Question
The CAPM is an important model in the field of finance. It explains variations in the rate of return on a security as a function
The CAPM is an important model in the field of finance. It explains variations in the rate of return on a security as a function of the rate of return on a portfolio consisting of all publicly traded stocks, which is called the market portfolio. Generally the rate of return on any investment is measured relative to its opportunity cost, which is the return on a risk free asset. The resulting difference is called the risk premium, since it is the reward or punishment for making a risky investment. The CAPM says that the risk premium on security j is proportional to the risk premium on the market portfolio. That is
rj - rf = Bj (Rm - Rf), (equation 0.1)
where rj and rf are the returns to security j and the risk-free rate, respectively, rm is the return on the market portfolio, and Bj is the jth securitys beta value. A stocks beta is important to investors since it reveals the stocks volatility. It measures the sensitivity of security js return to variation in the whole stock market. As such, values of beta less than 1 indicate that the stock is defensive since its variation is less than the markets. A beta greater than 1 indicates an aggressive stock. Investors usually want an estimate of a stocks beta before purchasing it. The CAPM model shown above is the economic model in this case. The econometric model is obtained by including an intercept in the model (even though theory says it should be zero) and an error term
rj - rf = Aj + Bj (Rm - Rf) + e, (equation 0.2)
RAW DATA
obs | dis | ge | gm | ibm | msft | xom | mkt | riskfree |
1998:01:00 | 0.080884 | 0.056218 | -0.046296 | -0.056153 | 0.154255 | -0.030644 | 0.004529 | 0.004188 |
1998:02:00 | 0.047368 | 0.003226 | 0.19849 | 0.05962 | 0.136154 | 0.081728 | 0.07323 | 0.004268 |
1998:03:00 | -0.046343 | 0.112379 | -0.017226 | -0.005386 | 0.056047 | 0.060784 | 0.051322 | 0.004358 |
1998:04:00 | 0.168337 | -0.011603 | -0.005535 | 0.115523 | 0.006983 | 0.080407 | 0.010862 | 0.00394 |
1998:05:00 | -0.090818 | -0.021277 | 0.074212 | 0.015922 | -0.058946 | -0.029461 | -0.025755 | 0.003806 |
1998:06:00 | -0.072296 | 0.089955 | -0.070435 | -0.022872 | 0.277819 | 0.012411 | 0.031954 | 0.003919 |
1998:07:00 | -0.015158 | -0.012517 | 0.08232 | 0.154056 | 0.014418 | -0.015762 | -0.023264 | 0.003954 |
1998:08:00 | -0.203267 | -0.105521 | -0.189283 | -0.14834 | -0.127345 | -0.062669 | -0.157667 | 0.003909 |
1998:09:00 | -0.075171 | -0.001719 | -0.055914 | 0.140954 | 0.147231 | 0.079274 | 0.063836 | 0.003357 |
1998:10:00 | 0.063645 | 0.099764 | 0.151481 | 0.155642 | -0.038047 | 0.014159 | 0.074357 | 0.00296 |
1998:11:00 | 0.194896 | 0.032857 | 0.113749 | 0.113434 | 0.152302 | 0.052845 | 0.061986 | 0.003702 |
