This tool uses mean-variance optimization to generate forward-looking efficient frontiers based on user-specified expected annual return and volatility of assets combined with historical asset correlations.
The required inputs for the efficient frontier include the portfolio assets and expected annual returns, along with volatility expectations when historical volatility is not used. You can optionally specify the asset allocation and allocation constraints for the portfolio assets. If an asset allocation is specified, the provided portfolio will be rendered on the efficient frontier chart.
Asset Class | Allocation |
---|---|
Global ex-US Stock Market | 100.00% |
Save portfolio » |
Portfolio | Expected Return | Standard Deviation | Sharpe Ratio |
---|---|---|---|
Tangency Portfolio | 7.00% | 17.83% | 0.11 |
# | Asset | Expected Return | Standard Deviation | Sharpe Ratio | Min. Weight | Max. Weight |
---|---|---|---|---|---|---|
1 | US Stock Market | 6.00% | 15.58% | 0.065 | 0.00% | 100.00% |
2 | Global ex-US Stock Market | 7.00% | 17.83% | 0.113 | 0.00% | 100.00% |
3 | Short Term Treasury | 0.22% | 2.16% | -2.210 | 0.00% | 100.00% |
4 | Intermediate Term Treasury | 0.80% | 4.91% | -0.853 | 0.00% | 100.00% |
5 | 10-year Treasury | 1.33% | 7.48% | -0.489 | 0.00% | 100.00% |
6 | Long Term Treasury | 1.87% | 10.67% | -0.292 | 0.00% | 100.00% |
Results based on the provided capital market expectations. Expected return is the annualized monthly arithmetic mean return. Ex-ante Sharpe Ratio calculated using the current 3-month treasury bill return as the risk-free rate. |
Asset | US Stock Market | Global ex-US Stock Market | Short Term Treasury | Intermediate Term Treasury | 10-year Treasury | Long Term Treasury |
---|---|---|---|---|---|---|
US Stock Market | 1.00 | 0.72 | -0.05 | -0.03 | -0.05 | -0.04 |
Global ex-US Stock Market | 0.72 | 1.00 | -0.02 | -0.02 | -0.06 | -0.04 |
Short Term Treasury | -0.05 | -0.02 | 1.00 | 0.91 | 0.83 | 0.68 |
Intermediate Term Treasury | -0.03 | -0.02 | 0.91 | 1.00 | 0.97 | 0.87 |
10-year Treasury | -0.05 | -0.06 | 0.83 | 0.97 | 1.00 | 0.93 |
Long Term Treasury | -0.04 | -0.04 | 0.68 | 0.87 | 0.93 | 1.00 |
Based on monthly returns from Jan 1986 to May 2023 |
# | US Stock Market | Global ex-US Stock Market | Short Term Treasury | Intermediate Term Treasury | 10-year Treasury | Long Term Treasury | Expected Return * | Standard Deviation * | Sharpe Ratio * |
---|---|---|---|---|---|---|---|---|---|
1 | 2.44% | 0.07% | 97.50% | 0.00% | 0.00% | 0.00% | 0.37% | 2.12% | -2.180 |
2 | 2.95% | 0.62% | 96.43% | 0.00% | 0.00% | 0.00% | 0.43% | 2.13% | -2.141 |
3 | 3.47% | 1.17% | 95.37% | 0.00% | 0.00% | 0.00% | 0.50% | 2.15% | -2.090 |
