Brain and Data Science (NeuroData) Master’s Thesis Guide - University of Jyväskylä

Programme

Current official evidence establishes the following programme-specific point: NEUMP2023 is an English-language Erasmus Mundus Master of Arts structure of 120+ ECTS. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Mobility

Current official evidence establishes the following programme-specific point: All students complete first-year studies at Bar-Ilan University and then complete second-year advanced studies and thesis at a selected partner; the JYU route focuses on neuroimaging, cognitive/developmental neuroscience and data processing. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Current JYU thesis package

Current official evidence establishes the following programme-specific point: The current JYU year-two structure uses NEUS4500 Thesis 30 ECTS, NEUS4505 Maturity exam 0 ECTS, NEUS4020 Project work 5 ECTS and NEUS4010 Project Seminar 5 ECTS. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Thesis

Current official evidence establishes the following programme-specific point: NEUS4500 is 30 ECTS, graded 0-5, completed in English, written in article form, limited to no more than two authors and checked with Turnitin or similar before evaluation. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Project work

Current official evidence establishes the following programme-specific point: NEUS4020 is 5 ECTS Pass/Fail and develops competence in collection, preparation, processing and storage of research material. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Seminar

Current official evidence establishes the following programme-specific point: NEUS4010 is 5 ECTS Pass/Fail in English and combines supervision, peer feedback and a conference-like final seminar. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Maturity

Current official evidence establishes the following programme-specific point: NEUS4505 is a 0 ECTS English Pass/Fail maturity exam requiring acceptance for content and language. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

Route boundary

Current official evidence establishes the following programme-specific point: Current 2026 JYU structure uses dedicated NEUS courses, so older/general PSYS thesis codes are not the controlling NeuroData route. This fact should be used as a boundary for planning rather than mixed with a similar course from another JYU programme. In practical terms, students should verify the same object in their active Sisu plan, discuss any ambiguity with the programme or supervisor, and avoid adding credits or requirements that are not shown by the controlling structure. Where the point describes a seminar, project-work or maturity component, treat it as a separate requirement unless the Study Guide explicitly says it is embedded in the thesis course.

The NEUS route is the current route

The 2026 JYU structure explicitly uses NEUS4500, NEUS4505, NEUS4020 and NEUS4010. Do not inherit PSYS2100/2101/2102 from ordinary Psychology or older descriptive text.

Protect human-neuroscience data

Neuroimaging, behavioural and cognitive data can remain identifiable or sensitive after direct identifiers are removed. Confirm consent or secondary-use rights, access control, pseudonymisation, retention and ethics-review applicability before analysis.

Start from the controlling programme object

The current programme Study Guide should control course codes, credits, seminar structure and maturity requirements. University-wide JYU guidance can supply general rules on supervision, submission, research integrity and publication, but it must not be used to overwrite programme-specific course objects. Save the current programme structure and verify that the thesis items in the student’s personal Sisu plan match it before scheduling work.

Define a bounded research problem

A strong thesis starts with a research problem, not with a favourite instrument, software package, dataset or statistical technique. State what is not sufficiently known, what relationship or decision the project will clarify, and what evidence would answer the question. Then select the method. This order keeps the scope defensible and makes it easier to remove unnecessary work when the project becomes too large for the available credits and timetable.

Use supervision as project control

Agree who is responsible for supervision, how often progress is reviewed, what milestones require approval and how changes will be documented. Feedback is most valuable before irreversible steps such as recruitment, data collection, equipment booking, model locking or promises to an external partner. Keep brief written records of important decisions and update the plan if access, data, equipment or scope changes.

Build literature as an argument

Organise literature around concepts, mechanisms, competing explanations, methods and unresolved evidence rather than summarising one article after another. Explain how the existing evidence leads to the research question and why the selected approach is suitable. Show important disagreements and limitations instead of selecting only studies that support the expected result.

Make the method reproducible

Document the sequence of work, data or materials, sampling or case-selection rules, preprocessing, instruments, software, model assumptions and analytical procedures as applicable. For computational work preserve versions and parameters; for experiments record calibration and controls; for qualitative work document recruitment and coding decisions. Reproducibility means transparent execution, not one universal method.

