Decision Science & Optimization Certification
Tests decision science — decision analysis under uncertainty with expected value, decision trees, Bayes and the value of information, optimisation and model-based decisions, and behavioural biases and how to debias decisions. Pass to earn Decision Science & Optimization SOA-DSCI.
- Intermediate difficulty.Assumes hands-on experience in the role.
- 15 scenario questions
- 15 minutes, timed
- 70% to pass · 90% for distinction
- Free no sign-up needed
- LinkedIn-ready · add it to your profile in one clickSee how ↓
What is the Decision Science & Optimization Certification?
The Decision Science & Optimization Certification is a free 15-minute skill test from Science of Apps. It tests decision science — decision analysis under uncertainty with expected value, decision trees, Bayes and the value of information, optimisation and model-based decisions, and behavioural biases and how to debias decisions. Score 70% or more on its 15 questions to earn a verifiable Decision Science & Optimization certificate (SOA-DSCI). Every question is based on published standards and research — including MIT OpenCourseWare engineering courses (MIT), Judgment under Uncertainty: Heuristics and Biases (1974) (Tversky & Kahneman, Science), 6.041 Probabilistic Systems Analysis (MIT OpenCourseWare) — and each answer is explained with its source.
Built for your job title
Decision scientist, Data scientist, Business analyst, Product manager and Strategy or operations analyst — and anyone who wants quick, verifiable proof of Decision Science skills for a CV or LinkedIn.
- Decision scientist
- Data scientist
- Business analyst
- Product manager
- Strategy or operations analyst
What the test covers
Three skill areas with 5 questions each, drawn from a bank of 10 per area, so a retake brings questions you haven't seen.
- 01
Decision Analysis Under Uncertainty
33%- Expected value and decision trees
- Decision criteria
- Bayes and value of information
- 02
Optimisation and Model-Based Decisions
33%- Optimisation models
- Predictive and prescriptive analytics
- Trade-offs and validation
- 03
Behavioural Decision Making
33%- Cognitive biases
- Prospect theory
- Debiasing and group decisions
Based on published standards
The questions are original scenarios, and each one names the public standard, official guide or research it draws on — shown under the question while you answer, and linked in your review. These are the sources behind this test:
- MIT OpenCourseWare engineering coursesMIT18 questions
- Judgment under Uncertainty: Heuristics and Biases (1974)Tversky & Kahneman, Science6 questions
- 6.041 Probabilistic Systems AnalysisMIT OpenCourseWare1 question
- Metrics and scoring: quantifying the quality of predictionsscikit-learn1 question
- e-Handbook of Statistical MethodsNIST1 question
- How Not To Run an A/B TestEvan Miller1 question
- Confirmation Bias in UXNielsen Norman Group1 question
- Prospect Theory and Loss AversionNielsen Norman Group1 question
Try a sample question
Option A pays $100,000 with 60% probability and loses $50,000 otherwise. Its expected value is
- $100,000
- $25,000
- $50,000
- $40,000
Show the answer
D. $40,000 — 0.6 × 100,000 − 0.4 × 50,000. The real test has 15 questions like this.
How the test works
15 minutes, 15 questions
One question per screen, with a progress bar and a countdown. Your progress is saved on this device if you need to pause.
Graded on our server
Answers reach the page only after you submit, so the certificate can only be earned by passing.
Every answer explained
Pass or not, you see every question with the right answer, why, and the source behind it. Pass mark 70%, distinction 90%.
Your certificate
Founder-signed, with a QR code and credential ID. Download PDF or PNG, add to LinkedIn, and it's emailed to you.
What you earn

Pass, then add it to LinkedIn in one click
No typing. The Add to LinkedIn button opens your profile’s Licenses & certifications form already filled in: the certificate name, Science of Apps as the issuer, the issue date, your credential ID and a link recruiters can use to verify it.
- 1Take the 15-minute test
- 2Score 70% or more
- 3Click Add to LinkedIn

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Frequently asked questions
What is the Decision Science & Optimization Certification?
