Services / Exploratory Analysis & Insight Reports

Exploratory Analysis & Insight Reports

From a business question to evidence you can act on.

  • EDA
  • Statistical Analysis
  • Hypothesis Testing
  • Z-Test
  • T-Test
  • Chi-Square Test
  • ANOVA
  • Correlation Analysis
  • Regression Analysis
  • Confidence Intervals
  • Nonparametric Tests
  • Outlier Detection
  • Insight Reports
Starting at$80

Final pricing depends on data volume, complexity, and agreed deliverables.

Discuss your project

Service overview

The problem, and what you gain

The problem it solves

Teams hold data but lack the time or method to turn it into answers. Dashboards show what happened without explaining why, and different people calculate the same metric in different ways.

The value to you

You receive a focused, well-evidenced report with defined metrics, clear charts and findings tied to a decision, so stakeholders can act with confidence.

Scope of work

What this service covers

  • Question framing and KPI definition
  • Segmentation, cohort and trend analysis
  • Driver and correlation analysis with statistical checks
  • Visual storytelling with purpose-built charts
  • Written interpretation and prioritised recommendations
  • A walkthrough session of the findings

My process

How the work runs

  1. Frame the question

    We agree the decision, the metrics and what a useful answer looks like.

  2. Prepare the data

    Data is validated and structured for analysis.

  3. Explore

    Segments, trends and drivers are examined, with statistical checks where they matter.

  4. Interpret

    Findings are tested, ranked by importance and tied back to the question.

  5. Present

    You receive the report and a walkthrough to discuss next steps.

What I need from you

Inputs to get started

  • The dataset or datasets to analyse
  • The business question or decision the analysis should support
  • Metric definitions currently in use
  • Context on the business, such as seasonality, campaigns or changes
  • Preferred format: slides, PDF or notebook

What you will get

Your deliverables

  • Insight report (PDF or slides) with purpose-built charts
  • Metric dictionary with exact definitions
  • Notebook or workbook behind every figure
  • Prioritised recommendations with stated assumptions

FAQ

Frequently asked questions

Can you work from Excel files?

Yes. Excel, CSV and database extracts are all fine.

How do you make sure the numbers are right?

Every figure is traced to source and defined in the metric dictionary, and the checks performed are documented.

Will you recommend actions?

Yes. Recommendations come with the evidence and the assumptions behind them.

Do I get the underlying work?

Yes. The notebook or workbook is included so every number can be traced.

Can you present the findings to my team?

Yes. A walkthrough of the findings is part of the service, so stakeholders can ask questions and discuss next steps.

Get started

Ready to talk about Exploratory Analysis & Insight Reports?

Send a short description of your data and what you need to achieve. I'll reply with a scope and a quote. Starting at $80.

Send me a message

Choose how you'd like to email mostafiz.r.afraim@gmail.com