1998:12:00 | -0.067961 | 0.132503 | 0.02415 | 0.116578 | 0.136783 | -0.025 | 0.063053 | 0.003662 |
1999:01:00 | 0.1 | 0.028186 | 0.254148 | -0.006102 | 0.26183 | -0.039316 | 0.038346 | 0.003674 |
1999:02:00 | 0.066288 | -0.043504 | -0.074513 | -0.072469 | -0.142143 | -0.046655 | -0.038105 | 0.003755 |
1999:03:00 | -0.115453 | 0.106293 | 0.054353 | 0.044183 | 0.194005 | 0.060094 | 0.037862 | 0.003798 |
1999:04:00 | 0.02008 | -0.047458 | 0.023707 | 0.180183 | -0.092748 | 0.177148 | 0.049 | 0.00371 |
1999:05:00 | -0.082677 | -0.034994 | -0.071253 | 0.1102 | -0.007686 | -0.033439 | -0.02072 | 0.003683 |
1999:06:00 | 0.05794 | 0.111248 | -0.043478 | 0.114224 | 0.117738 | -0.034429 | 0.05102 | 0.003698 |
1999:07:00 | -0.105477 | -0.032301 | -0.073864 | -0.027563 | -0.04851 | 0.029173 | -0.030635 | 0.003708 |
1999:08:00 | 0.006803 | 0.03039 | 0.092025 | -0.007996 | 0.07866 | -0.001134 | -0.009983 | 0.00375 |
1999:09:00 | -0.063063 | 0.058765 | -0.05 | -0.0286 | -0.021607 | -0.03645 | -0.022867 | 0.003751 |
1999:10:00 | 0.019231 | 0.142857 | 0.119166 | -0.188017 | 0.022084 | -0.025493 | 0.062048 | 0.003638 |
1999:11:00 | 0.059811 | -0.039668 | 0.029281 | 0.050204 | -0.016374 | 0.076827 | 0.036856 | 0.003809 |
1999:12:00 | 0.049327 | 0.192392 | 0.009549 | 0.046695 | 0.282306 | 0.01576 | 0.083925 | 0.004252 |
2000:01:00 | 0.241453 | -0.136511 | 0.108341 | 0.040556 | -0.16167 | 0.035687 | -0.039753 | 0.004488 |
2000:02:00 | -0.077453 | -0.009355 | -0.049651 | -0.083563 | -0.086845 | -0.092105 | 0.03177 | 0.004428 |
2000:03:00 | 0.231343 | 0.178735 | 0.088743 | 0.148418 | 0.188811 | 0.034855 | 0.053552 | 0.00488 |
2000:04:00 | 0.05 | 0.010442 | 0.130566 | -0.055085 | -0.343529 | -0.003208 | -0.059467 | 0.004392 |
2000:05:00 | -0.031746 | 0.005167 | -0.24032 | -0.03583 | -0.103047 | 0.078069 | -0.039047 | 0.003896 |
2000:06:00 | -0.074516 | 0.005931 | -0.177876 | 0.020373 | 0.278721 | -0.057764 | 0.051649 | 0.004691 |
2000:07:00 | -0.003221 | -0.026903 | -0.019376 | 0.026241 | -0.127344 | 0.019108 | -0.017105 | 0.004896 |
2000:08:00 | 0.006462 | 0.140948 | 0.276619 | 0.175142 | 0 | 0.025812 | 0.075811 | 0.005195 |
2000:09:00 | -0.017657 | -0.014711 | -0.099567 | -0.147727 | -0.136079 | 0.091884 | -0.051139 | 0.004933 |
2000:10:00 | -0.063725 | -0.049837 | -0.044231 | -0.124444 | 0.141969 | 0.000701 | -0.024564 | 0.005023 |
2000:11:00 | -0.191972 | -0.095781 | -0.195171 | -0.049442 | -0.166969 | -0.008381 | -0.102546 | 0.005099 |
2000:12:00 | 0.007257 | -0.029559 | 0.02904 | -0.090909 | -0.244009 | -0.012074 | 0.020346 | 0.004808 |
2001:01:00 | 0.052268 | -0.040834 | 0.054233 | 0.317647 | 0.407781 | -0.032063 | 0.039533 | 0.004023 |
2001:02:00 | 0.01642 | 0.011309 | 0.002235 | -0.106875 | -0.033777 | -0.03161 | -0.099267 | 0.004178 |
