Two portfolios, ten firms each. Same firm-level risk. Wildly different portfolio behavior.
Setup. Each firm has two future states: good (return +50%) or bad (return −30%), with P(good) = 0.5. Portfolio S holds 10 firms whose only risk is one common (systematic) shock — they all win or all lose together. Portfolio I holds 10 firms whose only risk is independent (idiosyncratic) — each firm flips its own coin. S has just 2 possible portfolio outcomes; I has 210 = 1024 outcomes — but they cluster tightly around the mean.
All firms share one common shock.
Each firm flips its own independent coin.
Bars = empirical (samples). Orange dots = theoretical PMF. Dashed line = mean.
Mass sits entirely on the two extremes. Diversification cannot move it.
Independent shocks cancel. Mass collapses toward the mean as N grows.
Single firm
Portfolio S (systematic)
Portfolio I (idiosyncratic)
Key relationship: σS = σfirm (no diversification — risk is shared) | σI = σfirm / √N (perfect diversification — independent shocks cancel)
With N = 10, the idiosyncratic portfolio's std dev is reduced to about 31.6% of a single firm's. Push N to 30 and watch the I distribution collapse onto the mean.