Data Analytics · Data Science · BI

From raw data to decisions you can trust.

I'm Mostafizur Rahman. I work across data analytics, business intelligence and machine learning, turning complex data into reliable analysis, models and dashboards with Python, SQL and Power BI.

Sales and Profitability Analysis dashboard page: share of sales and profit above 20% discount, year-over-year growth, and sales and profit margin by discount band.
Power BI DashboardRetail Sales & Profitability
Power BI executive dashboard with KPI cards for sales, operating profit, margin and units, a monthly sales area chart, a sales-by-state map, retailer and product bar charts, and a regional donut chart.
Power BI DashboardAdidas US Commercial Dashboard
Chart of the SARIMA forecast against actual monthly sales.
ForecastingGlobal Superstore Forecasting
ROC and precision-recall curves for tuned XGBoost and tuned LightGBM, showing nearly identical performance.
Machine LearningTelco Customer Churn
Ranked table of product categories by gross revenue with cumulative share, ending at the Pareto cutoff of 81.26 percent at category 18.
SQL & BIOlist E-Commerce Performance
Line chart of suicide rates per 100,000 people by year, showing movement over time.
Exploratory AnalysisSuicide Rates Analysis

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Certified
IBM Data Analyst & Data Science Certificates
Experience
Data quality, Analytics, and Business operations
Focus
Data Analytics, Business Intelligence, and Data Science

Selected work

Case studies with the evidence shown

Business question, data, method, result and limits for each project.

  • Table of top product categories by gross revenue with cumulative share, highlighting the 18th category where cumulative revenue passes 80 percent.
    Business Intelligence

    Olist E-Commerce Business Performance Analysis

    A SQL analysis: 18 of 74 product categories drove 81.26% of revenue, and reviews fell once delivery passed about 14 days.

    PostgreSQL · SQL · Pareto analysis · KPI reporting

  • Line chart comparing monthly sales history with the SARIMA model fit and forecast.
    Predictive Modeling

    Global Superstore: Sales Analysis & Forecasting

    Daily forecasts failed (MAPE about 126%). Monthly SARIMA reached about 19%, a moderate result on a three-month test.

    Python · pandas · Plotly · statsmodels · pmdarima · SARIMA

Capabilities

Across the data science workflow

Data Analysis

Exploratory analysis, trend analysis, segmentation, and statistical methods to uncover patterns and answer business questions.

Data Science & ML

Statistical modeling, classification, forecasting, and model evaluation, with results explained in plain language.

BI & Visualization

Data modeling, reporting, interactive dashboards, and visual storytelling built around business needs.

Data Quality

Data cleaning, transformation, validation, and quality assurance to ensure reliable analysis and reporting.

Approach

Data quality first, decisions always

Define

Start from the decision. Pin down the question, the metric and what a useful answer looks like.

Validate

Test the data before trusting it. Missing values, duplicates and anomalies are found and documented.

Deliver

Clear analysis, models and dashboards, with definitions, limits and next steps stated.

Not just “what does the data say?” but “what decision can this data help us make?”

Let's work together

Have a role, a dataset or a question?

Hiring for an analytics or data science role, or need data cleaned, analysed or reported? Send me a message.

Send me a message

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