4 | 3.98% | 1.72% | 94.30% | 0.00% | 0.00% | 0.00% | 0.57% | 2.18% | -2.028 |
5 | 4.49% | 2.27% | 93.24% | 0.00% | 0.00% | 0.00% | 0.63% | 2.23% | -1.958 |
6 | 5.01% | 2.82% | 92.18% | 0.00% | 0.00% | 0.00% | 0.70% | 2.28% | -1.880 |
7 | 5.52% | 3.37% | 91.11% | 0.00% | 0.00% | 0.00% | 0.77% | 2.35% | -1.798 |
8 | 6.03% | 3.92% | 90.05% | 0.00% | 0.00% | 0.00% | 0.83% | 2.43% | -1.713 |
9 | 6.55% | 4.47% | 88.98% | 0.00% | 0.00% | 0.00% | 0.90% | 2.51% | -1.628 |
10 | 7.06% | 5.02% | 87.92% | 0.00% | 0.00% | 0.00% | 0.97% | 2.61% | -1.544 |
11 | 7.57% | 5.57% | 86.85% | 0.00% | 0.00% | 0.00% | 1.04% | 2.71% | -1.462 |
12 | 8.09% | 6.12% | 85.79% | 0.00% | 0.00% | 0.00% | 1.10% | 2.81% | -1.382 |
13 | 8.60% | 6.67% | 84.73% | 0.00% | 0.00% | 0.00% | 1.17% | 2.93% | -1.306 |
14 | 9.04% | 7.14% | 83.24% | 0.00% | 0.00% | 0.58% | 1.24% | 3.04% | -1.234 |
15 | 9.46% | 7.59% | 81.60% | 0.00% | 0.00% | 1.35% | 1.30% | 3.16% | -1.166 |
16 | 9.88% | 8.03% | 79.97% | 0.00% | 0.00% | 2.12% | 1.37% | 3.29% | -1.102 |
17 | 10.29% | 8.48% | 78.33% | 0.00% | 0.00% | 2.90% | 1.44% | 3.41% | -1.042 |
18 | 10.71% | 8.92% | 76.70% | 0.00% | 0.00% | 3.67% | 1.50% | 3.54% | -0.986 |
19 | 11.13% | 9.37% | 75.06% | 0.00% | 0.00% | 4.44% | 1.57% | 3.66% | -0.934 |
20 | 11.54% | 9.81% | 73.43% | 0.00% | 0.00% | 5.22% | 1.64% | 3.79% | -0.884 |
21 | 11.96% | 10.26% | 71.79% | 0.00% | 0.00% | 5.99% | 1.71% | 3.92% | -0.838 |
22 | 12.37% | 10.69% | 69.67% | 0.00% | 1.30% | 5.98% | 1.77% | 4.05% | -0.794 |
23 | 12.77% | 11.12% | 67.41% | 0.00% | 2.95% | 5.76% | 1.84% | 4.18% | -0.753 |
24 | 13.17% | 11.55% | 65.15% | 0.00% | 4.60% | 5.53% | 1.91% | 4.32% | -0.715 |
25 | 13.57% | 11.98% | 62.89% | 0.00% | 6.25% | 5.31% | 1.97% | 4.45% | -0.678 |
26 | 13.97% | 12.41% | 60.63% | 0.00% | 7.90% | 5.09% | 2.04% | 4.58% | -0.644 |
27 | 14.37% | 12.84% | 58.37% | 0.00% | 9.55% | 4.87% | 2.11% | 4.71% | -0.612 |
28 | 14.78% | 13.27% | 56.11% | 0.00% | 11.20% | 4.64% | 2.17% | 4.85% | -0.581 |
29 | 15.18% | 13.70% | 53.85% | 0.00% | 12.85% | 4.42% | 2.24% | 4.98% | -0.552 |
30 | 15.58% | 14.13% | 51.59% | 0.00% | 14.50% | 4.20% | 2.31% | 5.12% | -0.524 |
31 | 15.98% | 14.56% | 49.33% | 0.00% | 16.15% | 3.98% | 2.38% | 5.25% | -0.498 |
32 | 16.38% | 14.99% | 47.07% | 0.00% | 17.80% | 3.75% | 2.44% | 5.39% | -0.473 |
33 | 16.78% | 15.42% | 44.81% | 0.00% | 19.45% | 3.53% | 2.51% | 5.52% | -0.449 |
34 | 17.19% | 15.85% | 42.55% | 0.00% | 21.10% | 3.31% | 2.58% | 5.66% | -0.427 |
35 | 17.59% | 16.28% | 40.29% | 0.00% | 22.75% | 3.09% | 2.64% | 5.80% | -0.405 |
36 | 17.99% | 16.71% | 38.03% | 0.00% | 24.40% | 2.86% | 2.71% | 5.93% | -0.384 |