Treat uncertainty as a result

Identify measurement error, sampling limitations, model dependence, missing data, confounding, numerical convergence, external validity or interpretive uncertainty where relevant. Use controls, sensitivity checks, alternative models or triangulation when appropriate. Separate observation, inference and speculation in the discussion so the reader can see exactly how strong each conclusion is.

Plan research data early

Decide where research material will be stored, who can access it, how versions will be named, what documentation is needed and what can be preserved or shared. If personal data are involved, handle legal basis, privacy information, access control and retention from the start. If personal data are not involved, do not invent unnecessary procedures.

Check ethics applicability before data collection

JYU ethical review is design dependent rather than universal. Human participants, sensitive interventions or identifiable data may require specific review or other safeguards, while laboratory, radiation, biosafety or organisational projects can have different approval routes. Record which requirements apply and why before the research begins.

Use AI under current JYU rules

AI assistance does not remove student responsibility for authorship, accuracy, confidentiality or research integrity. Follow current JYU and course instructions, verify generated citations, code, numerical outputs and interpretations independently, make required disclosure and never send protected data to an inappropriate service.

Cite for traceability

References should let the reader trace claims, methods, datasets and theoretical positions to their sources. Prefer authoritative or original material, distinguish reported findings from your own interpretation and check licence or permission requirements for third-party figures, tables, code and questionnaires.

Remember the thesis is public

JYU master’s theses are public academic works. If a partner supplies confidential material, separate the public thesis from protected background material and agree publication boundaries before accepting restricted data. A sponsor cannot simply make the academic thesis confidential.

Protect copyright and reuse rights

The author retains thesis copyright, but must also have the right to reproduce third-party material. Citation alone does not create reuse permission. Prefer original visualisations, use open licences correctly or obtain permission when necessary.

Draft against the assessment logic

Use the applicable assessment criteria while writing. Check the clarity of the research problem, relevance of literature, justification of method, correctness of analysis, fit between evidence and conclusions, independence, scientific writing and presentation. Technical complexity cannot compensate for a weak question or unsupported conclusion.

Make figures analytical

Figures and tables should answer questions, not decorate pages. Label quantities and units, explain uncertainty and abbreviations, make processing relevant to interpretation explicit and use captions that let a reader understand what is being compared.

Separate result and interpretation

Results establish what the evidence produced; interpretation explains what it means; speculation identifies ideas that remain unproven. Do not turn correlation into causation, a model estimate into direct observation or an exploratory pattern into a confirmed effect.

Answer the exact question in the conclusion

State the strongest answer supported by the evidence, its important uncertainty and its scientific or practical significance. Future work should follow from specific unresolved issues instead of becoming a list of every possible extension.

Prepare an accessible final file

Before submission, confirm the final version with the supervisor, complete the applicable originality-check workflow and create the required accessible PDF/A. Check headings, alternative text, tables, reading order, metadata and file integrity. Operational system screens and deadlines must be rechecked live.

Treat assessment as formal

Final assessment is a formal academic process under the applicable programme/faculty rules and JYU degree regulations. If a dispute occurs, use the current decision notice and regulations for response or rectification deadlines. The safest strategy is still to correct factual errors, missing citations and unexplained analyses before formal submission.

Plan backwards from graduation

Reserve time for supervisor review, revision, originality checking, technical file preparation, submission, examiner work, maturity completion and administrative recording. Do not assume assessment is immediate, and recheck current Sisu implementation and deadline information when acting.

Run a final evidence audit

Before declaring the thesis finished, verify that the final text answers the registered question, major claims are supported, data and code references resolve, figures match analysed versions, limitations are explicit, the abstract agrees with the results, and all administrative thesis and maturity requirements are recorded.