2001:03:00 | -0.075929 | -0.096344 | -0.027569 | -0.037237 | -0.073093 | -0.000617 | -0.07029 | 0.003693 |
2001:04:00 | 0.057692 | 0.159341 | 0.057088 | 0.19713 | 0.238857 | 0.093827 | 0.083904 | 0.003118 |
2001:05:00 | 0.045289 | 0.009685 | 0.047254 | -0.027792 | 0.021107 | 0.006659 | 0.010561 | 0.002871 |
2001:06:00 | -0.086338 | -0.005102 | 0.130931 | 0.010733 | 0.055218 | -0.015549 | -0.017481 | 0.002846 |
2001:07:00 | -0.08792 | -0.10441 | -0.011655 | -0.068938 | -0.093288 | -0.043847 | -0.018321 | 0.003033 |
2001:08:00 | -0.034915 | -0.057931 | -0.131289 | -0.048665 | -0.138087 | -0.033046 | -0.05908 | 0.002812 |
2001:09:00 | -0.267794 | -0.088336 | -0.216438 | -0.082341 | -0.103068 | -0.01868 | -0.09154 | 0.001982 |
2001:10:00 | -0.001611 | -0.021237 | -0.03683 | 0.17826 | 0.136408 | 0.001269 | 0.027967 | 0.001744 |
2001:11:00 | 0.10113 | 0.057402 | 0.214908 | 0.07088 | 0.104213 | -0.046134 | 0.078734 | 0.00144 |
2001:12:00 | 0.022472 | 0.045714 | -0.022133 | 0.046457 | 0.031771 | 0.050802 | 0.017841 | 0.001363 |
2002:01:00 | 0.016409 | -0.073104 | 0.052263 | -0.108052 | -0.03834 | -0.006361 | -0.01606 | 0.001408 |
2002:02:00 | 0.092118 | 0.041184 | 0.045757 | -0.089258 | -0.084288 | 0.063508 | -0.021705 | 0.001444 |
2002:03:00 | 0.003478 | -0.027273 | 0.140997 | 0.059927 | 0.033768 | 0.061259 | 0.044693 | 0.001425 |
2002:04:00 | 0.004333 | -0.157543 | 0.061208 | -0.194615 | -0.133477 | -0.083505 | -0.049649 | 0.001461 |
2002:05:00 | -0.011648 | -0.012995 | -0.023383 | -0.037727 | -0.025832 | -0.000249 | -0.010458 | 0.001408 |
2002:06:00 | -0.175033 | -0.061336 | -0.139984 | -0.105034 | 0.074445 | 0.024793 | -0.070243 | 0.001389 |
2002:07:00 | -0.061905 | 0.108434 | -0.129093 | -0.022222 | -0.122852 | -0.101662 | -0.081137 | 0.001417 |
2002:08:00 | -0.115623 | -0.063665 | 0.038883 | 0.072869 | 0.022926 | -0.02938 | 0.007984 | 0.00138 |
2002:09:00 | -0.034439 | -0.176451 | -0.187213 | -0.226453 | -0.108802 | -0.100141 | -0.099975 | 0.001308 |
2002:10:00 | 0.103038 | 0.024341 | -0.145244 | 0.353799 | 0.222451 | 0.055172 | 0.074958 | 0.001183 |
2002:11:00 | 0.186826 | 0.074059 | 0.209023 | 0.10299 | 0.078736 | 0.040701 | 0.061276 | 0.001014 |
2002:12:00 | -0.166498 | -0.095133 | -0.071537 | -0.108375 | -0.103675 | 0.004023 | -0.053309 | 0.000947 |
2003:01:00 | 0.072961 | -0.049692 | -0.014379 | 0.009032 | -0.082012 | -0.02261 | -0.02343 | 0.000955 |
2003:02:00 | -0.025143 | 0.047537 | -0.056702 | -0.001279 | 0.002107 | 0.002928 | -0.015408 | 0.000996 |
2003:03:00 | -0.002345 | 0.060291 | -0.004442 | 0.006158 | 0.021519 | 0.027337 | 0.010333 | 0.000951 |
2003:04:00 | 0.096357 | 0.154902 | 0.072278 | 0.082494 | 0.055762 | 0.007153 | 0.082797 | 0.000911 |