37 | 18.39% | 17.14% | 35.78% | 0.00% | 26.05% | 2.64% | 2.78% | 6.07% | -0.365 |
38 | 18.79% | 17.57% | 33.52% | 0.00% | 27.70% | 2.42% | 2.84% | 6.21% | -0.346 |
39 | 19.20% | 18.00% | 31.26% | 0.00% | 29.35% | 2.20% | 2.91% | 6.34% | -0.328 |
40 | 19.60% | 18.43% | 29.00% | 0.00% | 31.00% | 1.97% | 2.98% | 6.48% | -0.311 |
41 | 20.00% | 18.86% | 26.74% | 0.00% | 32.65% | 1.75% | 3.05% | 6.62% | -0.294 |
42 | 20.40% | 19.29% | 24.48% | 0.00% | 34.30% | 1.53% | 3.11% | 6.76% | -0.278 |
43 | 20.80% | 19.72% | 22.22% | 0.00% | 35.95% | 1.31% | 3.18% | 6.89% | -0.263 |
44 | 21.20% | 20.15% | 19.96% | 0.00% | 37.60% | 1.09% | 3.25% | 7.03% | -0.248 |
45 | 21.61% | 20.58% | 17.70% | 0.00% | 39.25% | 0.86% | 3.31% | 7.17% | -0.234 |
46 | 22.01% | 21.01% | 15.44% | 0.00% | 40.90% | 0.64% | 3.38% | 7.31% | -0.220 |
47 | 22.41% | 21.44% | 13.18% | 0.00% | 42.55% | 0.42% | 3.45% | 7.44% | -0.207 |
48 | 22.81% | 21.87% | 10.92% | 0.00% | 44.20% | 0.20% | 3.52% | 7.58% | -0.195 |
49 | 23.21% | 22.30% | 8.68% | 0.00% | 45.81% | 0.00% | 3.58% | 7.72% | -0.182 |
50 | 23.61% | 22.73% | 6.52% | 0.00% | 47.14% | 0.00% | 3.65% | 7.86% | -0.171 |
51 | 24.01% | 23.16% | 4.36% | 0.00% | 48.46% | 0.00% | 3.72% | 8.00% | -0.159 |
52 | 24.42% | 23.59% | 2.21% | 0.00% | 49.79% | 0.00% | 3.78% | 8.14% | -0.148 |
53 | 24.82% | 24.02% | 0.05% | 0.00% | 51.12% | 0.00% | 3.85% | 8.28% | -0.138 |
54 | 25.25% | 24.66% | 0.00% | 0.00% | 48.29% | 1.80% | 3.92% | 8.42% | -0.128 |
55 | 25.67% | 25.28% | 0.00% | 0.00% | 44.95% | 4.10% | 3.98% | 8.56% | -0.118 |
56 | 26.10% | 25.89% | 0.00% | 0.00% | 41.62% | 6.40% | 4.05% | 8.70% | -0.108 |
57 | 26.52% | 26.50% | 0.00% | 0.00% | 38.28% | 8.69% | 4.12% | 8.85% | -0.099 |
58 | 26.95% | 27.12% | 0.00% | 0.00% | 34.94% | 10.99% | 4.19% | 9.00% | -0.090 |
59 | 27.37% | 27.73% | 0.00% | 0.00% | 31.61% | 13.29% | 4.25% | 9.14% | -0.081 |
60 | 27.80% | 28.34% | 0.00% | 0.00% | 28.27% | 15.59% | 4.32% | 9.30% | -0.072 |
61 | 28.22% | 28.96% | 0.00% | 0.00% | 24.93% | 17.89% | 4.39% | 9.45% | -0.064 |
62 | 28.65% | 29.57% | 0.00% | 0.00% | 21.60% | 20.19% | 4.45% | 9.60% | -0.056 |
63 | 29.07% | 30.18% | 0.00% | 0.00% | 18.26% | 22.49% | 4.52% | 9.76% | -0.048 |
64 | 29.50% | 30.80% | 0.00% | 0.00% | 14.92% | 24.79% | 4.59% | 9.91% | -0.041 |
65 | 29.92% | 31.41% | 0.00% | 0.00% | 11.59% | 27.08% | 4.65% | 10.07% | -0.033 |
66 | 30.34% | 32.02% | 0.00% | 0.00% | 8.25% | 29.38% | 4.72% | 10.23% | -0.026 |
67 | 30.77% | 32.64% | 0.00% | 0.00% | 4.91% | 31.68% | 4.79% | 10.39% | -0.020 |
68 | 31.19% | 33.25% | 0.00% | 0.00% | 1.58% | 33.98% | 4.86% | 10.55% | -0.013 |
69 | 31.56% | 34.09% | 0.00% | 0.00% | 0.00% | 34.35% | 4.92% | 10.71% | -0.006 |
