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Attention Stockbrokers: How to use Twitter consumer sentiment to predict the Nigerian Stock Market

Attention Stockbrokers: How to use Twitter consumer sentiment to predict the Nigerian Stock Market,Nigerian stocks on Monday, March 15, 2021, closed the trading session with the Bearish note. The All-Share Index (ASI) dropped by 0.22% to settle at 38,561.84 index points almost doubling the loss of Friday last week.

Many stockbrokers have asked the question over and over; “Can online consumer sentiment around brands be used to predict Market Movements?”

The answer is yes.

Research by Bollen, Mao and Zheng of Indiana University and the University of Manchester, used the collective “mood” expressed by recent tweets on brands to predict whether the Dow Jones Index would decrease or increase.

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In their article “Twitter Mood Predicts the Stock Market”, Journal of Computational Science, Volume 2, they used sentiment analysis to classify tweets as expressing a positive or negative mood about the economy. Using Neutral networks (an analytics model), they correctly predicted the direction of change in the Dow 84% of the time. This is truly amazing because it is a widely held hypothesis that the daily market index cannot be predicted by more than 50% accuracy.

The good news is, while the research was done for the DOW, a local research was also being done to show that consumer sentiments can be used to predict Nigerian Stock Market daily movements.

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Intelligent Interactive Limited, a leading digital analytics company in partnership with digital insights platform  repnalytics.com, pulled data on leading brands in Nigeria (over 200,000 tweets dating as far back as 2018 was pulled) using this as a source for the research. The research was done using multiple regressive analysis (an analytics model) to predict the correlation between Consumer sentiment and Market sentiments.

A correlation was found with an accuracy above 85%, predicting market movement for top 20 brands in the Market who make up over 85% of NSE Market cap. The analytics Model gave a  p.Value of 0.012 in the first data set prediction instance, and 0.047 in the second.

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Data from Twitter on the following brands were used in the Research (Dangote Cement, MTN, Airtel, Gtbank, Zenith Bank, Access Bank, Bua Cement, Nestle, Stanbic IBTC, Larfarge, Nigerian Breweries, FBN Holding, Seplat, etc.). A correlation was found between brands’ positive sentiment and their daily movement, while negative, neutral, day of the week, month, year, time of day had no correlation with daily movement.

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What does this mean for you as a stockbroker?

You need to keep an eye on the daily Twitter mentions and moods expressed around brands you invest in so that you can make better judgment on daily changes (this is in addition to your other intelligence or investment intelligence sources). A brand with constant positive “Mood” as expressed via Twitter, will most likely do well at the end of the Quarter or Year too.

If your firm’s name is listed below or if you are not in stockbroking but interested in the report, kindly fill this FORM to get the document via email. You will also get your username and password access to the free trial of the Twitter online sentiment tool for stockbrokers, which gives you the capacity to monitor the Daily Twitter sentiment of the top 30 brands in the market that drive 90% of the Market Cap.

List of brands with Free Website Trial access below:

