Decision Analysis: Decision Trees, Expected Value & Monte Carlo
Payoff tables and decision criteria, decision-tree roll-back, the value of perfect and sample information with Bayes, utility and certainty equivalents, Monte Carlo NPV, tornado sensitivity and real options: 8 graded labs on one robotics company's decisions.
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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.
- Compare three ways to build the K2 robot under three demand states and see that four classic decision criteria give three different answers.
- Roll back a two-stage tree for the K2 line: average at chance nodes, choose at decision nodes, and find the value of building.
- Price a perfect demand forecast for the K2 robot and check that EVPI equals the smallest expected opportunity loss.
- Update the demand probabilities with Bayes' rule for both survey results, find the best decision after each result and price the survey.
- Value the three K2 options with an exponential utility function and see that a risk-averse company picks a different option than expected value does.
- Turn 60 given random numbers into 30 possible futures for the small plant, then read the expected NPV, the chance of a loss and the shape of the distribution.
- Swing each driver from its P10 to its P90 estimate, rank the drivers by NPV swing and share of variance, and draw the tornado.
- Value the K3 robot three ways – invest today, wait a year, invest with an expansion option – and see that flexibility has a price tag.
About this course
Big decisions rarely come with certain outcomes, but they can still be analysed systematically. This course gives you the tools. You compare choices in a payoff table with maximax, maximin, regret and expected value criteria, then roll back chance and decision nodes in a decision tree. You calculate the expected value of perfect information and of sample information by updating a market survey with Bayes. Utility labs express risk attitude through certainty equivalents. You run a Monte Carlo simulation of project NPV, rank uncertainties in a tornado chart and value the options to wait and to expand. For managers, MBA students, analysts and engineers who evaluate projects.
Curriculum
Course content
8 lessons · 8 labs · 2.2 h · final exam
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- Unlocked when you buy the course
- Unlocked when you buy the course
- Unlocked when you buy the course
- Unlocked when you buy the course
- Unlocked when you buy the course
- Unlocked when you buy the course
- Unlocked when you buy the course
- Final exam
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.
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.
Full details are in our Terms · hello@tutorvo.com
