CourseAerospace, UAM, Drones & Space Enrolment open

Course in Ethics in ISR Scenario Simulation

Online 300-hour course in ethics in ISR scenario simulation. 6 modules covering Additional Protocol I to the Geneva Conventions (1977), Regulation (EU) 2016/679 (GDPR) and VBS4. Assigned tutor and open enrolment.

Duration300 h
ModeOnline
Start datesOctober / March
LocationEurope (Madrid)
AwardSEIUM Institute diploma
Virtual lab · try it before you enrol

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Learning outcomes

What you will be able to do

01

Understand why scenario simulation raises ethical dilemmas.

02

Analyse how people and populations are represented in simulation data.

03

Detect bias in real and synthetic data used to train systems.

04

Define the role of human judgement versus the automation of analysis.

05

Apply the legal and regulatory framework to simulation tools.

06

Design governance for the lifecycle of models and scenarios.

07

Develop an integrative project on responsible simulation.

Profile

Who it's for

  • Modelling and simulation engineer who wants to specialise in Ethics in ISR scenario simulation.
  • Scenario analyst who wants to specialise in Ethics in ISR scenario simulation.
  • Synthetic data specialist who wants to specialise in Ethics in ISR scenario simulation.
  • AI ethics adviser who wants to specialise in Ethics in ISR scenario simulation.
  • Simulation programme manager who wants to specialise in Ethics in ISR scenario simulation.
  • Security studies researcher who wants to specialise in Ethics in ISR scenario simulation.
  • Graduates in engineering or science seeking to enter the defence industry.
Standards & tools

What you'll work with

  • Additional Protocol I to the Geneva Conventions (1977)
  • Regulation (EU) 2016/679 (GDPR)
  • Regulation (EU) 2024/1689 (Artificial Intelligence Act)
  • IEEE 1278 (DIS, distributed interactive simulation)
  • IEEE 1516 (HLA, high-level architecture)
  • ISO/IEC 23894 (AI risk management)
  • NATO Principles of Responsible Use of AI (2021)
Syllabus

6 modules · 300 h

  1. 1.1What is simulated in intelligence, surveillance and reconnaissance
  2. 1.2Tabletop exercises, constructive simulation and virtual simulation
  3. 1.3Difference between training, planning and justifying decisions
  4. 1.4The model as a partial representation of the world
  5. 1.5Hidden assumptions in every scenario
  6. 1.6Responsibility of the scenario designer
  7. 1.7Applicable ethical frameworks: deontological, consequentialist and virtue ethics
  8. 1.8Principles of distinction, proportionality and precaution
  9. 1.9Boundaries between academic and operational use
  10. 1.10Opening debate: a scenario and its assumptions
  1. 2.1Origin of the data feeding a scenario
  2. 2.2Synthetic versus real data
  3. 2.3Anonymisation and re-identification risk
  4. 2.4Representation of the civilian population in the model
  5. 2.5Geographic, cultural and linguistic biases
  6. 2.6How a data bias becomes a conclusion
  7. 2.7Traceability of data provenance
  8. 2.8Consent, licences and secondary uses
  9. 2.9Documentation of the dataset
  10. 2.10Practice: auditing the provenance of a dataset
  1. 3.1Degrees of autonomy in decision-support tools
  2. 3.2Meaningful human control: what it means in practice
  3. 3.3Automation bias and overconfidence
  4. 3.4Explainability of a simulation result
  5. 3.5Uncertainty, intervals and how they are communicated
  6. 3.6Interface design as an ethical decision
  7. 3.7Decision logging and auditability
  8. 3.8Stop points and human review
  9. 3.9Discussion of the international debate on autonomy
  10. 3.10Practice: defining the human control points of a workflow
  1. 4.1International humanitarian law: applicable notions
  2. 4.2Human rights and surveillance
  3. 4.3Data protection and security exemptions
  4. 4.4European artificial intelligence regulation and high-risk systems
  5. 4.5Export control of dual-use technology
  6. 4.6Information classification and need-to-know
  7. 4.7Responsibility of the operator and the organisation
  8. 4.8Professional codes of ethics
  9. 4.9Oversight and accountability mechanisms
  10. 4.10Practice: mapping the obligations of a specific project
  1. 5.1Prior ethical review of a simulation project
  2. 5.2Ethics committees: composition and operation
  3. 5.3Ethical and rights impact assessment
  4. 5.4Model verification and validation
  5. 5.5Management of foreseeable misuse
  6. 5.6Communication of results and risk of distortion
  7. 5.7Withdrawal or restriction of a model
  8. 5.8Team training and organisational culture
  9. 5.9Internal channels for raising objections
  10. 5.10Practice: drafting a committee opinion
  1. 6.1Choosing a realistic simulation case
  2. 6.2Description of the scenario and its purpose
  3. 6.3Data and bias analysis
  4. 6.4Identification of dilemmas and alternatives
  5. 6.5Design of human control
  6. 6.6Ethical and legal impact assessment
  7. 6.7Mitigation and governance measures
  8. 6.8Periodic review plan
  9. 6.9Project report
  10. 6.10Oral defence and group discussion
Methodology, software & labs

How you'll learn

Fully 100 % online training on the SEIUM campus, with downloadable material, recorded classes and an assigned technical tutor. No fixed timetable: students progress at their own pace within the intake, which makes it possible to combine with work.

Each module combines theory, guided reading of the original standard and applied exercises. The working software is VBS4, MATLAB, Python (pandas), QGIS, in free, academic or evaluation versions. Case work is based on real procedures from scenario simulation exercises, bias auditing of synthetic data, and lifecycle review of simulation models. Assessment is continuous per module plus the final integrative project.

Accreditable laboratories(EN ISO/IEC 17025) with rotor test rig, EMC/Lightning pre-compliance, HIL/SIL, vibration/acoustics.
Evidence-oriented thesis:safety case, test plan, compliance dossier and operational limits.
Industry mentoring:lecturers with experience in training, , eVTOL/UAM and flight test.
Flexible format(hybrid/online), international cohorts and support from SEIUM Career Services.
Ethics and safety:a safety-by-design approach, ciber-OT, DIH and compliance as its pillars.
Capstone project

Build it end to end

Your final project follows the real engineering workflow, step by step, reviewed by your tutor.

Choosing a realistic simulation case

Understand why scenario simulation raises ethical dilemmas.

Description of the scenario and its purpose

Analyse how people and populations are represented in simulation data.

Data and bias analysis

Detect bias in real and synthetic data used to train systems.

Identification of dilemmas and alternatives

Define the role of human judgement versus the automation of analysis.

Design of human control

Apply the legal and regulatory framework to simulation tools.

Career opportunities

Where this takes you

Modelling and simulation engineerScenario analystSynthetic data specialistAI ethics adviserSimulation programme managerSecurity studies researcher
Admissions & scholarships

Requirements

  • No prior degree required.
  • Internet connection and a computer capable of running the programme's software.
  • Sufficient Spanish to follow technical regulatory texts.

Ready to start?

Send your application today. Our admissions team replies within 72 hours with your study plan and funding options.

FAQ

Frequently asked questions

The programme totals 300 hours spread over 3 to 5 months. That is between 10 and 15 hours per week on average, compatible with full-time work.

The programme works with VBS4, MATLAB, Python (pandas) and QGIS. Free, academic or evaluation versions are used, and the tutor indicates the free alternative where one exists.

An own SEIUM diploma upon passing continuous assessment and the integrative project. It is in-house training, not an official Ministry qualification.

Yes. Modules passed in a course or postgraduate diploma in the same area are credited towards the higher programme. Check the credit transfer policy when you enrol.

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