70 | 31.88% | 35.14% | 0.00% | 0.00% | 0.00% | 32.98% | 4.99% | 10.88% | -0.000 |
71 | 32.20% | 36.20% | 0.00% | 0.00% | 0.00% | 31.61% | 5.06% | 11.05% | 0.006 |
72 | 32.51% | 37.25% | 0.00% | 0.00% | 0.00% | 30.24% | 5.12% | 11.22% | 0.012 |
73 | 32.83% | 38.30% | 0.00% | 0.00% | 0.00% | 28.87% | 5.19% | 11.40% | 0.017 |
74 | 33.15% | 39.35% | 0.00% | 0.00% | 0.00% | 27.50% | 5.26% | 11.58% | 0.023 |
75 | 33.46% | 40.40% | 0.00% | 0.00% | 0.00% | 26.14% | 5.32% | 11.77% | 0.028 |
76 | 33.78% | 41.45% | 0.00% | 0.00% | 0.00% | 24.77% | 5.39% | 11.96% | 0.033 |
77 | 34.10% | 42.50% | 0.00% | 0.00% | 0.00% | 23.40% | 5.46% | 12.15% | 0.038 |
78 | 34.41% | 43.55% | 0.00% | 0.00% | 0.00% | 22.03% | 5.53% | 12.35% | 0.043 |
79 | 34.73% | 44.60% | 0.00% | 0.00% | 0.00% | 20.66% | 5.59% | 12.55% | 0.048 |
80 | 35.05% | 45.66% | 0.00% | 0.00% | 0.00% | 19.30% | 5.66% | 12.75% | 0.052 |
81 | 35.37% | 46.71% | 0.00% | 0.00% | 0.00% | 17.93% | 5.73% | 12.95% | 0.057 |
82 | 35.68% | 47.76% | 0.00% | 0.00% | 0.00% | 16.56% | 5.79% | 13.16% | 0.061 |
83 | 36.00% | 48.81% | 0.00% | 0.00% | 0.00% | 15.19% | 5.86% | 13.37% | 0.065 |
84 | 36.32% | 49.86% | 0.00% | 0.00% | 0.00% | 13.82% | 5.93% | 13.58% | 0.069 |
85 | 36.63% | 50.91% | 0.00% | 0.00% | 0.00% | 12.45% | 5.99% | 13.79% | 0.073 |
86 | 36.95% | 51.96% | 0.00% | 0.00% | 0.00% | 11.09% | 6.06% | 14.01% | 0.076 |
87 | 37.27% | 53.01% | 0.00% | 0.00% | 0.00% | 9.72% | 6.13% | 14.23% | 0.080 |
88 | 37.58% | 54.07% | 0.00% | 0.00% | 0.00% | 8.35% | 6.20% | 14.45% | 0.083 |
89 | 37.90% | 55.12% | 0.00% | 0.00% | 0.00% | 6.98% | 6.26% | 14.67% | 0.087 |
90 | 38.22% | 56.17% | 0.00% | 0.00% | 0.00% | 5.61% | 6.33% | 14.89% | 0.090 |
91 | 38.53% | 57.22% | 0.00% | 0.00% | 0.00% | 4.25% | 6.40% | 15.11% | 0.093 |
92 | 38.85% | 58.27% | 0.00% | 0.00% | 0.00% | 2.88% | 6.46% | 15.34% | 0.096 |
93 | 39.17% | 59.32% | 0.00% | 0.00% | 0.00% | 1.51% | 6.53% | 15.57% | 0.099 |
94 | 39.49% | 60.37% | 0.00% | 0.00% | 0.00% | 0.14% | 6.60% | 15.80% | 0.102 |
95 | 33.51% | 66.49% | 0.00% | 0.00% | 0.00% | 0.00% | 6.66% | 16.05% | 0.104 |
96 | 26.81% | 73.19% | 0.00% | 0.00% | 0.00% | 0.00% | 6.73% | 16.33% | 0.107 |
97 | 20.11% | 79.89% | 0.00% | 0.00% | 0.00% | 0.00% | 6.80% | 16.66% | 0.109 |
98 | 13.40% | 86.60% | 0.00% | 0.00% | 0.00% | 0.00% | 6.87% | 17.02% | 0.110 |
99 | 6.70% | 93.30% | 0.00% | 0.00% | 0.00% | 0.00% | 6.93% | 17.41% | 0.112 |
100 | 0.00% | 100.00% | 0.00% | 0.00% | 0.00% | 0.00% | 7.00% | 17.83% | 0.113 |
*Annualized ex-ante values shown for portfolio return and volatility. Ex-ante Sharpe Ratio calculated using the current 3-month treasury bill return as the risk-free rate. |