Deconstructing the GPA: An Expert Analysis of College Evaluation Methodologies

Introduction

The Grade Point Average (GPA) presented on a high school transcript is often viewed by students and families as the single most important metric in the college admissions process.

However, this number is not the definitive figure used by admissions committees.

Instead, it represents the raw data from which colleges derive their own standardized GPA—a metric that is far more influential in the admissions decision.

This report deconstructs the entire process, from the initial calculations at the high school level to the complex, multi-faceted evaluation conducted by university admissions offices.

The fundamental challenge for colleges is standardization.

With over 23,500 high schools in the United States, each with potentially unique grading scales, weighting policies, and course offerings, the GPA is not a universal standard of academic achievement.¹

A 4.5 weighted GPA from one high school is not necessarily equivalent to a 4.5 from another, creating an “apples-to-oranges” comparison problem that admissions offices must solve to ensure a fair and equitable review process.

This report will provide a comprehensive analysis of how colleges determine GPA by examining four key areas.

First, it will detail the foundational methods of high school GPA calculation, explaining the critical differences between weighted and unweighted systems.

Second, it will illuminate the college-led process of GPA recalculation, using specific institutional case studies to demonstrate how universities standardize academic records.

Third, it will place the recalculated GPA within the broader context of a holistic review, analyzing its interplay with course rigor, grade trends, and non-academic factors.

Finally, it will offer actionable strategies for applicants to build a compelling academic narrative that resonates with admissions committees, regardless of their specific calculation methods.

Section 1: The High School Transcript: Understanding Weighted vs. Unweighted GPA

To comprehend how colleges evaluate academic performance, one must first understand the two primary systems high schools use to calculate GPA.

These systems, known as unweighted and weighted, have different purposes and limitations, and their inherent inconsistencies are the primary reason colleges have developed their own evaluation methodologies.

The Unweighted GPA: A Universal Baseline

The unweighted GPA is the most straightforward measure of academic performance, calculated on a standard 4.0 scale.

In this system, each letter grade is assigned a numerical value: an A is typically a 4.0, a B is a 3.0, a C is a 2.0, a D is a 1.0, and an F is a 0.0.²

The final GPA is determined by summing these grade points and dividing by the total number of courses or credits taken.³

A key feature of the unweighted system is its “4.0 ceiling.” Because the maximum value for any grade is 4.0, an unweighted GPA cannot exceed this number.

This creates a compression effect at the top of the grading scale, where an A and an A+ are often treated as mathematically identical.³

The primary criticism of the unweighted GPA lies in its failure to account for academic rigor.

The system treats all courses equally, meaning an A in a standard-level course contributes the same value to the GPA as an A in a more challenging Advanced Placement (AP) or International Baccalaureate (IB) course.⁵

This erasure of course difficulty is a significant limitation and the principal motivation for the development of weighted GPA systems.⁴

The Weighted GPA: Rewarding Rigor

The weighted GPA is a system designed to reflect both a student’s grades and the difficulty of their coursework.⁵

It accounts for academic rigor by assigning higher point values to advanced classes such as Honors, AP, IB, or Dual Enrollment.⁴

The rationale is to reward students who challenge themselves with more demanding academic material.⁸

While methods vary, common weighting schemes often add a full point for AP and IB courses and a half-point for Honors courses.

Under such a system, an A in an AP class might be worth 5.0 points, while an A in an Honors class could be worth 4.5 points.⁹

This allows students to earn a GPA above the traditional 4.0 ceiling, signaling to colleges that they have undertaken advanced study.⁵

However, the value of the weighted GPA is undermined by a critical flaw: a complete lack of standardization.

Every high school is free to create its own weighting formula.³

Some schools use a 5.0 scale, while others may use scales of 4.5, 6.0, or even 100+ points.²

This inconsistency renders the weighted GPA figure on a transcript almost useless for direct, cross-school comparisons.

