StarMine Financial Modelling


Grounded in sound economic intuition and backed by rigorous analysis, our robust models span sectors, regions and markets to help you achieve higher returns.

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Why choose StarMine?

Identify opportunities, save time and zero in on the most viable investment ideas. Using StarMine in your investment process is like adding an entire research department of PhD-level experts to your team. Our suite of quantitative analytics and models covers critical areas including value, momentum, ownership, risk and quality.

You can make better, faster investment decisions using StarMine’s quantitatively derived outputs to simplify the stock selection process. For example, SmartEstimates places the most weight on recent forecasts by top-rated analysts, helping you predict future earnings and analyst revisions.

In addition, you can introduce new angles to investment strategy and test investment hypotheses with StarMine’s analytics and models, as well as validate and benchmark your own quantitative methods.

  • 16
    Powerful models
  • 20
    Years of product history
  • 40,000

Features & benefits

What you get with StarMine


Directionally correct predictions of earnings surprises between 7-8 times / 10 using weighted forecasts from top-rated analysts.

16 quantitative models

Quantitative models across value, momentum, ownership, risk and quality.

Intrinsic Valuation Model

Improve accuracy and stock ranking ability with more robust and reliable equity valuations.

Structural Credit Risk Model

Captures almost 85% of default events in a 12-month horizon and bottom quintile of scored companies.

Text Mining Credit Risk Model

A unique quantitative signal that systematically analyses a large body of previously untapped qualitative data to help you better predict credit risk.


Enhanced forecasts of macroeconomic data and FX rates using the historical accuracy of contributors to Reuters polls and applying weightings.

Product in action

See StarMine in action

StarMine’s Combined Alpha Model

StarMine combined alpha model screenshot

Better predict the performance of thousands of companies

A simple, single score derived from the optimal combination of StarMine’s value, momentum, ownership and quality quantitative models.

A range of access points

A screenshot of Starmine analytics and models

Eikon allows you to easily compare model scores across lists of stocks

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

Intrinsic Valuation Model

Screenshot showing StarMine intrinsic valuation

More comprehensive and predictive than similar commercial offerings

Better forward dividend estimates using more comprehensive fair values for 19,000+ worldwide stocks alongside projections that intelligently adjust for analyst bias.

Media Sentiment Model

Visualisation of StarMine MarketPsych Media Sentiment Model

The StarMine MarketPsych Media Sentiment Model condenses the predictive power of media topics, themes and sentiments into a simple 1-100 ranking, targeted to forecast the next month’s relative stock price return.

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