<p>IMO, the single most valuable indicator of predicting college success is a high school student’s performance in college preparatory classes. Not standardized test scores, not GPA and certainly not class rank. Also, I am not alone in that view. The National Association of College Admission Counselors (NACAC) weigh the various factors as follows:</p>
<p>Considerable Weight , Moderate Weight , Limited or No Weight</p>
<p>75.9% , 17.4% , 6.7% , Grades in college prep courses
61.5% , 25.3% , 13.2% , Strength of curriculum
60.4% , 27.9% , 11.7% , Standardized Test scores (SAT, ACT)
51.2% , 36.4% , 12.5% , Grades in all courses
27.9% , 30.6% , 41.5% , Essay and/or writing sample
23.1% , 38.6% , 38.3% , Class rank
21.2% , 40.7% , 38.0% , Counselor recommendation
20.8% , 31.2% , 48.1% , Student's demonstrated interest
19.5% , 41.1% , 39.3% , Teacher recommendation
10.4% , 23.1% , 66.5% , Interview
7.6% , 37.0% , 55.4% , Extra-curricular activities
7.6% , 23.5% , 68.8% , Subject test scores (AP, IB)
6.3% , 13.4% , 80.4% , State graduation exam scores
5.2% , 8.5% , 86.3% , SAT II scores
2.9% , 21.5% , 75.5% , Work</p>
<p>As for the mathematical calculation involving % of public high school students and Top 10% students, I agree that there are many weaknesses. I hope you would agree that, taken on its own, there are also significant weaknesses in the single measurement of Top 10% scorers. I am asking if maybe the mathematical calculation might be better. Perhaps the results are a mathematical accident, but IMO the results look more in line with how most college observers would view the competitiveness of the student bodies of these colleges. </p>
<p>Which Top 20 looks like a better representation of the colleges with the strongest student bodies?</p>
<p>Ratio of % of Public School students/Top 10% scorers, % of Public School students, Top 10% students, College</p>
<p>1 , 192% , 49% , 94% , Columbia
2 , 185% , 52% , 96% , U Penn
3 , 176% , 55% , 97% , Yale
3 , 176% , 51% , 90% , Georgetown
5 , 175% , 55% , 96% , Princeton
6 , 172% , 50% , 86% , Notre Dame
7 , 153% , 60% , 92% , Brown
8 , 151% , 63% , 95% , Wash U
9 , 149% , 61% , 91% , Dartmouth
10 , 147% , 62% , 91% , Stanford
11 , 146% , 65% , 95% , Harvard
12 , 145% , 64% , 93% , Lehigh
13 , 143% , 60% , 86% , USC
14 , 141% , 59% , 83% , U Chicago
15 , 138% , 65% , 90% , Duke
16 , 135% , 65% , 88% , Emory
17 , 134% , 74% , 99% , Caltech
18 , 133% , 60% , 80% , Vanderbilt
18 , 133% , 60% , 80% , Tufts
20 , 129% , 75% , 97% , MIT </p>
<p>Top 10% scorers, College</p>
<ol>
<li>99% Caltech</li>
<li>99% UC Berkeley</li>
<li>99% UC San Diego</li>
<li>97% Yale</li>
<li>97% MIT</li>
<li>97% UCLA</li>
<li>96% Princeton</li>
<li>96% U Penn</li>
<li>96% UC Irvine</li>
<li>96% UC Santa Barbara</li>
<li>95% Harvard</li>
<li>95% Wash U</li>
<li>95% UC Davis</li>
<li>94% Columbia</li>
<li>93% Lehigh</li>
<li>92% Brown</li>
<li>92% Michigan</li>
<li>91% Stanford</li>
<li>91% Dartmouth</li>
<li>90% Duke</li>
<li>90% Georgetown</li>
</ol>
<p>BTW, according to its CDS, U Michigan only assigns a “considered” weighting to class rank while assigning an “important” weighting to standardized test scores (along with GPA, recs and essays). The only factor that ranks “very important” is the rigor of the secondary school record.</p>