An admissions officer cannot assume that a 4.3 GPA from one school represents the same level of achievement as a 4.3 from another, making the raw number itself an unreliable indicator of academic standing.²

The Role of Course Credits

A precise GPA calculation, whether at the high school or college level, is not a simple average of grades.

It is a weighted average that accounts for the credit hours or units assigned to each course.⁴

An A in a year-long, 5-credit course has a substantially greater impact on the cumulative GPA than an A in a semester-long, 1-credit elective.

The calculation involves determining “quality points” for each course by multiplying the grade’s numerical value by the number of credits for that course.

The cumulative GPA is then found by dividing the sum of all quality points by the total number of credits attempted.⁴

The formula is as follows:

GPA=∑Total Course Credits Attempted∑(Grade Point Value×Course Credits)​

This credit-weighting system is a standard practice that ensures a student’s performance in more substantial courses is appropriately reflected in their overall academic record.¹⁴

The inconsistencies inherent in high school GPA calculations, particularly the lack of a universal standard for weighting, create a significant challenge for college admissions.

This forces universities to look beyond the single number on the transcript and develop their own methods to standardize and evaluate academic records.

Section 2: The Great Recalculation: How Colleges Standardize Academic Performance

The number listed as “GPA” on a high school transcript is rarely the final number used in a college’s evaluation.

Faced with thousands of applications from schools with disparate grading systems, admissions offices engage in a process of GPA recalculation to create a standardized metric for fair and consistent comparison.

This process is the solution to the admissions officer’s dilemma and reveals much about an institution’s academic priorities.

The Rationale: Creating a Level Playing Field

With countless variations in grading scales, weighting methods, and course offerings across the country, a college cannot simply compare the GPAs provided by high schools at face value.¹

To make equitable decisions, they must convert each applicant’s academic record onto a single, uniform scale.²

This recalculation establishes a baseline for academic comparison, allowing admissions officers to assess all students on a level playing field.¹⁶

After this quantitative baseline is established, qualitative factors like course rigor are often evaluated separately.¹⁹

Common Recalculation Methodologies

While each institution may have its own proprietary formula, several common practices define the recalculation process:

• Focus on Core Academic Subjects: The majority of colleges recalculate GPA using only grades from “core” academic subjects. These typically include English, mathematics, science, social studies, and foreign language.⁵ This practice is designed to assess a student’s preparation for a rigorous, broad-based university curriculum.²¹
• Exclusion of Non-Core Electives: Consequently, grades from non-academic electives such as physical education, health, art, or drama are often omitted from the calculation.⁵ This sharpens the focus on performance in subjects deemed most essential for college readiness.
• Stripping the Weight: A common first step is to strip away the high school’s unique weighting system and convert all grades to a standard unweighted 4.0 scale (e.g., A=4.0, B=3.0).² The college may then apply its own standardized weighting, if any.
• Ignoring Plus/Minus Grades: To further simplify and standardize, some large university systems, including the University of California and the University of Michigan, ignore pluses and minuses in their calculations. An A+, A, or A- are all converted to a 4.0, and a B+, B, or B- all become a 3.0.¹⁹

Institutional Case Studies: A Deeper Dive

The specific method of recalculation an institution uses is a direct reflection of its academic philosophy.

An examination of several prominent universities reveals these distinct approaches.

• The University of California (UC) System: The UC system employs a highly specific and transparent GPA calculation method for its applicants.²⁴

• Courses and Timeframe: It considers only approved “A-G” courses taken from the summer after 9th grade through the summer after 11th grade.²⁴
• Scale and Weighting: Grades are converted to a 4.0 scale, ignoring pluses and minuses. An extra point is then added for each semester of a UC-approved Honors, AP, IB, or transferable college-level course.²⁶
• The “UC Cap”: Crucially, the UC system caps the number of weighted courses that can be used in the calculation. A maximum of eight semesters of extra points are allowed for courses taken in 10th and 11th grades, with no more than four of those semesters coming from 10th-grade courses.²⁴ This cap signals that while the UC system values rigor, it seeks a balanced academic profile and prevents students from artificially inflating their GPA with an excessive number of advanced courses.
• The University of Michigan: Michigan’s approach represents a different philosophy, prioritizing a clear separation between performance and rigor.¹⁹

