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The interpretation gap: what gets lost between the session and the analysis
Marin de Pralormo
June 15, 2026
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The interpretation gap: what gets lost between the session and the analysis
At Global Moderation Platform, we systematically recommend a debrief between the moderator and the client team at the end of every fieldwork session. Not as a formality, but as a methodological step in its own right.
The session has just ended. Participants have left. The recording is still running. And the client team, who followed along from behind the mirror or on a screen, is already forming first impressions, commenting on what struck them, drawing provisional conclusions.
This is precisely the moment where something essential is at stake. And it is precisely this moment that most studies sacrifice, for lack of time, habit, or because no one made it an explicit priority.
What happens in the first minutes after fieldwork
Just after a session, the moderator is in a uniquely observant state. They have just lived the conversation from the inside: they felt the tensions, noted the hesitations, sensed what resisted expression. These impressions are vivid, contextualised, and still attached to the precise moments that produced them.
The client team, on the other hand, watched from the outside. They reacted to what surprised them, to what confirmed or challenged their hypotheses, to what resonated with their own internal pressures. Their first reactions are often the most revealing, and the most vulnerable to confirmation bias.
A structured debrief, conducted immediately after the session, allows these two readings to be brought into dialogue before they solidify. It is a short window. And it does not reopen.
As Céline, Founder of Global Moderation Platform, explains:
"What the moderator observed inside the session and what the client perceived from the observation room are rarely identical. The debrief is where those two readings meet, and where interpretation truly begins."
What the debrief concretely produces
Beyond informal exchange, a well-conducted debrief serves several functions that analysis alone cannot fulfil.
It allows the team to distinguish between what was said and what was understood. A participant may have delivered a coherent narrative while expressing, through tone or hesitation, something contradictory. Without the moderator to flag it immediately, that nuance often disappears into the transcript.
It also helps calibrate the client team's hypotheses before they harden into certainties. First reactions from behind the mirror tend to amplify and consolidate quickly. The debrief introduces useful friction, by holding those reactions up against the moderator's direct experience.
Finally, it prepares the sessions ahead. What emerged, what was missing, what deserves deeper exploration: these are adjustments to the discussion guide that only make sense if they are identified while the session is still fresh.
As Logan, our Qualitative B2C Research Specialist, puts it:
"A good debrief does not summarise the session. It interprets it. And that interpretation, made in the minutes following fieldwork, is often worth more than hours of analysis conducted cold."
Why this step is so often skipped
The reason is almost always the same: the schedule does not account for it. Sessions run back to back, agendas are full, and the debrief ends up falling below other priorities. Sometimes it is reduced to a few informal exchanges in a corridor, or a thread of messages in a group chat.
That is not enough. And the cost of this time-saving rarely shows up immediately. It surfaces later, in analyses that lack depth, in insights that do not quite match what the fieldwork produced, in decisions made on the basis of a partial reading.
Recommending the debrief is recommending not to leave that value on the table.
Looking to work with moderators who stay engaged beyond the session itself?