The Decision Science & Optimization Certification is a free 15-minute skill test from Science of Apps. It tests decision science — decision analysis under uncertainty with expected value, decision trees, Bayes and the value of information, optimisation and model-based decisions, and behavioural biases and how to debias decisions. Score 70% or more on its 15 questions to earn a verifiable Decision Science & Optimization certificate (SOA-DSCI). Every question is based on published standards and research — including MIT OpenCourseWare engineering courses (MIT), Judgment under Uncertainty: Heuristics and Biases (1974) (Tversky & Kahneman, Science), 6.041 Probabilistic Systems Analysis (MIT OpenCourseWare) — and each answer is explained with its source.
How do I take the Decision Science & Optimization Certification for free?
Read the three skill areas on this page, then take the 15-minute test online — no fee, course or sign-up. You see every answer explained when you finish. Score 70% or more and you get a Decision Science & Optimization certificate straight away, on screen, as a PDF and by email, with a credential ID anyone can verify.
Are the Decision Science & Optimization Certification questions based on real standards?
Yes. The questions are original scenarios written by Science of Apps, and each one is based on a public source you can read: MIT OpenCourseWare engineering courses (MIT); Judgment under Uncertainty: Heuristics and Biases (1974) (Tversky & Kahneman, Science); 6.041 Probabilistic Systems Analysis (MIT OpenCourseWare); Metrics and scoring: quantifying the quality of predictions (scikit-learn); e-Handbook of Statistical Methods (NIST); How Not To Run an A/B Test (Evan Miller). The source is shown under each question and linked in the answer review. Science of Apps doesn't copy questions from other tests.
What does the Decision Science & Optimization Certification cover?
Three skill areas with five questions each, drawn from a bank of 10 per area so a retake brings new questions: Decision Analysis Under Uncertainty (Expected value and decision trees, Decision criteria and Bayes and value of information); Optimisation and Model-Based Decisions (Optimisation models, Predictive and prescriptive analytics and Trade-offs and validation); Behavioural Decision Making (Cognitive biases, Prospect theory and Debiasing and group decisions). Every question is an original scenario based on a published standard, official documentation or research, named under the question.
Who should take the Decision Science & Optimization Certification?
Decision scientist, Data scientist, Business analyst, Product manager and Strategy or operations analyst. It suits anyone who wants a quick, verifiable way to show Decision Science skills, from students and career switchers to experienced professionals.
Can I take the Decision Science & Optimization Certification from any country?
Yes. The test is online, in English and free everywhere — people take it from India, the US, the UK, Europe, Africa, Latin America and Asia-Pacific. Your certificate is dated with your own local date and can be verified from anywhere at scienceofapps.com/certification/verify/.
How long is the Decision Science & Optimization Certification?
15 questions — 5 from each of 3 skill areas — with a 15-minute limit. You need 70% (11 of 15) to pass and 90% for distinction.
How hard is the Decision Science & Optimization Certification?
We rate it Intermediate: assumes hands-on experience in the role. It has 15 scenario questions — 5 from each of 3 skill areas — and a 15-minute limit. You need 70% (11 of 15) to pass and 90% for distinction.
How much do Science of Apps certifications cost?
Nothing. There is no fee to take a test, to receive the certificate, to have it emailed or to verify it, and no sign-up.
How are the tests graded?
On our server, not in your browser. The answers never reach the page until you submit, so a certificate can only be earned by passing. Each certificate gets a unique credential ID stored by Science of Apps.
What happens if I don't pass?
You see your score for each area and every question with the correct answer and why, with the published source behind it. You can retake after 30 minutes, and the retake draws questions you haven't seen yet.
Do the certificates expire?
No. Every certificate is dated, so it always shows when you passed. Retake a test any time for a newer date or a higher score.
Can I add the certificate to LinkedIn?
Yes. After you pass, Add to LinkedIn opens the Licenses & certifications form with the certificate name, Science of Apps as the issuer, the issue date, your credential ID and the verification link filled in. You can also download it as a PDF or PNG, and it's emailed to you as a PDF.
How can an employer verify my certificate?
Every certificate has a credential ID and a QR code. Scanning it, or entering the ID at scienceofapps.com/certification/verify/, shows the holder's name, the certification, the score and the issue date from our records.
Are these accredited qualifications?
No. They are Science of Apps' own assessments of applied skill. They aren't issued by a university or standards body, and they work best alongside a portfolio that shows the skills in real work.
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Read before you test
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