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시험·AP·IB

High AP/IB Scores Have Surprisingly Low Power to Predict Freshman Grades

HAEA · 6 min read
979BRIEFINGHAEA

High scores on AP or IB exams are often seen as a golden ticket to excellent freshman year grades. However, a closer look at various research findings paints a slightly different picture from what we've come to believe.

High AP/IB scores are not a magic key that 'guarantees' academic achievement in the first year of college. At top-tier universities, they are considered more of a 'baseline credential' that demonstrates a student's capabilities. Success or failure after admission depends less on high school scores and more on how well a student adapts to the unfamiliar college environment and activates their own engine for learning.

Scores Are a 'Signal,' Not a 'Cause'

As parents, you might naturally believe that high AP/IB scores lead to good college grades. After all, your child has studied difficult subjects in advance. However, research suggests that AP/IB scores are less a 'cause' of strong academic ability and more a 'signal' or 'result' of a student's existing excellence.

In fact, a study from the University of Wisconsin-Milwaukee found that when other variables like a student's high school GPA (HSGPA) or SAT scores were held constant, the impact of taking AP courses on college grades became statistically insignificant. In other words, among students with similar overall abilities, whether they took an AP course or not was not a decisive factor in their freshman year grades.

An analysis by Summit Educational Group also found that among various admission evaluation factors, AP scores were less predictive of college performance than high school GPA or SAT/ACT scores. Furthermore, research by David Blobaum revealed that even at Ivy League-level universities, a combination of SAT scores and high school GPA could only explain about 19.6% of freshman year grades. This is strong evidence that the remaining 80% of success factors lie somewhere beyond test scores.

Portion of Freshman GPA Explained by SAT/HSGPA (%)
19.6%The extent to which SAT and high school GPA scores explain freshman year grades at Ivy League-level universities
At Ivy League-level universities, SAT and high school GPA only explain 19.6% of freshman year grades.

The 'More Is Better' Myth and Diminishing Returns

The belief that taking more AP courses is always better has led to an 'AP arms race,' but this idea also warrants a second look. A report from the Illinois State Board of Education showed that once a student takes more than five AP exams, there is no additional benefit in predicting their freshman year grades.

Maximum Number of APs with Predictive Value (Courses)
5CoursesThe number of AP courses after which the predictive effect on freshman grades plateaus
Once a student takes more than 5 AP courses, there is no additional benefit in predicting grades.

A 2019 study by the College Board takes this a step further. It found that the greatest benefits for a student came from their first or second AP exam, and that earning good scores on five or more APs did not lead to a noticeable increase in freshman GPA or four-year graduation rates. This is the same reason why top-tier universities state that there is no significant difference in admission rates between students who have taken six or more APs and those who have taken four or five.

This means that universities value the 'quality' of a student's engagement with subjects related to their interests and major more than the sheer 'quantity' of AP courses. Once a student has sufficiently demonstrated their academic capabilities with a few AP courses, additional ones do not provide extra points.

The Pitfalls of Advanced Placement and Credit Exemption

Earning college credit in advance through AP or IB exams is certainly an advantage that can save time and money. However, there are unexpected pitfalls.

A study from Colorado State University (Schneider, 2010) is worth considering. It tracked students who received an AP exam score of 3, earned credit, and skipped the corresponding introductory course. A staggering 36.4% of these students went on to receive a D, F, or withdrew (W) from the very next advanced course in the sequence. There was a clear gap between the knowledge certified by the score and the actual ability to keep up with college-level lectures.

Rate of Poor Performance in Subsequent Courses After AP Credit (%)
36.4%Students who received D/F/W grades in the next advanced course after using an AP score of 3 for credit
About 3 to 4 out of 10 students who used AP credits to skip a course struggled in the next one.

The history of US universities being hesitant to grant credit for the IB program, despite knowing its excellence (Korea University News, 2008), can be understood in a similar context. Universities have long held a skeptical view, born from experience, that external exam scores cannot fully replace the quality and depth of their own internal education.

It is true that the knowledge and skills built through AP/IB are important. But those scores do not guarantee success in the entirely new ecosystem of a university. In fact, at the most selective colleges, where all incoming students possess outstanding abilities, the real differentiators emerge elsewhere. The moment comes when skills like self-directed time management, building relationships with professors and peers, and the resilience to bounce back from failure become far more important than scores.

Common Beliefs vs. Research Findings

FactorCommon Parental BeliefWhat Research Shows
Number of AP/IB CoursesThe more, the better.The effect plateaus after 5 courses; quality is more important than quantity.
Role of AP/IB ScoresThey are the 'cause' of higher college grades.They are a 'signal' of a student's existing ability; predictive power drops when other variables are controlled.
Effect of CreditIt is always a beneficial advantage.Cases of poor performance in subsequent courses (36.4%) exist; students may lose the chance to build a solid foundation.
Scores and SuccessHigh scores 'guarantee' success in college.High scores are a 'result' of excellence, but success is heavily influenced by non-cognitive factors like adaptability.

What's crucial is not the score itself, but the real skills acquired in the process of earning that score. AP/IB is just one of many good indicators of those skills, not the final destination that determines everything. Perhaps a wiser choice is to stand by your child and help them cultivate the inner strength to find their own way and grow on the new stage of college, rather than getting lost in the competition for scores.

In our next article, we will explore how to develop 'metacognition,' a skill that has a decisive impact on academic achievement after college admission.

Beyond the Data, Your Child's Answer

Your child's situation exists outside of this data. Public data shows us the structure, not the answer for your child. ACROS Advisory designs a roadmap based on one child's unique data.


The dates, numbers, and sources in this article were verified with primary sources at the time of writing. Disclosures, exchange rates, and policies change frequently, so please check the latest information before making important decisions. This article does not guarantee admission or recommend specific schools; it is our interpretation of publicly available data.

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