2003:05:00 | 0.053055 | -0.025467 | -0.006103 | 0.038869 | -0.037167 | 0.041193 | 0.063507 | 0.000934 |
2003:06:00 | 0.005089 | 0.005923 | 0.018964 | -0.062926 | 0.041853 | -0.013462 | 0.016332 | 0.000662 |
2003:07:00 | 0.109873 | -0.008368 | 0.039722 | -0.015152 | 0.030031 | -0.00919 | 0.02313 | 0.000733 |
2003:08:00 | -0.064781 | 0.039733 | 0.111408 | 0.011323 | 0.004165 | 0.06661 | 0.024908 | 0.000809 |
2003:09:00 | -0.016098 | 0.014542 | -0.004136 | 0.077064 | 0.048265 | -0.029178 | -0.009102 | 0.00071 |
2003:10:00 | 0.122459 | -0.026837 | 0.042512 | 0.013019 | -0.053957 | -0.000546 | 0.060331 | 0.000763 |
2003:11:00 | 0.019876 | -0.01172 | 0.014296 | 0.013634 | -0.01645 | -0.003554 | 0.016607 | 0.00075 |
2003:12:00 | 0.019489 | 0.087548 | 0.248247 | 0.023636 | 0.064566 | 0.132597 | 0.045532 | 0.000689 |
2004:01:00 | 0.028718 | 0.085539 | -0.069663 | 0.070673 | 0.01023 | -0.005122 | 0.023064 | 0.000689 |
2004:02:00 | 0.105417 | -0.027059 | -0.021337 | -0.025899 | -0.040506 | 0.039961 | 0.015467 | 0.000778 |
2004:03:00 | -0.058048 | -0.061501 | -0.021197 | -0.04829 | -0.060309 | -0.013754 | -0.010685 | 0.000769 |
2004:04:00 | -0.078431 | -0.018676 | 0.006794 | -0.039961 | 0.048135 | 0.023082 | -0.02423 | 0.000674 |
2004:05:00 | 0.019105 | 0.039065 | -0.032265 | 0.006805 | 0.003827 | 0.022797 | 0.014127 | 0.000757 |
2004:06:00 | 0.086067 | 0.047558 | 0.026438 | -0.004967 | 0.08883 | 0.026821 | 0.021563 | 0.000941 |
2004:07:00 | -0.094155 | 0.026235 | -0.07405 | -0.012252 | -0.002451 | 0.042558 | -0.037681 | 0.001065 |
2004:08:00 | -0.027718 | -0.013835 | -0.03083 | -0.025267 | -0.038961 | 0.001512 | 0.002714 | 0.001201 |
2004:09:00 | 0.004454 | 0.030192 | 0.028322 | 0.012398 | 0.012821 | 0.048373 | 0.020555 | 0.001215 |
2004:10:00 | 0.118404 | 0.016081 | -0.092514 | 0.046769 | 0.011573 | 0.018415 | 0.01781 | 0.001457 |
2004:11:00 | 0.065821 | 0.036342 | 0.014008 | 0.052033 | 0.068645 | 0.046729 | 0.048243 | 0.001693 |
2004:12:00 | 0.043155 | 0.038462 | 0.038093 | 0.046053 | -0.003357 | 0.000195 | 0.03518 | 0.00159 |
2005:01:00 | 0.029856 | -0.010137 | -0.081128 | -0.052343 | -0.016467 | 0.006633 | -0.026557 | 0.001802 |
2005:02:00 | -0.024101 | -0.019651 | -0.01793 | -0.007065 | -0.039574 | 0.232171 | 0.022695 | 0.002081 |
2005:03:00 | 0.028275 | 0.024432 | -0.175596 | -0.012962 | -0.039348 | -0.058601 | -0.016937 | 0.002166 |
2005:04:00 | -0.0811 | 0.003882 | -0.092208 | -0.16415 | 0.046752 | -0.043121 | -0.025182 | 0.002259 |
2005:05:00 | 0.039394 | 0.007735 | 0.200525 | -0.008248 | 0.022925 | -0.009469 | 0.037916 | 0.002293 |
2005:06:00 | -0.082362 | -0.044134 | 0.078338 | -0.017869 | -0.037209 | 0.022598 | 0.011531 | 0.002488 |
2005:07:00 | 0.018268 | -0.004329 | 0.082941 | 0.124798 | 0.030998 | 0.022272 | 0.043331 | 0.002691 |
