOGwsvByGSEIYRMWLemekRQ8=)
15. [washington.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG1M0F8zKHfFXeQkYLL7xTPnyx5mj5fZBG_K60PbPW7eSNDgowYlXM9YKYHs_VJCfaRhZD_wHeiqJaQETmZCSpiBqVyRBmlMTF394UlJrdzmTkmyS8DJCN59X29PzM_8N2o37KaX7tjD4PyCimc_XYPKO-8)
16. [collegetransitions.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGTWH1kJScAAJrTJS_I3AEM2LEQ_i0QnOGBd7wdTi6oBW05ARoDq9JvyEcKquQ0RNXcRmhvlAjdTgAf91AH6iZhwP3CMqiPhSmSlTkpzXIW-9EMbkjVDNOfu5IqoqfSgUezEaQ0I3TAKfWUpS044kyypxlVs1_Vq-wBbwGY)
17. [orieladmissions.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFonsBJFEWPb_tHRyqUlQDZDm_J1Vnrs6ffQQvsPpE8y7ryew-Z_ek7qjXzkiwHBbl7bps_OR2LwEEPmn4CWKG-TkRB4Uh4zJDe_bewCzf1cMHYfyEiZyQuM9jaNCJBSId4KFjT-2Z6)
18. [makeoverarena.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFbXP-g-IXi-tGAttTh3uy4IZ5ch2SfV0rVP0JBAvCGUG4Qj0EZxIVC3FUDEDCxlq9EE5qFpdCsDFUKcqToBqmT8tsXGA6o29UpJDnK62yos4yyndUv4Hrx2w6lmkn8RW1jv0mgBm96bLvWgPRzKEoYWDvgVzTGHZwBSQlWt3gIIMX9IFDqbA==)
19. [lanterncollegecounseling.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFr_xWLtXBby7llvIN6NJnmfQ4zlhVLYHdTW0o1V8-G2yuUn23n2McXtYZJQCZeamWBZYeJpT33XVgrTFTd2v8WhXc8Im3ANuEMtDCvzE2bbqQGEKxfjbYI0iS6VvIfOEZvmnIyhIaPAFCjU80abZbCQsLkSy8bu0hFJ1adUrDEC272a_k3oNrOkviqxcqunGkl2EBivZ6aVdju43AEOqGSia_stWAltmoc9AoEZ4znc4hmoGXMBB-sIieXerMMDFRA8AZOu5pL1AyZZJDz115-Pg==)
20. [koppelmangroup.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHErMoiLgGqT3kYii203kpFgEQVPSH7Zdi-ApouLy822hpo5yTh109cwsjUNd9YTICkDNMQr8sYdoAMv9lptPHRQ4s2kqTCF_jC56pTXxnb1wVIX99fdaWtjNgVPc8vxFlkZTEXiQg7RDycOJhwLza1YC1Te0pjVvRMOcwc_OHZf2Pg5nHcCfwKYxVTR-KYFR07)
21. [saraharberson.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE-J_6BesYGBjJ1hGxciPzIvx9-wGOVFahcZqV-qmkLv8dpXbQDRo9nilD8_zp7DXrfLa4Bbz1BLBSwDKkj4RUGCY9qoycmPB730hPQ1j8iYbeQyVylGqRP9ISZ9xemJgEA5j3WN93u2VrPIG4-5RR91zj9qi_66eicxt5Qpgmk-pq0aic6YmFw_IABrpxFVeNYmx71JzptF0A=)
22. [princeton.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFm54RBrAmtPjAnyfRuYf0TwPy9HAALDIwIxypGk02hedde9y3Dsc-3ruJ1b0CMy_VjxTJLH9DI-wPLQEgNf_dC62OXA9S0V5x7rKTE59XJY4kRirj-31PAtXROc2n6eg1vW428NTYzMF-wvznQAFrFxQqc42sqdMkq-kiXx0CtAnkmhHOqgaRFtc-DwIUQ3GiJKVWgsZM=)
