What Is CEO Performance Analysis and Why It Matters
For decades, boards have incorporated a simple assumption to help evaluate executive talent: prestigious credentials predict superior performance. But does this conventional wisdom withstand empirical scrutiny? For investors, does pedigree predict performance?
Our comprehensive CEO performance analysis reveals a surprising truth. The correlation between elite credentials and executive value creation is far weaker than most investors assume.
In the past, most studies have focused on number of CEOs at public companies. Meanwhile our study focuses instead on performance of those CEOs relative to competitors. A school who touts the quantity of their CEO graduates may find they are relative underperformers once in the CEO seat.
This data-driven examination of CEOs over the past 10 years across educational institutions and consulting backgrounds challenges fundamental assumptions about talent assessment in modern capital markets.
Published: August 2025
Author: Paragon Intel
Executive Summary: Key Findings from CEO Performance Analysis
Five critical insights emerge:
- MIT Sloan dominates MBA programs with 67% average alpha, 43 percentage points higher than the number 2
- Harvard Business School has the largest number of CEOs on average their performance was in-line with the market
- State Schools Outperform at the Undergraduate Level making up with 6 of the top 10.
- Ivy League vs. State Schools see little difference with MBA roughly equal and undergrad slightly higher for Ivies
- Bain meaningfully outperforms McKinsey and BCG among consulting firms, generating positive 10% alpha
These findings have profound implications for how boards evaluate executives and how investors assess management quality.
What Dimensions Define CEO Performance
Measuring CEO Alpha: Paragon Intel Methodology
Investors need to choose which stocks to invest in. Anyone can invest in index funds that track the market, so professional money managers look to find the ones that will rise or fall more than the comparable investment set. CEO alpha represents their company’s performance relative to competitors, allowing us to look beyond absolute performance. If a company stock rises 10% over the year, but competitors also rose 10%, then alpha would be 0%.
To create an apples to apples comparison, we measure alpha on an annualized basis, and we only include CEOs from public companies with at least one year of CEO experience.
Paragon Intel’s proprietary, validated career history research underpins our research. For every executive on our platform, we have their entire career and school history validated by our team, allowing us to analyze historical stock market and fundamental trends for each executive.
The dataset spans 2014-2025, encompassing multiple market cycles and economic conditions.
Statistical Significance and Sample Requirements
Programs with fewer than six CEO observations were excluded to ensure statistical validity. Outliers exist across the board, but a large enough n allows us to keep all results without excluding outlier over or underperformance.
How MBA Programs Impact CEO Performance: Surprising Rankings
Top-Performing MBA Programs for CEO Alpha
The MBA landscape reveals dramatic performance disparities, with some familiar names making it into the top 10, along with some surprises.
| Rank | Institution | Average Alpha | Sample Size |
|---|---|---|---|
| 1 | MIT Sloan School of Management | 67% | 11 CEOs |
| 2 | London Business School | 24% | 9 CEOs |
| 3 | Indiana University Kelley School | 16% | 8 CEOs |
| 4 | University of Florida Heavener School | 12% | 7 CEOs |
| 5 | Pepperdine Graziadio | 12% | 8 CEOs |
| 6 | University of Chicago Booth | 10% | 58 CEOs |
| 7 | UCLA Anderson | 8% | 14 CEOs |
| 8 | Stanford GSB | 5% | 39 CEOs |
| 9 | Duke Fuqua | 5% | 13 CEOs |
| 10 | University of Minnesota Carlson | 4% | 9 CEOs |
Underperforming MBA Programs:
| Rank | Institution | Average Alpha | Sample Size |
|---|---|---|---|
| 1 | UC Berkeley Haas | -14% | 9 CEOs |
| 2 | University of Michigan Ross | -12% | 18 CEOs |
| 3 | UT Austin McCombs | -10% | 14 CEOs |
| 4 | Southern Methodist University Cox | -10% | 7 CEOs |
| 5 | Michigan State University Broad | -8% | 6 CEOs |
| 6 | University of Notre Dame Mendoza | -8% | 8 CEOs |
| 7 | Dartmouth College Tuck | -7% | 13 CEOs |
| 8 | Rutgers University | -6% | 6 CEOs |
| 9 | Washington University in St. Louis Olin | -4% | 7 CEOs |
| 10 | NYU Stern | -3% | 28 CEOs |
Undergraduate Education and CEO Success: Hidden Gems Emerge
Top Undergraduate Programs for Creating CEO Value
Traditionally “prestigious” schools are notably absent from the top 10:
| Rank | Institution | Average Alpha | Sample Size |
|---|---|---|---|
| 1 | Oregon State University | 435% | 8 CEOs |
| 2 | Florida State University | 81% | 8 CEOs |
| 3 | Wesleyan University | 75% | 6 CEOs |
| 4 | Northeastern University | 61% | 6 CEOs |
| 5 | Johns Hopkins University | 46% | 8 CEOs |
| 6 | Brigham Young University | 36% | 13 CEOs |
| 7 | Baylor University | 35% | 7 CEOs |
| 8 | University of Connecticut | 33% | 6 CEOs |
| 9 | Amherst College | 32% | 7 CEOs |
| 10 | University of Miami | 26% | 8 CEOs |
Oregon State University’s extraordinary 435% alpha dwarfs every other institution, driven by Jensen Huang’s exceptional performance at NVIDIA. Even without this outlier, Oregon State would still merit inclusion.
