داده و تحلیل

تحلیل عملکرد بازاریابی

Reading the data rather than collecting it: finding what actually changed, what caused it, and what to do differently next quarter.

رزرو مشاوره شامل چه چیزهایی می‌شود

معرفی

Plenty of companies have adequate data and no analysis. Reports are produced, numbers are read out, and the meeting ends without anyone establishing why a number moved or what to do about it. Collection has been solved and interpretation has not.

Analysis is a different skill from implementation. It means segmenting until a change becomes explicable, distinguishing a trend from noise, checking whether an apparent effect survives a control, and being willing to conclude that a favoured initiative did nothing.

مناسب چه کسانی است

Companies with good data and no idea what it is telling them
Teams whose monthly review reads numbers without explaining them
Businesses that need an independent read on whether something worked

شامل چه چیزهایی می‌شود

نگاه ما به تحلیل عملکرد بازاریابی

کارهایی که یک همکاری معمولی شامل می‌شود. دامنه از اول مشخص است و بعدا هزینه اضافه نمی‌شود.

Diagnostic analysis
Segmenting a change until it becomes explicable. Aggregate numbers almost always hide the actual movement.
Cohort analysis
Following groups over time, which separates a genuine change in customer quality from a change in mix.
Statistical rigour
Significance, sample size and confidence applied honestly, so a normal fluctuation is not presented as a result.
Campaign post-mortems
Honest reviews of what worked, including campaigns that did not, which is where the transferable lessons are.
Competitor and market context
Whether your change is specific to you or the whole category moved, which changes the conclusion entirely.
Recommendations
Specific actions with expected effect and confidence, rather than observations left for someone else to interpret.

مسیر کار

از اولین تماس تا نتیجه

هر بار همین ترتیب، تا همیشه بدانید قدم بعدی چیست.

Frame the question
Agree what needs explaining. Open-ended analysis produces interesting findings nobody acts on.
Check the data
Verify the numbers before analysing them. A surprising share of dramatic findings are tracking faults.
Analyse
Segment, compare and test until there is an explanation that holds up rather than one that sounds plausible.
Recommend
Present findings with actions and confidence levels, including where the evidence is thin.

چرا ارزش دارد

نتیجه، نه انبوه فایل

چند فایل تحویلی یعنی پیشرفت نیست. اینها چیزهایی است که باید واقعا عوض شود.

ببینید در عمل چه شد

Explanations, not just numbers
Knowing why something moved is what makes the next decision better.
An independent read
An outside view is more likely to conclude that a favoured initiative did nothing.
Fewer decisions on noise
Applied significance testing stops normal variance being treated as a trend.
Lessons that transfer
Honest post-mortems, including on failures, are where the reusable knowledge actually is.

پرسش‌ها

پرسش‌های رایج درباره تحلیل عملکرد بازاریابی

چیزهایی که معمولا قبل از تماس می‌پرسند. اگر پرسش شما اینجا نیست، مستقیم بپرسید.

How is this different from your reporting work?

Reporting tells you what happened. Analysis works out why and what to do about it. Many companies have solved the first and assume the second follows automatically, which it does not.

Our numbers dropped and we do not know why. Can you find out?

Usually. The first step is verifying the drop is real, because a meaningful share of dramatic changes turn out to be tracking faults. After that it is segmentation until the change localises to something specific.

Will you tell us if our campaign did not work?

Yes, and that is much of the point of an independent analyst. Internal analysis has an understandable tendency to find reasons a well-funded initiative succeeded.

How much data do you need?

Enough for the change to be distinguishable from noise, which depends on your volumes. For low-traffic sites we would be honest that some questions cannot be answered from the data and need an experiment instead.