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Number Cruncher

News you can use for picking stocks

From Wednesday's Globe and Mail

What are we looking for?

A way to see if news flow helps pick stocks that will rise.

Review of last month's recommendations

Yin Luo, quantitative strategist at Macquarie Securities, recommends a portfolio strategy each month for this column. For July, he ranked Canadian materials stocks using valuation, analyst sentiment and liquidity. The 10 top-ranked stocks returned 13.9 per cent, while the bottom 10 lost 2.1 per cent. Therefore, his strategy generated a spread of 11.8 per cent in the month. Since he started to contribute to the column, his strategy has outperformed the benchmark in 20 out of 26 months.

Theme for August

Several research papers that Mr. Luo has been reading recently have argued that quantified news sentiment can be used as an investment strategy. News sentiment can help identify winning and losing stocks and isn't highly correlated with the traditional quantitative factors, he said. “Therefore, it provides diversification benefits.”

As Mr. Luo explains, there are natural language processing (“NLP”) algorithms that can be used to translate human language into numerical scores. A news story can therefore be converted into a positive or negative score for the companies mentioned in the news, he said.

For this month's picks, Mr. Luo used a service called RavenPack to provide quantified news scores. RavenPack constantly scans hundreds of sources – from traditional newswires such as Dow Jones, Bloomberg, Reuters, to Internet websites and blogs – and translates news into positive/negative scores for thousands of stocks around the globe. Mr. Luo then provides a list of Canadian stocks with the most positive news sentiment together with high rankings in his quantitative model called EMC2.

Canadian stocks with positive news sentiment
Company Ticker $ Price
July 30
Sector
Float-adjusted
Market cap
($-mil)
Avg daily
volume
EMC2 Rank
(10=Best) *
Minefinders Corp. MFL-T 9.63 Materials 569.2 194,500 10
Semafo Inc. SMF-T 2.28 Materials 530.6 1,130,900 10
Int'l Royalty Corp IRC-T 3.73 Materials 302.1 223,000 10
Taseko Mines Ltd. TKO-T 2.21 Materials 382.8 874,700 9
Iamgold Corp. IMG-T 11.42 Materials 4,169.30 1,907,600 9
Russel Metals Inc. RUS-T 16.7 Industrials 996.8 386,500 7
Corus Entertainment, B CJR.B-T 14.75 Consumer Discretionary 1,129.70 212,100 9
Jean Coutu Group, A PJC.A-T 10.01 Consumer Staples 1,187.30 274,000 9
AGF Management Ltd. AGF.B-T 15.31 Financials 1,113.00 437,300 8
Onex Corporation OCX-T 21.15 Financials 2,019.40 302,000 8
Cdn. Utilities Ltd., A CU-T 36.6 Utilities 2,186.50 192,000 10
Emera Inc. EMA-T 20.75 Utilities 2,331.70 172,900 8
* EMC2 model is a proprietary multi-factor stock selection model. It ranks all Canadian stocks into 10 deciles (10 = best); ** Macquarie took RavenPack's raw news sentiment data and calculated its proprietary news sentiment factor. Higher scores suggest more positive sentiment. Source: RavenPack and Macquarie Quant
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