• Method: The university converts all grades from 9th through 11th grade to a purely unweighted 4.0 scale, ignoring pluses and minuses.¹⁹
• No Weighting: Michigan does not use a weighted GPA in its evaluation. An A in AP Calculus and an A in standard U.S. History both translate to a 4.0.
• Separate Rigor Assessment: The rigor of a student’s curriculum is evaluated entirely separately as a qualitative factor during the university’s holistic review process.¹⁹ This method attempts to isolate the variable of academic performance (the grade) from the variable of academic ambition (the course choice).
• Elite Private Universities (Stanford, Harvard, Yale, Princeton): These institutions are generally less transparent about specific formulas, emphasizing a holistic review where the transcript is interpreted contextually rather than being reduced to a single number.³⁰

• Stanford University: While no official formula is published, Stanford states that academic excellence is the primary criterion and that it evaluates achievements “in context”.³⁰ Some sources suggest the university focuses on academic courses from 10th and 11th grade and uses “flat grading,” where an A- is treated as an A and a B+ is treated as a B.³³
• Harvard University: Harvard’s process generally involves converting grades to a uniform 4.0 scale, focusing on core academic subjects. It tends to use the unweighted GPA as a baseline but will consider the high school’s weighted GPA to gain a sense of course rigor.³⁴
• Yale University: Yale explicitly states that it does not attempt to re-weight GPAs to a standard other than what the high school provides. Instead, admissions officers evaluate the complete transcript and a student’s course rigor within the context of their school’s offerings.³² This approach places a greater emphasis on the qualitative judgment of the admissions reader.
• Princeton University: Princeton does not officially compute GPA for applicants but provides a method for students to do so if required for an outside application. This method uses a standard 4.0 scale (A+/A = 4.0, A- = 3.7) weighted by semester hours.³⁵ Like its peers, it emphasizes that the full context of the transcript is more important than any single number.³¹

This variation in methodologies leads to a “recalculation gap”—a significant and often surprising difference between the GPA on a student’s high school transcript and the GPA a college actually uses for evaluation.

A student with a 4.8 weighted GPA from their high school might be assessed as having a 3.9 unweighted GPA by the University of Michigan or a 4.2 capped-weighted GPA by the UC system.

This gap underscores that a single academic record can produce multiple “GPAs” depending on the institutional audience, highlighting the importance of focusing on the underlying components of the transcript—strong grades in challenging courses—rather than the single, often inflated, weighted number provided by the high school.

Table 1: Comparative GPA Recalculation Policies at Select Universities

Institution	Years Considered	Courses Included	Weighting for AP/IB/College	Weighting for Honors	Special Rules / Philosophy
University of California System	Summer after 9th – Summer after 11th	“A-G” Core Academic Courses Only	+1 point per semester	+1 point per semester (if UC-certified for CA residents)	Ignores +/- grades. Caps honors weight at 8 semesters (max 4 from 10th grade).24
University of Michigan	9th – 11th Grades	All Courses	None	None	Recalculates to a purely unweighted 4.0 scale. Ignores +/- grades. Course rigor is evaluated separately and qualitatively.19
Stanford University	Not specified (rumored 10th-11th)	Core Academic Courses	Not specified (holistic)	Not specified (holistic)	Emphasizes holistic, contextual review over a formula. No minimum GPA. Academic excellence is the primary criterion.30
Yale University	9th – 12th Grades	All Courses on Transcript	None (uses school’s weight)	None (uses school’s weight)	Explicitly does not recalculate GPA. Evaluates the transcript provided by the high school in the context of that school’s curriculum.32

Section 3: Beyond the Numbers: GPA’s Role in a Holistic Review

The recalculated GPA, while a critical standardized metric, is not the endpoint of academic evaluation.

For most selective colleges, it serves as a starting point for a deeper, more qualitative analysis of an applicant’s entire academic record.

