Specialisation works until the outcome sits somewhere else

A source criticism programme should teach source criticism well. Digital inclusion has a different task. Democratic education works on another part of civic life.

The problem appears when the intended outcome sits further downstream.

Consider an ordinary political claim encountered online. The source may need checking before the substance can even be considered. Perhaps an image looks suspicious. Verification resolves part of the uncertainty, but the political issue remains exactly where it was.

The person still has to decide what the information means.

That becomes particularly relevant when someone else has checked the same material and reached a different political conclusion. At that point, identifying misinformation is no longer the task. The task has moved into judgement, disagreement and eventually the decision to participate.

Funding systems are rather good at producing specialised interventions. Citizens have the inconvenient habit of experiencing all the problems at the same time.

The project boundaries look different from inside the work

I see this particularly clearly across the projects I work on with Foreningen Dansk Socialarbejde.

Digitalt Fællesskab begins with participation in a digital society. Danmark-EU brings civic understanding much closer to the centre of the work. EU-Spil approaches European knowledge and participation through another format.

These are sensible project distinctions. They are considerably less tidy when viewed from the participant’s side.

Someone can be perfectly capable of using digital public services and still hesitate over an unfamiliar political image on social media. Checking that image may resolve whether it is authentic. It says nothing yet about whether the person feels sufficiently informed to enter the discussion around it.

This is where my Danish digital transformation work connects with the NGO projects in a way I did not initially expect. Formal access to a system is a poor measure of what someone can confidently do inside it.

The same problem appears further downstream in democratic participation.

A competence can be genuine and measurable while its connection to the next stage remains uncertain.

Existing infrastructure changes the innovation question

This matters because Denmark is not starting from zero.

The existing infrastructure covers substantial parts of the problem. Source criticism is taught, misinformation is investigated and citizens can access support with digital participation. Democratic education has its own programmes and institutional experience.

The mapping becomes more interesting when I stop asking whether these elements exist and start looking for what happens to the same participant across them.

A fact-checking exercise can end when the claim has been verified. That is a legitimate outcome.

The citizen does not end there.

The information still has to enter a judgement about an issue where the evidence may remain incomplete. Other people bring different interpretations. At some later point, the person may decide to speak, vote, join an activity or do nothing at all.

I have not found evidence in the mapping that allows me to claim this progression is absent from Danish practice. That would be too broad.

What I can say is narrower: the individual competencies are considerably easier to identify than a consistent approach that follows their connections with the same participants.

For intervention design, that difference matters.

Reporting systems prefer the part we can count

There is also a mundane reason why transitions receive less attention.

Individual competencies fit comfortably into project reporting. A participant completes an exercise. Knowledge can be assessed before and after an activity. Attendance and outputs can be recorded.

A completed workshop fits rather nicely into a reporting table. What somebody does with the judgement three weeks later is less cooperative.

I work inside funded projects, so I have no particular interest in replacing measurable outcomes with vague claims about long-term impact. The opposite is true. The measurement needs to match what the intervention has actually demonstrated.

If a source criticism activity improves verification, that is the result.

Any subsequent claim about democratic confidence or participation requires evidence from further along the participant’s experience.

This is where I think programme design has room to become more interesting. Instead of adding another isolated competence, an intervention can examine whether an existing competence survives the transition into a different setting.

Different generations make the transition visible

The generational AI gap I examined in the previous article adds another reason to look at these transitions.

Younger and older Danes currently have very different levels of direct exposure to generative AI. That difference does not tell us which group makes better information judgements. It means they may approach the same uncertain material with different practical reference points.

This makes an intergenerational setting analytically interesting for reasons beyond social contact.

One participant may recognise how easily a particular image could have been generated. Another may pay closer attention to the institutional context around it. Those possibilities are hypotheses, not characteristics I would assign to an age group in advance.

The interesting part is what happens when those different information histories meet the same material and neither participant is automatically assigned the role of expert.

I do not have evidence that this produces stronger democratic confidence.

The Danish mapping gives me a reason to test the connection. It does not give me the result.

The harder question sits between the programmes

After working across digital inclusion, civic education and participation in Denmark, I am less interested in whether another individual competence can be added to the programme catalogue.

Denmark already has considerable capacity in these areas.

I am more interested in what survives the move from one setting to another. Better information assessment may produce a better-supported judgement. Whether that judgement can withstand disagreement and eventually become participation is a separate empirical problem.

That transition is harder to put into a reporting table.

It is also where the next useful experiment may belong.

By Olena Soinikova, EU Innovation Ecosystem Operator | 2 September 2026