23. [reddit.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG1BOfzD4q8rllgEwCtYLHrscYGF2sC9syyCQLi3iREdv8CeG8mX4ZHGfoWLr76LJTVOKne8VmgoColf2IYT5Pnbm5WMVLhfh6fU1PI1WcGm1F5bhJfZ3AwYgg-PkG8vsPrOCwqq7fBSh35zCRAn8fiI_eZ0EG0Ofrffyea5Wer8wkWrQioSLHQ1CqzzM_xdBvnjytL3mzNeIOhfTcIh2fnTA==)
24. [gatech.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGJHHTQJwI6fYVmvqjVH0FdJ3Bxsyg0fRt2oXA0HsecUqOlI-FLFbspqdqMij0WS0z2-1KqZb4gCQr7oKolEI-GnXte-P18baEYmvgTNjKzYAX1HXXeNbAP407uN9iPlAVEdn8mPOrisF7hHog-VtQ1cCVwlA-FrdXVDwfTfO-oYwf10e9w8OACbuhTtmysQVXd0KErVa3sPicQfGSSF6bRcMAETh1wvU21KVzeKSI=)
25. [quora.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHA8vwLp_K1l2Ag5pH0DAXcKSXsLu3N46CvykSgv8VOWL6fPOKS1f3A14iwsnvnoIQGStPCc9Dl36qzzddBTp4jC0iLgJdd5MLokQfKwJs8VvRVaq6shUp_tXJbWquspHafaRZ6QsHl6bOqjMWGjEDdZhYA7bQZpD4Q3lqMzNkrCC5OTVnLePkZZ_VL87O3gY6xFTtBDflpL4oahjaQW12onj5MSA==)
26. [columbiaspectator.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE4LdWTlfjwgZr4V2Ean891BnsjGiUVU0byw7NOy--zj6vSNC6-WgXvUL0W6QWoqf7zzeCVXGUPajXDuJAzAQwUmvQXa9THeT7TfVoRenDHmZUwoOTOz5t91KzPKZtYIU2ff5Zgdc2MiC_E0rEdRQotWdecLpOoTJ2ebelioZR_p5-OiXm7vTuMyS97TPEybFpIyn0RHublBx2DzirgLYFRQizpKdGXVI4I0nM_J6CKfLkiFhKq7zJYYQ==)
27. [cornellsun.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFKDct-xFHvXZLf5OcW5a83qI8ZVnaxSoYPETo-YNRVDFJGOwpLf9D1TOWsyO3yGr0_XA5LNzfwO4euoBzZvAiKZk2-QbC5G0g0Y8f-1md6WbQ9QB3iLkWlQP_2dZuOoxlmA5BZ-Fl91M6qz3LArZ4sFJM_bXX7zgKdJFMyziy_4jaA27yU0RjFHZUE66nd0jkrub-6BBtLMoPBD3N6h5rqft0cw8HXCzVrFPfbuB1HQg_k3OM=)
28. [compassprep.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGPFg5AASn7VWETVFqwezidqE2vbgVcSyMihz9B1EFABXGTJW5VZ6_fjfixpdL5BxkfkdJEdshmg-Ni5cbXkHijNnma89o9CjBlQieocrK1LVZkWXcjH-I8icw5WYAvvSbFY-i3)
29. [ingeniusprep.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFEWXj_efmpdcmbvqVqd72WM0aQzA6OFHkDWcTZCn5jnoQU75J6v3tnsgzpsOlVLcEWUXD09kdMJcO-hBz-GlNeHEoB5zKyzeBzIR97aqX57Oby5HvNkXw-hNIYpxz5Ny-kVf1OszdpCWuxCsK2D6OIqVHsNmY=)
30. [columbia.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFbe9D-zZGkjLCCkYi3lJ4w1Udn6JFveGbIPUEHic0lg3OoO_SoYhn1Eip-yxH8ac0dHOfR18Gxfvdv9o8vyrP2W-QANBLjWobn4fHN9a2B4gP6lctQ6T9zMUBdHrK662OHlxoSVXWjlGuFdKXJhtv7Bqs3Op8=)
31. [goodgoblin.ai](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHUfUjNn2_JrPVXAFBFewfUhZbwuWviYqqg_3py6olZH9wb-Yvq8-ed7nQn8irLsmfSvI7GC4qH-oFRUSsBnmpWNWTax_w4nER6BY-zHrsmTwzKlbrVaKzY0qR60HR8FNzj-_a0Ty7uMftV7E6f_xTVsA==)