Admissions officers consistently emphasize that they review the full transcript, not just a summary number, to understand the story of a student’s intellectual journey.²³

Course Rigor: The Most Important Context

Data from the National Association for College Admission Counseling (NACAC) provides clear and compelling evidence of what colleges value most.

In a survey of admissions officers, “Grades in College Prep Courses” and “Strength of Curriculum” were rated as the two most important factors in admissions decisions, far outweighing all other criteria.³⁷

Table 2: NACAC Survey – Importance of Admission Factors (Fall 2023)

Admission Factor	% Attributing “Considerable Importance”	% Attributing “Moderate Importance”	Combined Importance
Grades in College Prep Courses	76.8%	15.1%	91.9%
Grades in All Courses	74.1%	18.9%	93.0%
Strength of Curriculum	63.8%	22.7%	86.5%
Essay/Writing Sample	18.9%	37.3%	56.2%
Counselor Recommendation	11.9%	40.0%	51.9%
Teacher Recommendation	11.4%	41.6%	53.0%
Extracurricular Activities	6.5%	44.3%	50.8%
Test Scores (if used)	4.9%	20.5%	25.4%

Source: National Association for College Admission Counseling (NACAC) ³⁷

Crucially, “strength of curriculum” is not an absolute measure but a relative one.

Admissions officers evaluate a student’s course rigor in the context of the opportunities that were available at their specific high school.²³

Using a document called the “school profile,” they learn about the curriculum, advanced course offerings, and grading policies.

A student who takes all five AP courses offered at their small, rural high school is seen as having taken the most rigorous path available, just as a student who takes 15 of the 30 APs offered at a large, competitive suburban school has.³⁰

This focus on rigor helps resolve the classic dilemma of whether to take a standard course for a likely A or a challenging AP course for a potential B.

The consensus among admissions experts is clear: they prefer to see students challenge themselves and earn a B in a rigorous course rather than coast to an A in a less demanding one.²

A pattern of consistently avoiding the most challenging courses available is a significant red flag.²

The Power of Grade Trends

The transcript also reveals a student’s academic trajectory over time, a factor that admissions officers weigh heavily.

• Upward Trend: An upward trend in grades—for example, improving from B’s in freshman year to straight A’s in junior year—is viewed very positively. It demonstrates growth, resilience, maturity, and an increasing readiness for college-level work.⁴²
• Downward Trend: Conversely, a downward trend is a major cause for concern. It may suggest that a student could not handle the increasing difficulty of advanced coursework or that their motivation waned.⁴⁴ It is critical for applicants with a downward trend to use the application’s additional information section to explain any extenuating circumstances.
• Consistency: While an upward trend is a positive narrative, consistently high grades are always preferable. A student who maintains a flat 3.9 GPA throughout high school is generally considered a stronger applicant than one whose grades average to a 3.6, even with a strong upward trajectory.⁴⁵

GPA in the Holistic Framework

In a holistic review process, no single factor determines admission.

Academic achievements are considered alongside extracurricular activities, essays, recommendation letters, and a student’s personal context.³⁰

The role of the GPA within this framework varies by institutional selectivity.

At many large public universities, which may receive tens of thousands of applications, the recalculated GPA can function as an initial filter to manage application volume.⁴⁸

At highly selective private universities, however, a strong academic record is more of a prerequisite—a “foot in the door” that qualifies an applicant for serious consideration.⁴⁹

At these institutions, where 75% or more of the applicant pool may be deemed academically admissible, the non-academic factors often become the primary differentiators.³⁹

Ultimately, the transcript is not just a data sheet but the primary narrative of a student’s intellectual journey.

An admissions officer reads it to understand a student’s academic character.

Does the student demonstrate curiosity by taking challenging and interesting electives? Do they show resilience by overcoming a difficult semester? Do they exhibit a passion for their intended major by pursuing the most advanced courses available in that field? The combination of course selection, performance, and trajectory creates a powerful narrative of academic potential that a single GPA number completely obscures.⁵¹

Section 4: Strategic Implications and Recommendations for Applicants

Understanding how colleges calculate and interpret GPA allows applicants to move beyond focusing on a single number and instead concentrate on building a compelling, multi-dimensional academic profile.

