Measuring whether online comments about a country are positive or negative reveals only part of how its reputation actually forms.
A pilot study of French digital reputation in Madagascar suggests that understanding these dynamics requires looking at what is being discussed, by whom, and according to which criteria.
The study, conducted in 2026 by the Observatoire des dynamiques stratégiques Afrique–Ocu00e9an Indien (ODS-AOI), analyzed 3,097 public contributions associated with 23 Facebook posts from three Malagasy media outlets: 2424.mg, Orange Actu Madagascar, and L’Express de Madagascar.
It was not a representative poll of Malagasy opinion, but rather an observation of narratives, perceptions, and conversational dynamics.
Fabrice Lollia, a researcher in information and communication sciences who led the work, argues that the project of understanding a digital image requires going beyond sentiment measurement to identify the mechanisms that shape it and the effects they can produce on an organization’s communication.
The first finding is that France appears neither uniformly rejected nor uniformly valued in the corpus. Its image varies according to the subjects, situations, and objects through which it becomes visible.
The country can be framed as a former colonial power, a diplomatic partner, an economic actor, a donor, a study destination, a space of mobility, a security partner, a language, or an Indian Ocean power.
Eight main dimensions emerge: historical, political and diplomatic, economic, development and aid, security, mobility, cultural and educational, and regional.
This plurality explains why seemingly contradictory judgments can coexist. A humanitarian intervention may be valued, while certain forms of political influence are contested.
The attractiveness of studying in France may remain strong, while visa procedures cause frustration. From the perspective of social representations theory, these contradictions are not necessarily inconsistencies; they show that the Franco-Malagasy relationship is evaluated through several registers simultaneously.
Two mechanisms from social representations theory help explain this process: anchoring and objectification. Anchoring involves interpreting a complex phenomenon using already-known categories.
Objectification transforms an abstract relationship into concrete objects: a visa, humanitarian aid, infrastructure, the u00celes u00c9parses, or an opportunity to study.
A semiotic reading extends this analysis. In media, social networks, and ordinary conversations, these objects become signs through which the Franceu2013Madagascar relationship is discussed, evaluated, and sometimes contested.
They condense broader meanings linked to reciprocity, utility, sovereignty, asymmetry, or historical memory. A visa, for example, is no longer just an administrative procedure; it can become the sign of a relationship judged more or less reciprocal.
Humanitarian aid can become the sign of immediately perceptible utility. The u00celes u00c9parses can concentrate issues of memory, sovereignty, and autonomy that go far beyond the territorial question alone.
The digital reputation also depends on the initial framing of publications. News about aid, visas, defense, or the economy does not highlight the same dimensions of the Franceu2013Madagascar relationship.
The media outlet selects what becomes salient. But this framing does not entirely determine interpretation.
Audiences can accept, negotiate, or contest it. A cooperation announcement may be perceived as proof of utility, but also as a sign of an asymmetrical relationship.
Comments become spaces of reappropriation where personal experiences, historical memory, and geopolitical comparisons mix.
Facebook also intervenes in this process. Algorithms, engagement, moderation, and community effects influence what becomes visible within a technodiscursive framework.
Analysis must therefore cover a broader configuration that runs from the publication, through the community, and ends at the platform. The media frames, the public reinterprets, and the platform prioritizes.
In these conversations, five dimensions structure the evaluation of the relationship: utility, asymmetry, sovereignty, responsibility, and reciprocity. The same action can be judged useful while also being perceived as asymmetrical, or effective while raising questions about sovereignty.
Reputation thus appears less as a score than as a dynamic configuration of relational judgments, produced by the interaction between framing, reception, and visibility.
The study also highlights the importance of visibility. France has many reputational assets in Madagascar u2014 education, culture, economic networks, institutional presence, operational capacity, and regional proximity u2014 but their existence does not guarantee their recognition.
They are more easily converted into reputational capital when results are visible, attributable, and perceived as relatively balanced. Humanitarian aid illustrates this well: the action, the result, and the beneficiaries are immediately identifiable.
Conversely, general discourse about partnership can be weakened when its concrete effects remain difficult to perceive.
This finding challenges social listening practices u2014 methods of collecting and analyzing conversations, reactions, and perceptions expressed on digital platforms.
A criticism of a visa, an economic scheme, or French political influence can be classified in the same way as u201cnegative,u201d even though it refers to neither the same object nor the same expectations.
Sentiment analysis remains useful, Lollia argues, but it is not sufficient. Understanding a reputation also means identifying what is being evaluated, in what context, by which community, and according to which criteria.
This shift from tone to understanding leads to a form of reputational intelligence: knowing not only whether a reaction is favorable or unfavorable, but why it is so and what it reveals about the relationship.
The Franceu2013Madagascar case invites replacing the question u201cWhat is France’s image?u201d with another: u201cWhich dimension of France is being evaluated, by which community, in what context, and according to which criteria?u201d It ultimately suggests that in digital spaces, a reputation is never definitively acquired: it is constantly constructed, negotiated, and reconfigured.
Source: The Conversation