Why Does Data Rarely Settle the Argument?
Imagine two restaurant owners looking at the same figures showing a full dining room. One sees strong demand and an opportunity to expand. The other sees stretched staff, waiting customers, and an operation nearing its limits. Both read the numbers correctly, yet reach different conclusions.
Now imagine each owner receives more detailed figures, but neither changes their view. One focuses on the customers turned away; the other on delays and complaints. The evidence grows, but their conclusions remain opposed. This is exactly what happens in organisations.
When More Data Changes Nothing
We assume disagreement reflects an information gap, so we commission another analysis. Yet more evidence does not automatically change how existing evidence is understood. It may simply reinforce established beliefs. Data cannot settle an argument when the disagreement lies in its interpretation.
Consider a business entering a new market. Commercial sees unmet demand, Operations anticipates delivery constraints, and Finance questions the likely returns. Each view may be defensible within its own frame of reference. The dispute is not necessarily about the numbers, but about what they mean.
The Invisible Architecture of Interpretation
Every function develops its own experience of organisational decisions. Past successes and failures shape which signals people notice and which risks they tolerate. Gradually, these judgements become assumptions rarely stated aloud. Data enters an organisation already shaped by the thinking through which it will be read.
A warning may alarm a team that has borne the cost of failure, yet seem excessive to another rewarded for growth. Neither needs to distort the evidence deliberately. Their histories influence what they consider significant. The same data can produce different conclusions because underlying assumptions differ.
When Evidence Meets Coherence
An organisation must relate different interpretations without prematurely privileging one. Data can establish what happened, reveal contradictions, and challenge expectations. It cannot determine which competing assumptions should govern a collective decision. Evidence becomes strategically meaningful when its interpretations can be examined together.
Persistent disagreement may reveal more than a shortage of facts. Functions may hold conflicting understandings of what matters and what the strategy requires. The numbers may be accurate while conclusions diverge. The decisive gap may lie not in the evidence, but in the coherence of the thinking that connects it.
PREVIOUS ESSAY
NEXT ESSAY
Coming soon!