Most research engagements end in the same place, a report is produced, findings are presented, then almost without anyone noticing, the work moves straight into execution without the most important step having happened at all.
That step is the translation which is the process of taking what the research revealed and converting it into a recommendation that is connected to a specific commercial outcome, defensible under scrutiny and actionable in the real world.
A finding is not a recommendation however, the translation between them is the work.
This distinction matters more than most organisations realise and closing the gap between insight and action is where research-first strategy delivers its greatest value.
Step 1: The Finding
Research reveals something and sometimes it confirms what the business suspected. More often, it reveals something the brief did not anticipate which could be a customer behaviour that contradicts the assumption the strategy was built on, a pattern in the data that reframes the problem entirely, a signal that the market is moving in a direction the business has not yet accounted for.
A finding on its own carries no commercial weight – it’s information that is interesting, sometimes surprising and occasionally uncomfortable – until someone asks what this means for the decisions that come next, it remains exactly that a finding that is valuable in potential but, inert in practice.
The work begins the moment the finding is taken seriously enough to be interrogated.
Step 2: The Interrogation
Interrogation is the discipline of asking what a finding actually means for the business rather than simply what it says about the market. It is the difference between describing a pattern and understanding its implications.
The interrogation asks whether the finding reframes the problem being solved, whether it shifts where resources should be allocated, reveals a customer behaviour that the current strategy is not built around and if it challenges an assumption that has been running the business unchecked.
A finding that does not change anything is a finding that was never fully interrogated.
This step requires intellectual honesty that is sometimes difficult to maintain when the finding contradicts an existing strategic direction or challenges a decision that has already been made, it is precisely in those moments that the interrogation is most valuable.
Step 3: The Commercial Connection
An insight about customer behaviour is interesting and one about customer behaviour connected to revenue, retention, acquisition cost or market positioning is actionable.
The commercial connection is not added at the end of the process as a way of making the research feel relevant but, built into the interrogation from the beginning by asking which business decision this finding should influence and what the cost of ignoring it would be.
When the commercial connection is clear, the recommendation writes itself however, when it is absent, the recommendation becomes an opinion and opinions, however well-informed, do not survive contact with a CFO.
Step 4: The Recommendation
A recommendation built on interrogated research is not an opinion but, a finding with a direction. It states what the research showed, explains what that means for the business, connects to a specific commercial objective and proposes a strategic action that is directly traceable back to the evidence.
That traceability is what makes the recommendation defensible. It can be presented to a board, scrutinised by a CFO and measured after execution because the logic connecting the insight to the action has been made explicit at every step.
A recommendation built this way does not need to be sold. It needs only to be understood.
What This Looks Like In Practice
A client briefed us on an awareness problem their sales were declining and the instinct was that not enough people knew about the brand. The recommendation on the table before research began was a significant media spend to drive brand visibility.
The research showed something different – a greater % of lapsed customers already knew the brand as they could name it, describe it and had engaged with it before and it became clear that, awareness was not the problem but, trust was.
The interrogation asked what that meant for the business. If customers already knew the brand and still left, then spending more money to reach people who had already decided to disengage was not a strategy, it was an expensive way of confirming that the real problem had not been addressed.
The commercial connection was straightforward. Retention costs significantly less than re-acquisition. Rebuilding trust with lapsed customers who already knew the brand would deliver a better return than any awareness campaign aimed at cold audiences.
The recommendation: redirect budget from awareness to a trust rebuilding strategy, with measurement tied to retention rate and repeat purchase behaviour rather than impressions and reach.
That recommendation could not have been made without the research and the research would have been wasted without the translation.
The Work Worth Doing
The gap between a research finding and a commercial recommendation is not bridged automatically. It requires a discipline of interrogation that most engagements either rush through or skip entirely in the pressure to move towards execution.
It is in that translation from what the data shows to what the business should do because of it that research-first strategy earns its value not in the sophistication of the methodology or the volume of the data collected, but in the quality of the thinking that connects the evidence to the decision.
Finding – Interrogation – Commercial connection -Recommendation.
That is the sequence and work.