The following strategies are grounded in the principles and practices of college admissions offices.

Course Selection Strategy: Core Subjects First

The foundation of a strong college preparatory transcript is a consistent commitment to core academic subjects.

The most effective strategy, often referred to as the “5×4 Plan,” is to take the five core subjects—English, math, science, social studies, and foreign language—for all four years of high school.²²

This approach signals to selective colleges a student’s broad academic preparation and commitment.³⁹

Electives play a valuable but supplementary role.

They are an excellent way to explore interests, develop passions, and demonstrate intellectual curiosity.⁵³

However, from an admissions perspective, electives should never replace a core academic course.⁵²

A transcript that shows a student dropped a fourth year of science to take a non-academic elective would be viewed less favorably than one that demonstrates continued engagement in foundational subjects.⁴¹

Academic electives, such as AP Psychology or AP Art History, are generally viewed more favorably than non-academic ones.²³

Navigating Course Rigor

The data is unequivocal: course rigor is one of the most important factors in selective admissions.

The primary recommendation is for students to take the most challenging curriculum in which they can earn strong grades.²⁰

Success is a critical component of this advice; a grade of C in an AP course, even with weighting, can be a negative signal about a student’s readiness for college-level work.²

As a general rule, students should feel confident they can maintain a B or better before enrolling in an advanced course.³⁹

Furthermore, rigor should be strategic.

Students should prioritize taking the most advanced courses available in their areas of academic interest.

A prospective engineering major who has a high GPA but opted out of AP Physics and AP Calculus will raise serious questions for an admissions committee evaluating their fitness for that field of study.²³

Understanding Current GPA Trends and Competitiveness

Applicants must build their academic strategy with an awareness of the current admissions landscape.

• Grade Inflation: The average high school GPA has been rising for decades, a phenomenon known as “grade inflation”.⁵⁷ This trend means that a high GPA, while necessary, is now more common and therefore less of a distinguishing factor on its own.
• The Competitive Landscape: The academic bar at highly selective institutions is exceptionally high. For example, 74% of admitted students to Ivy League schools in 2024 had a GPA of 4.0 or higher, and the average GPA for admitted students at schools like Stanford is over 3.9.⁵⁷ State flagship universities have also become increasingly selective, with average weighted GPAs for admitted students now surpassing 4.25 at many top public schools.⁵⁹
• Application Inflation: The widespread adoption of test-optional policies has led to a surge in the number of applications submitted to selective colleges.⁵⁹ With fewer applicants submitting standardized test scores, the academic record—specifically the transcript, course rigor, and grades—has become an even more critical component for standing out in a crowded field.

Final Strategic Takeaways

To navigate this complex environment, applicants should internalize a few key principles.

The goal is not to chase a specific weighted GPA number calculated by a high school, but to build a transcript that tells a compelling story of academic engagement.

This narrative is built through thoughtful course selection, strong performance, and a clear trajectory of growth and intellectual curiosity.

Finally, applicants should understand their audience: large public university systems may rely more heavily on their specific recalculation formulas, making it vital to understand those rules, while highly selective private colleges will place a greater premium on the qualitative narrative of the transcript.

Conclusion

The process by which colleges determine GPA is far more complex than a simple review of a high school transcript.

It is a meticulous process of recalculation, standardization, and deep contextual analysis designed to create a fair basis for comparison among a diverse pool of applicants.

The journey of the GPA—from a non-standardized high school figure to an institution-specific metric—reveals that the single number itself is less important than the academic choices and performance that produced it.

The evidence overwhelmingly indicates that colleges prioritize a student’s performance in a challenging curriculum of core academic subjects above all else.

The transcript is read not as a simple data sheet, but as a four-year narrative of a student’s intellectual development, resilience, and curiosity.

