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[amibroker] Phsst , Exponential Growth Rates and Low Volatility High Growth Stocks



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Hi,
 
This stock ranking is from the Mechanical Investing board on The Motley 
Fool . I uses statistical analyses in the ranking of stocks. Method is described 
below. Is this the kind of thing that you are working on, Phsst
 
Greg
 
URL of last week's projections:<A 
href="">http://boards.fool.com/Message.asp?mid=19280301Here 
are the Exponential Growth rankings for Friday, July 11, 2003. Screen	StocksRisk Averse		RYL	QADI	CECO	DOX	IMDCPessimist		QADI	RYL	DOX	AMHC	CECORisk Neutral		QADI	EXLT	DNA	AMHC	RYLOptimist		QADI	EXLT	DNA	AMHC	PHSLow Volatility High Growth		EDMC (*)	EBAY (*)	PGR	OCR	IGT(*) 
These are the viable option candidates this week. A stock is a "viable" 
candidate for a 6/3 option if (a) it is in the top 5 of the LVHG screen, (b) it 
has a projected annual growth rate greater than 50% under the Risk Averse 
formula, and (c) it has publicly-traded call options.Please see the 
notes below for a brief explanation.Projected Total Annual ReturnsBased on 6 Months of Prior Data, Exponential Growth Model, and Friday close.			Risk		Risk		Low VolatilityStock	Mean	Sigma	Averse	Pessimist	Neutral	Optimist	High Growth*RYL	0.027253	0.043519	120%	201%	313%	465%	QADI	0.036013	0.084674	92%	253%	551%	1098%	CECO	0.025243	0.054176	70%	151%	272%	449%	DOX	0.026600	0.060454	67%	158%	299%	517%	IMDC	0.021822	0.044461	64%	126%	211%	329%	EDMC	0.018796	0.034003	63%	108%	166%	240%	1EBAY	0.016640	0.027999	59%	94%	138%	191%	2GILD	0.018108	0.035958	53%	98%	156%	232%	AMHC	0.028011	0.072105	52%	155%	329%	622%	KSWS	0.020037	0.044072	50%	106%	183%	290%	PGR	0.014978	0.028759	44%	77%	118%	168%	3AMZN	0.021873	0.054132	43%	111%	212%	361%	SHRP	0.021441	0.052961	42%	108%	205%	347%	COH	0.019414	0.046378	41%	96%	174%	283%	ADVP	0.020596	0.051725	38%	101%	192%	324%	AMGN	0.012494	0.022684	38%	63%	91%	126%	6HOV	0.021409	0.057537	33%	101%	204%	361%	DHI	0.016851	0.042572	30%	77%	140%	226%	APOL	0.014963	0.037758	26%	66%	118%	186%	ANSI	0.014901	0.040206	22%	62%	117%	190%	OCR	0.013569	0.035951	21%	56%	103%	162%	4PHS	0.025633	0.081207	18%	111%	279%	581%	IGT	0.013028	0.035777	18%	52%	97%	155%	5UTSI	0.022231	0.069609	16%	92%	218%	425%	GTK	0.012735	0.036252	15%	49%	94%	152%	SNPS	0.015330	0.046517	13%	59%	122%	210%	CSGP	0.017431	0.054575	13%	67%	148%	267%	RE	0.012670	0.038405	11%	47%	93%	155%	TSS	0.014305	0.044947	10%	52%	110%	191%	DNA	0.030046	0.102005	10%	129%	377%	895%	BER	0.010309	0.032169	7%	36%	71%	116%	8BVF	0.016380	0.054535	7%	58%	134%	247%	URBN	0.017964	0.060487	6%	65%	154%	294%	TTC	0.010435	0.035542	3%	33%	72%	122%	7HAR	0.011024	0.039391	1%	34%	77%	136%	EXLT	0.030785	0.110777	0%	123%	396%	1002%	PSUN	0.012543	0.046600	-2%	37%	92%	169%	NVR	0.008748	0.033586	-3%	24%	58%	101%	9FDS	0.018390	0.069019	-4%	58%	160%	328%	DG	0.017002	0.065576	-6%	51%	142%	288%	BIO	0.016784	0.065011	-6%	50%	139%	283%	NZT	0.007620	0.032871	-7%	17%	49%	88%	10PFCB	0.009606	0.043772	-12%	20%	65%	126%	LXK	0.007660	0.037086	-13%	14%	49%	95%	GYI	0.011275	0.051524	-15%	24%	80%	161%	APPB	0.007565	0.038300	-15%	12%	48%	95%	HTCH	0.010691	0.051542	-17%	20%	74%	153%	FLWS	0.010247	0.051636	-19%	17%	70%	147%	CKFR	0.016229	0.073298	-19%	37%	133%	294%	BSTE	0.014732	0.067981	-19%	32%	115%	251%	ESI	0.009390	0.049361	-20%	14%	63%	133%	HELE	0.012682	0.063428	-23%	22%	93%	206%	KRON	0.009928	0.054289	-23%	13%	68%	148%	WDC	0.018673	0.086337	-24%	42%	164%	392%	CHS	0.009332	0.060743	-32%	5%	62%	152%	DLTR	0.008667	0.063144	-37%	0%	57%	147%	STK	0.003291	0.045494	-38%	-15%	19%	65%	NXTL	0.010929	0.076073	-41%	2%	77%	206%	AMTD	0.013558	0.092159	-46%	4%	102%	293%	IDXC	-0.001469	0.058205	-60%	-39%	-7%	41%	Brief 