2005:08:00 | -0.017551 | -0.025797 | -0.057849 | -0.031632 | 0.072237 | 0.024511 | -0.005943 | 0.002784 |
2005:09:00 | -0.04208 | 0.008331 | -0.104709 | -0.004962 | -0.060263 | 0.060768 | 0.010609 | 0.002655 |
2005:10:00 | 0.009946 | 0.007128 | -0.104868 | 0.020693 | -0.001166 | -0.116462 | -0.020784 | 0.00308 |
2005:11:00 | 0.022979 | 0.053377 | -0.182482 | 0.088178 | 0.080156 | 0.038831 | 0.040406 | 0.003309 |
2005:12:00 | -0.027678 | -0.011758 | -0.113242 | -0.075366 | -0.055275 | -0.032052 | 0.003476 | 0.003288 |
2006:01:00 | 0.055903 | -0.065621 | 0.238929 | -0.010949 | 0.076482 | 0.117144 | 0.040112 | 0.003606 |
2006:02:00 | 0.105887 | 0.011298 | -0.14547 | -0.010578 | -0.042273 | -0.048765 | -0.001644 | 0.003687 |
2006:03:00 | -0.003573 | 0.058108 | 0.047267 | 0.027792 | 0.012653 | 0.025097 | 0.01906 | 0.003828 |
2006:04:00 | 0.00251 | -0.005463 | 0.075693 | -0.001576 | -0.112459 | 0.036477 | 0.012968 | 0.003844 |
2006:05:00 | 0.090844 | -0.00954 | 0.187937 | -0.02599 | -0.058385 | -0.029328 | -0.031042 | 0.003913 |
2006:06:00 | -0.016393 | -0.030648 | 0.106201 | -0.038548 | 0.028698 | 0.007224 | -0.000396 | 0.003903 |
2006:07:00 | -0.010333 | -0.008192 | 0.081907 | 0.00768 | 0.032618 | 0.104156 | -0.001902 | 0.0042 |
2006:08:00 | -0.001347 | 0.041909 | -0.086876 | 0.049864 | 0.071904 | 0.003691 | 0.025085 | 0.004138 |
2006:09:00 | 0.042496 | 0.043746 | 0.139822 | 0.01198 | 0.064202 | -0.008423 | 0.019452 | 0.003874 |
2006:10:00 | 0.017794 | -0.005382 | 0.04991 | 0.1268 | 0.049726 | 0.064382 | 0.037086 | 0.004293 |
2006:11:00 | 0.05054 | 0.004842 | -0.155785 | -0.001191 | 0.026123 | 0.07995 | 0.023716 | 0.00415 |
2006:12:00 | 0.046294 | 0.062642 | 0.050975 | 0.056897 | 0.01703 | -0.002343 | 0.010823 | 0.003973 |
2007:01:00 | 0.026262 | -0.031174 | 0.06901 | 0.020587 | 0.03349 | -0.033016 | 0.019438 | 0.004168 |
2007:02:00 | -0.026159 | -0.023856 | -0.021011 | -0.059607 | -0.083927 | -0.02834 | -0.013998 | 0.004286 |
2007:03:00 | 0.005255 | 0.01289 | -0.039498 | 0.014203 | -0.01065 | 0.052595 | 0.012949 | 0.004209 |
2007:04:00 | 0.015974 | 0.042421 | 0.019256 | 0.084341 | 0.074273 | 0.052087 | 0.039893 | 0.003963 |
2007:05:00 | 0.01315 | 0.019533 | -0.0317 | 0.046864 | 0.028393 | 0.052154 | 0.038894 | 0.003913 |
2007:06:00 | -0.023082 | 0.026078 | 0.26042 | -0.012664 | -0.039756 | 0.008537 | -0.014758 | 0.003776 |
2007:07:00 | -0.033392 | 0.012539 | -0.142857 | 0.051306 | -0.016288 | 0.014902 | -0.031753 | 0.004254 |
2007:08:00 | 0.018182 | 0.002838 | -0.043519 | 0.058202 | -0.005519 | 0.011159 | 0.011623 | 0.00346 |
2007:09:00 | 0.023512 | 0.072292 | 0.193884 | 0.009512 | 0.025409 | 0.079669 | 0.040903 | 0.002869 |
2007:10:00 | 0.006979 | -0.005797 | 0.067847 | -0.014261 | 0.249491 | -0.006158 | 0.025842 | 0.003318 |
2007:11:00 | -0.042737 | -0.069728 | -0.232457 | -0.090768 | -0.084216 | -0.026959 | -0.049279 | 0.002683 |