An upward grade trend, a demonstrated willingness to tackle difficult courses, and sustained performance in foundational subjects are the hallmarks of a compelling academic record.

Ultimately, the most effective strategy for a prospective college applicant is not to attempt to game a particular GPA system but to pursue genuine academic interests with diligence and vigor.

Colleges are not searching for flawless numerical profiles but for engaged, ambitious, and resilient learners.

A transcript that reflects these qualities will be compelling to any admissions committee, regardless of the specific formula it uses to recalculate a number.

Works cited

1. How Colleges Recalculate Applicants’ GPAs for College Admissions …, accessed August 15, 2025, https://eliteprep.com/blog/how-colleges-recalculate-applicants-gpas-for-college-admissions
2. Most Colleges Recalculate GPA— what you need to know, accessed August 15, 2025, https://www.collegeprepresults.com/2020/02/18/most-colleges-recalculate-gpa-what-you-need-to-know/
3. Weighted vs. Unweighted GPA: Difference and How to Calculate | Med School Insiders, accessed August 15, 2025, https://medschoolinsiders.com/pre-med/weighted-vs-unweighted-gpa/
4. Weighted vs. Unweighted GPA: What’s the Difference? – H&C Education, accessed August 15, 2025, https://www.hceducationconsulting.com/2024/01/08/weighted-vs-unweighted-gpa/
5. Weighted vs. Unweighted GPAs: What Are Colleges Looking For?, accessed August 15, 2025, https://www.sparkadmissions.com/blog/weighted-vs-unweighted-gpas/
6. bold.org, accessed August 15, 2025, https://bold.org/blog/weighted-vs-unweighted-gpa/#:~:text=While%20both%20methods%20aim%20to,regardless%20of%20their%20difficulty%20level.
7. What is a Weighted or Unweighted GPA? Which Do Colleges Care About?, accessed August 15, 2025, https://go.collegewise.com/weighted-or-unweighted-gpa
8. How to Calculate Weighted GPA for Honors, AP, and IB Courses – Spark Admissions, accessed August 15, 2025, https://www.sparkadmissions.com/blog/how-to-calculate-weighted-gpa/
9. Weighting for AP/Honors/IB classes? : r/GaState – Reddit, accessed August 15, 2025, https://www.reddit.com/r/GaState/comments/11604ck/weighting_for_aphonorsib_classes/
10. meridianlasso.org, accessed August 15, 2025, https://meridianlasso.org/18679/features/honors-courses-are-not-weighted/#:~:text=IB%20and%20AP%20classes%20are,honors%20courses%20do%20not%20offer.
11. AP vs Honors Classes: What is the Difference? – College Transitions, accessed August 15, 2025, https://www.collegetransitions.com/blog/honors-vs-ap-classes/
12. How Do I Calculate My Grade Point Average (GPA)? – Stanford Student Services, accessed August 15, 2025, https://studentservices.stanford.edu/my-academics/evaluations-exams-grades/grades/how-do-i-calculate-my-grade-point-average-gpa
13. Grade Point Average (GPA) Calculation – University of Arizona Office of the Registrar, accessed August 15, 2025, https://registrar.arizona.edu/records-enrollment/enrollment/grades-faqs/grades-and-grade-point-average-gpa-calculation
14. How to Calculate GPA – Aggie One Stop – Texas A&M University, accessed August 15, 2025, https://aggie.tamu.edu/registration-and-records/grades/how-to-calculate-gpa
15. GPA Calculation – Office of the Registrar | Rice University, accessed August 15, 2025, https://registrar.rice.edu/students/gpa-calculation
16. Recalculated GPA: what’s the deal? – CollegeVine, accessed August 15, 2025, https://www.collegevine.com/faq/14573/recalculated-gpa-what-s-the-deal
17. How to Recalculate Your GPA for College Admission – InLikeMe.com, accessed August 15, 2025, https://inlikeme.com/how-to-recalculate-your-gpa-for-college-admission/
18. Florida Schools Change their GPA Calculations for Admissions, accessed August 15, 2025, https://www.jraeducationalconsulting.com/blog/florida-schools-change-their-gpa-calculations-for-admissions
