Tutorvo
Math & Teaching Intermediate

Chaos & Iteration in Spreadsheets: The Logistic Map, Fixed Points & Fractals

Explore chaos the hands-on way: iterate functions down a column, test fixed points with |f′(x*)| < 1, watch the logistic map converge, cycle and turn chaotic (with a chart), build a bifurcation table and diagram, measure sensitive dependence and the Lyapunov exponent, model a fish stock with the Ricker map and harvesting, and draw a Mandelbrot set from escape-time counts with a recursive LAMBDA and a colour scale – 8 labs, every cell checked instantly.

8 lessons 8 labs 2.1 h Certificate

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What you'll build

What you will be able to do

Each lab ends with a concrete result that you build yourself and the checker confirms, cell by cell.

  • Iterate a linear map and the cosine map down a column, find the fixed point of the linear map with a formula and count how many steps it takes to get within 0.01 of it.
  • Find the fixed point of the logistic map for six growth rates, compute the slope there, decide with IF and ABS whether it is stable and estimate how fast the orbit settles.
  • Iterate the logistic map 30 steps for three growth rates side by side, compare the 2-cycle with its exact formula and chart the three orbits.
  • Record eight long-run values of the logistic map for ten growth rates, count the distinct values to read off the period, estimate Feigenbaum's constant and draw a bifurcation diagram.
  • Run two orbits of the chaotic logistic map whose starts differ by 0.000001, track the gap, find when it passes 0.1 and measure its average growth per step.
  • Estimate the Lyapunov exponent of the logistic map for a chaotic and a periodic growth rate by averaging the log of the slope along 100 steps, and classify each case.
  • Simulate a fish stock with the Ricker model for 20 years with and without proportional harvesting, then calculate the harvested equilibrium and its stability slope.
  • Iterate z² + c for one complex number with separate real and imaginary columns and count when it escapes, then turn an 11 × 11 grid of escape counts into a small Mandelbrot picture with a colour scale and estimate the set's area.

About this course

A single line of algebra, repeated over and over, can produce order, cycles or chaos. This course lets you discover that yourself. You iterate a function by copying a recurrence down a column and connect it to the cobweb diagram. Fixed point labs test stability with the derivative. You run the logistic map for different growth rates, observing convergence, a two-cycle and chaos, and build a bifurcation table of long-run values. Two starting points a millionth apart show sensitive dependence, and the Lyapunov exponent measures it. Population labs explore the Ricker map and harvesting, and a final lab counts escape times for Mandelbrot and Julia sets. For maths students, teachers and curious minds.

Curriculum

Course content

8 lessons · 8 labs · 2.1 h · final exam

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  9. Final exam12 questions, 75% to pass, unlimited retries.

Certificate

Finish with a certificate you can verify

Complete every lesson and pass the final exam to receive a certificate of completion for this course, with a unique credential ID and a public verification page.

  • Names the course, your score and the date of issue
  • A verification link for your CV or LinkedIn profile
  • 12 questions, 75% to pass, unlimited retries.

A Tutorvo certificate confirms that you completed a course. It is not an official or professional qualification.

Illustration. Your certificate shows your own name, course and credential ID.

Before you buy

Questions about this course

Is this a subscription?

No. You pay $9.99 once for this course. There is no subscription and nothing renews automatically. Prices are in US dollars; taxes may be added where required.

What exactly do I get?

All lessons and labs of this course, the final exam and the certificate, including later updates to the course, for as long as Tutorvo offers it. Access is personal and tied to your account.

Can I get a refund?

Yes. If you are not satisfied, email hello@tutorvo.com within 14 days of buying and we refund the course in full via Stripe. The guarantee does not apply once a certificate for the course has been issued to you, or where there are signs of abuse.

When can I start?

Right after payment. Access starts immediately at your request; for consumers in the EU/EEA the statutory right of withdrawal therefore ends once access has begun, while our 14-day money-back guarantee applies regardless.

Do I need Excel or other software?

No. The labs run in a spreadsheet inside your browser on a laptop, tablet or phone. Function names and syntax follow Excel.

Is the certificate an official qualification?

No. It confirms that you completed all lessons of the course and passed its final exam. It is not an official, state-recognised or professional qualification. The name is taken from your profile when the certificate is issued.

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