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The RICE Method: 4 Metrics for Task Prioritization

Prioritizing isn't always easy, especially when everything seems urgent and important. The beauty of the RICE method is that it provides a clear framework, making it easier to weigh options objectively. It assesses each task using four key criteria: Reach, Impact, Confidence, and Effort.

A simple formula of RICE Score = (Reach × Impact × Confidence) / Effort is then used to give a numerical score and typically you would tackle higher-scored tasks first.

What is the RICE Method?

Origins of the RICE Method

Originally developed by Sean McBride, a product manager at Intercom, The RICE method was designed to help prioritize product features and initiatives. McBride and his team needed a systematic way to decide which features to work on next, especially when facing tight deadlines and limited resources.

It quickly became clear that their approach could be applied beyond just product management. Today, it's used widely in tech startups, project management, and even personal productivity. The method’s simplicity and versatility make it a go-to strategy for anyone looking to make smarter decisions about where to allocate time and effort.

The RICE Method is one of the 15 top time management and task prioritization techniques that I feel are worth exploring.

The image is a clever play on words, combining the literal representation of rice, the food, with the acronym RICE, which stands for a task prioritization method. The title "RICE Method for Task Prioritization" refers to a framework used in project management where RICE stands for Reach, Impact, Confidence, and Effort. By displaying an actual sack of rice in the background, the image visually links the concept of rice as a staple food with the RICE method, making the abstract concept more memorable and engaging.
The image is a play on words combining the literal representation of rice, the food, with the acronym RICE, which stands for a task prioritization method. The title “RICE Method for Task Prioritization” refers to a framework used in project management

The 4 Components of the RICE Method

Understanding each component of the RICE method will help you prioritize projects effectively and ensure that you're working on what truly matters. Let's break down the four elements: Reach, Impact, Confidence, and Effort.


Reach is all about how many people will be affected by the task or project. Think of it as the target audience or user base. The bigger the reach, the more significant the potential impact.

For example, if you're working on a new course for your membership, the reach would be the number of users who will benefit from it.

To measure reach, consider:

  • User analytics: Look at your app or website analytics, like Google Console, to see how many users you have and how they interact with your platform.
  • Survey data: Conduct surveys to gauge interest in the new feature or project.
  • Market research: Understand the potential market size that could benefit from your project.

Measuring reach ensures that you're focusing on tasks that will impact a broader audience, thereby maximizing your efforts.

Reach is often rated on a scale:

  • Low Reach: (1) Only a few people will be affected
  • Medium Reach (5): Some people will be affected, more than only a few, but less than a lot.
  • High Reach (10): A lot of your audience will be affected

Note: I have changed how this score is calculated. The original scoring is to determine the number of people you will reach with this task. This can be hard to estimate and can cause you to spend too much time trying to determine a score. So for ease of calculation, I have changed it to a simpler way.

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Impact measures the potential benefit of the task or project on those it affects. Ask yourself, “Will this make a noticeable change?”

For example, using the course creation, will this course make a noticeable difference or change for your audience?

Impact is often rated on a scale:

  • Low (1): Minimal improvement, small differences.
  • Medium (4): Noticeable improvement, moderate change.
  • High (7): Significant improvement, major change.
  • Very High (10): Transformative improvement, dramatic change.

Again, I have adapted the scoring to make it easier to use.

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Confidence reflects how sure you are about your estimates for Reach and Impact. It's also rated on a scale—low, medium, or high. If you have strong data backing your predictions, your confidence will be high. If you're making a bit of a guess, your confidence might be lower.

For example, did you survey your members? Are they specifically asking for this type of course so you know it will have a high impact?

Confidence is usually rated on a scale:

  • Low (50%): Predictions are based on guesses or assumptions.
  • Medium (75%): Some data supports your estimates, but there's still uncertainty.
  • High (100%): Strong data backs your estimates, leaving little doubt.

If you have less than 50% confidence in the reach/impact that this task will have, you're probably better off focusing on a different task.

To assess confidence accurately, consider:

  • Historical data: Look at past projects to see how accurate your predictions were.
  • Expert opinions: Consult with team members or industry experts.
  • Data quality: Ensure that the data you're using to make estimates is robust and reliable.

High confidence means you're more likely to make the right choices, while low confidence might require revisiting your estimates.

A woman sits confidently at a desk with a laptop in a well-decorated home office. She is looking directly at the camera with a calm and composed expression


Effort is the amount of work required to complete the task or project. This is usually measured in person hours, days, or weeks. I will be using hours for this blog post as it's geared towards you, an online business owner. If I were writing to a large corporation, I might use weeks or even months as the measurement of time.

Tasks with lower effort are generally more attractive, especially if they promise high reach and impact.

Pro Tip: choose than same measurement time. For example, if you're counting in hours, then for all tasks you're assessing effort you should use hours.

Estimating effort involves:

  • Breakdown tasks: Split the project into smaller tasks to get a clearer picture of the work involved.
  • Consulting team: Get input from team members who will be working on the project to gauge the effort needed.
  • Historical context: Refer to similar past projects to estimate effort accurately.

Understanding effort is critical for the RICE scoring because it helps you balance high-impact, high-reach projects against the resources required.