32. [empowerly.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG2A-ljE4xicJndzKxJxO8Je3-V6Wz6f2yG7e-PqdprCXjuzBIUraqBaYPGJB8K6OJKpAZfdr83SRgmxIhOVLk1IoQZH4BExk_14QpEXYQaDc-RYOnmvsQx-ZwnX9Uljql0sJEO07lKuDnxl39X09tIF6SIOWe_EEA3)
33. [umich.edu](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF4h2A0VP4HrITVIkb5_CuWRjJNIchXPLd_tb1V2uBvla5SIcEnhSg4gvqygE6kLo9yYrqkeD0JEV_LtfFeTwcIGJD47F3vtjRwBmiLT-trCrfo0rRSE3XoqUTnFEFwXEHcJ6Cfb94=)
34. [goodgoblin.ai](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE5IjE7t4zLvPx-nNxmzawfNNMiVSeYTIQCytDjodIipMGUdl0Y4ZtALpH3mZRklhAx2wJTCm4CguOZ7As6dKg1Bue6WpWpenBYzlBxoW0QL-7KKpG96ygJ7GnWfnfCLdHkimV396kllSk4R_sx1CtPfkSUejmwKw==)
35. [mitadmissions.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEsi25U2y4zrjlcwszdv80TdIpabbN3wC3gTeXi5CeZy_3G9QrBwhbgqM7zcNcZRzV_yt9ngdwT7XjMq0ArdlRQDZw61tSvVW9rpG8-4GvgLvCRarxL9MsBVhPSv89zcLMg8Fsxi9P31YWbSEcezCW1)
36. [admissionsight.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGIdDufzDapO_vT2Hz76L5nzLoUqNBblMUa5bmcrnf2y6qNR2luAzRF_U584lhJHt6o8U7ZnjrPfKDHlSbRy76zoxjK8HOiMRAnZtC8ipTU9wxkrhYsYyTx_f9_fUpM6CEM3mjAYA==)
37. [mitadmissions.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHqV1NnNW9PllZdPlhREyuTnfNj5XBRL6vt_T7BLWpwh4GzMnI65GxnCRIjVs4-T2kvqZGWIrYuD36nx0EnJGRIxdDbVp2i66fWA0NVYNH4ARAfvuACndTqPlU6IHwYqxwTXWIgQ0-RNWdaJn55gh7rcJGGWbEWM2NyN7Aymr2-)
38. [github.io](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQELzIKU0DNdQVzvYy3i0-MX1vmfuaWxquGNNIpsH153mL9xcfTz-RQN1USZ5wjGLYGuMqkBNePLnMeQcs0Cl8-h8YnVJrkz-ZZG7pUXz50ZUmy91Vg_sRyAxTgI0SvuUgr1GZ6Vzj5Mqu1jSCT1chMnfw==)
39. [youtube.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHgkT3SVBzyrLI5IZuFQjTwqbxAucJozll9J_ygmykR7pxRlmm_jsE6KxYK5UVm9UHiipxMAig8qW7dOr1yOL4eu7DoTFLbnYBKUhVtJ_6jXB188AZwWyCizHIhFAnX7J7q)
40. [scribd.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGOwwiM8a9NMLM69puxm7ixsSUhOuoPMZBx_12_zpaITxSCHmJeqPr0pKS503830G5RjgGV25nbSHfGQwZHQv0MhVTGWLtdwMZ8TdFi3q9WnyjGDlDGYjD26QfLeFkhVIlRPkGD56zOcgeDSZF7PHUE3I7y0dHbqck=)
41. [meander.training](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFfolpxBA1aNQFuTT_A80q8N3-ZiQhGcz6H0CPU48O9hxt6C5GKqDRIOWJvu3x8Vo2QgkU8JHwsq13CZd7n7fuRdFhBHPfOeLN4lHyvPlZxuIL0m5SrTc5udg8h8-bhhRDkPyNM8XLwtVCdP5xv4LbYY2NUjNDAdgYCsnSf_b8=)