explanations:1. The "Exponential Growth" model can be used in 
mechanical investing to rank the stocks from any screen or set of screens. When 
used on a set of screens, it is similar to (and hopefully better than) the 
"Overlap" method. On the assumption that a "good" stock is one that grows 
strongly along an exponential path, we calculate the mean and standard deviation 
(sigma) of weekly change in log(Price), going back 26 weeks. We use weekly 
closing prices, adjusted for splits and dividends. Thus, a "good" stock should 
have a high mean and a very low sigma. The sigma statistic is often called 
"historical volatility." It measures the amount of deviation from a purely 
exponential path. Sigma can interpreted as a measure of the risk of the stock as 
an investment. Values of sigma close to zero suggest that the growth of the 
stock will not be erratic in the future, and therefore less risky. It is only a 
suggestion, not a guarantee, or even a prediction.2. The next step is to 
project what the price of the stock will be one year in the future, under 
four different conditions:--- (a) growth will be two standard deviations 
below expected (Risk Averse)--- (b) growth will be one standard deviation 
below expected (Pessimistic)--- (c) growth will occur at the expected rate 
(Risk Neutral)--- (d) growth will be one standard deviation above expected 
(Optimistic)These four conditions serve to give investors a feeling for 
where these stocks will be in the future, if they continue to grow as they 
did during the previous 26 weeks. But beware: few stocks continue their past 
behavior for very long. Our backtesting research is designed to measure the 
predictability of top-rated RS stocks, but the results are not yet 
ready.3. Next, projections made under the four above conditions are used 
to generate four rankings of these stocks. The ranking implied by 
condition (a) is called "Risk Averse" because it uses a severe adjustment for 
risk. The ranking for (b) is called "Pessimistic" because it adjusts the growth 
for risk. The projected rate of return in this condition is often called the 
"Risk Adjusted Return" in the financial literature. The ranking for (c) is 
called "Risk Neutral" because those who use it are not paying attention to risk 
at all. The ranking for (d) is called "Optimistic" because investors who seek 
out risk and volatility often prefer it.4. Finally, a fifth ranking is 
generated known as the "Low Volatility High Growth" (LVHG) screen. This is 
designed to find stocks with very low volatility that are nevertheless growing 
strongly. The top one or two stocks in this screen may be especially appropriate 
for 6/3 call options. The theory, still untested, is that option investors as a 
class prefer momentum stocks with high volatility, like NEWP and RMBS. By 
seeking out those strongly growing stocks that have rock-bottom volatility, we 
hope to sneak in "under the radar" to find options that are dramatically under 
priced. The LVGH screen is made by first sorting the entire table for lowest 
possible volatility (sigma), then sorting the top ten for highest growth 
(mean).5. Need more detail? Please visit Loren's website:<A 
href="">http://www.Aetheling.com/MIBest 
of Luck,Jeff
 






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