Leverage leading-edge quantitative analytics and predictive models to optimise your returns and mitigate risks
Introduce new angles to investment strategies, test, validate and benchmark your own quantitative methods with StarMine Analytics and Models. Grounded in sound economic intuition and backed by rigorous analysis, the StarMine suite covers critical areas such as value, momentum, ownership, risk and quality.
We offer flexible access points to cater for your needs: access via desktop, for data visualisations, or via feed for systematic use cases.
Useful links
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16Powerful models
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20+Year proven track record in successful predictive modelling
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40,000Companies
Features & benefits
What StarMine offers you
With a substantial history of successful predictive modelling – both short and long-term – that carefully leverages overlooked factors to help your alpha generation and risk management processes.
Backed by industry-leading data that sets the market standard in coverage, breadth and history. Our data experts build best-practice models with premium data, saving you time and cost, allowing you to bring solutions to market fast.
Our clear-box design allows you to understand the underlying analytics of our models. Use our final model rankings or the intrinsic components to inform your quantitative processes and test your hypotheses.
We deliver the tools, content and insights you need to reliably predict market movements, identify gaps and pinpoint important trends.
Product in action
StarMine in action: a range of flexible access points
Desktop solution

Advance your data visualisation game
Choose your preferred access point to analytics and models: Workspace desktop, LSEG Quantitative Analytics Database (our quantitative data management solution) or FTP.
Feed solution

Take your systematic use cases to the next level
Each model’s feed contains time series of the analytics and predictive scores underpinning the model, enabling quants and data scientists to test and incorporate the data into their machine learning and multifactor models.
StarMine Analytics and Models
Analytics and Quantitative models
Analytics
StarMine analytics are best-of-breed proprietary algorithms. These analytics lead to more accurate estimates and serve as powerfully effective inputs to both our own StarMine models and your privately developed models.
Related Analytics:
- SmartEstimates
- SmartEconomics
Classic Factor models
Use it independently or as part of a multi-factor model to adjust for over-optimistic growth forecasts driven by analyst bias, enhancing both forecast accuracy and stock ranking performance. Our models help identify undervalued stocks with rebound potential and overpriced ones likely to revert, while also predicting earnings persistence through our quantitative multi-factor methodology.
Related models:
- Analyst Revisions
- Price Momentum
- Intrinsic Valuation
- Relative Valuation
- Earnings Quality
Smart Money models
Predict stock price changes by leveraging analysis from institutions, short sellers, corporate insiders, and beyond. StarMine Smart Money comprises our Short Interest, Smart Holdings, Smart Holdings Plus, and StarMine Insider Filings models.
Related models:
- Smart Holdings
- Smart Holdings Plus
- Short Interest
- Insider Filings
Combination models
Simplify your stock selection process by using a simple, single score for a company. The Combined Alpha Model score is derived from the optimal combination of available value, momentum, ownership, and quality quantitative models.
Related models:
- Value-Momentum
- Combined Alpha
Credit and Sovereign Risk models
Adopt a multi-faceted approach to predicting credit risk and default probability – StarMine draws on complementary sources of data and analytical methods, so you can quantitatively assess and predict credit risk.
Related models:
- Structural Credit Risk
- SmartRatios Credit Risk
- Text Mining Credit Risk
- Combined Credit Risk
- Sovereign Risk
Mergers & Acquisitions Target model
The StarMine Mergers and Acquisitions Target Model provides a global relative ranking of public companies that are likely to be acquired within the next 12 months. The top decile of the signal identifies companies that are approximately 10 times more likely to be acquired than those in the bottom decile.
MarketPsych Media Sentiment model
The StarMine MarketPsych Media Sentiment stock-ranking model combines MarketPsych’s premier financial media sentiment offering with the rigorous methodology and experience of StarMine research. The product is entirely based on LSEG MarketPsych Analytics, a unique data set scoring media buzz, emotions and topics across over 2,000 news and 800 social media sites, with history reaching back over 20 years. Using well-established relationships between media and stock returns, the model was designed to predict return rankings over the next 30 days.
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