Underperforming Undergraduate Programs
The bottom 10 has an eclectic mix of institutions:
| Rank | Institution | Average Alpha | Sample Size |
|---|---|---|---|
| 1 | University of Dayton | -22% | 9 CEOs |
| 2 | Marquette University | -21% | 7 CEOs |
| 3 | Williams College | -21% | 8 CEOs |
| 4 | University of California, Davis | -13% | 6 CEOs |
| 5 | Middlebury College | -12% | 6 CEOs |
| 6 | University of Cambridge | -12% | 9 CEOs |
| 7 | University of Toronto | -11% | 9 CEOs |
| 8 | University of Pittsburgh | -9% | 9 CEOs |
| 9 | University of Arizona | -9% | 9 CEOs |
| 10 | University of Iowa | -9% | 8 CEOs |
Middlebury and Williams (along with Amherst in the top 10) may have the highest number of CEOs per student, but as we can see, that does not guarantee strong performance.
State Schools vs. Ivy League: Is the Prestige Premium Real?
Aggregate Performance Comparison
When aggregating institutional performance at both the undergraduate and MBA level, the Ivy League advantage is around 3 percentage points of alpha. For both Ivy and State Schools, both have much stronger performance at the undergrad level, as MBA performance mostly follows the market.
- State school undergrad (n=484): 4% average alpha
- Ivy League undergrad (n=234): 7% average alpha
- State school MBA (n=178): -2% average alpha
- Ivy League MBA (n=279): 1% average alpha
How Consulting Background Shapes CEO Performance
Consulting Performance: Surprising Disparities
Consulting firms are often touted as breeding grounds for future leaders, given their exposure to different types of businesses, business models, and C-suite executives. These are looked upon as positive attributes for strong candidates as public company CEOs. As you can see in the table below, that bias certainly holds true for McKinsey with an astounding 91 public company CEOs coming from their alumni. Unfortunately, backgrounds in both McKinsey and BCG lead to underperforming CEOs, while Bain holds a substantial advantage with 10% overall alpha.
Management consulting’s “Big Three” show divergent CEO performance:
| Firm | Average Alpha | Sample Size | Key Finding |
|---|---|---|---|
| Bain & Company | 10% | 19 CEOs | Only positive performer |
| McKinsey & Company | -4% | 91 CEOs | Largest CEO count |
| Boston Consulting Group | -5% | 24 CEOs | Slightly Trails McKinsey |
Conclusion: Rethinking Executive Assessment
The data delivers an unambiguous verdict: elite credentials are not strongly correlated to elite Alpha. Any hiring decision or evaluation incorporating dated assumptions on career and education will thus materially misprice executive talent.
This represents both risk and opportunity. The risk lies in perpetuating credential bias. The opportunity lies in developing sophisticated frameworks that identify true executive quality regardless of background.
Success requires abandoning simplistic credential heuristics for data-driven assessment. By examining actual performance patterns rather than resume prestige, investors can generate alpha through superior human capital evaluation.
Future research should expand this analysis internationally and examine sector-specific patterns. As datasets grow and methodologies refine, the ability to predict CEO performance will improve, creating sustainable advantages for investors willing to challenge conventional wisdom.
About This Research
Methodology Note: This analysis examined publicly traded company CEOs from 2014-2023, measuring risk-adjusted performance relative to industry benchmarks. Data derives from validated financial databases and proprietary performance attribution models.
Data Availability: Complete dataset with statistical significance tests and confidence intervals available upon request to institutional investors.
Contact: For additional information about our CEO performance analysis methodology or custom research requests, contact info@paragonintel.com.
Disclosure: This research is for informational purposes only and does not constitute investment advice. Past performance does not predict future results.