19. Article – Recalculated GPA for First… – TeamDynamix – University of …, accessed August 15, 2025, https://teamdynamix.umich.edu/TDClient/154/Portal/KB/ArticleDet?ID=7470
20. What High School Classes Do Colleges Look for on Applications? – Office of Admissions – University of South Florida, accessed August 15, 2025, https://admissions.usf.edu/blog/what-high-school-classes-do-colleges-look-for-on-applications
21. High School Classes Required for College Admission, accessed August 15, 2025, https://www.nacacnet.org/high-school-classes-required-for-college-admission/
22. What High School Classes Do Colleges Look For? – The Princeton Review, accessed August 15, 2025, https://www.princetonreview.com/college-advice/choosing-high-school-classes
23. each University is going to totally recalculate your GPA before they consider your application. – Reddit, accessed August 15, 2025, https://www.reddit.com/r/ApplyingToCollege/comments/1iehkdv/each_university_is_going_to_totally_recalculate/
24. GPA requirement | UC Admissions, accessed August 15, 2025, https://admission.universityofcalifornia.edu/admission-requirements/freshman-requirements/gpa-requirement.html
25. University of California(UC) GPA Calculator – GradAchiever, accessed August 15, 2025, https://www.gradachiever.com/university-of-californiauc-gpa-calculator/
26. Statewide Index instructions – UC Admissions – University of California, accessed August 15, 2025, https://admission.universityofcalifornia.edu/admission-requirements/first-year-requirements/california-residents/statewide-guarantee/admissions-index-instructions.html
27. First-year admissions 101, accessed August 15, 2025, https://admission.universityofcalifornia.edu/counselors/_files/documents/2024-counselor-conference-materials/remediated-pdfs/2024_first-year-admission-101_ada.pdf
28. GPA Calculator for the University of California – RogerHub, accessed August 15, 2025, https://rogerhub.com/gpa-calculator-uc/
29. Selection Process | University of Michigan Office of Undergraduate Admissions, accessed August 15, 2025, https://admissions.umich.edu/apply/first-year-applicants/selection-process
30. Holistic Admission : Stanford University, accessed August 15, 2025, https://admission.stanford.edu/apply/overview/index.html
31. FAQs – Princeton University Admission, accessed August 15, 2025, https://admission.princeton.edu/faqs
32. Applying to Yale College – Yale Admissions, accessed August 15, 2025, https://admissions.yale.edu/faq/applying-yale-college
33. Stanford Admissions Counseling | Application Guidance, accessed August 15, 2025, https://www.solomonadmissions.com/undergrad/schools/stanford-university/
34. Calculating GPA for Harvard? | CollegeVine, accessed August 15, 2025, https://www.collegevine.com/faq/59811/calculating-gpa-for-harvard
35. Calculate Your GPA | Office of the Registrar – Princeton University, accessed August 15, 2025, https://registrar.princeton.edu/student-and-alumni-services/transcript-and-verification-services/calculate-your-gpa
36. The Role of Grades in College Admissions – Collegiate Gateway, accessed August 15, 2025, https://collegiategateway.com/the-role-of-grades-in-college-admissions-4/
37. Factors in the Admission Decision – National Association for College …, accessed August 15, 2025, https://www.nacacnet.org/factors-in-the-admission-decision/
38. 16 Factors in College Admission Decisions – Elite Educational Institute, accessed August 15, 2025, https://eliteprep.com/blog/16-factors-influencing-college-admission-decisions
39. CEG’s Ultimate Guide for Choosing Your High School Courses – College Essay Guy, accessed August 15, 2025, https://www.collegeessayguy.com/blog/how-to-choose-high-school-courses
