i.
Start wherever makes sense
The journal is organised by project phases, but there is no required order. Begin with the phase most relevant now and revisit any phase as thinking evolves.
Ethical · Legal · Societal Aspects
A reflection tool for responsible data science
The ELSA Journal helps you embed ethical, legal, and societal thinking into every stage of your data science projects: structured, traceable, and practical.
Learn more about the ELSA journal
What is it?
The ELSA Journal gives data science teams a structured space to document ethical reasoning, project decisions, and responsible data practices.
Discover the journalWhy use it?
Make ethical reasoning visible, traceable, and reusable, so your team can explain decisions clearly during reviews, audits, and project updates.
See why it mattersHow it works
Move through project phases in any order, answer focused prompts, explore recommendations, revise your thinking, and export your reflections.
Explore the workflowWhat is it?
Your ethical reasoning, documented
The ELSA Journal is designed for data science projects, offering structured space to reflect on the harder questions that technical work often leaves unasked.
- Are we using data responsibly?
- Have we considered the impact on individuals and communities?
- What are the legal requirements or potential risks?
- Who might be affected, and how are their interests being considered?
The ELSA journal is like version control for your ethical reasoning.
It provides space for your own reflections alongside curated tools, checklists, and methods tailored to each stage of the data science workflow, adding structure and traceability to a process that is otherwise invisible.
Structured reflection prompts
Checklists and curated tools
Traceable decision history
Project-specific reporting
Why use it?
Just as a lab notebook anchors experimental science, the ELSA Journal anchors responsible data science
Without documentation, ethical reasoning stays buried in memory and chat threads. The ELSA Journal makes it explicit, searchable, and shareable, turning good intentions into good practice.
01
Reproducibility
Trace the ethical and societal reasoning behind every major decision in the project.
02
Simplified compliance
Writing impact assessments and ethics summaries becomes easier at review time.
03
Iterative course-correction
Captured insights can feed into model and data revisions over time.
04
Transparency by default
Your rationale for fairness, privacy, and bias decisions is documented and visible.
05
Cross-team collaboration
Bridge technical and non-technical perspectives with a shared decision history.
06
Institutional learning
Build a living archive of lessons learned across projects and teams.
How it works
Non-linear, flexible reflection built into your workflow
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Reflect on each question at your own pace
Each section poses focused prompts to guide your thinking. Move freely between questions and phases with no fixed path.
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Save your answer or explore recommendations
When ready, save and continue. Or request curated tools, checklists, and frameworks, then deepen your response before saving.
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Come back and revise at any time
Entries are never locked. Return as your project develops, new risks emerge, or decisions change.
v.
Export when you need it
Generate impact assessments, ethics summaries, or model cards from your entries. Your groundwork is already captured.
Learn how to use the app with this video
Ready to start your first ELSA Journal?
It takes a few minutes to set up. Your team will thank you at review time.
Get started