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Understanding Risk & Reward Scores

How Openbook's Risk and Reward scores are built, what they measure (and what they deliberately don't), and how to use them as a starting point rather than a final answer.
· Updated 1 June 2026· 8 min read beginner

Lesson: Understanding Risk & Reward Scores – A Beginner’s Guide

Welcome to the world of stock analysis. It can sometimes feel like you need a PhD in finance just to open a trading platform. But we are here to make it simple.

Imagine you are buying a house. You wouldn't just walk in and hand over your money. You look at the potential for it to go up in value (the Reward) and you look at how much it might cost you if things go wrong (the Risk).

Openbook provides two special scorecards to help you do exactly that. Think of these scores as a "health check" for a stock. They don't tell you what to buy, but they help you understand how a company behaves.


What Are the Openbook Scores?

Openbook provides two specific scores for every stock you look at:

  1. The Reward Rating: This is a number between 0 and 100. It measures how much potential upside the stock has. Think of this as the "Upside Potential."
  2. The Risk Rating: This is also a number between 0 and 100. It measures how vulnerable the stock is to losing money. Think of this as the "Downside Vulnerability."

Important Note: These scores are educational tools. They are designed to help you understand a stock at a glance, but they are not buy or sell recommendations. They are data points, not crystal balls.

An Example

Let’s say you look at a company and see:

  • Reward Score: 75 (High)
  • Risk Score: 40 (Low)

This tells you that this company has the characteristics of a stock that could go up significantly. It doesn't mean you should buy it, but it tells you that the quantitative factors we track are favorable.


How the Reward Rating Works

The Reward Rating tries to answer one question: How much could this stock grow?

To answer this, the system looks at five different ingredients, each with a different "weight" or importance. It’s like a recipe. Some ingredients matter more than others.

1. Growth (25% Weight)

This measures if the company is getting bigger and more profitable over time.

  • The Mechanics: It looks at revenue, net income, and cash flow.
  • What a High Score Means: The company is growing fast. Just like a plant that is shooting up in height, a high score goes to companies that are expanding their earnings rapidly.

2. Momentum (20% Weight)

This measures the current trend and how investors are feeling about the stock right now.

  • The Mechanics: It looks at the returns over the last 1 year, 6 months, and 3 months.
  • What a High Score Means: The stock is "hot." Investors are buying it, and the price is moving up. Historically, stocks that have momentum tend to keep moving up for a while.

3. Profitability (25% Weight)

This measures how good the company is at turning a dollar of revenue into a dollar of profit.

  • The Mechanics: It looks at margins (how much profit you keep after costs) and how efficiently they use their assets (like factories or cash).
  • What a High Score Means: The company is a "cash machine." They have high profit margins and use their money efficiently to generate more money.

4. Valuation (20% Weight)

This measures if the stock is cheap or expensive compared to its value.

  • The Mechanics: It looks at ratios like the Price-to-Earnings ratio (P/E).
  • What a High Score Means: The stock is a "bargain." It means the stock is trading at a lower price relative to its earnings than the average stock in the market. This is often called being a "value stock."

5. Size Factor (10% Weight)

This looks at how big the company is (Market Capitalization).

  • The Mechanics: It looks at the total value of all the company's shares.
  • What a High Score Means: Smaller companies. Historically, smaller companies tend to offer higher growth potential because they have more room to grow, though they can be riskier.

How the Risk Rating Works

The Risk Rating tries to answer a different question: How much could this stock hurt me?

It looks at four specific areas to see if the company is stable or fragile.

1. Financial Solvency (35% Weight)

This is the most important factor for risk. It measures if the company has enough money to pay its debts.

  • The Mechanics: It looks at debt levels and how easily the company can pay interest on that debt.
  • What a High Risk Score Means: The company is "heavy" with debt. They have a lot of loans, and it might be hard for them to pay the interest if business slows down.

2. Operational Quality (25% Weight)

This measures how stable the company's business model is.

  • The Mechanics: It looks at profit margins and cash flow.
  • What a High Risk Score Means: The company is "thin." They might be making profit, but it’s very small or unstable. If they have a bad month, they could lose money.

3. Volatility (25% Weight)

This measures how much the stock price jumps around.

  • The Mechanics: It looks at how much the price fluctuates historically and how low the price has ever gone.
  • What a High Risk Score Means: The stock is a "rollercoaster." The price swings wildly up and down. This creates anxiety for investors and can lead to large losses if you sell at the bottom.

4. Size Factor (15% Weight)

Similar to the Reward rating, this looks at size.

  • The Mechanics: It looks at Market Capitalization.
  • What a High Risk Score Means: Smaller companies. Smaller companies have a higher chance of failing completely compared to massive corporations like Apple or Microsoft.

How to Read the Numbers

Once you have the scores, you need to know what they mean. We rate them in four levels based on how they compare to other stocks in the market.

Score RangeLevelReward Rating (What you want)Risk Rating (What you want)
70 – 100HIGHGreatBad
55 – 69MODERATEGoodOkay
40 – 54LOWOkayBad
0 – 39VERY LOWBadGreat

The Golden Rule:

  • For Reward, you want a high number.
  • For Risk, you want a low number.