40. Choosing Well: How HS Course Selection Impacts College Admissions, accessed August 15, 2025, https://thebestu.net/2024/02/01/hs-course-selection-impacts-college-admissions/
41. Tips for the college-bound: Choosing high school electives – University of Rochester, accessed August 15, 2025, https://www.rochester.edu/newscenter/tips-choosing-high-school-electives-467752/
42. Holistic Review – UO Admissions – University of Oregon, accessed August 15, 2025, https://admissions.uoregon.edu/content/holistic-review
43. How do college admissions view upward trends in GPA? – CollegeVine, accessed August 15, 2025, https://www.collegevine.com/faq/2547/how-do-college-admissions-view-upward-trends-in-gpa
44. Q&A: How Important is an Upward Trend for College Applications???…and when an upward trend matters – YouTube, accessed August 15, 2025, https://m.youtube.com/watch?v=GyrKjpCTaFs
45. Upward trend in GPA vs Always having A’s? : r/ApplyingToCollege – Reddit, accessed August 15, 2025, https://www.reddit.com/r/ApplyingToCollege/comments/1b8adav/upward_trend_in_gpa_vs_always_having_as/
46. How do colleges view gpa? : r/ApplyingToCollege – Reddit, accessed August 15, 2025, https://www.reddit.com/r/ApplyingToCollege/comments/1l5px30/how_do_colleges_view_gpa/
47. What Do Colleges Really Mean by “Holistic Admissions”? – Crimson Education US, accessed August 15, 2025, https://www.crimsoneducation.org/us/blog/what-do-colleges-really-mean-by-holistic-admissions/
48. How Much Do Extracurricular Activities Matter in College Admissions? | CollegeVine Blog, accessed August 15, 2025, https://blog.collegevine.com/how-much-do-extracurricular-activities-matter-in-college-admissions
49. Understanding Holistic Admissions: Beyond GPA and Test Scores – Bybee College Prep, accessed August 15, 2025, https://bybeecollegeprep.com/college-applications/understanding-holistic-admissions-beyond-gpa-and-test-scores/
50. What do colleges like more: GPA or ECs? | Admissions Blog – Veritas Essays, accessed August 15, 2025, https://veritasessays.org/college-admissions-blog/posts/do-colleges-prefer-gpa-or-extracurriculars-importance
51. Truth Behind the Numbers: How Colleges View Class Rank and GPA, accessed August 15, 2025, https://www.wiseworldprep.com/blog/truth-behind-the-numbers-how-colleges-view-class-rank-and-gpa
52. Why You Should Follow My 5-4 Plan for Course Selection – Sara Harberson, accessed August 15, 2025, https://www.saraharberson.com/blog/plan-for-high-school-course-selection
53. How to Choose High School Electives – BigFuture – College Board, accessed August 15, 2025, https://bigfuture.collegeboard.org/plan-for-college/stand-out-in-high-school/how-to-choose-high-school-electives
54. A Guide to Choosing Electives in High School | CollegeVine Blog, accessed August 15, 2025, https://blog.collegevine.com/a-guide-to-electives
55. Do Elective Classes Matter in College Admissions? – Sara Harberson, accessed August 15, 2025, https://www.saraharberson.com/blog/elective-classes-college-admissions
56. GPA question Here: Do colleges look at only core subjects or account for electives too when looking at GPA? – Reddit, accessed August 15, 2025, https://www.reddit.com/r/APStudents/comments/18nzukr/gpa_question_here_do_colleges_look_at_only_core/
57. 24 GPA Statistics: A Closer Look at Student Performance – Crown Counseling, accessed August 15, 2025, https://crowncounseling.com/statistics/gpa-statistics/
58. Average College GPA by Major – 2025, accessed August 15, 2025, https://www.collegetransitions.com/blog/average-college-gpa-by-major/
59. 2024 College Admission Results: 7 Trends to Help Families Navigate the Unpredictable, accessed August 15, 2025, https://www.collegematchpoint.com/results2024
60. 6 College Admissions Trends to Watch in 2024 | CollegeData, accessed August 15, 2025, https://www.collegedata.com/resources/getting-in/college-admission-trends-to-watch-2024