Verified programme facts at a glance

Programme: NEUMP2023 is an English-language Erasmus Mundus Master of Arts structure of 120+ ECTS.. Mobility: All students complete first-year studies at Bar-Ilan University and then complete second-year advanced studies and thesis at a selected partner; the JYU route focuses on neuroimaging, cognitive/developmental neuroscience and data processing.. Current JYU thesis package: The current JYU year-two structure uses NEUS4500 Thesis 30 ECTS, NEUS4505 Maturity exam 0 ECTS, NEUS4020 Project work 5 ECTS and NEUS4010 Project Seminar 5 ECTS.. Thesis: NEUS4500 is 30 ECTS, graded 0-5, completed in English, written in article form, limited to no more than two authors and checked with Turnitin or similar before evaluation.. Project work: NEUS4020 is 5 ECTS Pass/Fail and develops competence in collection, preparation, processing and storage of research material.. Seminar: NEUS4010 is 5 ECTS Pass/Fail in English and combines supervision, peer feedback and a conference-like final seminar.. Maturity: NEUS4505 is a 0 ECTS English Pass/Fail maturity exam requiring acceptance for content and language.. Route boundary: Current 2026 JYU structure uses dedicated NEUS courses, so older/general PSYS thesis codes are not the controlling NeuroData route..

How to use this guide with your supervisor

Bring the verified course package, your research question, proposed data or materials, method, ethical and data-management assumptions, and a provisional schedule to the first substantial supervision meeting. Ask the supervisor to confirm which facts are programme rules and which are project choices. Record decisions about scope, authorship, external partners, access, publication, method changes and final submission. Repeat the check before data collection and again before final assessment. This prevents a guide from becoming a substitute for programme-specific supervision and keeps operational details aligned with the student’s active implementation.

What must be rechecked at the moment of action

Curriculum codes and stable thesis credits can remain valid across several years, while teaching dates, enrolment windows, Moodle spaces, staff contacts, consortium forms and electronic submission screens can change more quickly. Therefore use this guide as the verified academic map, then recheck the live Sisu implementation and official student instructions when registering, collecting data, submitting or graduating. If the live system conflicts with a static guide, stop and resolve the conflict with the responsible programme rather than guessing.

Treat the JYU route as a dedicated NeuroData thesis package

The current JYU year-two structure is not the ordinary psychology thesis package. It uses NEUS4500 Thesis 30 ECTS, NEUS4505 Maturity exam 0 ECTS, NEUS4020 Project work 5 ECTS and NEUS4010 Project Seminar 5 ECTS. Together these form a 40 ECTS research and thesis environment. Put the NEUS codes into the project plan from the beginning. Older or general PSYS course codes may still appear in other JYU contexts, but they are not the controlling NeuroData route in the current 2026 Study Guide.

Connect the first-year mobility to the JYU second-year research plan

NeuroData students complete the first year at Bar-Ilan University and then move to a selected second-year partner. The JYU route emphasises neuroimaging, cognitive and developmental neuroscience and data processing. Use the transition between years deliberately. Identify which first-year methods, programming skills, statistics or neuroscience concepts are prerequisites for the planned JYU thesis, and close obvious skill gaps before the main project begins. A mobility programme works best when the thesis is treated as a continuation of accumulated training rather than as a completely separate research task.

Use NEUS4020 to make data work explicit

NEUS4020 Project Work is a 5 ECTS Pass/Fail component that develops competence in collecting, preparing, processing and storing research material. Do not hide these activities inside a vague statement that data were “processed.” Record acquisition source, preprocessing decisions, quality control, file organisation, metadata and storage logic. For neuroimaging or behavioural datasets, explain transformations and exclusions that affect the analytical sample. This project-work component should strengthen the thesis by making the data pipeline understandable before the final statistical or computational analysis begins.

Use NEUS4010 as a genuine research seminar

NEUS4010 Project Seminar is 5 ECTS, Pass/Fail and conducted in English. It combines supervision, peer feedback and a conference-like final seminar. Use the seminar to test the full research story: problem, theoretical background, data, method, findings, limitations and contribution. Present intermediate problems as well as successful results. Peer feedback is most useful when the project is still changeable. The final seminar should demonstrate that the student can communicate the work to an interdisciplinary brain-and-data-science audience rather than only to the immediate research group.