Afrinvest Securities Limited
Anchoria Investment & Securities Ltd
Apel Asset Limited (Formerly Apel Asset & Trust Limited)
APT Securities & Funds Limited
ARM Securities Limited
Arthur Stevens Asset Mgt Ltd
Associated Asset Managers Limited
Atlass Portfolio Limited
Barclays Stockbrokers Nigeria Limited
Bauchi Investment Corporation Securities Limited
Belfry Investment & Securities Limited
Bestworth Assets & Trust Limited
Calyx Securities Limited
Camry Securities Limited
Capital Assets Limited
Capital Bancorp Plc
Capital Express securities Limited
Capital Trust Brokers Limited
CardinalStone Securities Limited (Formerly Plural Securities Limited)
Cashcraft Securities Limited
Cashville Investments & Securities Ltd
CDL Capital Markets Limited
Centre Point Investment Limited
Century Securities Limited
Chapel Hill Denham Securities Limited
Chartwell Securities Limited
Citi Investment Capital Limited
City Code Trust & Invest Company Ltd
Compass Investments & Sec. Ltd
Cordros Securities Limited
Core Securities Limited
Coronation Securities Limited
CowrySecurities Ltd
Crane Securities Limited
Crossworld Securities Limited
Crown Capital Limited
CSL Stockbrokers Limited
Deep Trust & Investment Limited
De-Lords Securities Limited
Dominion Trust Limited
DSU Brokerage Services Limited
Dunbell Securities Limited
Dunn Loren Merrifield Securities Limited
Dynamic Portfolio Limited
EDC Securities Limited
Edgefield Capital Management Limited
EFG Hermes Nigeria Limited
El-Elyon Alliance and Securities Ltd
Elixir Securities Limited (Formerly known as Merit Securities Limited)
Enterprise Stockbrokers Limited
Equity Capital Solutions Limited
Eurocomm Securities Limited
Express Portfolio Services Limited
Falcon Securities Limited
FBC Trust & Securities Limited
FBNQuest Securities Limited
FCSL Asset Management Company Limited
Fidelity Finance Company Limited
Financial Trust Company Nigeria Limited
Finmal Securities Limited
First Integrated Capital Mgt Ltd
FIS Securities Limited
Foresight Securities & Investment Limited
Forte Financial Limited
Forthright Securities & Investments Limited
Fortress Capital Limited
FSDH Securities Limited
FSL Securities Limited
Funds Matrix & Asset Management Limited
Fundvine Capital & Securities Limited
Futureview Securities Limited
Gidauniya Invest & Sec Ltd
Global Asset Management (Nig) Ltd
Globalview Capital Limited
Golden Securities Limited
Greenwich Securities Limited
Growth & Development Asset Management Limited
Gruene Capital Limited (Formerly Mc-Finerco Investment Limited)
GTI Securities Limited
Harmony Investment & Securities Ltd
Heartbeat Investments Limited
Hedge Securities & Investment Ltd
Helix Securities Limited
Heritage Capital Markets Limited
ICMG Securities Limited
Icon Stockbrokers Limited
Imperial Assets Managers Limited
Integrated Trust & Investments Limited
Interstate Securities Limited
Investment One Stockbrokers Int’l Ltd (formerly GTB Securities Limited)
Investors & Trust Company Limited
Kapital Care Trust & Securities Limited
Kedari Capital Limited (Formerly Kedari Securities Ltd)
Kinley Securities Limited
Kofana Securities & Investment Limited
Lambeth Capital Limited
Lead Securities & Invests Ltd
Lighthouse Asset Management Limited
Magnartis Finance & Investment Limited
Mainstreet Bank Securities Limited
Maxifund Investment & Securities Plc
MBC Securities Limited
MBL Financial Services Limited
Mega Equities Limited
Meristem Stockbrokers Limited
Midas Stockbrokers Limited
Milestone Capital Management Limited (Formerlly Ocean Securities & Stockbrokers Ltd)
Mission Securities Limited
Molten Trust Limited
Morgan Capital Securities Limited
Mountain Investment & Securities Ltd
Network Capital Limited (Formerly Crescent Capital Limited)
Networth Securities & Finance Ltd
Newdevco Invests & Sec. Co. Ltd
Nigerian International Securities Ltd
Nigerian Stockbrokers Limited
Osborne Capital Markets Limited
PAC Securities Limited
Peace Capital Markets Limited
Pilot Securities Limited
Pinefields Investment Services Limited
PIPC Securities Limited
Pivot Capital Limited
Planet Capital Limited (Merger between Emerging Capital and Strategy & Arbitrage Limited)
Portfolio Advisers Limited
Premium Capital and Stockbrokers Limited
Primewealth Capital Limited
Prominent Securities Limited
PSI Securities Limited
Pyramid Securities Limited
Qualinvest Capital Limited (Formerly Independent Securities Limited)
Quantum Zenith Securities & Investments Limited
Rainbow Securities Limited
Readings Investment Limited
Regency Assets Management Ltd
Rencap Securities (Nig) Limited
Resort Securities Limited
Reward Investment & Service Ltd
RMB Nigeria Stockbrokers Limited
Rostrum Investment & Sec. Ltd
Rowet Capital Mgt Limited
Royal Crest Finance Limited
Royal Guaranty & Trust Ltd
Royal Trust Securities Limited
Sankore Securities Limited
Santrust Securities Limited
Securities & Capital Management Company Limited (formerly Fountain Securities Limited)
SECURITIES AFRICA FINANCIAL LIMITED (Formerly Skye Stockbrokers Limited)
Security Swaps Limited
Shalom Investment & Securities Limited
Shelong Investment Limited
Sigma Securities Limited
Signet Investment & Securities Ltd
Skyview Capital Limited
Smadac Securities Limited
Solid Rock Securities & Investment Plc
Spring Board Trust & Investment Limited
Spring Trust & Securities Limited
Stanbic IBTC Stockbrokers Limited
Standard Union Securities Ltd
Tellimer Capital Limited
TFS Securities & Investment Co. Ltd
The Bridge Securities Limited
Tiddo Securities Limited
Tomil TrustLimited
Topmost Sec Ltd
Tower Securities & Invest Co. Ltd
Trade link Securities Limited
Traders Trust & Investment Co. Limited
Transworld Investment & Securities Limited
Trust Yields Securities Limited
Trustbanc Capital Management Limited (Formerly IMTL Securities Limited)
Trusthouse Investment Limited
TRW Stockbrokers Limited
Tyndale Securities Limited (formerlly Truebond Capital & Asset Mgt Ltd)
UIDC Securities Limited
UNEX Capital Limited
Union Capital Markets Limited
United Capital Securities Limited (Formerly UBA Securities Limited)
Valmon Securities Limited
Valueline Securities & Investments Limited
Vetiva Securities Limited
WCM Capital Limited
WSTC Securities Limited
Zion Stockbrokers & Securities Limited
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