For instance, a project might have high reach and high impact but will take a lot of time and resources. Conversely, a low-effort task with moderate reach and impact might score just as high in your prioritization.

A woman in athletic clothing jumps energetically in front of a concrete wall with the word 'Effort' written on it in a stylish font

How to Calculate the RICE Score

Calculating the RICE score might sound intimidating, but it's straightforward and beneficial once you get the hang of it. This score helps you objectively prioritize tasks or projects based on their potential impact and the resources required.

Using the formula:

RICE Score = (Reach × Impact × Confidence) / Effort

Let's say we're creating a course about online passwords (I just did this so it's fresh in my brain).

  • My reach might be medium (5): there will be some people who need/want help with their password management
  • The impact might be medium (4) as well: there will be a noticeable improvement in being able to sign into apps more easily and be confident about your online security.
  • My confidence is low (50%) because I didn't do any market research
  • My effort will be 8 hours from start to finish (creation, landing page, emails, etc.)

Let's plug in our numbers:

RICE Score = (5 × 4 × 0.5) / 8 = 1.25

So, the RICE score for this feature would be 1.25.

Interpreting the RICE Score

Once you have your RICE score, you need to know how to use it to make decisions. The basic principle is simple: the higher the RICE score, the higher the priority for that task or project.

Interpreting the RICE score isn’t about rigidly following the numbers; it’s about using them as a guide to make more informed decisions.

The RICE Method is very different from other techniques like the Eisenhower Matrix, ABC Method, or Time Blacking (among many more) as it quantifies your prioritization. Once you have calculated a score, there's no questioning which project should be tackled first.

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Advantages and Limitations of the RICE Method

The RICE method is a popular framework for prioritizing tasks and projects, but like any tool, it has its strengths and weaknesses.


The RICE method shines in several key areas, making it a favourite among professionals for task and project prioritization. Here are some of the main advantages:

  • Objective Decision-Making: The RICE method provides an objective framework for evaluating tasks. By breaking down each project into Reach, Impact, Confidence, and Effort, you can make more data-driven decisions rather than relying on gut feelings.
  • Scalable: Whether you’re a solo entrepreneur or part of a large team, the RICE method is scalable. Its simplicity makes it suitable for projects big and small, and it’s easy to explain and adopt across different team members.
  • Prioritizes Value: The emphasis on Reach and Impact ensures that projects offering the most value to the most people are prioritized. If you’re constantly overwhelmed by urgent but less important tasks, the RICE method helps you focus on what truly matters.
  • Increases Efficiency: By considering Effort, the RICE method helps you allocate your time and resources effectively. Low-effort tasks with high impact can be tackled first, providing quick wins and boosting your motivation.
  • Improves Confidence: The Confidence metric ensures you're not just making assumptions. It forces you to justify your estimates with data and other forms of validation, making your prioritization process more robust.

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While the RICE method offers numerous benefits, it’s not without its limitations. Being aware of these can help you use the method more effectively:

  • Time-Consuming: Gathering data for Reach, Impact, and Confidence can be time-consuming, especially for larger projects. This might slow down your decision-making process if you don’t have readily available data.

    This is one of the main reasons that I'm not the biggest fan of this method. If you can easily decide on a score for each metric then it'll work fine, but if you know you're the type to get caught up debating on what the score should be, I'd move on to a different technique.
  • Subjectivity in Scoring: Despite its objective framework, there’s still a level of subjectivity in scoring Reach, Impact, and Confidence. Different team members might have varying opinions, leading to inconsistent prioritizations.
  • Not Always Suitable for Creative Projects: Some tasks are hard to measure in terms of Reach or Impact, especially creative projects. Applying the RICE method to such projects might not provide meaningful insights.
  • Needs Regular Updates: The dynamic nature of projects means that Reach, Impact, and Effort can change over time. This requires regular updates to your RICE scores, which can be cumbersome.

Using the RICE method effectively requires balance.. By understanding its advantages and limitations, you can tailor the approach to fit your needs, ensuring that you’re always focusing on what truly matters, without getting bogged down by the method's inherent challenges.

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Is This The One?

The RICE method can be a great tool for someone who has many projects on the goal and wants a quantitative approach to prioritizing. By focusing on Reach, Impact, Confidence, and Effort, you can cut through the clutter and identify what truly deserves your attention.

Remember, if you spend too much time prioritizing your tasks and not enough time doing your tasks, then the task prioritization method is not for you.

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So, why not give it a shot? Start applying the RICE method in your own workflow and see if helps your productivity.

Are you looking for more time management and prioritization methods? Join the Facebook group where other like-minded online businesswomen gather to learn and collaborate on the best time management practices. how to create SOPs and workflows, and general business organization.

Creator and CEO of Organize Your Online Biz, Lindsay Trca

Hi, I'm Lindsay!

A blogger dedicated to empowering women entrepreneurs in the online business world. With over 15 years of experience in process documentation and SOP creation, I specialize in streamlining workflows, organizing workspaces, and optimizing digital tools for maximum efficiency. Join me as we transform your business operations with practical insights and budget-friendly solutions.

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