NEUS4500 article form changes how the thesis should be organised

NEUS4500 is a 30 ECTS English thesis written in article form. Article form rewards focus. Build the manuscript around a clearly stated question, a concise but sufficient literature basis, transparent methods, results linked directly to the analysis and a discussion that interprets rather than repeats the results. Do not imitate a published journal article so aggressively that essential degree-thesis explanation disappears. Examiners still need to see the student’s methodological understanding, reasoning and independent contribution.

Two-author work requires separately assessable contributions

NEUS4500 allows no more than two authors. Joint work therefore requires an explicit division of responsibilities. Agree early who is responsible for particular data preparation, analyses, figures, sections of writing and project management tasks. Shared supervision and a common dataset do not make contributions automatically distinguishable. Keep a written contribution record and revise it when responsibilities change. The final thesis and evaluation process must allow the academic work of each student to be assessed independently.

Protect neuroimaging and behavioural data throughout the pipeline

Brain and data science projects can contain sensitive or identifiable information even when the final analytical table looks anonymous. Imaging files, behavioural logs, participant codes, dates, demographic combinations and linked metadata can create re-identification risks. Plan access, pseudonymisation, storage, transfer and deletion before analysis begins. Use only the data needed for the research question and document the legal and ethical basis for processing. If data originate from an existing research project, clarify what permissions and participant information cover secondary thesis use.

Preprocessing decisions are part of the scientific argument

In neuroimaging and computational neuroscience, preprocessing can materially change the data analysed. Record software versions, parameter choices, artifact handling, exclusion thresholds, registration or normalisation steps and quality-control decisions that influence the final sample. Avoid presenting a pipeline as a black box merely because it is standard in the research group. The thesis should show enough detail for a knowledgeable reader to understand what happened between raw data and the variables used for inference.

Separate predictive performance from scientific explanation

Data-science methods can produce strong predictive results without necessarily explaining the underlying brain or behavioural mechanism. Be explicit about the inferential goal. If the thesis is predictive, define training, validation and test procedures and guard against leakage. If the goal is explanatory, justify the statistical model and interpretation. When machine learning is used, report relevant baselines and uncertainty rather than only the best accuracy value. A high-performing model is not automatically evidence for a causal neuroscience claim.

NEUS4505 maturity is a separate 0 ECTS requirement

The current JYU route includes NEUS4505 as a 0 ECTS English Pass/Fail maturity exam. The course requires acceptance for both content and language. Keep it visible in the graduation checklist even though it adds no credits. Verify the current practical completion method and implementation in Sisu before the final thesis stage. A missing 0 ECTS requirement can still block completion even when the 30 ECTS thesis has been graded.

Turnitin or an equivalent check belongs before evaluation

NEUS4500 requires an originality check with Turnitin or a similar system before evaluation. Use the check as part of final quality control rather than as a last-minute technical step. Review quotations, paraphrases, copied method descriptions, shared text from collaborative projects and any reused material. Similarity itself is not the same as misconduct, but unexplained reuse can create problems. Keep authorship and source attribution especially clear in two-author theses and in projects embedded in larger research groups.

Final NeuroData release check

Before submission, confirm NEUMP2023 and the current JYU NEUS route, including NEUS4500, NEUS4505, NEUS4020 and NEUS4010. Verify the final authorship statement, data-management and ethics conditions, originality check, accessible English final file, JYU electronic assessment route and any consortium-specific requirement. Make sure the article-form thesis still contains enough information for degree examination. After assessment, confirm that the public archive record and degree components reflect the correct final thesis and maturity completion.

Keep analysis environments reproducible

Record code versions, environments, random seeds and major package versions when computational results depend on them.

Distinguish participant-level and derived data

Document which files contain identifiable or pseudonymised participant information and which derived datasets are safe for broader analytical access.

Preserve the final contribution record

For two-author work, preserve the final contribution statement and supervision record with the project materials after assessment.