The most important aspect of Data Analysis is to solve business problems.
It is not SQL, Python, or any other tool.
It is entirely about building insights and communicating them efficiently so that stakeholders can make informed business decisions.
๐๐๐ ๐ต๐ผ๐ ๐ฑ๐ผ ๐๐ฒ ๐ฎ๐น๐ถ๐ด๐ป ๐ผ๐๐ฟ ๐ฎ๐ป๐ฎ๐น๐๐๐ถ๐ ๐๐ผ ๐๐ผ๐น๐๐ฒ ๐๐ต๐ฒ ๐ฝ๐ฟ๐ผ๐ฏ๐น๐ฒ๐บ?
You need to tie the business problem to a business KPI!
Question: Why is marketing not bringing significant results?
Seems vague, as we don’t have information such as what part of marketing is not working, but let’s try to translate it to KPIs.
The KPIs that we can focus on include:
โข ROI
โข ROAS
โข LTV : CAC
โข ARPU
โข Average Customer Lifetime
โข Payback Period, and more.
Move one step beyond. Compare these KPIs among marketing channel specifics, objective, targeting type, regions, etc, with the overall.
This will point out the lagging combinations, and then the marketing team can align their budget and targeting efforts based on that.
Questions or Opinions? Mention them in the comments!


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