42. [aislyn.in](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEiTFjwstGYUaLdsT6GfsT0eF4g_Zr5rU54lPQg1XVDAR3Mr9ZrprHsYb7-uBsj70VbxrbSZy--V51X14iyb3PORpbBL2aDW7L8YOLBv1z5iZSOcocv-vtyGGJ8cFLeRld4q3ocSEj-ptGCXtVAmbWGR-au-94TAiPB3CPHpvJBBwfYIa8a)
43. [collegeessayguy.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHHkT0oNKNnikytqPw8osGysJgSGECzBZiGA0-0qFTpDU4vSyW13uYWIvpFyfm-AQdbD7oE8xKFlioM6kW-uxD9J2iPHQUHiGWuWb-KOxqOYwTUbhyD4zNcpAS_GYXsGa6qU_VGa2VuNn0i4J8-ECA5ZmbXQPJwcvARDsjNn_XJWXloijv4)
44. [ivyscholars.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE-LXXo3N_vURYtaUxxxkS7Df-bZ5zSmpYf9GpPuEEuL3AfDSOP5Y2dXpOz9OX1M-bG6wN9o9wGSzqXpQK819kZ9xzvowN7odjgH96y4JzGuAG89XefMMdyA7SNWDqpPAbiUKx3MeZeQOsqgJ_PCZ3wF8EYgScPc6qsnHE=)
45. [pathivy.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFgumEVPdRsnyHCW7_ZUQTiEnNNEAMAvrqMTg1UlA0BVBZ5oNFCBsA8IijlANi1Hk__EWWyjpiBP8wPO54a2lQDlyfW6FjmTxsfv2_q7E4L_6uxdpJ4J99rkD9PBvZPZrOYOvvKGPX1xKtDgss7-JpkXLthALK8AeL79y66CjkMyeM=)
46. [successcribe.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQG8I7w-L-y7Hatp1J2kKYV2Bww6hZFgwZpSLel6WthMSO5QAS3HJ7ke5E1xj-5oOsgAfaTbrKQiLHUbEXmR3BufPmzGCtHJZFC86cDTq-IkJ4y97jWJDTSYDpBG1fnhamLU-XSUz26fXuzlAbyYpFvbcwLuc2K0Tlq9mHEglffWCBW-8IQRF1o=)
47. [admitstudio.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEcFAsKOoCz_5M0FiuJhuLmMl_BV7rYxLirrjyDa6gUGIyUiJ2CK0bEVMbn3oYcq_TQradFdJr_9fS8CChwJeoKvm8JERZBb7WLcXu6AfTDLGjyY6JfkndaT-lrApCblqVGNjwpDHCh9ZrCRCb5mz0aaRYkFRRT2fC6uae4sjCWYP_dzArRKkin)
48. [acceptmed.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHJQkhEVAb1m1pFvdyAWqy8JKj5Fdbs78V59Xi_Rwf3ThqBgCF7yCORCLbVj40hbxlHXYH-gRNvI6JKLTvUpODguQm7XmKedW5heT0JcGzaULGQlH6w0eVI4_wsHXr2WTLV4iuQtAe6tA3WrVRiDN3fa-DjrzIOdN0TUcTwfUKl02K9n6GIv3zpm4Ire9aBzjxlC4XQqc2sRKn0mcVh164=)
49. [egelloc.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHbH8Ebv1zp__YkAnvbLH4BHSVHmXjy2PvPgnwTMopjyRJRZMkv7JsENruDsRWtSWvcYooBX4cIoHvx_suKwvI2B7QgNop8IUf2zfRslS8Nws9B1sYyuGYMQ38CDXEFFIPqpLxm-tsM86MhfJfsZvjo9sf-ozdaDPkUYPPF69I=)
50. [gateway-international.in](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGaeE4iLpjGdzjHcrAgL_V-x-WgDIeasdjJrfMLF0I9uT1mOzGM7a-rAnJbBlDnEtU9LrSSrKAzXfgX4PfBF-pZB40oM-IYcK5obvw-qfKdaER7qthwfrYzvZLSCGVHA5PHu3G0zNcbSqzzPM84Fsx3b-q39A==)