Linear Regression Calculator
Solve ŷ = a + bx, b = Σ(x−x̄)(y−ȳ)/Σ(x−x̄)² step by step — free linear regression calculator with worked examples, real-world defaults and instant answers.
Least-squares regression line — slope, intercept and a prediction.
About Linear Regression Calculator
The Linear Regression Calculator solves ŷ = a + bx, b = Σ(x−x̄)(y−ȳ)/Σ(x−x̄)² for you with the full working shown — every substitution, every unit, every step, exactly the way a good teacher writes it on the board. Least squares picks the line minimizing the sum of squared VERTICAL misses — so regressing y on x and x on y give different lines.
How to use Linear Regression Calculator
- 1Enter your known values in the input fields (sensible real-world defaults are pre-filled).
- 2The tool substitutes them into ŷ = a + bx, b = Σ(x−x̄)(y−ȳ)/Σ(x−x̄)² and recomputes live.
- 3Read the answer in the result box, then expand the step-by-step solution to see the full working.
- 4Copy the method into your notebook, or change inputs to explore how the result behaves.
Why use Linear Regression Calculator?
- ✓Solves ŷ = a + bx, b = Σ(x−x̄)(y−ȳ)/Σ(x−x̄)² instantly as you type — no submit button, no waiting
- ✓Step-by-step solution shown for every calculation, not just the final answer
- ✓Realistic example values pre-loaded so you can see a worked example immediately
- ✓100% free, no sign-up, runs entirely in your browser — your numbers never leave your device
- ✓Mobile-friendly and fast enough to use mid-homework or mid-lesson
Frequently asked questions
What formula does the Linear Regression Calculator use?+
It uses ŷ = a + bx, b = Σ(x−x̄)(y−ȳ)/Σ(x−x̄)². The steps section shows the formula with your actual numbers substituted, so you can follow (and verify) every stage of the calculation rather than trusting a black box.
What should I keep in mind when using this calculator?+
Least squares picks the line minimizing the sum of squared VERTICAL misses — so regressing y on x and x on y give different lines. Check r² before trusting predictions, and never extrapolate far beyond the data range that built the line.
Is the Linear Regression Calculator free to use?+
Completely free, with no sign-up or limits. All computation happens client-side in your browser, so it is fast, private, and works even on slow connections once the page has loaded.
Can I use this for homework, teaching or exam prep?+
That is exactly what it is built for. The step-by-step working mirrors how solutions are presented in class, so you can check homework, build worked examples for teaching, or practise method recall before exams.
Embed Linear Regression Calculator on your website
Want Linear Regression Calculatoron your own site? Paste this snippet into any HTML page — it's free, with no API key or sign-up. The tool loads in an iframe and keeps working exactly as it does here.
<iframe src="https://tooljolt.com/tools/linear-regression-calculator" width="100%" height="640" style="border:1px solid #e5e7eb;border-radius:12px;max-width:680px" title="Linear Regression Calculator — ToolJolt" loading="lazy"></iframe>Related Science tools
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