2007:12:00 | -0.015686 | -0.023766 | -0.165605 | 0.027762 | 0.059524 | 0.050808 | -0.004342 | 0.002382 |
2008:01:00 | -0.075589 | -0.046129 | 0.133387 | -0.009158 | -0.08427 | -0.07781 | -0.062305 | 0.001387 |
2008:02:00 | 0.086126 | -0.054016 | -0.165899 | 0.066754 | -0.162273 | 0.011111 | -0.02204 | 0.001725 |
2008:03:00 | -0.03178 | 0.116777 | -0.181701 | 0.011242 | 0.043386 | -0.027928 | -0.01047 | 0.001032 |
2008:04:00 | 0.033461 | -0.116455 | 0.217848 | 0.048289 | 0.004933 | 0.100378 | 0.051144 | 0.001048 |
2008:05:00 | 0.036078 | -0.060551 | -0.252155 | 0.076471 | -0.003156 | -0.042011 | 0.023825 | 0.001623 |
2008:06:00 | -0.071429 | -0.121094 | -0.327485 | -0.084215 | -0.028602 | -0.007098 | -0.078625 | 0.001412 |
2008:07:00 | -0.027244 | 0.059948 | -0.037391 | 0.079727 | -0.065067 | -0.087371 | -0.01315 | 0.001319 |
2008:08:00 | 0.065898 | -0.006716 | -0.096658 | -0.044929 | 0.065319 | -0.000249 | 0.011042 | 0.001387 |
2008:09:00 | -0.051314 | -0.081495 | -0.055 | -0.039185 | -0.021986 | -0.029371 | -0.09806 | 0.000803 |
2008:10:00 | -0.155751 | -0.234902 | -0.387302 | -0.205113 | -0.163357 | -0.045583 | -0.184726 | 0.000212 |
2008:11:00 | -0.130837 | -0.119939 | -0.094991 | -0.116919 | -0.08867 | 0.086751 | -0.085206 | 0.000025 |
2008:12:00 | 0.023091 | -0.038439 | -0.389313 | 0.031373 | -0.038576 | -0.003993 | 0.021482 | 0.000025 |
DATA DESCRIPTION
Variable Name | Descriptive Label |
date | year/month/day |
dis | Disney monthly rate of return |
ge | General Electric monthly rate of return |
gm | General Motors monthly rate of return |
ibm | IBM monthly rate of return |
msft | Microsoft monthly rate of return |
xom | Exxon-Mobil monthly rate of return |
mkt | Market Portfolio monthly rate of return |
riskfree* | Risk free rate, monthly rate based on 30 day T-bill |
Questions (SHOW YOUR WORK)
1. Explain why the econometric model in equation 0.2 is a simple regression model.
2. In the data file Case2.xlsx are data on the monthly returns of six firms (Microsoft, GE, GM, IBM, Disney, and Mobil-Exxon), the rate of return on the market portfolio (MKT), and the rate of return on the risk free asset (RISKFREE). The 132 observations cover January 1998 to December 2008. Estimate the CAPM model for each firm, and comment on their estimated beta values. Which firm appears most aggressive ? Which firm appears most defensive?
3. Finance theory says that the intercept parameter ?j should be zero. Does this seem correct given your estimates? For the Microsoft stock, plot the fitted regression line along with the data scatter.
4. Estimate the model for each firm under the assumption that ?j = 0. Do the estimates of the beta values change much ?
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