How Scores Are Calculated

You might wonder how a computer decides on a score. It’s a weighted average.

  1. Data Collection: The computer pulls raw numbers from financial reports.
  2. Comparison: It puts the company in a "percentile." If a company is growing faster than 90% of its peers, it gets a high score for that factor.
  3. Weighting: Some factors count more than others. For example, Profitability is 25% of the Reward score, while Size is only 10%. The computer does the math to get a final score out of 100.

Missing Data: If a company doesn't report certain data, the system defaults to a neutral score of 50 for that specific factor. This is why you should always check the Data Coverage percentage.

Understanding Data Coverage

Under the score, you might see a number like "85%." This tells you how reliable the score is.

  • 90%+ Coverage: The score is based on real data. You can trust it.
  • 60% Coverage: Some data is missing. The score is a bit of a guess. You should interpret it with caution.

How to Use These Scores

These scores are powerful, but they must be used as a compass, not a map. They point you in a direction, but you must drive the car.

✅ DO Use Them To:

  • Get a Snapshot: Quickly see if a stock looks like a "growth" stock or a "value" stock.
  • Compare: Compare two different companies to see which one has stronger fundamentals.
  • Identify Research: If a stock has a high Reward score, it’s a good candidate to dig deeper into the financial statements.
  • Understand Drivers: See why a specific stock is rated the way it is. (e.g., "Ah, this stock has a high Reward score because the Momentum is strong.")

❌ DON'T Use Them To:

  • Buy or Sell Blindly: Do not make a decision based solely on a score of 90.
  • Expect Guarantees: A high Reward score means the potential is there. It does not mean the stock will go up. Markets are unpredictable.
  • Ignore the Human Element: Scores ignore management quality, brand reputation, and competitive moats. A company could have a perfect score but still fail due to bad leadership.
  • Skip Due Diligence: You must read the news and the financial reports yourself.
Common Mistake
The Prediction Trap

Many beginners fall into the trap of thinking these scores predict the future. They don't. A score of 90 describes the statistical profile of a company today. It does not guarantee that next year will be profitable.


Summary

  • Reward Rating: Measures upside potential (Growth, Momentum, Profitability, Valuation, Size).
  • Risk Rating: Measures downside vulnerability (Solvency, Operations, Volatility, Size).
  • The Scale: Scores range from 0 to 100. High is good for Reward; Low is good for Risk.
  • Educational Only: These are tools to help you learn, not financial advice.
  • The Human Factor: Always do your own research before investing.

Important Disclaimer

The content provided in this lesson is for educational and informational purposes only. It is not financial advice, a recommendation, or an endorsement of any specific security, investment strategy, or financial product.

Investing involves risk, including the potential loss of principal. The scores discussed are calculated based on historical data and do not guarantee future results. Quantitative analysis cannot capture all relevant qualitative factors. You should always conduct your own research and consider consulting with a qualified financial adviser before making any investment decisions.

Frequently asked

Common questions about Understanding Risk & Reward Scores

What is the Openbook Reward score and how is it calculated?
The Reward score is a 0–100 measure of a stock's upside potential, built from five weighted ingredients — Growth (25%), Momentum (20%), Profitability (25%), Valuation (20%) and Size (10%). Each ingredient is calculated by percentile-ranking the company against its peers, then the weighted average produces the final score. High is good.
What is the Openbook Risk score and what does it measure?
The Risk score is a 0–100 measure of downside vulnerability, built from four weighted ingredients — Financial Solvency (35%), Operational Quality (25%), Volatility (25%) and Size (15%). It's not the same as price volatility — solvency carries the heaviest weight because that's what determines whether a company can survive a downturn.
Should I buy a stock just because it has a high Reward score?
No. A high Reward score means the company has the *statistical profile* of stocks that have historically performed well — growth, momentum, profitability and a reasonable valuation. It does not guarantee any future return. The scores are designed as a starting point for research, not a buy signal.
What does "Data Coverage" mean on the score card?
Data Coverage tells you what percentage of the underlying factors the system actually had real data for. If a small AIM company doesn't report all the metrics needed, missing values default to a neutral 50 — so a 60% coverage score is partly real and partly assumed. Look for 85%+ coverage before relying on the score.
Why is Financial Solvency weighted so heavily (35%) in the Risk score?
Because debt is what causes permanent loss. Volatile share prices recover; insolvent companies don't. The single best predictor of a share going to zero is the company's inability to service its debt — interest cover, leverage and cash flow against obligations all feed into Solvency. Weighting it at 35% reflects that asymmetric importance.
Do the scores work the same way for FTSE shares and US shares?
Yes — the same factors, weights and percentile methodology are applied to both. The peer group used for percentile-ranking is region- and sector-aware, so a FTSE 100 bank is compared against other large-cap banks, not against a US small-cap tech firm.
Can a stock have a high Reward AND a high Risk score?
Absolutely — and many of the most interesting stocks do. Fast-growing small-caps often carry high Reward scores (momentum + growth) alongside high Risk scores (debt, volatility, small size). The two scores are complementary, not opposites. Reading them together is the point.
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