AI-assisted data analytics: turn an answer into a verifiable marketing decision
Ask the assistant for the data scope, calculation and limitations of the explanation. A useful decision links an observed result to an action and a re-evaluation criterion.
Article prepared with artificial intelligence assistance. The sources and method are indicated in the text.
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Ask the assistant for the data scope, calculation and limitations of the explanation. A useful decision links an observed result to an action and a re-evaluation criterion.
Asking data without skipping context
Google describes Advisor and Analytics Advisor as assistants who can help explore performance and pathways. This approach facilitates dialogue with a dataset. It does not automatically correct measured events, comparative periods or conversion definitions. The first question therefore remains the one of context: What data can the assistant read and what decision does the team seek to prepare?
Define a question that the table can shed light on
"Why do sales fall?" can go beyond what is contained in the advertising report. The team must distinguish between broadcasting, user response and commercial processing. A more precise question is about an observable difference: evolution of the rate of passage between two stages, decrease in volume on a medium or change in the cost of a defined action. This precision allows the calculations to be checked before proposing an explanation.
Control the calculation chain
Ask for fields, filters, period and reconciliation rules. Check duplicates, missing values and units. Aggregates must be able to be reconciled with sources. A percentage deserves a check of its denominator. Artificial intelligence can help prepare requests and synthesis; the responsibility of the balance sheet requires to return to the tables. An apparent variation may come from a change in measurement rather than a change in public behaviour.
Separate recognition, hypothesis and evidence
A finding describes what appears in the scope of the study. An hypothesis suggests an explanation to be examined. Evidence requires a mechanism adapted to the question. A campaign, promotion or product availability may evolve at the same time. The report must make these possibilities visible. The team is getting the missing information and the test that would allow for arbitration, rather than presenting a single cause with an assurance that the data do not allow.
Write the decision and its control
A recommendation must indicate the proposed action, its purpose, the person responsible and how to review it. For example, a pilot may seek to reduce form friction before extending media pressure. This scenario is a proposal for a method, not a guaranteed result. For several countries or languages, keep the differences in measurement and context. The assistant becomes useful when it makes reasoning more readable and the verification work easier.
Sources and method
The recommendations and grids of this article are proposed by Le Fils de Pub. The constructed examples are indicated; the advertisements and results attributed to an organization remain those of this source. Article prepared with artificial intelligence assistance.
Continue with a practical method
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