Blockholder Activism
Institutional ownership of a firm's largest blockholder, kept only when that stake exceeds 5% and the governance index is 5 or below (weak takeover defenses). Long high minus short low quintile portfolio of stocks above the NYSE 20th size percentile, value-weighted, re-sorted monthly, hedged each month with a rolling 5-year market beta from prior months only (β = 0.24 at the end of the sample). Quarterly, 1993Q4 to 2006Q4.
Forecast made 1 Oct 2026, conditioning on this portfolio's returns, which end 2006Q4 with Open Source Asset Pricing's data for the signal (Activism2). The 80 quarters between then and 2027Q1 are unobserved and are integrated out under the model.
Prior beliefsDefault
Quintile and decile portfolios are sorted each month over common stocks on the NYSE, AMEX and Nasdaq whose market value is above the NYSE 20th percentile, with breakpoints computed over those same stocks, so every signal is measured on one universe. Original paper is Open Source Asset Pricing's replication of the paper's own portfolio, with its sort, weighting, stock screens and rebalancing.
Cumulative market-hedged returnreturn, unhedged
Past performance, annualized
| Window | AlphaReturn | Vol. | Info. ratioSharpe ratio | t-stat |
|---|---|---|---|---|
| 1993Q4–2006Q4 | 6.59% | 21.43% | 0.31 | 1.12 |
| 2002Q1–2006Q4 | 11.40% | 14.86% | 0.77 | 1.71 |
| 2006Q1–2006Q4 | −7.00% | 13.19% | −0.53 | −0.53 |
| 1993Q4–2006Q4 | 2.94% | 9.82% | 0.30 | 1.09 |
| 2002Q1–2006Q4 | 3.26% | 9.22% | 0.35 | 0.79 |
| 2006Q1–2006Q4 | 4.82% | 7.77% | 0.62 | 0.62 |
| 1993Q4–2006Q4 | 3.50% | 18.23% | 0.19 | 0.70 |
| 2002Q1–2006Q4 | 10.33% | 11.99% | 0.86 | 1.93 |
| 2006Q1–2006Q4 | −5.52% | 12.53% | −0.44 | −0.44 |
| 1990Q4–2006Q4 | 9.04% | 19.73% | 0.46 | 1.85 |
| 2002Q1–2006Q4 | 11.25% | 14.36% | 0.78 | 1.75 |
| 2006Q1–2006Q4 | −4.61% | 12.80% | −0.36 | −0.36 |
| 1990Q4–2006Q4 | 3.84% | 10.17% | 0.38 | 1.52 |
| 2002Q1–2006Q4 | 3.23% | 9.18% | 0.35 | 0.79 |
| 2006Q1–2006Q4 | 5.56% | 7.92% | 0.70 | 0.70 |
| 1990Q4–2006Q4 | 6.89% | 16.98% | 0.41 | 1.64 |
| 2002Q1–2006Q4 | 9.88% | 11.19% | 0.88 | 1.98 |
| 2006Q1–2006Q4 | −3.94% | 11.92% | −0.33 | −0.33 |
| 1990Q4–2006Q4 | 9.32% | 19.72% | 0.47 | 1.91 |
| 2002Q1–2006Q4 | 11.42% | 14.39% | 0.79 | 1.77 |
| 2006Q1–2006Q4 | −4.31% | 12.82% | −0.34 | −0.34 |
| 1990Q4–2006Q4 | 5.65% | 10.18% | 0.55 | 2.24 |
| 2002Q1–2006Q4 | 4.36% | 9.31% | 0.47 | 1.05 |
| 2006Q1–2006Q4 | 7.56% | 7.96% | 0.95 | 0.95 |
| 1990Q4–2006Q4 | 6.93% | 16.98% | 0.41 | 1.64 |
| 2002Q1–2006Q4 | 9.90% | 11.19% | 0.88 | 1.98 |
| 2006Q1–2006Q4 | −3.90% | 11.92% | −0.33 | −0.33 |
Forecast information ratioSharpe ratio, annualized
| Window | Mean | 95% interval | P(neg) |
|---|---|---|---|
| 2027Q1 | 0.16 | −0.36 – 0.66 | 0.26 |
| 2027Q1–2027Q4 | 0.16 | −0.33 – 0.64 | 0.26 |
| 2027Q1–2031Q4 | 0.15 | −0.28 – 0.59 | 0.26 |
| Prior changed from site default. | |||
| 2027Q1 | 0.16 | −0.36 – 0.66 | 0.26 |
| 2027Q1–2027Q4 | 0.15 | −0.33 – 0.63 | 0.26 |
| 2027Q1–2031Q4 | 0.14 | −0.28 – 0.58 | 0.27 |
| Prior changed from site default. | |||
| 2027Q1 | 0.11 | −0.40 – 0.61 | 0.33 |
| 2027Q1–2027Q4 | 0.10 | −0.37 – 0.58 | 0.33 |
| 2027Q1–2031Q4 | 0.09 | −0.32 – 0.52 | 0.33 |
| Prior changed from site default. | |||
| 2027Q1 | 0.27 | −0.23 – 0.74 | 0.13 |
| 2027Q1–2027Q4 | 0.27 | −0.22 – 0.72 | 0.13 |
| 2027Q1–2031Q4 | 0.24 | −0.18 – 0.69 | 0.13 |
| Prior changed from site default. | |||
| 2027Q1 | 0.23 | −0.28 – 0.71 | 0.18 |
| 2027Q1–2027Q4 | 0.22 | −0.25 – 0.67 | 0.18 |
| 2027Q1–2031Q4 | 0.19 | −0.21 – 0.62 | 0.18 |
| Prior changed from site default. | |||
| 2027Q1 | 0.25 | −0.25 – 0.72 | 0.15 |
| 2027Q1–2027Q4 | 0.24 | −0.23 – 0.69 | 0.15 |
| 2027Q1–2031Q4 | 0.22 | −0.19 – 0.65 | 0.15 |
| Prior changed from site default. | |||
| 2027Q1 | 0.28 | −0.23 – 0.75 | 0.12 |
| 2027Q1–2027Q4 | 0.27 | −0.21 – 0.73 | 0.13 |
| 2027Q1–2031Q4 | 0.25 | −0.17 – 0.70 | 0.13 |
| Prior changed from site default. | |||
| 2027Q1 | 0.34 | −0.19 – 0.81 | 0.10 |
| 2027Q1–2027Q4 | 0.32 | −0.17 – 0.79 | 0.10 |
| 2027Q1–2031Q4 | 0.29 | −0.14 – 0.75 | 0.10 |
| Prior changed from site default. | |||
| 2027Q1 | 0.25 | −0.25 – 0.72 | 0.15 |
| 2027Q1–2027Q4 | 0.24 | −0.23 – 0.69 | 0.15 |
| 2027Q1–2031Q4 | 0.22 | −0.19 – 0.66 | 0.15 |
| Prior changed from site default. | |||